--- /srv/reproducible-results/rbuild-debian/r-b-build.UgKvmvED/b1/statsmodels_0.14.3+dfsg-1_arm64.changes
+++ /srv/reproducible-results/rbuild-debian/r-b-build.UgKvmvED/b2/statsmodels_0.14.3+dfsg-1_arm64.changes
├── Files
│ @@ -1,5 +1,5 @@
│  
│ - 554a083e36950f9c6e17d9e8d90e7bf3 39477240 doc optional python-statsmodels-doc_0.14.3+dfsg-1_all.deb
│ + 827ab18554d1016b5ecf616bfb4643c3 39607300 doc optional python-statsmodels-doc_0.14.3+dfsg-1_all.deb
│   fb4eaf725a46a9c9b12100452643b806 13256516 debug optional python3-statsmodels-lib-dbgsym_0.14.3+dfsg-1_arm64.deb
│   8085cb293747f48e15a72207ca83bb99 1333680 python optional python3-statsmodels-lib_0.14.3+dfsg-1_arm64.deb
│   d9b67a5b104e9a22d2a3548749eb1901 4822788 python optional python3-statsmodels_0.14.3+dfsg-1_all.deb
├── python-statsmodels-doc_0.14.3+dfsg-1_all.deb
│ ├── file list
│ │ @@ -1,3 +1,3 @@
│ │  -rw-r--r--   0        0        0        4 2024-09-21 11:58:14.000000 debian-binary
│ │ --rw-r--r--   0        0        0   333160 2024-09-21 11:58:14.000000 control.tar.xz
│ │ --rw-r--r--   0        0        0 39143888 2024-09-21 11:58:14.000000 data.tar.xz
│ │ +-rw-r--r--   0        0        0   333184 2024-09-21 11:58:14.000000 control.tar.xz
│ │ +-rw-r--r--   0        0        0 39273924 2024-09-21 11:58:14.000000 data.tar.xz
│ ├── control.tar.xz
│ │ ├── control.tar
│ │ │ ├── file list
│ │ │ │ @@ -1,7 +1,7 @@
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     1227 2024-09-21 11:58:14.000000 ./control
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)  2119529 2024-09-21 11:58:14.000000 ./md5sums
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)  2119781 2024-09-21 11:58:14.000000 ./md5sums
│ │ │ │  -rwxr-xr-x   0 root         (0) root         (0)      406 2024-09-21 11:58:14.000000 ./postinst
│ │ │ │  -rwxr-xr-x   0 root         (0) root         (0)      406 2024-09-21 11:58:14.000000 ./postrm
│ │ │ │  -rwxr-xr-x   0 root         (0) root         (0)      406 2024-09-21 11:58:14.000000 ./preinst
│ │ │ │  -rwxr-xr-x   0 root         (0) root         (0)      406 2024-09-21 11:58:14.000000 ./prerm
│ │ │ ├── ./control
│ │ │ │ @@ -1,13 +1,13 @@
│ │ │ │  Package: python-statsmodels-doc
│ │ │ │  Source: statsmodels
│ │ │ │  Version: 0.14.3+dfsg-1
│ │ │ │  Architecture: all
│ │ │ │  Maintainer: Debian Science Maintainers <debian-science-maintainers@lists.alioth.debian.org>
│ │ │ │ -Installed-Size: 155918
│ │ │ │ +Installed-Size: 156024
│ │ │ │  Depends: libjs-sphinxdoc (>= 7.4), libjs-requirejs, libjs-mathjax
│ │ │ │  Suggests: python3-statsmodels, python3-doc, python-numpy-doc, python-patsy-doc, python-pandas-doc, python-scipy-doc
│ │ │ │  Breaks: python-scikits-statsmodels-doc, python-scikits.statsmodels-doc, python-statsmodels (<< 0.9.0-3~)
│ │ │ │  Replaces: python-scikits-statsmodels-doc, python-scikits.statsmodels-doc, python-statsmodels (<< 0.9.0-3~)
│ │ │ │  Section: doc
│ │ │ │  Priority: optional
│ │ │ │  Homepage: https://www.statsmodels.org
│ │ │ ├── ./md5sums
│ │ │ │ ├── ./md5sums
│ │ │ │ │┄ Files differ
│ │ │ │ ├── line order
│ │ │ │ │ @@ -342,19 +342,19 @@
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png
│ │ │ │ │ -usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_3.png
│ │ │ │ │ +usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_2.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png
│ │ │ │ │ -usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_3.png
│ │ │ │ │ +usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_14_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_16_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_22_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_24_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_26_0.png
│ │ │ │ │ @@ -418,14 +418,15 @@
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_plots_boxplots_9_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_16_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_34_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_36_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_40_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_55_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_56_0.png
│ │ │ │ │ +usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_predict_12_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quantile_regression_10_1.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quantile_regression_12_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quasibinomial_15_2.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quasibinomial_9_2.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_diagnostics_13_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_plots_12_0.png
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_plots_16_0.png
│ │ │ │ │ @@ -7436,14 +7437,15 @@
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/pca_fertility_factors.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/pca_fertility_factors.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/plots_boxplots.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/plots_boxplots.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/postestimation_poisson.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/postestimation_poisson.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/predict.html
│ │ │ │ │ +usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/predict.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quantile_regression.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quantile_regression.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quasibinomial.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quasibinomial.ipynb.gz
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/recursive_ls.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/regression_diagnostics.html
│ │ │ │ │  usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/regression_diagnostics.ipynb.gz
│ ├── data.tar.xz
│ │ ├── data.tar
│ │ │ ├── file list
│ │ │ │ @@ -513,19 +513,19 @@
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    33725 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    44878 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    48808 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    38046 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    31522 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    35532 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    65873 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   119585 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_3.png
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   119585 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_2.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   225757 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    47705 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    78186 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    82142 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_3.png
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    82142 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    18466 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    21245 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    53142 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_14_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    89704 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_16_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    77494 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_22_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    93363 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_24_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   107079 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_26_0.png
│ │ │ │ @@ -589,14 +589,15 @@
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   139681 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_plots_boxplots_9_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    29120 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_16_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    22369 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_34_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    16457 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_36_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    63573 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_40_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   149403 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_55_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   233413 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_postestimation_poisson_56_0.png
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    50147 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_predict_12_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   106448 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quantile_regression_10_1.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    35661 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quantile_regression_12_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    16802 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quasibinomial_15_2.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    22089 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_quasibinomial_9_2.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    30974 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_diagnostics_13_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    66910 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_plots_12_0.png
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)   153281 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_regression_plots_16_0.png
│ │ │ │ @@ -7608,137 +7609,138 @@
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/
│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    56352 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressions.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    59259 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)     7234 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    12768 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    22135 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.ipynb.gz
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)    28946 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)     3699 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)    28947 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.html
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)     3695 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    43872 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/contrasts.html
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    24547 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   250607 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   250612 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.ipynb.gz
│ │ │ │  -rw-r--r--   0 root         (0) root         (0)    55907 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.html
│ │ │ │ --rw-r--r--   0 root         (0) root         (0)   139500 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.ipynb.gz
│ │ │ │ +-rw-r--r--   0 root         (0) root         (0)   139505 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.ipynb.gz
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│ │ │ │  drwxr-xr-x   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/generated/
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│ │ │ │ @@ -13929,15 +13931,15 @@
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│ │ │ │ @@ -14026,15 +14028,15 @@
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│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/mstl_decomposition.ipynb.txt -> ../../../../../examples/notebooks/mstl_decomposition.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/ols.ipynb.txt.gz -> ../../../../examples/notebooks/generated/ols.ipynb.gz
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│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/pca_fertility_factors.ipynb.txt.gz -> ../../../../examples/notebooks/generated/pca_fertility_factors.ipynb.gz
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/plots_boxplots.ipynb.txt.gz -> ../../../../examples/notebooks/generated/plots_boxplots.ipynb.gz
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/postestimation_poisson.ipynb.txt.gz -> ../../../../examples/notebooks/generated/postestimation_poisson.ipynb.gz
│ │ │ │ -lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/predict.ipynb.txt -> ../../../../../examples/notebooks/predict.ipynb
│ │ │ │ +lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/predict.ipynb.txt.gz -> ../../../../examples/notebooks/generated/predict.ipynb.gz
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│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/quasibinomial.ipynb.txt.gz -> ../../../../examples/notebooks/generated/quasibinomial.ipynb.gz
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│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/regression_diagnostics.ipynb.txt.gz -> ../../../../examples/notebooks/generated/regression_diagnostics.ipynb.gz
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/regression_plots.ipynb.txt.gz -> ../../../../examples/notebooks/generated/regression_plots.ipynb.gz
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/robust_models_0.ipynb.txt.gz -> ../../../../examples/notebooks/generated/robust_models_0.ipynb.gz
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/_sources/examples/notebooks/generated/robust_models_1.ipynb.txt.gz -> ../../../../examples/notebooks/generated/robust_models_1.ipynb.gz
│ │ │ │ @@ -14154,15 +14156,14 @@
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressions.ipynb -> ../../../../examples/notebooks/autoregressions.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/contrasts.ipynb -> ../../../../examples/notebooks/contrasts.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/interactions_anova.ipynb -> ../../../../examples/notebooks/interactions_anova.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/linear_regression_diagnostics_plots.ipynb -> ../../../../examples/notebooks/linear_regression_diagnostics_plots.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/markov_autoregression.ipynb -> ../../../../examples/notebooks/markov_autoregression.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/mstl_decomposition.ipynb -> ../../../../examples/notebooks/mstl_decomposition.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ordinal_regression.ipynb -> ../../../../examples/notebooks/ordinal_regression.ipynb
│ │ │ │ -lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/predict.ipynb -> ../../../../examples/notebooks/predict.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/recursive_ls.ipynb -> ../../../../examples/notebooks/recursive_ls.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/rolling_ls.ipynb -> ../../../../examples/notebooks/rolling_ls.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_chandrasekhar.ipynb -> ../../../../examples/notebooks/statespace_chandrasekhar.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_custom_models.ipynb -> ../../../../examples/notebooks/statespace_custom_models.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_cycles.ipynb -> ../../../../examples/notebooks/statespace_cycles.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_dfm_coincident.ipynb -> ../../../../examples/notebooks/statespace_dfm_coincident.ipynb
│ │ │ │  lrwxrwxrwx   0 root         (0) root         (0)        0 2024-09-21 11:58:14.000000 ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_fixed_params.ipynb -> ../../../../examples/notebooks/statespace_fixed_params.ipynb
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.ipynb.gz
│ │ │ │ ├── categorical_interaction_plot.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9990625%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:28.082704Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:28.082297Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:28.855955Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:28.854989Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:28.859038Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:28.858636Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.123612Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.123355Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.927287Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.925633Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.082704Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.082297Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.855955Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:28.854989Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -39,18 +39,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.943779Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.943414Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.948949Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.948262Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.859038Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.858636Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.863937Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:28.863044Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -61,18 +61,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.957281Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.957023Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.109731Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.109141Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.867826Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.867556Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:29.021033Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:29.020171Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.html
│ │ │ │ @@ -120,15 +120,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_677183/2751177292.py:28: FutureWarning: The &#39;delim_whitespace&#39; keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep=&#39;\s+&#39;`` instead
│ │ │ │ +/tmp/ipykernel_3308298/2751177292.py:28: FutureWarning: The &#39;delim_whitespace&#39; keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep=&#39;\s+&#39;`` instead
│ │ │ │    data = pd.read_csv(StringIO(data), delim_whitespace=True).astype(float)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -56,15 +56,15 @@
│ │ │ │ │  except ImportError:
│ │ │ │ │      from io import StringIO
│ │ │ │ │  data = pd.read_csv(StringIO(data), delim_whitespace=True).astype(float)
│ │ │ │ │  
│ │ │ │ │  # Note: for the results we compare with the paper here, they drop the first
│ │ │ │ │  four points
│ │ │ │ │  data.head()
│ │ │ │ │ -/tmp/ipykernel_677183/2751177292.py:28: FutureWarning: The 'delim_whitespace'
│ │ │ │ │ +/tmp/ipykernel_3308298/2751177292.py:28: FutureWarning: The 'delim_whitespace'
│ │ │ │ │  keyword in pd.read_csv is deprecated and will be removed in a future version.
│ │ │ │ │  Use ``sep='\s+'`` instead
│ │ │ │ │    data = pd.read_csv(StringIO(data), delim_whitespace=True).astype(float)
│ │ │ │ │  [2]:
│ │ │ │ │   _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
│ │ │ │ │  |_ _|_ _ _ _ _xx_|_ _ _ _ _yy_|_yy____ee_rr_rr|
│ │ │ │ │  |_00_|_2_0_1_._0_|_5_9_2_._0_|_6_1_._0_ |
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.ipynb.gz
│ │ │ │ ├── chi2_fitting.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.999280753968254%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:25.957569Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:25.957309Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:27.215706Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:27.215093Z'}}}, 5: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:27.219294Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:27.218888Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -19,18 +19,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.311739Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.311476Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.331497Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.330778Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.957569Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.957309Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.215706Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.215093Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -62,29 +62,29 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.347911Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.347536Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.375960Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.375367Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.219294Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.218888Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.242726Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.242046Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_677183/2751177292.py:28: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3308298/2751177292.py:28: FutureWarning: The 'delim_whitespace' keyword in pd.read_csv is deprecated and will be removed in a future version. Use ``sep='\\s+'`` instead\n",
│ │ │ │ │ │                          "  data = pd.read_csv(StringIO(data), delim_whitespace=True).astype(float)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -208,18 +208,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.383727Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.383456Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.403435Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.402779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.246110Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.245821Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.271104Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.270408Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -271,18 +271,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.423030Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.422738Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.432329Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.431279Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.274357Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.274077Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.289367Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.288692Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -321,18 +321,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.443699Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.443433Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.522783Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.506762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.292907Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.292597Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.315013Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.314364Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -372,18 +372,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.539694Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.539423Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.578787Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.562774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.318316Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.318060Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.321766Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.321218Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.ipynb.gz
│ │ │ │ ├── copula.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.998828125%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.536186Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.535699Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.739680Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.739047Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.744139Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.743756Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.185749Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.185481Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.612746Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.612080Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.536186Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.535699Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.739680Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.739047Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import seaborn as sns\n",
│ │ │ │ │ │ @@ -31,18 +31,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.616499Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.616125Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.632396Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.630810Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.744139Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.743756Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.757909Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.757178Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "application/javascript": [
│ │ │ │ │ │                              "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
│ │ │ │ │ │ @@ -83,18 +83,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.671345Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.671053Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.147526Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.145308Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.790454Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.790198Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.202315Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.201733Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "tags": []
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │ @@ -122,18 +122,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.151783Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.151519Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.722170Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.721590Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.205733Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.205456Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.746181Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.739857Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "tags": []
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │ @@ -185,18 +185,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.725406Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.725148Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.227132Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.226491Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.755409Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.755149Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.377100Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.369533Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -223,18 +223,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.230302Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.230036Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.739384Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.738748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.383515Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.383235Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.951457Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.950923Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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yGitoRER5Sg5Hi17ZFVbBOjH1l5nqklp165RyO9raujMyBqJcw4BGRENatnuEpZtRpv7k6pbc7kJgd38iTQxoRDRkZbtHWKZEhiM91nwRUXpxDRoRDUlG6BFGRKSGAY2IhiQj9AgjIlLDgEZEQ5IReoQREanhGjQiGpKM0COMKF+MdBTDG5Aw0lEEADCbTRBFCSLXOyaNv4GIKCOMtltSq4Fqk44NVImGghunuoL/LYoSysrsCIgiOtwehrQkMaARUdoZcbekUXqEEeWDl7YcwGF3LwCgp9+PkkIrbvvqOJhMAgNakhjQiJJgtGqQkflN0eEMOLFb8uHm2qxdO6P0CCPKddtbO7DnixNNh6sri7M4mvzAgEaUICNWg4wsnt2SDnP2WlqwRxgRGRF3cRIlIJu9s/wmAe6AhNYeH9wBKWf6dBltt2SuXkciGlpYQSNKQLaqQblctTPSbslcvo5ENLSwgkaUgGxUg3K94728W1JJcLdkBuT6dSSioYUBjSgB2agG5XrHe3m3ZGRIO7FbMjOVq1y/jkQ0tHCKkygB2eidFU/VLrjA3aCMsFsyH64jEQ0drKARJSAb1SAjreFKhbxbsqrYCodZyHhrjXy5jkQ0NPA3ElGCMl0NYsd7ffA6ElEuYQWNKAmZrAYZZQ1XruN1JKJcwgoaUQ4wwhqufMDrSES5ggGNKEfo0fGeR1Tx5AAiyg0MaERDRC8ELMyjJq0Mm0SUzxjQiIaATo8XCzWatGbzwPJk8EQAIsp33CRANAS0HffmTZNWnghARENBXgW0p556CjNnzkR9fT0uvPBCLFiwAPv27cv2sIiyrqvPp3l7pg8sTwVPBCCioSCvAtp7772H2bNn47e//S2eeeYZBAIB3HDDDfB4PNkeGlFWlRVqd8jPpSat2TgPlYgo03Lnt3IcVq9eHfbvBx98EBdeeCF27dqF8847L6HnEpKYJZEfk8xjKVysa+kToheIW7n2SJEgAJUltphNWoUcuX7xnAiQrp9B/ozrh9dSH7lwHY08NiPLq4AWqbu7GwAwbNiwhB/rdJYm/bqpPJbCKV3Lwx29uPPl7WFh46KaSqycOQmnltszObyc8tDMSbjr5e34a8R1e2jmJJySQ9fN6vHioprKsM9DdlFNJU4qK8SwIltaxxDPz3inx4u241509flQZreistiW9nHlIv6+1Ee2r+OoyhIEcCKJneYY+J3icBRna0g5T5CkHPmzOUGSJOHGG29EV1cXXnjhhYQf397ejUSvjCAM/JAk81gKp3YtfYKAO9ZFLxAHBipBDzfXspIWIfRaepEflcdeCFj4yq6wkN5UU4kHmutgl9K3Bi3en/FeCFG7ZgdOLKiFHbl3vdOBvy/1odd1rKzUP+CJogSTwqadgCiis8MDMYd2justnuudtxW0ZcuW4eOPP04qnAGAJCHpb/ZUHkvhIq9ltz/2AnGHmfV0JZIEWKToJq2Z+lbVs29ZIdRPBMjE56P1M+43RfebAwa+Pxem0NIkX/u+8felPrJ9HV/acgCH3b1hH+vp96PDE75BaWRFEW776jgIgoA8rQ/pJi8D2vLly7FhwwY899xzOPnkk7M9HNJRPAvEg+GDdJVKQEhH3zKjnggQzy7TRP+IYN83MrrtrR3Y80V3toeRV/JqF6ckSVi2bBneeustPPvssxg1alS2h0Q6i2eBOOmvd3Bq+WuPbsTMJ9/F1x7diDvW70JvHKt/h1rfMr13mQ6160dEA/IqoN133334wx/+gJ/+9KcoLi7G0aNHcfToUfT19WV7aKSTUqsJTTWVirfJuxFj8ZsEuAMSWnt8cAckvsHFkExACL3GnV4RZ1U5UGQzR90vH/uW6f1HBPu+EQ1NeVVuWLt2LQDgW9/6VtjHH3zwQVx33XXZGBLpzCJKWDGjFouUFojPqINF1H6z4lRR4hKdslO6xg0uJx6bVY9b126DxxsIf/48m5aW/4jQammSyHQsp/WJhqa8CmgfffRRtodAGWCX1BeIa/GbooMDkLvnUWZKIgFB7RpvHvz3/MZqrNrQEnZbvk1Lp/pHRCRO6xMNTfzJppyUzALxdCzeHgoSCQha13hzSzvmN1SHfSyZilIuSPaPCCV6V+SIKDfk1Ro0Ii08Iig5iaz7i3UN+/0nAsqJilJ+hgv5j4iqYiscZiHpz1OuyEV+DfL9+hENdaygkap867vEqaLkJDJlF+sajq0sxss/uDClitJQpGdFTk2+/bwT5Tq+I5GifFxMz6mi5AkArqo7GXOnjEG/X0SBxYQj3f1ARFvYWNd4mM0Ep8VYfctyRTr7vuXjzztRrmNAoyj5uphe78XbQ4VaZ3zgxPFa8vcDr3Huydefd6Jcx4BGUfJ5MX0mporyQeh0V3GBBWdVOfBBa0dUiwyl7wde49ySzz/vRLmMAY2i5HvfJaMeEWQUevQx4zXOHfn+806Uq7iLk6JwMX16pOsEAz2fV+3UgM0t7Xhm837Mb6yOegy/H3Ibf96JjIk/eRSFi+n1l65F2Ho/L/uYDT38eScyJlbQKAr7LukrXYddp+N52cds6OHPO5ExsYJGirjQWz/pWoSdjudlH7OhiT/vRMbDChqp0qsT+lCXrhMM0vG8sU4NGGYz8fshT/HnnchYGNCI0ixdi7DT8byc7iIiMgZOcRKlWboWYafjef0mAf1+EYunjYcoAcf7/SgtsKDUZoaN011ERBnDgEaUZunqrq/386r1P5vXUI0X32vF0mnjeewPESka6SiGNxD798NIRxEAwGxObAJPFCWIQ6yCL0gSf+MqaWvrRqJXRhCAysrSpB5L4fLxWqbrMOpYzxvPtfSbBNyhcpxTg8uJ+ioH/nmwY8gf+5OP35fZwmupD72u4/DhpfoNKgZRlGBKcJd5QBTR4fbkTUiL53qzgkaUIenqrq/H88bT/2zVhpa0HvuTrgBLROn30pYDOOzujeu+Pf1+dHh8cT/3yIoi3PbVcTCZhLwJaPFgQCOiuPufpevYn3Q18mXoI8qM7a0d2PNFd7aHkVcY0Igo5o7PAosprvslw2+KDmfAiYa7yU6rpiv0ERFlAttsGFi6zm4kiqTV/6zB5cS2gx0ndoaG0ON7NJ6Gu4lKxykLfpOAY34J21rdOObnzyMRpRcraAbFv/6zbyhNj6ntCA3dxRm5M1Sv79F4Gu4mOq2q9ykL/HkkokxjQDOgdE35UPxy+Q1ZKVjGI/K4n+ICCwQBMAnA8unjw8KZnt+j6Wi4q2fo488jEWUDA5oBpevsRopPLr8hqwXLh2ZOgi2Ox0ftCJVFfL56fo+mo+GunqGPP49ElA0MaAaUjikfil+fCMxtqMY3LxiNEaWFsJoFfN7ZB6vZhK2tbhz3iyg34PojrWB518vb8VBzLSxxVP/imdrV83s0dHr1gwNuzG+sRv2ocgDASIc9rueIpGfo488jEWUDA5oBpevsRoqtVxCwdL1yN/2bX9iK+qpyXHv2aQCMU0GTA5VPo9Lz1zgrPfFO7er9PWqXJDzSXIteCVi6fidWbWjRfP1Y9DxlgT+PRJQN3MVpQFo76pR20pE+1Hb+bW5pxzOb92N+YzU2t7Tj3leT2wWo9brJ7oTsFQZOAPjaoxtxoN2jed9YlaBEdj6m43tUAqLCsdrrx0NeU/fWbU14+QcX4q3bmvBwcy0KpcR2hfLnkYiygb9ZDEj+6z/yTeHEX//Gqd7kAzkgHesPaHbTl6fdEmn9ECt8hQasmU++i689uhF3rN+FXiF2GPGbBCx77UOcVeXA6jnnxpwOjFXpSaTdRTq+R9PRbkNeU1dVbIXDLCQ1Lv48ElE2sDZvUJE76k6sBUruYG1SFjql98TsczTvK3fTB+JbdxRrujDVzQjH/SKuP380ntm8H6s2tODmqS40uJzYrBByLopj3VWia630/h418lqv0M/V4w2gyGbmzyMRpRUraAamx1//pC5ySk/ulq8m9HatapTfJOBYQMLeoz2Y1zgWN091ochmBhA+XZdqxUiUgGc27w8GsjWb9mNeQzUaXM6w+8m7OK0ha7iUKntl9sTXWun5PWr0tV4WUUKFRcDZVQ5UWPjzSETpxQoaDVmRAWnbwQ7VCpTcTR/Q3gWoVDVrcDnx2Kx63Lp2GzzeQDB8pVoxkiSEjdXjDeDWtdswv7Ea8xuqUVZoxTD7QFXrlHI72tq6VcfYVFOJFc11uHz8CLy9+0jUayXb7iIR6Wi3QUSUq1hBoyErMiC9+F4rlk6vRWNEBarR5cQ9V9fixfdaNdcdxbPJIPS1U60YHe+PDngebwCrNrTghmffh0kAHGYhqnKmuhFg/U7cM31C1tZaca0XEdEJrKDRkBUZgK7/ShUeenM3zq5yYF5DNfr9IgosJmw72IGH39yD//7+hSg0QXXdkdaU5eaWdsxvOBHQ5PVaiVSMIvuTFdnMKLKZ4fEG4vr8Yo1x49429PoCKa0rS/V4LK69JCIawIBGOSvVMBAZkOpHlWPVhhZs2HNU8f53fH0cSqC+uzK0IldkMwcbrvb7RRRazXAUWVFkM2PyaEdwrPH26lKclnQ5sXrOubjh2fejQpralGBc06pma/hpAnFeU72Ox4o6zYCVMyIaghjQyDAiA5fV41W9rx5hIDIghe7SVBJrTZhcsSqymfHYrPrg7srg+FyVWDP3PIwqKwQgwR2Q0N3nw5Jp42E1m9Dh8aK4ILpipLrbs6UdgIDF08Zj4bqdwY83uJy49+paxSiZroX4uXw8FhGRETGgUdKUKlgCgK4kqlpKgeuiwcBVGNG1X88wEDql5ovxmJjhZrAid9ao8rDdlcHxtbQBAvBAcx3u0gqXiZx72dKGH15eg9Vzzg2bkj14zIPVm/djxYxaFIVcv3QtxOd5lURE+mJAo6SoVbBuuuR0zA+ZcounqqUWuP66tw0LFQKX3mFAnlLzpxhe5IrcoY6+sMpZ5PgOunsTCpexpiWPdPdjwfNbg/+W22yEPmfkGJe9vhtnnlIWnIJ1FFkxstyekz3MUp3qJiIyIgY0SphWBUuUJMxvrA4GlHiqWokGrnSFAT3Ob7RLUsx+ah29PsWPq4XLWJU7+fWKbGYsnjYeE0cOwyF3L9bMPS94uHvkGJdOn4BF63aEBcnLx4/APdMnoNcXSDjsZKuHmV7r3ogoNSMdxfAG0vMzN9JRBAAwmxNvPCGKEsQc/YONAY0SlshuRSB2VSvRwJXOMKDHLsJ4A5USpXAZa1qy2lmMp741GdXOYix7bVfUerSBw91PGAjYO8K+hkU2M67/ShXuWrcjbGo23rCTjR5mXPeWf1gNzV03TnWl9flFUUJZmfZxdkoCoogOtycnQxoDGiUsVqBSWmyvVdVKNHClOwykuosw1vjkhreKj1W4FgKAmy45HaIkhYWnBpcTN13qgkkAdnzWiV+/+2nUujf5cPdVs+qDH1MK2PMbq5XXzWmEncg30wea63Dfax+GNbrVqj6m+mbMdW/5hdXQ3PbSlgM47O5N2/P39PvR4VGefVAzsqIIt311HEwmgQGNhoZkKkRaj0k0cOkxFalGj7/gtca3orkOf99/LLiov9BqxtZWN9Zs2h9svxEZCLt8IuY/+37whIDQzQDzf7UF6xZMwZSxTs11b23HvRg2+GVRCthyixG1x0eGHa3TCO68Yhy6erWrj3q8GRv57E5KDKuhuW97awf2fNGd7WHkFQY0SphWoAo9EkkWq6qlFmguGnzDV3qDT0dDUz3/glcbn1+S8Id/fBZ1FNSauefhtGGFUeP3mwT4fCJ+8o2zwsKcfGD3/MZq+EUJFrMQXHMm3x6qu8+HYUUDP+5KYTmRFiOab6brd+Lh5lqUa1Qf9XozNvrZnRQ/VkOJovE3GCVMq0J006UuzP/VlrCPxVPVUgo0J5UVwufph9pbtZ4NTdPxF3zk+PwAFqocBWUCcM3Zp+H8MY5gGNQ61/Oul7dj5cxJUb3WIs/9lBVazThw3IfSQguKreaogB1rY0No2En1zVSvN2Oe3Zk/WA0lisaARklRqxAJANYvmJJUVSs00AgCMKzIhjZPf3o/kUGZ+Ateu59ZO+Y2VIe1xVAKjPIasYdmTsIahTVj8r9Dd9I2upx4bcfnWLWhBUU2M+67phaLpo3HZ+5eCIKAra1u7PisE40uJzYpjC8y7KT6ZqrXm3E6p7ops1gNJYrG73pKmloFKxeP6cnEX/DxbK6QwyAAzZ2yd115ZlQ4C71d3knb6HJibkM1bl27LeyEgx//bnvw/k01lVg+oxbX1Z82cJB6jLCT6pupnm/GPLszP7AaShSNAY0ImfkLPt7NFbGCHAD0Rqwxizz785Rhhfjzv1+MP2w/HJzuvHmqS3Wn5pJXduGR5tq4wk6qb6Z6vxnz7M7cx2ooUTQGNCJk5i/4eDdXxBMGywpPVPNUz/6sqcScKWOC/461U7NrcBo3VthJ9c2Ub8akhNVQonAMaDRkaLXQyERoUHuNBpcT8wanIYNhcPC1VQOj7cRCf60eZqEnO6R6GHyoVN9Mh8KbceT3W7HVDI8/ENGChNW+UKyGEp3AgEZDQjwtNOIJDan2SZNfo8sn4tBgU8dtBztw69ptmDzaERYGtQKjTRSDt2tVxkLXoyWyUzMeqb6Z5vObsdL3W+h6QI83wCasRKSJAY3yXiItNLRCQ7J90qJCnUlAhVlA2YhidPtElNutuGbSKVFhMFZgtEsSVjbX4VBnX1zXYdvBDjS4nIqbC2JN4/IInvipfb9tammHhBM7bNmElYi0MKBR0nLlTVuPFhrJ9knTDHU6VJB6fAEc79feVDDSYcf//tvF6Or1YuY5p2FpgtO4PIInMYmcVcsmrESkhgGNkmL0N+3Q8Bgr98Sz9iqZkJdq89t4rnF3nz9mZazMasIpzhK0tXVDSnDtF4/gSVyiZ9WyCSsRKdFelEKkwG8SBvplqbxp+03ZrQb0CgLuWLcTX3t0I2Y++S66+rQP2I1n7VU8fdKiPhZHqFMT7zUuLbRgzab9mNdQjQaXM+y+DS4nls2ohQDgkyPHceC4D+7AiV51VcVWOMyCZsBK5XMYqhI9q5ZNWIlISd79ZtiyZQtWr16NnTt34ujRo/jFL36Byy+/PNvDyivZODfPazKh2xtAV58PZYVWlNrMsA1WfUKrZRXFNiyNCDaprL2SJdMnLZXmt/Fe41KrCZNHO3Dr2m1Rh6kf6e6HVRDw43U7kq508giexCVyVi2bsBKRmrwLaB6PB+PGjcN1112HW265JdvDyUuZftP2CCYsXLcjLGA1upxY0TwRZki4O2QKbvWcc6OCzZpN+/HYrHoACHuOWGuvItfYPXjdRCx/7cOog8jV3mRTaX4beY0jG9H6RQn+wTV/8m7OyB5oK5rrcO+ru1KanuQRPIlTa6cSuosTYN83ItKWd79dL774Ylx88cXZHkZOinfRf7retCNf3+rxol8hnAEDO+IWrd+Bm6e6wgKIUq8vjzcQrDAtvGo8+ryBmGuv1NZ/rZl7Hub/akswpGm9yabS/LYk5BpqNaKVK2FK68qO+wN4e89RxeePt9Jpt5rjPqMzUbmyySQZSl8TuQ/ab+Z/JS/7vhGRvvIuoOlFSGKGTn5MMo/Ntl4IWKgQSB6YUQs7IipDcQQPIcGNAkqvf1FNJe6+arzqmZObWtpx55Vnhn0sVq8vc8QXR+lr5VMIZwCCn+/rtzTiWI83+CZrlURA4XmskoQHZtRiodKuyeY61cf5BAFb9x0LTstqNaKVK2FWSUKFRUBFyWDlUpLQ1Ru70hm8vwKfIOC+V3dhbkM1JEChgqn+OcSSyPebkSTyMx79NRFRYBbgCPkaJXPt8kUu/740El7H+OTi9WFAU+F0lmblsdnQ6fHiR2u3qU6FPT6rHsOKbGG3PTRzEu56eTv+GhI8LqqpxEMzJ+GUcrsur//XvW1Y4NFe4H+8L3y6UWm9mVoF6qKaSqycOQmnltvR6fGi7bgXXX0+2G1mnFXlwAetHVHTmQPd+YHJYyoUPw/5OcrsVlQW21BZZMOqWfXo8PjQ4/WjxxtAud2KMrs16prKPjlyHMtf3x2clo11RJMnAJw+Ivx77nBHL/r9/RpXDigvsqGyskT19k+OHMfbe47inX3Hota3bTvYAb8ooXJ44t/ryXy/GY3TWar49Tb6uI0o135fGlW2r6PFYobVas7qGCJZLAPjcTiKszyS5DCgqWhv70ai3SIEYeCHJJnHxssnRE8LWVN8sWN+SbEaBgyEpC+7+uDzhL/Z2wA82FwXtXDf6vejra1bt9cvLtT+gS+JuF1pvZlaBeqve9uw9JWdWDp9AhZFLKRvcDnx2Kz6YNf3UB0eb9Tn2AsBC9dHV4QenFELAHjnk3aMKCtEv3/ga/f+ATeaxlagcLBaFPp1tQ+uN7vr5e24/itVKLZp/5hGjscnCLhz3U6cVeXQ3BxRZIbm16pjMBx7vAHFgHjpGcPRJiT2tQaS+34zCvln/GD78ZysABpJJn5fDgV6XcfKytQC3smlhfDE6MmYaaeUFQIAurp6EQgkt5xAkiSIaVh6Ec/1ZkBTIUlI+ps9lcdqSVfvsWQW/Q+MJfndgfG+/pGuftU1UI0uJ3r6w8OTvN5s8bTx+NHlZ+BIdz9GVdhVK1BnnlIW9XkAA+HOBODF712AQ+5eFFrN2NrqxppN+1FaaAn7+vpN0dN1APDBATcOd/dDFCW8tuPzsKDU4HKiurIYY4YVwCsh6uva4HJi5cxJuHXtNtSPKle9PgCixtPtH9gB+kFrR8zNEVpfqXjWGibzbZfrO0M7PV7Fr/fGvW1YyN5wCUvX78uhJtvX8capruy9uAZRlFBWltisTqiAKKLD7UlLSIuFAS1HpLNhaKKL/vUei9br3/nydvzuB1OweP2OsJDW6HJixbUTYZakqPVw9VXlGFFWiG+veQ8ebwBPzD5H9fk1pw9b2jG3ux8Lnt8KYCA0rZl7HmxmE/wmBD9HpZYY8rRqSYEFK97YHVXFkv99/4w6LH0l+lqGVv8SbRMiB6DQzRGh05MjHXYUSrH/mkxlk4Pm8+b4ztC2496Mt5khMrqXthzA4cHzhY2kp98fnA1I1MiKItz21XEwmQQGND309PSgtbU1+O9Dhw5h9+7dGDZsGE499dQsjiw16ew9lugbcU9AxNyGatxx5Zk43jewI/LLrj7c+fL2pMai9frjTymDXZDw0LUTVfughe6W6/eLeGdfe9jUpNbGAaVdn2q3D1TVBEwe48AHB9zBamFoRUhuh3HJGcPR2esDIKhuctjc0g6PLxDzWKBb1m7DY7PqIQBhIVVtB2lowFGannzrtibNz1mm1i4i1fYQ6Qp+mRKr8bHRK4BE6bC9tQN7vkh8yQOpy7uAtnPnTnz7298O/vvBBx8EAFx77bVYuXJltoaVsnROCyX6RmwxmbEmYk1Xo8uJ579zAWY//beEx6L2+hcN9vIyiSJskOC0CHCWDCzC9kOCOyCFrcVzmK3oFQT882D44v4j3f2qgWCYXXuckeFuY0sb5jaMwaNv7w1WC+VApLQZQat6BwCeiCnaSGV2K34z/ysos1vw0LUT0eMLxDyiSc8AFOvA9mSkK/hlSlmh9veM0SuARJQb8u43yfnnn4+PPvoo28OIkmrPp3RPC8X7Ruw1mbBIpS/Z8td24aGZk5Iai9Lrn1RWCJ+nP2qdVKy1eJHPU2Y1oWFsRVQgaHA5UVpoUZ0+jOz6LpOranK1UA5EZ40qj9qMEKvtR6ld+1oNK7ScqEaKImxxHK6udwCy6HCoe6R0BL9MqSyx5XQFkIhyQ94FNCPSY3F/JqaF4nkj7vYGNPuS3X3l+KTHEvr6ggAMK7Lh814vuv3hzT6XxdEdP/LzsCN8KrTQZsb/7PwC83+1BStnTgKAqEX880K6vocKDV3dfX44zFasmFGLQx19UdOJsQ8yN6fl6xoZgMqLbCgyIxiAjNAkNh3BLxOGFdnU+9vlQAWQiHIDA1qa6bWg3ijTQrHW3/R4/Rhh064axetwRy/uVAi2c6aMwTv7joVNYxbZzDhrVDk6vSJ6+pVDR2ggcAckrNrQgiKbGbsOd+LOKwYa3nq8ARQXmLHzsy7FFhuRVTW5WmiXJMVqWaxjpsyQsGxGLZam4esqf74VJVZUVpagra0bEtK3G3gosSN3K4BElBsY0NJMz8X9RpgWirX+Jtbt8fIJwsCmA4VgK0oS5jdWB6tV8RyFFKnUasLl40fg+q9U4ZnN+/HzP+0N3nbZmcOx9OpaTB7tiJoSnRdxlmJohUtpajd0J+VdV56JI139GOmwo8xqgl+ScPu6nfigtQPzG6sxd8oYAAjeno6vq9dkwiF3L2adPxrzGscGW4fosRt4qMnVCiAR5QYGtDTTe3F/tt8USm3qZzM2upwotZkBHYJFt09UbWYq726UaR2FtOz13bhv+gSFxfUS7pk+AXcprKf73z1HIQgfYmVzHXp8AXT1+eGN2B2qVOFSm4b2eAP458EOzKw/DcNHWCAB6PKJOOTuxbzGsThrMCSFnu/5cHNtKpdP0cDxSuoNedkigojIOBjQ0izXez5FsokiVjRPxCKVvmQ2nao+sYJtaPsLtV5mRTYzrv9KFe5Saajb71dfT/f27iO44+vjgmHYbxJQOekUXHrG8KjKpbyeq8fj05yuLJRE9EoCFq2PbkobempBOoJSp8cbddIBEN5vbdWGFraIICIyiNxKBznIKD2f9FwUXiSJmn3J9BAruJaHtMdQ62UW65DxxdPGa75GaFhRq1xGrucqspmxZPoELJ42HscjpqHV1iNGhiRgoLliaYkt+DUrs1tQZDErVgLjodVcNbQimWt/MKSDETZQEBHxt3GaGWFxfzoWhdtEMawvmR7TmqFKrSZcVFMZdhi7rKmmEqMddrx1WxO6+/woLlD+No51yLgEYPWcc9HvF8OOcpKnGmOFFaXA5fEGcPfvdwSnKS2iFAxzWusRQ0NSkc2M8mIb7hh87tA1dpEbDeL9Gsba3NHvF9kiAtxAQUTGwYCWAdlc3J/OI6LSySpJWDlzUvB0ApkcbG0hPcH8JiGsSil38x9eWoAnZp+jGL4A4DN3L2549v3gv0OnGiePdsQMK7E2gHT5RFSETFN29/mDY6sfVR4VDOVK4JLpE7A0ZDoyViUwnq9hrM0b5XZrTrSISGd1K56fFStDGhFlCANahmRrcX+sENHpFTHMltkpnIBJQK8IeHwBePoDGGZXfqM9tdweV7C1iBLuvboWS/+wE9sGDwiP3NEZuc5LiRyAlkyfgKaxTkDhtILQMcZaJ3fI3YuyEcXBx5TZLZpjswgDQfOcqnLc/fsdwdtjVQLjWa8Wq7nqaIc9rinqbE7/pbu6Fc+O6woLN1AQUWYwoOW5WCFiX1sP1r7XmrEpnD5BwGcdfXj8zy1xTddZpfiCrSiJqK9y4M4rzsQjb+5RPZxcXueldEpAkc2M+ioH6qvK0S9KuPcP0WHg3qtrIUoiSiwmlMU4BQBAWHgqspgVK2GbW9ohAHjg2ol4uLkWh7u9YbcrrbELrcR19PoAuzUsLEUGqZMAzeaq8YSzeAJSugJcJirB8ey4rijhBgoiygwGtDwXax1VgcWUselOv0nAppZ2vLbjc9XpOrm1RXefH53ScRSZBFjiCI6lFhNOK7dDEBDV40uumMnrvORmt6GnBISu8wKAba1uxTEu/cNO1Fc58M+DHVjRXIfLx4/A27uPRI1HDoDldmswXPb4tE9h6PMFYDcLUV+zyAa4sfq+CQAWRoSZi2oq8cCM2qSn2uMJSD4IWKSyYzbV8K9nP0E1+bbjmohymz4t38mw5F2kSkKrSPKbXDp1+0SMKCtUDSkb97bhgLsXX3t0I2Y++S4u++lfcMf6XegVYr/xeiXgje2HcfXjm7Hg+a2Y/6st2NbqxmOz6lFkMwfvV2a3Ytk1tVFTnaHrvOpHlauOUb594942LFq/E0unT0CDyxl2H7mh7ZpN+8Pe1OOp0ADRXzP5uCilsYaSw9KmT9qjwsxf97bh7ld2AQAcZgFVxVY4zELcgTye9XZ3R4Sz0DH5TamFp3ivXSq0flaCGyiIiDKEv3HynLyLNPKNJzREyPR4k1PjNwnwiRKKbBasmXsebp7qCgtOso7e8N2G8bzB+03RvcWAgTD1zOb9mN94oqntsEILCk3A5NGOsPuGhjK1th2y0MPSe30BTJ90KlbPORdPzD4Hq+eci/oqR/hGg0GxKjBldktwivCHl9Vg7XfPx81TXXjxvVbMa6hG42BI0wqQG/e2YURZoeptyYbwWN8bHR6f5phSDf+ZqG6p/ayc2HHNDQJElDms2Q8B8i7STq+IfW09KLCYsO1gR1QVKV1TOEprl9QW7SudZ7lxbxuO9QdgNQmKa5ribV8hV0GUWp+EhjKlMYQKvf14nx8NYyviaqOi1RPv8vEjUGAx4w6FKcKXvnchJAz0nuvxBaJCbCStgJlsI9pY3xt2hbCtx+sGXz9D/QSNcJwaERHAgJZXQhdoFxdYIAiASQBKLAOhZJjNhLXvtWa0aW4izVmbFBbuyw60e3D7f/8TS6ZPwDlV5WFNYLt74uvxFRqYBABX1Z2MuVPGoN8vYlSFPXh/eUpRqSIUubmgpNCCPr+I2y6rwaKrxkdc8+jdpmo98e6ZPiHqGCZgIJze+6q8PnCgtQjs2kFHK2AmG8JjBaSYj08x/Geyn2C2j1MjIgIY0PKGWpVqXkM1XnyvFUunjYc9C01zE6luzWsYg5tf2KZ432LbiRYVoS0ommoqY54IUF1ZHAw4wEBojFxEf/NUVzCUrdm0H4/Nqg+OUaZ0WPrWA27cvW5n2HhWzFDfbKFWoen2BeJeBB8rLB3p7ld8nlRCuFZAWjajFn/452HVUKtX+Gd1i4iGEga0PBCrSlVf5QjutLOLElY216XlmKbgmZT9fpQX2eANiOiMMR1XUmDBm7c1ocxqxtLXPlTsUdbocuJURyHu/cOu4OcU2fBVLbA0uJz4x8EOXFBdgULTwKJ4pdAYGcpuXbsN8xurcdMlLtgsJvgCIjZ/En5Y+k2XuDD/2S1hz/PBATc27zsWVeULDWxKFZp4FsHLTXnlNWoLLjkdmz9pD+5UlYM2IEVdj4tqKrGiObUQrhaQBAA7DnVi3mDYDg1pjS5nyq8bitUtImMa6SiGN5BfP48jHUUAALM59eX6oihBTPD3FQNaHohVpfrR5Wdgzab96AmIKDCbcdDdi45eHwqtZvx1bxv2fN41UGFLoRWCXMH7YLBR7E/+9DE2t7Rj9ZxzNR93vN8Pi0mA0yxg6fQJ6PMFwg5hb3A5MbehGke7+8PCWWibCfnfkiRFPVaueD0+qx6/eudTrJhRi57+6NDo8QaCoWzhVePR5w2EhSu/SYAz5LB0q9mEaY9vCguUoeOKrPLFajURzyJ4tT5kr97cGOzNJgehyCB1UlkhfJ5+pPrrUy0gLZ02Hste3436KgfmN1Sj3y+i3G7FKIcdhaxwEeW9G6e6sj2EtBBFCWVl9th3jCEgiuhwexIKaQxoeSBW9aWz14dV36yHxWTCXet2KE7bLXt9N5ZPH5/UTrXQCt7NU11hLSDiWc91zaRTAAD9/gDOrnJg3uAbfOhmhp9846zg4yLbTISGqxsvcSEgSfD5xbCNEP1+MbgjdNk1tYqfh8cbwKoNLZgy1olqR2HYOZqRwaS1xxtV7UvlSKZY05bFVjPuirlGTblKJwjAsCIb2jzKU596sEsSlk8fz+lHoiHqpS0HcNjdm+1h6K6n348Oj/ZMUCwjK4pw21fHwWQSGNCGmngWYD+zaT+umniKaof9+ipH0s0+Qyt4kccSxVrP9eJ7rZg9+TRAlNDZ61c90ih04bvS0UdyuFq1oQWr55wbdsZm6OM37m2DN6A9JfrOvnZUTjpF81ooXXOtI5k+OOBGnwj4VI6OirUI3uOPf41atug1/ZjN46SIKDnbWzuw54vubA8jrzCg5QGt6otcpdrY0o65DdVRt8vHG3299iTFI4PiEVrBi2zxEFrdmt9QjSKbBR6vH9sOduDF91pxz7QJsIgi/CYB3sHHKh0oLkkSmlyV2NjSFnefsshrIDve5w+e3am2CeDSM4ZrtoVQuuZq45KnPpe+on1MktYi+CO96lXSIpsZEqB5bmiuSPd5m0REuYIBLQ+oVV8aXE7c8fUz4e7x4onZ52BEaQFunuoKNqf9/sVjcWXtKVj+2q7oI4Oa69DvD6CrN/Ybfmg1SanFg1zdAoA3f9gEm1nANZNOwezJpwWnwLp9It7Z146pZw7HN88fHXWM0WVnDsfy5joseWVnQn3KIndeAgOtMQKDZ3fOV5hO9XgDKC7Q/tFQuuZq40pk6lOtCqVWJZXD3/2vfZjzoSYT520SEeUKBrQ8YZckLLumFvvaeoJVp8oSGx59+2Ns2HM0eL8GlxOrvlkPAQI+7+zFfa/tUgwOC9ftwNlVjhM9yjTe8EOrSVprzppqKlFgMaFHYSlUd58fL77XirXfvQD3vho9pv/dcxSC8CFWNtfBK0bvUgx9jbGVxcHNCZENeRtcTmxt7cAFYyvw4eFOxSnJBpcTcZwuFVXxqii2KY5La+oz3ulJtSppPOHPmiMhLRPnbRIR5Qoe9ZRHCk3Ar975FAue34qtrW489OaesHAGDB5/tGk/Pu/sxUka52JuGjxzUqZ15FLoETlrNu3HvIbqqPMp5bYU0x7fhJlPvouvPbox7JzNMrsFK2dOwtHj/apjenv3EfT4AiiBhBXNdapH8pRAQs3wYvzqnU+xakNLWDib11CN5a99iKWv7MJtl5+heo5mvEdHyhWvqmLrwLgUjgqKJZ4jttSOIZoyVjkMA5k5X1VPmThvk4goV7CClkdCp900qzaD69ESXcslH4otAFFrnUKrST39ftw/ow7egIjjfX6UFFqw9YAb85/dErbzMbTKU2Qy4ZnN+zH7/NGaY+ru86OwxIZlr+7CWaPKgycBRLZ0CK0o+kUJpwwrhNcv4ujxfvzn7MnwiyLMgoDvX3Q67r5yPHwBEZ0eH95vdePF91qxfPr4pBa5K60ji/Us8XbZV3rueEJNRUnyRywpSdci/kyct0lElCv4G8/AknkjlN/ED3V5Ne8nr7vSonT7IXdv2A7J0KnP4PqpIisACTALqCi2wh2Qwrrthwqt8oSeLKCmpNASPBj97YjqYFNNJR5proWEgemyjl4vTIKAU4YVBKd6Q3uVKW0Q2PN5V3DjQqKCX68eH0oLLTi11AaLKKHPZEKjyxnWoy10zIl02Y9ao5bhUJPORfyZOm9TT9xxSkTpwoBmUKm8EVpECcPs2l9aeVF8vGdOysyCgJunusJ2WG7edwyXnl4Bs8obk1KVJ3SnZkevDyUFFtw81YWdhzs117DZzCbVdUq7P++CFwIOhTTi3drqxu7Dnfjm+aPxt33HVNdsbW5ph0kQsLK5LqlTFVS/Xs11eOh/dmNuQzUk6N9lP65Qo9MatHQv4s/keZt64I5TIkonBjQD0uONMJ7zGtV6lDW5nJgTsfMRAKaeORzlxTZsa3WHTZ82uJy4YGwFStTGElHFiTwJIPR5bmisxqTTyqPHNPgm3aa0w2DwOZ+ecx7uVmnE+8LfDwQDodaC/R5fYOBA8gRofr3W78RZo8rDWo2E7hrt9wdgj3fBm4K4Qo1O6+ozsYg/V87b9CmEM4A7TolIPwxoBiJPl/h0eCOM9cYNSJg82oG7Xt6Oh2ZOwl1Xnome/gCG2QfO5jzc2YuffOOsYBVqz+dduPWyGjz05h7F6tNSjTelyLCoVcUCgPPGVEQdGTTaYYdNFFXbX8xvrMZP/6g8NmCgEa9c9dMin3kZj3i/XnOnjAlrNRLq0jOGozzO11MbQ79fxOJp4yFJA12v0xVq4j0vNFW5cN4md5wSUboxoGVJ5NoVu9WM+17dhbf3HMUTs8/RfGy8b4SxqhGPNNeiVwKWrg+vBDQOnn95+3//M3gI9/IZdfi0vSfmjsHQNyWvyTR4KLsXi64aj45eH25+YatmFUtehyavc5MDpTztqFYZjOc541l3F2vNlt8k4LhfhEkw4d7BCkqsr5dWKExljZjWFJtSUPYJArr9ya+X4iL+EzIVVolo6Bo6v1ENROmNVQ5F7+w7lnKICKVVjZAQHc6AgRYbEgaqUqs2tGDj3jYseWUnfnDx6ZqvFfqm5BFMWBgx3djocuJ3P5iCI919ms9TZrfi5R9ciPIiG4rMCAZKOdT+8LIaLLjkdGz+pB1rNu2POhNTSei0otYaN62F6PLX7awqB7a1uoPPEevrVW5XfqNOZeF7otPghzt6cWec66XUFr7n4iL+dGFYJaJ042+RDFN7Yw0NRamEiHh5TSZ0eQOYdf5ozGsci62t7rCws7mlHXdecSbOqXIEb6sotmk+p/ym5DVFhzP5c1y8fgeWTJ+g+TzDCi2osAiorCxBW1s3JKhXi169uRGiJMa8HMPsVry7rz247k4YHE/oc6ktRPebBHT5RBxyezCvcSzKCi1h1bpYX69RDntUsEl14XsiU2w+QcCdL2+PK8xpLnzPsUX86cSwSkTpxoCWYVpvrPJU3C1rtykv3o/zjTDW1n+l6laDy4nHZtWHdd0/5O7Fgue3osnlxPoFDZCg3cFfflPq9gY0G+DazIntPNSqFt376kDAkB+7cW9b1Fme5UVWjCq346SzT8GlZwxHmd2Ch66diB5fIOZCdKXAIp9SIFPdbDH49SoURd0XvicyxdbtExWvNRAe5uKpytnF3FjEn25WiWGViNKLAS3DYr2x+kUJ8xurYQppomoxC8GNeH2BACwW9bVDsbb+q1W35H/L05rAiam7jS3tuO+1XThvTAXmTBkDSZLCqk8NLiduvtQFCQLcARGdvT6smXteVFUOGNht6Q2IWDajFkvj3HkYq1rU6RXR6/Vj2Yxa/OSPH+G7F52On/5xj+L5olXFg08sirDFWIiuFlgiRR4IX2a3YlhEcJGnmktLbej2iTjc7U2pb1YiU2zxhrl4q3K5sIg/E3JlxykR5SYGtAzTemMtsplR7SzGr9/9NDxchLS9kBftq60dilUB0apuhTaKjeyDFlrdm99YjRsvcSEgSfD5Rez4rBMebwB3rtsRHgwHK2/723tgNZuw/VAHzhpZjvtf+xAftHZgfmM15k4ZAwAY6bCj1GpGjz+AI4MHtFs9XvgFAZ29Ps1r1usL4JjHhy+7vbj1shp8cMCND1o7wu4nny/6wLUTYYOk2rMtlFpgUZrSlHdpNtVUnpgyjHgNPftmJTLFFm+Y48L3xDGsElG6MKBlmNYb65Jp47FM6fDylnaICF+0v+iVXVh2TS2O9ZyoxMRTAenqUw87wMBierl3WGQftH6/GAwiqza0YM3c87DtYAe+NuEkPPLmnuhgOFh5qx88dL3J5cT51RX4oLUjqu1EU00lrpl0Cg64e1E/qhxfdvejvceLcrtVdROA3E/tZ299FPbaStO1wMD06kF3L1qPedAwtiJmKFILLC++14o1c8/D8T5/WENcrVMIIsNz6DTs3qM9GOWwJ1RNS6Spa6nVhItqKvHXGGGOC9+JiIyDv3EzTOuN9ZzRDtUjkSKPQdq4tw372nrC2lH88LIazdfu7vOjrFC7AjKqwo76KkdUuAGidyuWFFhw4diBw8Y/aO2IOmFAnuKUxx0ZNEN9cMCNJdMmYP0/D4fd1uhyYun0WlxZdxJOH1Ea9vySJOGZzfujjlBSmq6Vdfb6MKK0IK5moiUKgaTIZsbKmZOi+sHJU6iFKtNboeFZrVFvotW0eKfYrJKElTMnDWwU0AhzXPhORGQcDGhZoPbGerg79vmZav/euLcNN8Zog1FaaEGx1ax+LqTLiZ2fdSn2E1M6+skXEDH76b/jv749WfVkgMdm1aPAasLqOecGg1VliS1qbdr8xmosV6gebmppx8Nv7sHCaeOx5JWdYc///HfOV/w8APVzPQssJvT7xZjNRP0mAVv3HYuaylRrsiufGqAW+kKrcZrPkWAX+nin2E4tt8cMc7l21BIRUT5jQMsSpTfWWFNIkRWsyH+/s689ZgXEIopY0TwRi9bvCAs3jS4n7r92IkxS9E5NpSnPRpcT7+5rR5HNjLGVxbjnD9HhSv73oqvG46rHNp0Yi8IU5DmD06BKzjy1DPe8sjPq+bXWpgHRgbbJVYltBztQP6ocgPaaqm6fiOWv747anRnrqCi10Bf6tU32ORIRuZPX6vHCKsUOc1z4TkTJGOkohjcwNCrsUoJrhkdWFCX1OikFtGPHjqGgoADFxcUx79ve3o7+/n6ceuqpqbxkXtOaYoqsYClVtNZs2o9Xb27Eva9qV0CKJBEPXTtxsMu/D2WFA8c7yd36VzbX4YC7F519Pox02LHjUGdYmGqqqcScKWOCOxeP92lvPIicKpWn+l783gU45O5FodWMYptZ9bqoBZpYDWJDb7/szOG468rxaDveD19Awpq55w32dVM/4D1yd2a/X0SxTftHRi30hX5t9TxuSonSZoSLBqdPC1U+31Bc+E5EibpxqivbQzC0gChCTPB3acIBzev14tFHH8XLL7+Mrq4uAMAZZ5yB73znO7j66qtVH3fLLbfgH//4Bz788MNEX3LIUJtikk8ZkCtYaov4Pd4ARCm+nls2UYTTIsBZMth8NuR2myhiZHkh/vOVT/DBATfmN1bj8cFK0kiHHQBw7RPvwOMNoH5UOT7v6tX8vI4ejz7gfGNLO+Z292PB81sBAK/f0qj6eLVAo9kg1uXE8NICPDH7HDiKrDiprBBLX9kZ1ZxWbTdscYEFT8w+J7iW7pbBgBrZA01prL2CEP2cEnDTJadDlCRdT4qIpLaT969727CQh3gTUZq8tOUADru13wvywYiyQsy+YAy6unoRCMQ/syCKUnoDmiRJuPHGG/HOO++Elfg++ugj3HHHHXj99dfxyCOPoLS0VPXxpE1piqnYaobHH8Bv5n8FJYUWbG3tUFzE31RTiZLBHmmpVkDUp7okuANS8LXjOd/SZla+PTR4eQOiatgapnJUktwg1iQIURXDe66egC+6+jCqwo4Cixn3RIQzYGBjwuZ9x3BOVTmOK5yJKgvdFbrjs040uZyKu2UbXE68s68d/zzYERaE/CYBC9ftDLYWGV5aoPocqS7G5yHeRJQN21s7sOeL7mwPI+2qK4sx+4IxCARE+GPMhqQqoYC2bt06bN68GYWFhbjpppvQ2NiI/v5+vPHGG1i7di3+8pe/YPbs2VizZg0qKyvTNea8Fx2wRNhMAsoH/90wtgKTRztUpzFjnSSQ/DgG+2qFTNfFc74lMLBzUWtXaKfHh3mDi/ojTzgoLbQoTv16vAG8+F4rVjbXRZ0KIAAYUVKA7j4/LCZTVGgJ3Ul59+93BD8eeiZq6LFXAPD9i8fiwrFOXFBdATFinE2uSsxrHIObXxgIzsf6A7CahKj2J6s2tASDZdRz6LAYn73MiIjyQ0IBbf369RAEAStXrsQVV1wR/PjZZ5+N/+//+/9wyy234OOPP8asWbPwzDPPYOTIkboPmLQXcsdqhqpHeAudit12sAMfHu5UDVdzpozB838/ELUpIHIN3futbnx4uBP1VY7gei85/D31l0+workOi9bvjAqlS6dPgE3lVAA5XLb2RG8mUNtJGXlQvGxzSzvun1GHpa+cqISFjvPLrr5gw14AONDuGTgmS6H9SeTattJCC8rtVl0W47OXGRFRfkjot/VHH30Ep9MZFs5kZ5xxBn73u99hwYIF2LJlS7CSdvrp2q0fKDlK1a1YJwk80FyHhZHd/hXWYcUT4uyShEeaa9EnAmL9aXjgjd2Y31CNBZe40NnrC4YrOZT1+8Vg6FFaQydXlZ5959Oo3mDyeZYPNNfhoLsXHSHPv+y1D7F02njN3mFKoURrJ6Vaiw6PLxBWCYsUuj4teEyWSvuT0Ea9b93WNDDtqMPaMPYyIyLKDwkFtJ6eHowfP1719tLSUqxevRq33XYbNmzYgG9961t4+umnMWHChJQHSrHFWn900N2reQyURZQSOo7IKwFLQipKI8oKcPXjmxVff3NLO+684kxccsZwfPxld9QaOqXpyvIiG4rMCE7bRoZLWb9f1Fz8rhRaYu2kVLrd0698okHkYyKrg/G0P9ErNKltNLlosJEu22UQEeUG7dXdEcrLy9HWFv0mE8pms+Hxxx/H1VdfjWPHjmHOnDl4//33UxokxSfW+qMOlb5h8uJxv0kYmEZUCXF+04nF5X6TgGWvfYizqhx4fFY9JpxShh6VAFNkM+PmqS6YBQG9vgAmjSzHkukTUBTSWqOpphL3TBuYrnSYBYwuseL0ESWwDobCeBa/q5FDi7weDkisRYc8vjJ77D51cnVwzab9wY+v2bQf914d/vrycw6sOdO3oiVPgb91WxNe/sGFeOu2Jjw+qx52ieGMiChXJFRBGzduHN555x0cOnRIc32Z2WzGI488gpKSEqxduxbf/e53UVSUXKM2il+ijW5lRTYzRAno8IqYdf5ozGscGzymSa5yRe4APO4Xcf35o8NOD1BqQaF1rNHrtzaio8eLogILbGYT2nr6UVwwMKVqjZhy9fnEsLYXkScRxFr8Hrlur6LYplrVaoyogAWDlBDdxDf0PsNLCxSPyUqk/YleQqfABQEYVmRDmye63QkRERlTQgHtK1/5Ct555x2sW7cOt9xyS8z733PPPSgrK8NTTz2Fvr6+pAdJ8Sm1mnD5+BE485SyqDMx93zeFdXYFjgRoFa8/mHMA8dDQ5AoIWqRvdJuTq1jjZZqrIt7YEYtAKAXAy0qYo2tuMACv0nQrEaFr9tTP9ZoRXMd+v0BXHrG8PAgJUHzMcte+xBv7z4S9bp6tj8hIqKhIaGA9vWvfx0///nP8dxzz2Hu3Lmq/c5C/ehHP0J5eTkefvjhpAdJ8bGIEpZMm4CF63dEHTh+f/NEPPLHPWH3L7KZ8fisevxq8/6o6UOlA8dDK3Q2swnzG6ox+/zRwRD44nutWDlzUtjjYx1rpLYubuEru/CTb5yFhQpTrpFja3A58dqOz/HPgx26HTZuD2lrEhqktB6zdNr44DmfMp5jSUREyUgooI0ZMwYffvghJEmC2ax+NE+kefPmYdq0afD5tM9OpNT4TQIWr9uh2Dpi0fodWDxtArr6/Ni4ty1YOSu0mlXXdoXuZgxdzN4rCFi6PrqqtXLmJNz18nZc/5UqLLxyPA4c88Q8GklrXZy7xxtzbKE7Qj3eQNoOG4/nMTzHkoiI9JLQJgG/3w+TyZRQOJONGDEi5gYDSo3WQvrNLe34vLMPV008BX+8rQm/v3EKnt28P64Dx0MXs6ttJNjc0o5nNu/H9V+pwqoNLRABLHh+K3q82hsXtBbrdylsepA3HKyecy5KCiz496+Ow87POoO3x9owkG5yeKsqtsJh1p5yJSIiUpNQQJsxYwa2bdsW+44Renp6sGzZMnzzm99M+LHJeP755zF16lRMnDgR11133ZDZRRprF2efL4C7f78D8l7MjS3tMXczjq0sxsPNtSgc3AEYKwTWjypHo8uJI119wXYTDS6n4v2baioV18XJQqdUi2xm3HZ5DV76/gWoH1UOQRCwsaUN/2/13/HBp8ew/qYG/OirNSiymWNeh0T5TQLcAQmtPT64AxKOQ8Ahz8B/h+5sJSIi0ktCAe2TTz7B7NmzsWzZMvT09MT1mD/96U+46qqr8MILLyRVeUvUG2+8gQcffBA33ngj1q9fj8mTJ+O73/0uDh8+nPbXTofIcKAVCOLdxdnd50dP/0CI0QpQjS4nSm3msCpQPOHngWsnYrTTjmXX1GHP512YNzgVGUpeWL/n8y7F52iqqUShdaBthTwd+/6nx3D145txw7PvY/6vtmBbqxuPzarHB60dWP7qLnx1/El48XsXYFiRft3yewUBd6zbia89uhEzn3wXX3t0Ixa/shPtHh+an3gHd6zfhV6BIY2IiPSV0DvZzTffjKeeegpr167Fhg0bsHTpUkydOlXxvl9++SWWLVuGDRs2QJIknHPOOVi+fLkug9byzDPPYObMmfjGN74BAFi0aBE2bdqEtWvX4t///d/T/vp6SqRprN8kwApBtQ1EaPPU0CAnd/AHos+WnNMwBh5/ALaQUFgSIwSOdNhhF0XYBQGAhOXTx+O4X8TS6RMgSUBPf5wL65vr4BclzGuoxvSJ/Yo7QTe3tMMEAc9/53y4PT74RQn/8fbHWHp1LaDDui+1kxkiNykkuu6NiIgoloQD2pVXXonFixdj27ZtuOmmm/D1r38dixcvDjsc/Te/+Q0effRR9PT0oKysDLfffjv+5V/+RffBR/J6vdi1axe+973vhX28oaEh4anZZIoi8mP0KKj4FMIZcKJp7OJp4yEAKLOa4JOAhesGOvo/NqseoiRFnYkpL6QPLvYHgmEu9FzIfr+IcrsVw8sKsO9oD3wBCX7LQF8ynyBg675jmgejl1lNEELCo1WSgr3TAKDSOrCw3g/gOAT0egP44WU1WDRtPArMJngDIo73+dHnC6CsyIZ1Ww/hpktduHvdjsiXG7geLW2Y2zAGNzz7PppcTsxpqMby1z7E8unjw3qp+YTo46usMXZ7xprOlTdQyOveKizGrKTp+X051PFa6ofXUh+8jtmT7mue8FzQ6aefjrVr1+L555/Hz372M7z55pt499138eMf/xh1dXVYsmQJdu7cCUmScNVVV2HhwoVh4S2d3G43AoEAnM7w6bTKykocPXo0oedyOmO3EEnHY2WfHDmu2Tn/kLsXNzz7Ph68biLe2P558L6hYQsAhtmt+L+Pj+LWtdtw7mgHHpo5CaeU2wEAD82chDtf3o6Ne9uCrTCaXJW4eaoLr2//HBNPG4ZP2z3oLLKiqqIIXr+In/7pYzw95zyY8BE2tpyoejW4nFg+ow6nOItjfm6fd/TiwDEPHt+wNyzoNbqcmBuyI/Oimkrc31yHzzu1e+h5AwPVso0t7RAB1Fc54AkAp48Y+Doc7ugNfp6yi2oqsXLmJJw6eC2UHGx1a75u6HFQHm8AZ5zs0Lx/tunxfUkDeC31w2upj2xfR4vFDKs1/cuYss1iGfgcHY7Y73Upv1ayD5w9ezYuu+wy3Hvvvfi///s/LFmyBAAgSRJOO+003HPPPbjooot0G2gihIhYK0lS1MdiaW/vRpzttEJed+CHJJnHRurwxN5dCQAjSgvCglLoIdwA8OYPm3DpGcNxzaRTBqpGfj/a2roBADYAK5vrcGDwAPIRpQXYd/Q4erx+bPn0GB59e2/weeReas/OPw9Hu7y444oz8UN/AEeP96Os0IrSQgs6Pf1oa9OeWvQLAg509uEXG1oU24FIODF1+Ne9bVi0ficWT1M//xUAhpcUBP9brmx1eLxoa+uGTxBwp0Il8q9723Dny9vxcHOtaiWt2Kb9yyZ0g0WRzRy8rkaj5/flUMdrqR9eS33odR0rK1MLeH5/AD6f9nnF+cDvH/gc3e4eBALJL6WJ53qntJr65JNPxpw5c7B161Z0dQ0s9i4sLMTPf/5zTJo0KZWnTorD4YDZbI5q59He3p5wFU+SkPQ3ezyP9Zuip9xC1zDFu+A/1qHfPf1+VIX064oclk0SMbK8EP/5l08wd8oYtLp78co/DyuGp8Xrd+DsKkcwAMpTp9/99fuoryrH/TPqIMX4xHsBBETENXUIDFQLbWaT6rRqg8sJW8RO1H6/iNJCCyQJ6PbHPsNTnoKN/JoUW81xremTp40lg69BS+V7msLxWuqH11IfvI6Zl+7rnXRA6+rqwsqVK7Fu3TpIkoQJEyags7MTn332GWbPno3vfOc7uPHGG2Gz2fQcryabzYba2lps3rwZX/3qV4Mff+edd3DZZZdlbByxxLP4v9RqiiscxGqTESvoAScarB7q8mp2/t/U0o55IeEpcrG8NyACZvVKpd8kYOm6nZh1/mjN8USGzvae/uDrKq2ti5wCLbdbg011Y+06lY+vUvqaXD5+BO6fUYfFr+wM+zpErunjSQFENNSNdBTDG8jPhBhaeBhZkblzxZMKaG+88QYeeOABtLe3o7CwELfccgvmzp2L/v5+PProo3juuefw5JNP4n/+53+wfPlynHfeeXqPW9W8efNwxx13oK6uDvX19XjppZfw+eef4/rrr8/YGLSo7QyUF//LuwEtovJZkaHhAFA+/1J2+fgRKLaa4fYFoip1URU8k4BhdguOHtc+UDsyPG1r7cCdV5yJ+lHl6Oz1QRgMR0o7GuVF93NDQp6SyNBZUmDFt9dsCdvIUGAxYdvBDty6dhseH9yFCgxMxY5y2IOBKVZALS20qH5N5HM1VzbXoWfwGpYUDhzs3uHxYv2CKTwpgIgIwI1TXdkeQsYERBFiBmZMEgpoX375Je655x785S9/gSRJaGhowH333YeRI0cCAOx2O+6++25Mnz4dixcvxkcffYRvf/vbmDlzJu644w6UlZWl5ZMIddVVV8HtduOJJ57AkSNHcMYZZ+C//uu/cNppp6X9teOhtTMwcsot8uggb0CExxuAWRDwk2+chUKrGdsPdeCHl9XAJAhhQe7y8SOwZNoE3KVwEPm9V9eirbMPG1vasWbTfni8gWBri3K7VXP8keuuHptVj0fe3BNXKxC5mqUVKkOrg/JzldrMmDzaoVjZi5xqXNFch8KQwKRViZSnJrs0viZv7z6CH331DFhNAk4ttQ0GTwklRTzwnIhI9tKWAzjs7s32MHQ3oqwQsy8Yg66u3uCaM1GUMhLQBCnWoqEQkydPRk9PDxwOB+666y7MmDFD9b6BQABPP/00nnjiCXi9XjidTixcuBBXXXWVLgNPt7a25DYJVFaWaj62tceHmU++q/ocL//gwhNrxiJ4BBMWrt8RtfNxRfNEFAgSuiLWT0WGM1mDy4n6Kge2tbrDzrG8fPwI3DN9Au5etwObNB4nB6Wbp7qwrdWt2nIjsjeYOyDha49uDAa7yN5mSrs45cDVKwhR1cSmmkosm1GLjh4vigui1/HJ1B77wIw6ABI+PtqDG55VP23iidnnYMHzW1WDp9HF831J8eG11A+vpT70uo7Dh6e2SWDRy//Eni+MuVEqFdWVxfjJv9bD7e6BP8aa70TEc70TqqD19PRgxowZuOuuu+BwaLcUMJvN+P73v48rrrgCS5YswXvvvYfbb789ZwJausQz5aZE6yD0xa/sxMPNtWEHeLt9gZgL8eWg9b2LxsIvSqgfVY4jx/uxvLkOSyMCTWh4kmmtV9u4tw1dPhEVIWvSQqtZkb3XHEVWjCq3o9cfwG/mfwUlhRYUWsxoO96P4gILyqyCykHksatZaoeYC5Dw43U7455yjZyGVhNrAwgREVEsCQW0p59+Go2NjQm9wOjRo/HrX/8a//3f/42f/OQnCT02H8Uz5eYHot7gY02NHusPwGoSgmEg1uJ4eS3Z5pZ23HXlmVj5P3uCYavIZsaS6ROweNp4HB8cg91qxn2vfQiPN/5t1IfcvbAPLw5WnCLX1QV7rw1WswpEEQUmAQUltqgD2eXqlcMsoLTUhm6fiMPd3rgDkHyIuSNkR6s7IGFjSzvOqnLEPeUaOQ0dKZHTH4iIiNQkFNASDWehvvGNb6geCzWUqC3+l0OKX5KwUCGc/PCyGs3nPdDuCZuGi7dNBwAc6eoPCyce78Ch6mHTlKKI5dPH484rxkGUBopVgTiqQpEVp8hqVpndgiKLGT2+AI4MhsEPDhzDB60dwecosplx1qhyHO7sw/DSQtyrUwCSQ6zacVeRGzJCH+dQmIaOdwMIERFRLPqdKh2HyA7/Q1WsKTelN/gbLz5d8zkLLKZgkDnU0QdniS2uNh1aIqtFFlFCgdkUrG7dPNWlfuzT4OHoc6eMwaEuL4bZT1S6QqtZvYIQtVauweXEY7Pqg8FIXq8GQHHNW7IBSA6xHm8gbMq1uMCCnn5/cJdoZNVQLfwmsgGEiIhIS0YDGp2gNeWm5J197epToy4nTiotxLoFU3D/ax9i1YaW4EJ8SZLCFvxHVoWaaioxvLQAT8w+B4VWM7a2uoM7O4HwalFkhejF91pVj31a1jwRy1/bhQ17ThyxFVnpiucwcgDBzQSh6+YiJROA1KabvX4RdpVTBIJnmSq1EYmz51oquL6NiGhoYEAzCL9JgM8nqgalNZv249WbG3HvH3aFhaEmVyUWXOrC/370Jd7bfywYbkKrQjdd6oLFNHAQ+bv72oNVoSZXJW66xIXr/+tvwdcJrV55vAEUFwz0CRMAdHpPVIiKbGasnDkJj/3vxzirqhxzG8ag3y9imN2KU8oK8cibu8PCGRBd6Yr3MHI5lMU6NSHRACRPNy97fTeu/0oVntm8PywANkZci1hNaZPdABIvrm8jIho6GNAyLLICUmY1wSsh6o03Mih5vAF4AwFcOfFkzG0Yg+ICCywmAR9/2Y0bnt2Cx2fV4+d/2hv2WvK5nKs2tOBXc8/D+61u1I8qx0++cRZGlBbg4y+7Mf/ZLWFTeKHVq22tbry243P882AHbrrkdLh7T5wPOr+xOljZigxiTTWVOGtUOYAvoz7/0EpXvBsZZHqcmhDJLkm4b/pAvzilHbKCIGDdgikQgJhNaePZAJJs3zSubyMiGloY0DJIqQLy4HUT8cb2w5rTfKs2tKCpphI9/QEsXLcTwEAPsgvHOoP/jgwzRTYz5jdWo35UOfr9IpwlA0du3TIY+FbPOTf42EibW9qx4BIXzh5VHgyIoiThR5efEbxPrBYbc6eMUb0OcqWrJIGNDIB2g9tUAlCPRkuSjXvbIAADU6dx7BTV2gCSyokDXN9GRDS0MKBliFoFZERpQcxpPrn7/8dHTjQBXLNpPxpdJw6AV+rwHzllF1qVizVdGJCksAXym1vacecVJw4tj/V4b0D99jK7Bb2CgK0HjmkGLtfwEvT5A8GqlNpuy3gDkNr6LT3XjqltAEn1OKhMrG8jIiLjYEDLELUKSKygU2a34uHmWhz3i7CZwytKxQUnFrKHVpdCpx9DhVblYk0X+gNSWAWu0GqGJEm4YXDhfqzHVzmKUGQzR+2AbKqpRJFl4JSDD1o78ItvnoNpE0/BSWWFwdf5sqsPTac7MdJZjLa27rCqVHBd3SUu2CwmlMUZgLTWb+m9dkxpA0iq0r2+jYiIjIW/1TNErQISK+gU2czo9okotppxrMcbFsJ2HOoM/ju0uqQ1/Sgfbu71i1g951wIghC1IaHB5URliQ3bWt1hz9PkqsT8xmqcN6YCw0sL0OSqDNuwIGtwObH9s04smT4Bd/9+x4nHD5736RUlzG2oxv+7UMJpDjvWbNoXFZwax1YE/61elRoMPjECUKz1Wyub69K2dkwv6VzfRkRExsOAliFqFY5YB4f/z84vgmvQ7p9Rh9HOIgADIeyWtdvw2Kx6FFhMmHDqMFgEAbd/bRx8AeU3arXDzUOnPs+pKsePv34mHn374+h+Yy1tECGhvsqB6//rb/jDTQ2459Vdqs1d1y2Yghe+cz46en0osJiw83AnDnf2YdWGvcE+ar9+91PFvmYLX9mFVYOBE0itKhVr/ZbHH0jb2jG9pHN9GxERGQ8DWobIFZAPDrjDpg6LbRZcVXcyHvyfPWFvvJH9yjbubcPiV3bioeY63D+jDkePe+HxBnDXy9vx9Jzz8NM/njiqafWccxXHoDX1aRIEvH5LIywmAZ919EbtzAy97/yGakwe7UBXnw/1VY7geZoFFlNYc9dD7t6wQ8hvnurCYxv2Bl8/1kaDtuNeDNMuMMZFwsA1kadQIyuGXb1+VBVb07J2TE/pWt9GRETGw4CWIRZRwgMzavFZVz8e37A3LJhcPn4E7p9Rh15fAN39fnT1+hS72G/c24bjvgAcZgE++8CX7vqvVOGRP+4JC11qVblYgcgXEFECAVazdiqS18V1+0TV51MS+fqx+5r5MKwo9d5h97+2S7OFiVzdTMfaMb3lwhiJiCh1DGgZ4jcJ8PhE9PT7cUPjWNRXOYJVnLd3H0GvL4D6KgfqR5WHVZ0iybv15IqcUuhS2+0YS/C5Yyw4H1ZogUWUYq6LijxOKvG+ZlYM1L+SE89JBf882MH1W0REZDgMaBmgtIMwsooT2jlfS2i1Z8WMWuw92hN1n9BTBO684kwccveiwGLCMLt2Gwb5ubWC1+XjR6DYaobbF0B3jw+Lp43H1tYOLH/tw2C1r6mmEstm1GLaY5vCHptoX7PKEht8nn7NMWuJdVLBTZe48K/njOQUIRERGQ4DWprFU8UJPcrow8+74m7GapckjHTYFV9XPkWgflQ5Fjy/FcDAGrBGlzPsbE6l51ZbkH75+BFYMm1C1OHmTTWVeP3WRnT0eFFcIB/8Dkwe7Qh7fGQg0+xr1lyHYUU2tKUS0GL0DgMAqyClUqQjIiJKCwa0NIv3vElgoMIkhxaTIMS1W6/IalYNXY0uZ9g04+7DnVgyvRbLXjux87LIZsaSaeNxzmgHDnd7gwvPCwAsu6YWHl8Afb4AKooGTiJYvH6HYruKpaHHDQ0GyMiQt2bTfqyZe17wc5MrfUumT8DS6RNwPGThu1WKXdVSajwrAOga/Fhxgfa3d68vgC524CciIgNiQEuzWFUcvygFj20yCwJ++/0LERAlLL+mFv0BMSy0RIYzv0nAfa/uwtyGakgIr0I1upx44NqJ6PcHcOkZw1FcYMFrOz7H7Kf/huu/UoX5DdXwixKqncVY9tou3B1y7FNTTSVuuuR0zB9cC/fYrHr87E8fY35DdULHDdklCQ801+GguzfYauPv+9txzVmnYvG08RGfm4SK0IXvMTKTWuNZedweb0CzYtgwGF7L7dasdOBXO9WAiCgXjXQUw6vS4ikXSJLy2EdWFGV4JCcwoKWZ1oL7IpsZ1c5i/PrdT6OOZJrXUI0X32vF0mnjYZckxUXs3T4Rb+85inf2HcP8xuqodhf9/gDKTQLKi6045Bk46PyhmZPQ7xchCAIsJuC+13Yp9iETpYGTBAAEW3PMPn+05ucaedyQ3yRg4broihswEKYiK27x0mo8K4971YaWsCnUTRHr/+QWJtdMOkXzddIRorRONbCr/JIgIjKyG6e6sj2EtAmIIsQs/AHNgJZmWgvul0yfgOUKASnYJ6zKgUWv7MKya2pRaEJUOJCrc/J6s0iXnjEc5YOBqbw4+mSA579zvuouz9DpV/kxMU89KLDAHZCCgcYKAR+0dijeN5UDvuOdNg7bLHHlmTh4rDesV9vk0Q7VHZzpClGxTjUIhlYiohzy0pYDOOzuzfYwkjKirBCzLxiDrq5eBBTOkRZFiQEtH2l1gD+nqjzsKKRQctBYtaEF+9p68Kt3Po0KB/Gez+g3CVi6bmdUGOvs9Wk+PrItRqxTD3wBEVeu2hz2OYbuVI0U7wHfkZUsCVA851Np3EqbJeSxyWv6Ip+/2GrGsld3pSVExTrVINnQSkSUTdtbO7Dni+5sDyMp1ZXFmH3BGAQCIvwx+nNmEgNaBqh1gD/c7dV8nBw0+v2iYjiI93xGtVAQqyIWebvarkt5yvDY8fDPJ3LKMVI8B3z3QsBChUqWVvBT+rxGOux467amqA78apWyOVPG4J19x6KeP9UQFWtNYryhlYiI8psOB+lQPOQO8FXF1uCbe6xdhnLQkP9fDgehz7liRi2aairDHneiOjQQ5NRCgVwRUyIvog+9jzxlWF/lwOo552L1nHPxux9ciPoqB174+wG83+qOep7NLe2oH1Ue9fFggNTQ6fFi4Xrl6cBfbd4fXCOnNO7I1yqzmsKuv0WUBqYbVZ7/GZXnB+Jr36Em3qpnPvObBLgDElp7fHAHBr4OREQULv/fDQxIrtqcVeXQnDKUw1Fo4IissMRzPqPam75cEbNbzDjz1LLg+aCOIitOKi3EZ+5eHPf5cUXtydhxqAPLX98NjzeANZv2Y/G08Zg4chgOuXvRcLoTX5twEub/aktcn3+8B3y3HfeqTgduamnHjZe4wipzTa5K3DTVFTYOrddKpAVKqFRCVLxVz3zFDRJERPFhQMuw0EXiH7R2qE4ZfqdxLI529+HrtSfhkLsXa+aeh62tbpTZo79ksc5nVAsFHm8AL39wEHdccSaWv7YrLOw0upyY21CNf//tP+HxBoLNaLs8XpQV2bB0/U4sDGnN0eByYuXMSYrTjmrTi7F09WmvkQtIUvAQ9AKLCTs+68TBYx6sWzBFsz2JLFYlTOms0FRDlNaaxHhCay7jBgkiovgxoGVYaNUmdJfhDY1jYTELGF5SgIAowmYxY/Wmfbjj5RObCBpdTvzL5JFAgm/iaqGgweXEjZe4FFttbGpph4QTJx3IzWhXNtdFnSQAKJ+MAJyYXrSIUsIHfJcVaq/F8vlF3DJ4/epHleOMk0pRaDXDZjahKo7XilUJK484GkuvEBVP1TMfcYMEEVH8GNAyLLJqE9kiY92NF6KypAB3rduhGJoWrd+ZVKVBDgWdXhH72nqC7SbajnvjarVRZDPjrFHl6PIGMOv80ZjXOBZbW93BA9/l+//o8jPCpkpHltuTDh4lhRbV6cAGlxM7PuvEY7Pq8czm/VGhMJ4ps1jTjaOTrPzFI1bVMx9xgwQRUfwY0DIsVtWmuMCCXl9ANTR9cMCNPhHwhfQbU2ugGtVo1SRgmM2Ete+1BkPJE7PP0RxPv19Ekc2sGIQiD3wHBlp33DB4AgGQ/PqiXgi4b90OzJkyBqIkRZ3VOWfKGOw63Blsohsq3imzWNONNlGEbYiFqHTiBgkiovjxN2KGxbNIXK39hhyUlr4Se5G12mLsB2bUhoWSeFptzG+sVgxCatOaoZJZXzRwAsHA2N/5pD3slIRyuxVVDjvufe1DzPpKFX7+p72qrxvPlNlQnW7MhqG+QYKIKBEMaBkWzyLxMrsFN091BacKC61mbG11w2oW4qoYaS3GXvjKLjzSXBsMJdLga6tNI2472IH6UeWqASx0GlSpxYX8uomsL4pcpxf52m/d1oSl08Zj79Ee7eeJc8pMj+lGnq0Z21DeIEFElCgGtCyIVbUpsJijjmVqcDlxz/RaPPWXfYrPGRqCYi3G7hq8nxyYlN405V2ct67dhp984yzNz6ffLwanHW9du03xPomsL4p3rdJIh13zfpmaMmPriPixYklEFB8GtCxRq9oMVL+iNwhsbmnH8tc+1JxO7Oj1AXYrJACVJTZc/5WqsCrcjs86IEmAT5TQGvLmaBdPvGl29fnhC4jweAMwCwJ+8o2zMLqiSPNzGVtZjGXX1GLa45tUj19KJCzFu1apTIcps1QrX2wdkbihuEGCiChRDGhZohYMNKtfLW2Y2zBG9Tm7+/z4l6f+hsvHj8Dz37kAy0J6mxXZzFg951w88ecWPPr2iXVbwUqPKKHUasLy1z6Oev2bp7rQ6HJik8K4mmoqMcw2sI5t8miHLuuL4l2rlOqUmR6VL7aOICKidGBAywKtYNAdozmrmiZXJSqKbVgz9zxIkoTlEb3N5jdWY9WfWzTXr6mFDfnEAUEQNIPQiua6gaOTUlxfZBElPDAYvP4a47mSnTLTq/Jl5NYRoX8EdErHUWQSYOGUKxFRTmBAy7BYwWDxtPGajx/psEdVlxpdTsxpGIPZT/8dHm8Az3/n/Khql9ZCf7nSoxY25Ia66xZMgQAEg1CR1YweXwBf9vngLC7Aild34axR5Zg7ZUxwx+Uohx2FSawvskPC47Pq8WVXX8zglcyUmV6VL6O2juC6OCKi3MaAlmFqwUBuBGsza0/vlVlNwYpRZ58fXr+Id/e1R/Uii6R0bFHYuAZDkBqPNwABCAYhj2DCnYNr5W6e6sK2Vjc2t7Tj7T1Ho8aczDosnyCgq8cLCQO94QbCY/K7IyOnlCUMXHO1NXPxVr6M2DqC6+KIiHIfA1qGyAGho9cXPFdT7sJfZDPjF988B5939mJ/uwc3XeLCjZecjnc+aQ/ep6mmEiua63DcH0BX70DIcBbbMF1hYb5Sb7NY/c7kClU8YcNrMmFhyEaGeKpziazD6hUELHv1Q1x//uiotiLJVIHUqkmRTXZDxVv5MmLrCK6LIyLKfQxoGaAUEEK78H//4rEotJrw+o7Pw8OIqxLrFzQAggS7xYz7Xt0VVqFqqqnEC9+9AN95dgvajp9obrvtYAcaXM6w51L6WOjzyJWpeMJGtzf8pINY1Tl5d2k81S+5+nNWlSOlUwIin0+pmiRJkuKu2EQrX0ZrHWHkdXFERBQfBrQ0UwsIoV34Lx03Ag+9uSc6jLS04b7XduHBaydiocIB5XLIWDP3PFz/X38LVoLkRf2mkEX9azbtx5q554V9DIgOX/GEja6IjQyxqnPy7tJ4ql9y9Wdug/bpBPFWgbSqSZta2rHgElfUOZ7JVL6M1DrCqOviiIgofvxNnWZaASG0C7/WgeU93oBmyLixzx9WCfJ4A1j79wOYO2VM2IL9U8sKsXxGLfr9Io5rVHpihY2ywvDqi1Z1LvR0gXiqX3L1xy9KiqcpyFO+8VaBYlWTCiymtB2Ini1GXBdHRPltpKMY3oDxfq9IcSyHGRmj12e2MKClWayAUFpoQb8v1gJ+7dYbnb0+1I8qD/670eXErPNH45aI9VUNLifqqxz458GOE5UslTdqrQaupTZzWF80uWIHhAfNBpcT8wZPI5DFqn6VFlpQZDOj2lmMX7/7qerh7PFWgeKpJhml8qUXI66LI6L8duNUV7aHkJKAKEI02O9/BrQ0ixUQygc7/2s/h3alqMBiQnGBBU/MPgejKuzYsOcIdn7Wicdn1UdVn+YPTh1qVbJitWiwiSJWNE/EovU7sKmlPdiGY8m08VgyfQK6en3o7vNj28EOxUX4WtWvUqsJS6ZPwLKIPm7AifC3ZPqEuKtAQ7WaFDlVXV5kQ5EZDGdElBYvbTmAw+7ebA8jzIiyQsy+YAy6unoRCGj/7hNFiQFtqIkrIED9wPKmmkqU2cwxDzSfPvEUWE0CvD4RtacOwzOb94edGCBXn/yD34BqlazINXNFNjPmN1ajflQ59h7twSiHHaVWE4pEEQ9dOxHd3gC6+nwoK7Si1GaGTRRhslvxL0/9Tf2aaIRWiyjhnKpy3P37HYq3b25px9LpE+JuEzGUq0nyVHVFiRWVlSVoa+uO+ccAEVEytrd2YM8X3dkeRpjqymLMvmAMAgER/hib2YyIAS3N4g0IWvcZqFjVYeG6HWENaOUpxBffa8XsyafBabHiOAT87O2PVatPd11xohGuUiUrdM1ckc2Mx2bV45nN+6MW0g8cDyXCaRHgLLEN3DD4uaRatToeY1r4eJ8fFQnsQjTaLksiIqJYGNAyIJ6AEOs+dlHEg9dOxEF3Lzp6fSiwmLDtYAdefK8V90ybELyfNyBqbjgwmwQU2cwAgIpiG9yB8Nfr8ZxY7za/sVqz1cXK5oHwGCnVqlU6diEaaZdlPFI9xJ2IiHIbA1qGxBMQYt2nUBQx2mFHRbENXX0+TJ94CmZNHgmbKAbf0JVOEQj1RVcvvn/xWJxf7cTSV6LXmS2bURvssB+rAW1rRy9OG1ao2DYjlapVrq0b0ztM8ZgmIiJiQMshA2/cO6LeuO+fUYflg01sV885N2zdWOQmAUkCvjr+JDz4xm7FvmpLX9mFJdMn4O7f74jZgFYQBCx7fTeWTx+vGEiSrVolclh6tukdpnhMExERAQxoOUPzjXv9Dpxd5cDbe45i5+FOrJ5zLlb9uSWqRcXqOefivU+P4eRhhZpHAS2eNh5NNZUxG9CKkoQzTylLy9FBiRyWni3pCFM8pomIiAAGtLTTa/orVkf8eYMNbyUJeOLPLWHrxopsZtRXOSBJwDlVDggAbp7qCjsLNLTiFhAlrGyug0+SVKcaG11OlBRYcG6VI21HBw0rssHn6TfsurF0hCke00RERAADWlrpOf0V641bno6ceNqwsPYaajsx5bYbd728HStnTlLcqfnAjFosm1GLJet3Ru0endtQjUff/hi3TK1B8eCmg6EmHWGKxzQRERHAgJY2yU5/qVXcYr0xy9ORkevG1HZiyv9+aOYkrFHZqbnwlV1Yfk0tzq5yYF5DdXA9myRJsJlMuGVqDQqtZnT1+YEhuNMwHWEq1zZIEBFReuRVQPvP//xP/OUvf8Hu3bthtVrx/vvvZ20syUx/aVXcSq2C5nSjfN5l5LoxrZ2Ym1vacdeVZ6q25di4tw09vkDw8XI17oW/H8A3zx+NJ9/6KOyxQ22nYTrC1FBurEtERCdorwLPMT6fD1dccQVmzZqV7aHENf0Vym8SsGi9esVNwEAz26aayrDbG1xOLL26Fh8e7gRw4uByWaydmL0RxzBFCj2mSa7GTRg8qUCtP5rfNDQWscthKvJrciJMJRdU5RYlb93WhJd/cCHeuq0JDzfXolBiOCMiGiryqoJ26623AgB+//vfZ3kkiU1/+U0COr0iZp0/GvMaxwZbYsjhaOPeNnQNVtwebq5Fp1fEvraeYLPab/7yb7j+K1X4fxeMQUmBGc1nnYr7Xt2FjS3tMXdilsU457Os0BKsEtWPKseaTftx5xVnon5UOWafPzqshYfHGxhyOw3TdUpBrjXWJSIifeVVQNOTkES+kB8jCLGnvyQA7oAEu9WM+wZ7mMnkBfyhB4139/lRUWKFVZLQ0+/Hgue3hj3nqg0tuHmqC9ta3djW2oH5jdWY21CNimIbmlyV2NiiMg2ncc5nU00lyqwmPDCjFgtf2QW/KOGxWfV45M09YZW+yPHKY01F6LU0OqskocIinPicJQkw0Lhz6VoaHa+lfngt9cHrGJ9cvD4MaCqcztKUH/vQzEm46+XtYc1WG11OzJkyBtc+8Q483gAaB3dEvrPvWDCMyVOH8xurg+u/yotsqKwsAQC0+boUXzd0vVnkujERUtiU5EU1lXho5iScUm7HwzMn4f8+PooRpQXBjQBfdvXh0jOG4+Ry+8DzzarHsR4vFr+yU3XDgTze0LGmKpWvA4XjtdQPr6V+eC31ke3raLGYYbUaa0e/xTIwHoejOMsjSY7hA9rjjz+OVatWad7nd7/7HSZOnKjr67a3dyPRte6CMPBDIj/WBuChkOmvfr+Id/a1h1XGNrW0Q0J4GAMGQs/8wd5mTTWVKDIDbW3dwddpcDmjgpLSejOPN4Bb127D/MZqLLxqPPq8geA0nNXvR1tbN/wQ8Mb2w1GbExrHVgRfEwC8AUnznM/5DdVRYwUAnxC+M9VqNqHD40VxweA4FC505LWk5PFa6ofXUj+8lvrQ6zpWVqYW8Pz+AHw+7TXNmeb3D4zH7e5BIGCsNbzxXG/DB7TZs2fjqquu0rzPyJEjdX9dSULS3+yhj7VIA2uJUGjBzEc3Kt4/NIyF6veLYbv3JAysV5MkCT+87AzcfKmIzZ+0B9d/DbMrTyt6vAM7Ma+ZdApGhKxpkp9voUo7kIUR7UCOR2xsiGxwe1JZIR5oPjFWQHlnaoPLiXkN1Zi9+j1MHu3Q3PmZytch0lA/gFzPaznU8Vrqh9dSH7yO2nLx2hg+oFVUVKCioiLbw0hZvI1mQ42tLB4MSAO3KbbhcFVi3YIpONbjRWVpARpdzrCmssH7KbR9kDcnaLUD6fSK6OkfCDQVxbbgQepqDXBDW22o9YKLnBLNxBmTPICciIhySV612Th8+DB2796Nw4cPIxAIYPfu3di9ezd6enqyPbS4G83KmmoqMcx2osKj2oajpQ3LXvsQmz9px8o3dmPZjLqwNhvyc0W2fegVBNyxbif2tWlfm31tPZj55Lv42qMbsfQPu7Bm7nnBylmsVhtaveA2t7SjflR58DHdvvSVn2O1MBkqbUGIiCh3GL6ClojHHnsM69atC/67ubkZAPDrX/8a559/fpZGNUBrV2doo1lAuSlprLAzv2GgGjV3Si/mN1TjrivPxPG+AEoKLRhWaEFhyHOFVrbmKkythgoNjvLYl0yfgBGlBaoNcOXAlUjVMJ1nTPIAciKi9BrpKIY3YKzZiJGOomwPISV5FdBWrlyJlStXZnsYYeRKUo/Hh2UzarE0okN8g8uJH3/9TLh7vHhi9jkot1sx2mGHLaKPVrxhx2ox4cm/fqLZ4T80sMiNbZUW/zdEBEdgcG3aVePR3evTHI+8zguIXqsm904rCtnxk84zJnkAORFRet041ZXtISgSc3idcV4FNKOJXPdUZDNjyfQJWDxtPLr7/PAO7uqc9cu/weMNBCtntohqV7dPRGGMA8nlSldAjN5pGXn+Z2hgWbNpPx6bVQ8A4aHOVYl5jWNw8wvbol5r/2CT3FCRIay4wIJCqxnTJp6Ma88ZGbVWrdHlxOXjT0KRzYzJox1pPWOSB5ATEaXXS1sO4LC7N9vDCDOirBCzLxiT7WEkje9MaaK0QN7jDeDu3+9AU00lHm6uBQBUTjoFl54xXLEDfWjAu3mqK2alq6mmEu/uiz2VFxpIQttwzB88EH1UhR07DnVix2edYUc9yeQTDOTxqG0YaHA5cf+MOixR6J020F5kD5ZMn4DGsc60njHJA8iJiNJre2sH9nzRHfuOGVRdWZzTAS2vNgkYSTzrnuTjfKqKrXCYhbBF/JEL29ds2o95DdVRGwDklhV7Pu/CvVfXYs2m/epjGqycyYFFJrfhuOHZ9/H83w/gj7u+xMJ1O1F36rCo55DDYOh41DYMbG5px+HOPsVdpfLt51SVp/2MyXSdmUlERJQurKClSarrnuSAFzp16Bcl3HXFeHgDAUgSUFJggSAAJgFYPn08jvtFxYqXTK6c+SXgpktOByRJsT/ZrWujpzUjbw+tvH299iTVDQOdMdaqHXL3wj68OO2tLtJ1ZiYREVE6MKClSarrnrr7/JpTh8uuqUOZEBJqRAkllthTeX4AC9ftxAetHXjxexdgbnc/+v1icNoy9JSDkQ473rqtaWAsBRa8vuPzsNvlytuEU8pUP49Yh7UDyEgfNIAHkBMRUe7gFGeaRE4jhgqGJZMAd0BCa48P7oAU1o+rtNCiOXV476vh/bv8JgHH/SLuvVp7Kk+uzHm8Abz14ZdYs3k/Fjy/FTc8+z5WbWgJhq8GlxNbWztQaDGhqtiKQosJ21rdihU6tRMMgIFdok0u5esgT5emuw8aERFRrmEFLU3kdU+LItpqyGHJL0lYuF69s32p1YQpY50xe405zELYZgJ5SvTGi0+HzWJCWcRUXjw7OEOnMiePduDh5lrYAdwytUbxvhXFNtXK3SdHurFk+gQsf+1DbGwJby8SOp3KVhdEREQnMKClkdq6JwESfqxy/mXodJ8txvRgd58fpaW2sN2i8rTjqg0twd2ioVOHsXZwjnYWISBK+LyzD6u+eQ62trpx3C+i3CTgtLICTJ90avC+BRYTjnT3o8xqVgyjU88cjtsuH4eVb+7Gj68Yh7ndY1SnU9nqgoiI6AS+K6aZ0rond0CKq7N9WRzr2BLtkh/ZcsLjDWDNpv2Y31iNKWOd6PD40O8XseOzTqzZtB/1VeW49uzTAEgolCRccnpFWOCcMKI4WJ0LDaMlhRbYrWYsWrcDG1vaMeHUYdjW6lZsE9LocsJuNQNcsE9ERASAa9CyIp4dnkB869jUnqvIZsbNU13wieFr3CyihHuvrg2265A3ImxrdeObT/8ds5/+O+b/agu2tbrx2Kx6fPRFN9779BiODa6V6/aJKLWaFFuDhLYNqTAL6PMF4moTMrehGve99iHPxCQiIhrECloWxLvDM9Y6NosoKj6X2u5PeY2bJImor3JgfkM1Kopt+NlbHyluRCiwmPD0nPPwyB/34O7f74h6nlitMbpCwqPSdOpIhx1vffhlcKrz9q+NQ0//ialgIiKioYoBLQsS6Wwfq3+X0nN976Kx+JXC7k95jdvK5jr882AHVm1oweo556pOkU44dRh++sc9MY+OUtIrCAPTliHk9XGy1XPODfv3vrYeLHh+a/A6PDRzEmyKz05ERJTfWKbIMPlszR9eVoO13z0fN091oWjwnE21zvZaJw5Edskvsplx2fgRqt37N+5tQ48vEHyMfMi6kvpR5THXt6l9jovW74Q3IEZNacpCD2KXp2NHVdjxxOxzsGbueThrVDnueWUnfAKnPYmIaOhhBS2DIg9PBwZC2Wu3NMIkAP1+EUeO94dUyWI3UvWbBPT5RNx2WQ0WXTUeBRYT9rX1aD5GbmmxsrkOXf1+3DzVFTzkvNBqxtZWN9Zs2q8Z3kKfJ+rjgxsXbmj0YV5DNQD1Nh5azXjnNVQHd5ASERENJQxoGaJ0eDoAfHDAjSPd/fjFhr2qPdGUnqvbJ6Krzw9fQMTmT9qxZtN+eLwBvPCd82OORV63ZhNFFBVYsK3VHRWOHptVH6zsxXqeSPLGhfdb3fjwcGdwvZs3MLDubMehzuC6s5unulSb8QLA0ukTYn4+RERE+YYBLUPU2mHMb6zG4xv2xr3OS6kKJweqW9duQ0evDx9+3oUGl1OxpUVTTSWsZhP8g5Pbi9ftUAxHAoAHrp2IJpdTcdyha+XkwCivkasotqHIZg42wg2tjhXZzFgyfQLWLZiC44NHSKk1493c0o40H9FJRERkSAxoaSaHlw6VQ8PrR5XHdVqA/FxKVTg5YM1vrEaBxaR5QsCcKWMw7fFNmDzagcXTxquuMdvU0o79bR7MaaiGGPE8obtI1aZt18w9D/N/tSVq52a53YrRDjtsooiKYitae7QPU+/p98Np4QkDREQ0tDCgpVFoeFk951zF+ySyzkurKe3mlnbMb6jGtoMdqK8qDwajf/vqGejwDISg0O79G/e24ZC7V/O1e7x+3P7f/8T8xmrcdIkLBRZT2C5StcAo7yhdMn0C7v79jmAAlYOdLaQhbaqHyhMREeUjvvulSWR42XawQ3HasSDGcU6hASVWg9t+vxisnpmET7FqQwsuOWM4bnj2/aQ+hwKLCR5vAP882IF/PWckCqXBYDU45RrrFIPF08bjrduaFNuDBD8/jZYjF0W0HCEiIhoq2GYjTSLDi1on/SPd/TFPC5DFqibJgerF91qxsrkOb93WpJltth3s0HztkQ473rqtCQ83154IZyFiBcbjfX7V9iCyyDYhoa//0MxJsHIRGhERDUGsoKVJZHiJ7KRfWmhBud2KMqsJDWMrNE8LkGlVm+S+Yk01lbhn2gTYRBE2swBfgfpOzDWb9uO1Wxpxzx+UXzuyYhZJr+lJtWa8p5Tb0dbWHddzEBFR9ox0FMMbiP0HtZTBP7pHVhRl7LXSgQEtTZTCSWgn/bduaxpY/C9KsAOapwXItI5+uvfqWoiSiNmTTwt7XJHVrLqjs76qHKY4X1vxc0zgRAQA8JpM6PYG0NXnQ1mhFaU2c3A9WuSh8gIrZ0REOePGqa5sD0FRQBQh5ugyGQa0NEk0vMgBpbTUhm6fiMPdXsWGtepHP0mAIERVu+wm4JapNQCid3TeMrUGhSbAHBGO4l3zFc9ZoTKPYMLCiJYejS4nVjRPRJHC9CkREeWOl7YcwOEYG89GlBVi9gVj0NXVi0AgM7/3RVFiQKNwiYQXmVrLisiGtZHVJq1AZRYlnFZWgOmTTg22uiiwmHCkux8jywphjhhHZE+zWCcaxDorFBionEWGM2Cglcei9Tvw0LUTw3Z2EhFRbtne2oE9X2gvSamuLMbsC8YgEBDhj9HBgBjQ0iqe8CLTalkR62DyWAolCZecXhE2jgkjiqPGEW9AjBQrMHZ7A4pTrMBASOv2BuC08DgnIiIiGXdxppnWQeehYrWsUDuYXK9xyAecqwVEfwrnYXb1aTejjXU7ERHRUMOAZhCxWlbEuj3l109jQCwr1D4JINbtREREQw0DmkHo1bLCbxLgDkho7fGh3S/hWEBCx+B5mVrSGRBLbWY0RvR/kzW6nCiNcSg7ERHRUMM1aAaR6K5PJWoHqc9rqMaL77Vi6bTxqmvJ0nnkkk0UsaJ5Ihat34FNkbs4uUGAiIgoCgNalkTuliwzCQnv+ox8Pq2D1OurHJqbDfQIiFqKJBEPXTtRtQ8aERERncCAlgVquyUfmFGbdNPYeA5SX7WhBd0+caBBboRk2oIkyiaKcFoEOEtsAx9gOCMiIlLEgJZhkZWuIpsZ8xurUT+qHB8f7cEohx2lVhMc5sSaxsZzkLp8v2A7jAiJtAUhIiKi9GFAy7DQSleRzYzHZtXjmc37g0dAAfH1HosUz0Hq8dwvkSa4RERElB7cxZlGoTsq3YGBnZQ9/ScqXfMbq/HM5v1RTVyT6T0mryFTEnqQeqmVX3IiIiKjYwUtTSLXmRXZzFgyfQLqq8rxn//vHBRYzKgssWHNpv2Kj5d7jymtF1OitoYsdBenXmvJiIiIKL0Y0NLApxDO5KnMu3+/I3i/JpcTj82qx61rt8HjDUQ9j9Z6MSWRa8iKCywQBMAkAMunj2c4IyIiyhEMaGkQuaNSdSqzpR3i4O2ha9BkyfQei1pDJuNaMiIiopzBBUlpELmjsn5Uueph4Ztb2lE/qjzq41wvRkRENHQxAaRBZOVLbnGhxm41oyjkuKMTvcdY9SIiIhqKOMWZBpFd+eUWF1pev7URHT1eFBew9xgREdFQxwpaGlilgR2VctuLbQc70KByWHiDy4l39rVj6Su7cHKJDQ6zkLHKmVIbECIiIso+VtDSJHRHZU+/HzPPOQ1LVVpgyLs4E2mrkSq146YSbZBLRERE+mNAS6PgjsoiKyBJWDxtPA65e9HvF1FgMWHbwY6wFhuJttVIltrB6nKDXLUD1YmIiJSMdBTDG9B+3zjNYc/QaPIDA1oGCQBuePZ91duTaauRDK2D1RNtkEtERHTjVFdc9wuIIkQWAOLCgJZBkZsHQgXbamTgGzfWweqZquQREVF+eGnLARx296rePqKsELMvGIPurj4GtDgxoGWQ2nFMJ9pqZGbnZqxKXaYqeURElB+2t3ZgzxfdqrdXVxZj9gVjIHGNc9z4TpwhfpMweASTD0umjYfVbEKHJzttNbJRyTvx+ftRWih/zvxBJSIiUsKAlgExd0xmOKhkupLHHaNERESJYUBLM6PumIw8WP1EVUvfcGbUz5+IiMjI2Kg2zeLZMZktchuQqmJr2hrkGvnzJyIiMioGtDSLZ8dkPhvqnz8REVEyGNDSLNUdk7l+HBN3jBIRESWO745pVmY14cHrJmJEaQH6/SIKrWZsbXVjzab9mDzaoblj0qiL6xPZkWmU3m9ERES5JG8C2qFDh/DEE0/gb3/7G9ra2jBixAhcc801+MEPfgCbzZa1cXkl4I3th8NCVoPLiTVzz8PIskLVRflGXVyfaGg0Su83IiKiXJI3AW3fvn2QJAnLli3D6NGj8fHHH2PJkiXo7e3FnXfemZUxqYWszS3tMAkCHm6uBVQyVqzF9cf6A7CaBNXqVTr6jiUbGjO1Y5SIiChf5E1Au+iii3DRRRcF/z1q1Cjs378fa9euTSqgCUks9ZIfI/9/PDsYKyzKLxRr8fyBdg8WPL91sBJVC3tI0uuFgIUKVa7I+yUqlc/HKkmosAioKBk8QkqSBg4nVRF5LSl5vJb64bXUD6+lPnLxOubSWLMpbwKaku7ubgwbNiypxzqdpUm/rvzYg61uzft5vAGccbJD8bZO8bjmYwssA/s75OrV47PqMazIhk6PFz9au021yiXfLxmpfD7JSuXrQOF4LfXDa6kfXkt9ZPs6WixmWK1mzdsBwOEoztSQcl7eBrTW1lY899xzuOuuu5J6fHt7NxJdhy8IAz8k8mOLberfrABQZDOjrU357LIis6C6uL7B5cS2gx3Bf/91bxu+7OqDz9OPY35J8TGR90tGKp9PoiKvJSWP11I/vJb64bXUh17XsbIytYDn9wfg8wU0bwcAt7sHgQCXt8RzvQ0f0B5//HGsWrVK8z6/+93vMHHixOC/v/zyS3znO9/BFVdcgW984xtJva4kIelvdvmxsXYwSgCO+SXF9WEWSXlxfYPLiXkN1bh17baw+3f3+eEotqK7z48imxnzG6tRP6o8aueofL9kxLMjU9J540IqXwcKx2upH15L/fBa6iOXrmOujDPbDB/QZs+ejauuukrzPiNHjgz+95dffolvf/vbOPvss7F8+fJ0D0+T2g7GRpcTc6aMwbVPvAOPN6C6CzJ0cX1nnx9dvT5sO9iBW9dug8cb/peK3E+szG7BY7Pq8czm/Vi1oSV4e4PLicdm1aPMnvyXnDsyiYiIMsPwAa2iogIVFRVx3VcOZ7W1tXjwwQdhMmW3D6/fJKDfL2LxtPGQJKCn349+v4h39rWHhSytXZDycUylpTbc8b97Y/YTK7KY8czm/dissHNUAPDQtROBFIIUd2QSERGln+EDWry+/PJLfOtb38Ipp5yCO++8E8eOHQveNnz48IyPR6lf2AvfOR/ffPrviveXd0E6zMrbW+KtXvX4AlHhTLappR09vgBsKq8RLzk0BqdK2WiWiIhIV3kT0DZv3owDBw7gwIEDYe02AOCjjz7K6Fh8CuEMADp6fZqPi7U+LJ7qVTxnXya7Bo2IiIgyI28C2nXXXYfrrrsu28MAoN4vTG6NoSaecyljVa949iUREWXaSEcxvIGB9yNJYRfAyIqiTA8p5/HdOg3UqljbDnagweVUnILU61xKnn1JRESZduNUV8z7BEQRIt9/4saAlgZqVao1m/bjsVn1MAlC2nZBcqclERFl2ktbDuCwuxcjygox+4Ix6Orqjep3JooSA1oCGNDSQK5ifXDAHdWPrP14Px5qrsNxXyBtuyC505KIiDJpe2sH9nzRjerKYsy+YAwCARF+P99zUsGAlgZWScIDM2rxWVc/Ht+wN6wfWVNNJc4f40j7LkjutCQiIspd2W0UlscsAvCLDXuj1pvJPc/8Jp4WS0RERMoY0NJEbScncKLnGREREZESBrQ0iacfGREREZESBrQ0YT8yIiIiShYDWprIOzmVBPuRpZnfJMAdkNDa44M7IHHdGxERUY5gGSdNst2PTOks0KaaSqyYUQu7QpdnIiIiMg4GtDTKVj8yv0n5LFB5B+nDzbWwsO0GERGRYTGgpVk2+pHFs4PUYeZ0JxERkVExoOWh7j4/imzmqFMMtra6sWbTfnT3+U8ERiIiIjIcBrQ8VGa34LFZ9Xhm8/6wUwwaXE48NqseZXZ+2YmIiIyMuzjzUJHFjGc27486xWBzSzt+tXk/iizmLI2MiIiI4sGAlod6fIGocCbb1NKOHl8gwyMiIiKiRDCg5SGeYkBERJTbGNDyEE8xICIiym0MaHnICKcYEBERUfL4Tp2H5FMMIkPaiVMM2KSWiIjIyDjXlaeydYoBERERpY4BLY/4TUJ4IDMJGT/FgIiIhp6RjmL0+0WMrCjK9lDyBgNanuDh6ERElC03TnUF/zsgihBZEEgZ16DlAb9JwKL16oej+008d5OIiNJnw+4vAABdXb3ocHsY0HTAgJYH4jkcnYiIKF0+OdIDAAgEWD3TCwNaHmBjWiIiovzCgJZGfpMAd0BCa48P7oCUtqlGNqYlIiLKL3znTpNMLtqXG9Nu3NsWdVuwMS1LzkRERDmDFbQ08AmZXbTPxrRERET5hRW0NIhn0b7DrG9IY2NaIiKi/MGAlgbxLNoPNo/VkUWU2JiWiIgoD3CKMw24aJ+IiIhSwYCWBvKifSXBRftEREREKpgU0sAqcdE+ERERJY9zbWnCRftERESULAa0NOKifSIiIkoGpziJiIiIDIYBjYiIiMhgGNCIiIiIDIYBjYiIiMhgGNCIiIiIDIYBjYiIiMhgGNCIiIgoJZUltmwPIe8woBEREVFKrp08CgFRhMh+n7phQCMiIqKUdXf1MaDpiAGNiIiIUiZJDGd6YkAjIiIiMhgGNCIiIiKDYUAjIiIiMhgGNCIiIiKDYUAjIiIiMhgGNCIiIiKDsWR7AHr6wQ9+gD179qC9vR3Dhg3DhRdeiNtvvx0nnXRStodGREREFLe8qqBdcMEFePTRR/Hmm2/isccew8GDB/HDH/4w28MiIiIiSkheVdDmzp0b/O/TTjsN3/3ud3HTTTfB5/PBarVmb2BERERECcirgBaqo6MDr776Kurr65MKZ4KQ+GvKj0nmsRSO11I/vJb64bXUD6+lPox2HY0yjnwgSHl2NsMjjzyC559/Hr29vTj77LPx5JNPwuFwZHtYRERERHEzfEB7/PHHsWrVKs37/O53v8PEiRMBAMeOHUNnZycOHz6MVatWobS0FE899RSEBGN9e3s3Er0yggA4naVJPZbC8Vrqh9dSP7yW+uG11Ide17GysjTlsbjdPQgExJSfZyiI53obfopz9uzZuOqqqzTvM3LkyOB/V1RUoKKiAtXV1Tj99NNx8cUX4x//+Afq6+sTel1JQtLf7Kk8lsLxWuqH11I/vJb64bXUh1GuoxHGkC8MH9DkwJUMuTjo9Xr1HBIRERFRWhk+oMVr+/bt2L59OyZPnoyysjIcPHgQjz32GKqqqhKunhERERFlU94EtIKCArz11lt4/PHH4fF4MHz4cDQ1NeHnP/85bDZbtoeXMr9JQLdPRHefH6WFFpRaTbCIrCUTERHlo7wJaOPGjcOvf/3rbA8jLXoFAYvW7cTGlvbgx5pqKrFiRi3snPAnIiLKO3l1kkA+8psELFofHs4AYOPeNix6ZRf8JjadISIiyjcMaAbX7ROjwpls4942dPu4pZmIiCjfMKAZXHefP6XbiYiI0i0gihC5LlpXDGgGV1qovUww1u1ERETp1tnhYUDTGQOawZVaTWiqqVS8rammEqVWfgmJiCi7GM70x3d3g7OIElbMqI0KaU01lXhgRh1bbRAREeUhzo/lALsk4eHmWoU+aNwgQERElI8Y0HKERZTgMAtwFFsHPsDKGRERUd7iFCcRERGRwTCgERERERkMAxoRERGRwTCgERERERkMAxoRERGRwTCgERERERkMAxoRERGRwTCgERERERkMAxoRERGRwTCgERERERkMAxoRERGRwTCgERERERkMAxoRERGRwTCgERERERmMJdsDMCpBSP4xyTyWwvFa6ofXUj+8lvrhtdQHr2P+EiRJkrI9CCIiIiI6gVOcRERERAbDgEZERERkMAxoRERERAbDgEZERERkMAxoRERERAbDgEZERERkMAxoRERERAbDgEZERERkMAxoRERERAbDgEZERERkMAxoOnn++ecxdepUTJw4Eddddx3ef//9bA8p5zz11FOYOXMm6uvrceGFF2LBggXYt29ftoeVF5566imMGzcOK1asyPZQctKXX36J22+/Heeffz7OOusszJgxAzt37sz2sHKO3+/Hz3/+c0ydOhWTJk3CZZddhlWrVkEUxWwPzfC2bNmCH/zgB2hsbMS4cePw9ttvh90uSRIef/xxNDY2YtKkSfjWt76FvXv3Zmm0pAcGNB288cYbePDBB3HjjTdi/fr1mDx5Mr773e/i8OHD2R5aTnnvvfcwe/Zs/Pa3v8UzzzyDQCCAG264AR6PJ9tDy2nbt2/HSy+9hHHjxmV7KDmps7MTs2bNgtVqxS9/+Uu8/vrruOuuu1BWVpbtoeWcX/7yl3jxxRexdOlSvPHGG/jxj3+M1atX4ze/+U22h2Z4Ho8H48aNw9KlSxVv/+Uvf4lnnnkGS5cuxe9+9ztUVlZi3rx5OH78eIZHSnrhYek6+MY3voEJEybgvvvuC37syiuvxOWXX45///d/z+LIctuxY8dw4YUX4rnnnsN5552X7eHkpJ6eHlx33XW455578J//+Z8488wzsWjRomwPK6f85Cc/wdatW/HCCy9keyg57/vf/z6cTiceeOCB4MduueUWFBYW4pFHHsniyHLLuHHj8Itf/AKXX345gIHqWVNTE7797W/je9/7HgDA6/ViypQpuP3223H99ddnc7iUJFbQUuT1erFr1y40NjaGfbyhoQHbtm3L0qjyQ3d3NwBg2LBhWR5J7lq2bBkuvvhiTJkyJdtDyVkbNmxAXV0dbr31Vlx44YVobm7Gb3/722wPKydNnjwZf/vb37B//34AwJ49e/DBBx/g4osvzvLIctuhQ4dw9OjRsPchm82G8847j+9DOcyS7QHkOrfbjUAgAKfTGfbxyspKHD16NEujyn2SJOHBBx/E5MmTccYZZ2R7ODnp9ddfx4cffojf/e532R5KTjt48CDWrl2LefPm4Qc/+AG2b9+O+++/HzabDc3NzdkeXk757ne/i+7ublx55ZUwm80IBAL40Y9+hOnTp2d7aDlNfq9Reh/iUpvcxYCmE0EQwv4tSVLUxyh+y5Ytw8cff8xppSR9/vnnWLFiBdasWYOCgoJsDyenSZKEuro6/Nu//RsAYMKECWhpacHatWsZ0BL0xhtv4A9/+AN++tOfwuVyYffu3XjwwQcxYsQIXHvttdkeXs5Teh+i3MWAliKHwwGz2Yy2trawj7e3t6OysjJLo8pty5cvx4YNG/Dcc8/h5JNPzvZwctKuXbvQ3t6O6667LvixQCCALVu24Pnnn8eOHTtgNpuzOMLcMXz4cJx++ulhHxs7diz++Mc/ZmlEuevhhx/G9773PUybNg3AwFqqw4cP46mnnmJAS8Hw4cMBAG1tbRgxYkTw43wfym1cg5Yim82G2tpabN68Oezj77zzDurr67M0qtwkSRKWLVuGt956C88++yxGjRqV7SHlrAsuuACvvvoq1q9fH/xfXV0drr76aqxfv57hLAHnnHNOcM2U7NNPP8Vpp52WpRHlrr6+vqgqj9lsZqUnRSNHjsTw4cPD3oe8Xi+2bNnC96EcxgqaDubNm4c77rgDdXV1qK+vx0svvYTPP/+cO2cSdN999+G1117DE088geLi4uC6itLSUhQWFmZ5dLmlpKQkau1eUVERysvLuaYvQXPmzMGsWbPw5JNP4sorr8T27dvx29/+FsuWLcv20HLOpZdeiieffBKnnnpqcIrzmWeewcyZM7M9NMPr6elBa2tr8N+HDh3C7t27MWzYMJx66qn49re/jaeeegpjxozB6NGj8dRTT6GwsJDr+3IY22zo5Pnnn8fq1atx5MgRnHHGGbj77rvZGiJBan26HnzwwbCpOkrOt771LbbZSNKf//xn/OxnP8Onn36KkSNHYt68efiXf/mXbA8r5xw/fhz/8R//gbfffhvt7e0YMWIEpk2bhptuugk2my3bwzO0v//97/j2t78d9fFrr70WK1euhCRJWLVqFV566SV0dnbirLPOwtKlS/kHWQ5jQCMiIiIyGK5BIyIiIjIYBjQiIiIig2FAIyIiIjIYBjQiIiIig2FAIyIiIjIYBjQiIiIig2FAIyIiIjIYBjQiIiIig2FAIyIiIjIYBjQiSouNGzdi3LhxqK+vx+eff656v1WrVmHcuHG48sor4fV6AQBdXV144403sHLlSsyaNQtnnXUWxo0bh7lz52Zo9ERE2cWARkRp0dTUhGuuuQYejwf33nuv4n0++eQTPPnkkxAEAcuXLw+ex/jee+/hRz/6EZ555hls3boVfX19GRw5EVH2MaARUdrcfffdcDgc+L//+z+8/vrrYbdJkoTFixfD5/PhX//1X3HuuecGbysoKMB5552H+fPn49FHH8W//du/ZXroRERZxYBGRGlTUVGBu+66CwCwYsUKdHR0BG974YUXsHXrVowYMQI//vGPwx7X1NSE5557DnfeeSeuvPJKDB8+PJPDJiLKOgY0Ikqr5uZmNDQ0oL29HQ899BAA4IsvvsBPf/pTAMA999yDkpKSbA6RiMhwGNCIKO3uu+8+2O12/P73v8e7776Le++9Fz09Pfj617+Oyy+/PNvDIyIyHAY0Ikq7UaNG4ZZbbgEA3Hrrrfjzn/+MsrIyLF68OMsjIyIyJgY0IsqIuXPnYsKECejq6gIA/PjHP8aIESOyPCoiImNiQCOijOjv70dnZ2fw33V1dVkcDRGRsTGgEVFG/Md//Ac+++wzFBQUAACWLFkCURSzPCoiImNiQCOitNuxYwd+85vfwGq14te//jVOO+007Ny5E7/5zW+yPTQiIkNiQCOitPL7/Vi8eDECgQBuuOEGnH322bjnnnsAAI8++qjmMVBEREMVAxoRpdXq1auxZ88ejB49GgsWLAAAXHzxxbjqqqvg8XiwbNmyLI+QiMh4GNCIKG0OHDiAX/ziFwCAZcuWBdefAcDChQtRVlaGDRs24I9//GO2hkhEZEgMaESUNkuWLEF/fz+uu+46XHDBBWG3DR8+HLfffjsA4P7778fx48ezMUQiIkMSJEmSsj0IIso///3f/43FixfD6XTijTfeQHl5edR9JEnCN7/5TWzduhXf/OY3g2vTAOD8888P/rfX64XH44HVakVxcXHw40uXLsW0adPS+nkQEWUDK2hEpLu2tjY88sgjAAamMpXCGQAIgoDly5fDarXixRdfxLZt24K3dXR0BP/n8XgAAD6fL+zj/f39af9ciIiygRU0IiIiIoNhBY2IiIjIYBjQiIiIiAyGAY2IiIjIYBjQiIiIiAyGAY2IiIjIYBjQiIiIiAyGAY2IiIjIYBjQiIiIiAyGAY2IiIjIYBjQiIiIiAyGAY2IiIjIYBjQiIiIiAyGAY2IiIjIYP5/+GEnIXcA514AAAAASUVORK5CYII=",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -273,18 +273,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.747685Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.747425Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.755333Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.754723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.956202Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.955950Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.961021Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.960432Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.ipynb.gz
│ │ │ │ ├── count_hurdle.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985119047619048%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:25.561411Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:25.561149Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:26.265269Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:26.264680Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:26.268741Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:26.268367Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -37,18 +37,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "eed890e6",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.487669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.487406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.222136Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.218944Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.561411Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.561149Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.265269Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.264680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -82,18 +82,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "99c1d162",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.225451Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.225093Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.238489Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.236851Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.268741Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.268367Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.296632Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.295995Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -157,18 +157,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "7fdd59b7",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.241457Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.241198Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.264019Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.263371Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.299694Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.299442Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.334263Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.333640Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -201,18 +201,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "91a5c9cb",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.267219Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.266942Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.266766Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.254731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.339321Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.339048Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.276013Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.275395Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -247,18 +247,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "70065ce8",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.275795Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.275404Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.433029Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.431881Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.283493Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.283091Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.377043Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.376332Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -290,18 +290,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "6c3aadbf",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.437578Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.437322Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.953365Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.952760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.385589Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.385315Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.882429Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.881874Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -327,18 +327,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "c000b4cb",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.958575Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.958307Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.975032Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.968073Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.885618Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.885353Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.892642Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.891909Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.contrast.ContrastResults'>\n",
│ │ │ │ │ │ @@ -394,18 +394,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "9757da68",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.978414Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.986081Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.985472Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.895985Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.895699Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.902053Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.901176Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[1.        , 0.        ],\n",
│ │ │ │ │ │ @@ -428,18 +428,18 @@
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│ │ │ │ │ │              "id": "3614ee25",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.989412Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.998228Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.997635Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.905343Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.904856Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.912814Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.912034Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -487,18 +487,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "bbc9ebed",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.001550Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.001297Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.015824Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.015211Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.915763Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.915494Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.927584Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.927035Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -556,18 +556,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "5d90afc2",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.018812Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.018530Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.028853Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.027080Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.930953Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.930321Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.938281Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.937757Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -596,18 +596,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "77c7eff9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.032075Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.031816Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.051439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.050761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.941482Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.941201Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.953220Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.952595Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -735,18 +735,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "id": "185a5042",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.054837Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.054549Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.062645Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.062025Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.956339Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.955892Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.960443Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.959850Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.9999215487936677, 7.84512063323195e-05)"
│ │ │ │ │ │ @@ -774,18 +774,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "id": "f8124e02",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.065962Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.065711Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.072583Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.071999Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.963098Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.962833Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.967971Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.966834Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<statsmodels.base._prediction_inference.PredictionResultsDelta at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -802,18 +802,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "id": "6c1d314d",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.075666Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.075414Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.084836Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.084228Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.971112Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.970850Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.976127Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.975237Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(<scipy.stats._continuous_distns.norm_gen at 0xadde5de1e8ed>, ())"
│ │ │ │ │ │ @@ -838,18 +838,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "dd01ba63",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.087906Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.087652Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.103938Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.103354Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.978852Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.978382Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.992588Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.991870Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1015,18 +1015,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "id": "e821f6e8",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.107002Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.106722Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.114272Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.113708Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.995506Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.995235Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.000156Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.999648Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(-8004.904002793644, 4996, 16017.808005587289, 16043.876778352953)"
│ │ │ │ │ │ @@ -1051,18 +1051,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "id": "9f1a5124",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.117469Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.117216Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.127496Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.126870Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.003159Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.002641Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.007896Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:28.007405Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.9989670114949286"
│ │ │ │ │ │ @@ -1087,18 +1087,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "id": "50ba5545",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.130463Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.130200Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.139665Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.138774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.011377Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.011106Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.015581Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:28.015093Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([0.02044612, 0.29147174, 0.29856288, 0.20740118, 0.10990976,\n",
│ │ │ │ │ │ @@ -1116,18 +1116,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "id": "c913a1bb",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.143794Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.143434Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.148518Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.147982Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:28.019075Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:28.018799Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:28.023799Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:28.023285Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 1.10849337,  1.10830496, -0.89188344, -0.89207183,  1.10773978,\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/deterministics.ipynb.gz
│ │ │ │ ├── deterministics.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9981907894736843%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:24.938910Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:24.938633Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.627481Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.626867Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:25.630772Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.630425Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.691713Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.691450Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.439803Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.439199Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.938910Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.938633Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.627481Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.626867Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -42,18 +42,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.445481Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.445132Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.551428Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.550761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.630772Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.630425Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.725100Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.724357Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -225,18 +225,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.554901Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.554522Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.590445Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.589845Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.728209Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.727853Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.749332Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.748694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -446,18 +446,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.593457Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.593199Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.619464Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.618765Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.752720Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.752437Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.775326Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.774694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -724,18 +724,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.622639Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.622376Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.643862Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.643267Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.780163Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.779896Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.802150Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.801520Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -892,18 +892,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.646993Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.646697Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.663502Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.662722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.805093Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.804827Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.819503Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.818991Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1065,18 +1065,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.666488Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.666233Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.680888Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.680289Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.822316Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.822079Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.845378Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.844712Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1247,18 +1247,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.683979Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.683722Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.703185Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.701269Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.849117Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.848831Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.864202Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.863627Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1431,18 +1431,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.706660Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.706399Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.737477Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.736859Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.867534Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.867266Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.899690Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.899159Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1963,18 +1963,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.741115Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.740851Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.747907Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.747344Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.902540Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.902301Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.908965Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.908401Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.tsa.deterministic import DeterministicTerm\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -2011,18 +2011,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.751222Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.750948Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.766732Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.765711Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.912019Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.911786Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.953026Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.950171Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -2167,18 +2167,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.769806Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.769552Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.776151Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.774469Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.956252Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.956006Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.965312Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.964694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "class ExogenousProcess(DeterministicTerm):\n",
│ │ │ │ │ │                  "    def __init__(self, data):\n",
│ │ │ │ │ │                  "        self._data = data\n",
│ │ │ │ │ │ @@ -2200,18 +2200,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.779570Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.779314Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.788422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.787838Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.968510Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.968263Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.989331Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.988695Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -2289,18 +2289,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.791720Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.791447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.806707Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.806016Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.992492Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.992252Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.001337Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.000693Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ep = ExogenousProcess(exog)\n",
│ │ │ │ │ │                  "tt = TimeTrend(constant=True, order=1)\n",
│ │ │ │ │ │                  "# The in-sample index\n",
│ │ │ │ │ │ @@ -2309,18 +2309,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.810176Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.809916Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.825318Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.824779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.004636Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.004366Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.017732Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.017156Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -2406,18 +2406,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.828445Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.828189Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.840168Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.839647Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.023219Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.022954Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.042758Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.042182Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -2563,18 +2563,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.843249Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.842982Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.095196Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.094509Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.053600Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.053345Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.356885Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.356150Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2608,18 +2608,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.098374Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.097562Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.571459Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.570763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.361066Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.360786Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.823032Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.822395Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2666,18 +2666,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.575291Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.574569Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.830743Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.827000Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.826806Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.826100Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.057419Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.056714Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2693,18 +2693,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.839668Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.839406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.847911Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.847240Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.060916Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.060595Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.073352Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.072697Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "200    -3.253482\n",
│ │ │ │ │ │ @@ -2759,18 +2759,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.851167Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.850904Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.022031Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.021400Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.076654Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.076380Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.277041Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.274765Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2824,18 +2824,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:12.025557Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:12.025295Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:12.040379Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:12.039846Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.280479Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.280167Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.301324Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.300693Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_example.ipynb.gz
│ │ │ │ ├── discrete_choice_example.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9978846153846155%
│ │ │ │ │ │┄ Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:24.428343Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:24.428093Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:24.902265Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:24.901637Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:24.905857Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:24.905512Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -22,34 +22,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.304918Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.304646Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.876378Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.875717Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.428343Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.428093Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.902265Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.901637Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.891873Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.891499Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.964015Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.963395Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.905857Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.905512Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.766492Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.763892Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -59,18 +59,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.969152Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.968767Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.974336Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.973778Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.772427Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.772051Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.778688Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.778066Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -88,18 +88,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.977798Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.977542Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.987850Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.987215Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.789573Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.789309Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.793233Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.792710Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -139,34 +139,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.990940Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.990626Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.002858Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.002230Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.796942Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.796669Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.808950Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.808333Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta = sm.datasets.fair.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.006914Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.006589Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.019716Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.019096Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.812321Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.812057Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.826261Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.824761Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -202,18 +202,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.022944Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.022633Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.051643Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.051024Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.829353Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.829084Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.884155Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.883513Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -244,18 +244,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.054798Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.054501Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.087388Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.086703Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.887291Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.887018Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.919124Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.918565Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -275,18 +275,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.090533Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.090272Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.119457Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.118761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.923140Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.922864Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.949571Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.948927Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -327,18 +327,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.123119Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.122810Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.139471Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.138761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.953067Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.952794Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.965309Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.964727Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[3882.,  431.],\n",
│ │ │ │ │ │ @@ -362,18 +362,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.143214Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.142916Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.168993Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.168389Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.969926Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.969672Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.997315Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.996750Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -403,18 +403,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.172200Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.171928Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.183506Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.182845Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.000413Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.000166Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.009288Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.008692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -438,18 +438,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.187011Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.186722Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.194305Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.193669Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.012457Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.012218Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.018679Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.018166Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -480,18 +480,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.207735Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.207472Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.233387Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.232806Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.021558Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.021323Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.043734Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.043222Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -528,18 +528,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.236639Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.236377Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.258080Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.257516Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.046699Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.046456Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.081388Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.080775Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1000    0.518782\n",
│ │ │ │ │ │ @@ -557,18 +557,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.261101Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.260845Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.269835Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.269202Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.093714Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.093444Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.101303Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.100687Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.07516159285056334"
│ │ │ │ │ │ @@ -584,18 +584,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.273396Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.273129Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.280195Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.279677Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.109666Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.109406Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.117319Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.116687Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.5187815572121471"
│ │ │ │ │ │ @@ -625,18 +625,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.283237Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.282983Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.475469Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.474863Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.125556Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.125302Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.405353Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.404695Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -667,18 +667,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.478432Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.478174Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.686195Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.685561Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.408519Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.408255Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.685300Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.684660Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -723,18 +723,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.689488Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.689225Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.695131Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.694397Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.693558Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.693299Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.701291Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.700666Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -751,18 +751,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.698130Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.697874Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.702499Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.701939Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.709529Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.709273Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.717262Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.716664Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -785,18 +785,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.705650Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.705398Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.719854Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.718943Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.725516Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.725263Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.733256Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.732664Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -847,18 +847,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.723471Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.723209Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.734948Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.734252Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.758978Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.758688Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.781382Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.780712Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -877,18 +877,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.737964Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.737699Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.748326Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.747727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.784717Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.784446Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.795682Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.795020Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -915,18 +915,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.751406Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.751139Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.760114Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.759568Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.798865Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.798586Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.809636Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.808997Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -953,18 +953,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.763082Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.762797Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.766890Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.766204Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.813010Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.812386Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.817064Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.816463Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "formula = \"NABOVE + NBELOW ~ LOWINC + PERASIAN + PERBLACK + PERHISP + PCTCHRT \"\n",
│ │ │ │ │ │                  "formula += \"+ PCTYRRND + PERMINTE*AVYRSEXP*AVSALK + PERSPENK*PTRATIO*PCTAF\""
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -984,18 +984,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.769902Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.769639Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.775926Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.775368Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.820038Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.819796Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.828413Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.827834Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.1607510288065842"
│ │ │ │ │ │ @@ -1011,18 +1011,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.778968Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.778655Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.785359Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.784793Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.831441Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.831193Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.837416Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.836935Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.1607510288065844"
│ │ │ │ │ │ @@ -1040,36 +1040,36 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.788416Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.788155Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.821558Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.820967Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.840354Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.840110Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.873359Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.872709Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.formula.api import glm\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "glm_mod = glm(formula, dta, family=sm.families.Binomial()).fit()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.824931Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.824667Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.840477Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.839931Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.876601Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.876349Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.893319Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.892694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1124,18 +1124,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.843403Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.843148Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.851821Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.851160Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.896430Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.896181Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.905527Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.904996Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0      807.0\n",
│ │ │ │ │ │ @@ -1162,18 +1162,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.854793Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.854500Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.864439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.863831Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.908536Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.908281Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.916896Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.916311Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0      470.732584\n",
│ │ │ │ │ │ @@ -1208,34 +1208,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.867501Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.867245Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.872724Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.872156Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.919830Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.919584Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.925250Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.924692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "exog = glm_mod.model.data.orig_exog  # get the dataframe"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.876018Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.875760Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.882439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.881904Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.935198Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.934929Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.945332Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.944692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1270,18 +1270,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.885532Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.885277Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.893223Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.892585Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.948562Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.948315Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.961574Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.960877Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1316,18 +1316,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.896798Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.896529Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.904662Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.904044Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.965073Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.964807Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.973200Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.972571Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1370,18 +1370,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.908163Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.907900Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.947498Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.946846Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.976436Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.976185Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.017375Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.016729Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "resp25 = glm_mod.predict(pd.DataFrame(means25).T)\n",
│ │ │ │ │ │                  "resp75 = glm_mod.predict(pd.DataFrame(means75).T)\n",
│ │ │ │ │ │                  "diff = resp75 - resp25"
│ │ │ │ │ │ @@ -1395,18 +1395,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.950978Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.950667Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.959428Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.958759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.020663Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.020392Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.025603Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.025068Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1419,36 +1419,36 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 39,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.962610Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.962360Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:10.971408Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.970760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.028412Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.028176Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.037331Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.036710Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nobs = glm_mod.nobs\n",
│ │ │ │ │ │                  "y = glm_mod.model.endog\n",
│ │ │ │ │ │                  "yhat = glm_mod.mu"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 40,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:10.974780Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:10.974489Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.145632Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.145052Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.040369Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.040119Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.211598Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.211042Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1488,18 +1488,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 41,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.150637Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.150360Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.361155Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.360602Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.214843Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.214538Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.439448Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.438873Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>]"
│ │ │ │ │ │ @@ -1552,18 +1552,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 42,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.364329Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.364068Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.373013Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.372481Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.442539Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.442272Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.457349Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.456718Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -1582,18 +1582,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 43,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.375912Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.375665Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.634780Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.621253Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.460720Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.460437Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.661081Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.660471Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>]"
│ │ │ │ │ │ @@ -1629,18 +1629,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 44,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.643709Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.643437Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.941794Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.941300Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.664177Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.663889Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.935708Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.935138Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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wz3+G/1q5Mjy2xx5w001w7rkQF1et5RngJUmSJClKNE8q35bt8j6n3yxfDv/4B4weDYWF4bGOHcPBvX9/qFczonPNqEKSJEmStF3d26aSnpLIsvyizS6xg9/PwHdvm7qzS4tOP/8cPt8+bhysXh0e69IFbrkFTj8dYmOrt74/qDV94CVJkiSptouNCTC8bwbw+63zZco+D++b4QV227N0KVx5Zfhc+//9Xzi8d+sGL70E8+bBmWfWuPAOBnhJkiRJiip9OqczbmA30lI23SaflpJoC7nt+f57GDIE2rULn3MvKoKDDoLXX4dZs+DUUyGm5sZkt9BLkiRJUpTp0zmdYzLSyMzOI7ewiOZJ4W3zrrxvxXffwahR8OSTsG5deOzQQ8Nb5Y8+GgLR8a+bAV6SJEmSolBsTMBWcdvz7bdw550wfjyUlobHjjwS/v53OPzw6q1tBxjgJUmSJEm1y5dfwh13wMSJEAyGx/r0Ca+49+pVvbVVggFekiRJklQ7fPYZjBwJkyZB6Ld7+vv2hZtvhu7dq7e2CDDAS5IkSZKi26xZcPvt8Oqrv4/16xcO7vvuW21lRZoBXpIkSZIUnaZPDwf3N94Ifw4EoH9/uOkm6Ny5emurAgZ4SZIkSVJ0+fDDcHB/993w59hYOPdcuPFG2Guv6q2tChngJUmSJEk1XygUDuy33w4ffRQeq1cPBg2CG26A9u2rt76dwAAvSZIkSaq5QiGYOhVuuw1mzAiPxcfDBRfA9ddD69bVW99OZICXJEmSJNU8oVD4UrqRI8OX1AEkJsIll8A118Buu1VvfdXAAC9JkiRJqjmCwXAbuJEj4fPPw2P168OQIfDXv0JaWvXWV40M8JIkSZKk6ldaChMnwh13wPz54bGkJLj8crjqKmjWrHrrqwEM8JIkSZKk6rNuHTzzTDi4L1gQHktJgSuuCP+Vmlq99dUgBnhJkiRJ0s5XUgJPPgmjRkF2dngsNRWuvjq86p6SUr311UAGeEmSJEnSzlNUBI8/DnfdBT/8EB5r1gz+9jcYPDi8bV5bZICXJEmSpGpWGgyRmZ1HbmERzZMS6d42ldiYQHWXFVlr1sCjj8K998JPP4XH0tPh2mvDN8vXr1+99UUBA7wkSZIkVaOpWTmMmDyfnPyiDWPpKYkM75tBn87p1VhZhKxaBePGwf/9H+TmhsdatYLrroMLLwy3hlO5xFR3AZIkSZJUV03NymHw+DmbhHeAZflFDB4/h6lZOdVUWQTk54cvpmvTJrzKnpsLbduGV+EXLoS//MXwXkGuwEuSJElSNSgNhhgxeT6hLXwXAgLAiMnzOSYjLbq20//6K/zzn+G/Vq4Mj3XoADfeCOeeC3Fx1VpeNDPAS5IkSVIV2dbZ9szsvM1W3jcWAnLyi8jMzqNn+yY7qeJKWL4c/vEPGD0aCgvDYx07ws03w1lnQT3jZ2X5r6AkSZIkVYHtnW3PLdx6eN9YeZ+rNj//HD7fPm4crF4dHuvaNRzc+/WDGE9uR4oBXpIkSZIirOxs+x+3x5edbR83sBvNk8p3/ru8z+10S5fCPfeEz7QX/fY3Gbp1g1tugZNPNrhXAf8VlSRJkqQI2t7Zdgifbd+/dWPSUxLZ2un2AOEV++5tU6um0B21ZAkMGQLt2sGDD4bDe48e8PrrMGsWnHqq4b2K+K+qJEmSJEVQec+2z17yK8P7ZgBsFuLLPg/vm1FzLrBbtAguugj22CO8Xb6kBA49FN5+G6ZNgxNOgEANqbWWMsBLkiRJUgRV5Gx7n87pjBvYjbSUTbfJp6UkMm5gt5rRB/6bb2DQINhrL/j3v2H9ejjqKPjgA/joIzj6aIP7TuIZeEmSJEmKoIqebe/TOZ1jMtK2elt9tfnyy3Af94kTIRgMj/XpEz7j3qtX9dZWRxngJUmSJCmCurdNJT0lkWX5RVs8Bx8gvMK+8dn22JhAzWkVN28ejBwJkyb9Pta3bzi4H3hgtZUlt9BLkiRJUkTFxgSi62x7mVmz4JRTYL/9fg/v/frB3Lnw6quG9xrAAC9JkiRJERYVZ9vLTJsGxx8fDuivvho+z3722ZCVBS+8APvuW90V6jduoZckSZKkKlBjz7aX+fBDuP12ePfd8OfYWDj3XLjxxvCFdapxDPCSJEmSVEVq1Nl2gFAoHNhvuw3+97/wWL164Vvmb7gB2rev3vq0TQZ4SZIkSartQiF4443wivuMGeGx+Hi48EK47jpo3bp661O5GOAlSZIkqbYKhcLn2m+/HWbPDo8lJsIll8C118Kuu1ZvfaoQA7wkSZIk1TbBYPgm+ZEj4fPPw2P168OQIfDXv0JaWvXWpx1igJckSZKk2qK0FCZOhDvugPnzw2NJSTB0KFx1FTRtWr31qVIM8JIkSZIU7datg6efhjvvhAULwmONGsEVV8CwYZCaWq3lKTIM8JIkSZK0A0qDoepvEVdSAk8+CaNGQXZ2eCw1Fa6+Gi6/HFJSdm49qlIGeEmSJEn6g+2F86lZOYyYPJ+c/KINY+kpiQzvm0GfzulVX2BREfz733D33fDDD+Gx5s3hb3+DwYOhYcOqr0E7nQFekiRJkjayvXA+NSuHwePnEPrD75blFzF4/BzGDexWdSF+zRp49FG45x7IyfmtuPTwjfKXXBK+qE61Vkx1FyBJkiRJNUVZON84vMPv4XzK5z8xYvL8zcI7sGFsxOT5lAa39EQlrFoF994LbduGL6PLyYFWreChh+C77+DKKw3vdYAr8JIkSZJEeNv8tsJ5ALj5lSzyVq/b6jtCQE5+EZnZefRs36TyReXnw5gx8I9/wIoV4bG2beGGG2DQIIiPr/wcihoGeEmSJEkCMrPzNlt531gIthneN5ZbuPX3lEteHvzzn/Dgg7ByZXisQwe46SY45xyIi6vc+xWVDPCSJEmSRARC90aaJyXu2A+XL4f77w+vuhcWhsc6doSbb4b+/SE2NmI1KvoY4CVJkiSJ8ofu1Abx/Lq6ZItb7QNAWkr41voKWbYM7rsPxo4NX1QH0LVrOLj36wcxXl8mL7GTJEmSJAC6t00lPSWRrXVyDxC+jX7kKZ03fP7j9wDD+2aUvx/80qVwxRXhc+3/93/h8L7//vDyyzB3Lpx5puFdG/jvBEmSJEkCYmMCDO+bAWw7nJ/QNZ1xA7uRlrLpin1aSmL5W8gtWQJDhkC7duFz7kVF0KMHvP46zJwJp5xicNdmAqFQKML9DaJbQUEBKSkp5Ofnk5ycXN3lSJIkSdrJttcHvkxpMERmdh65hUU0Twpvm9/uyvuiRTBqFDz5JKxfHx477DC45RY46igIlHPlXrVKeXOoAf4PDPCSJEmSdiicb8s338Cdd8LTT0NpaXjsqKPCwf3wwyNTtKJWeXOol9hJkiRJ0h/ExgQi08f9yy9h5EiYOBHK1k6PPz4c3Hv2rPz7VacY4CVJkiQp0ubNCwf3SZN+Hzv55PCt8gceWG1lKboZ4CVJkiQpUmbOhNtvh8mTfx/r1y8c3Pfdt9rKUu1ggJckSZKkypo2LRzcp04Nf46Jgf794aaboFOn6q1NtYYBXpIkSVKdE7FL6j78EG67Dd57L/w5NhYGDoQbb4Q994xs0arzDPCSJEmS6pTytonbqlAI3nknvOL+v/+Fx+rVg/POgxtuCPd2l6pATHUXIEmSJElVoTQYYvqiFbwybynTF62gNBhialYOg8fP2SS8AyzLL2Lw+DlMzcrZ+gtDIZgyJXx7/LHHhsN7fDwMHgwLF8K//mV4V5VyBV6SJElSrbOlVfa05ASK1gcJbeH5EBAARkyezzEZaZtupw8G4dVXw7fKz54dHktMhEsvhWuugV13rco/irSBAV6SJElSrVK2yv7HoL6soHibvwsBOflFZGbnhXvAB4PhNnAjR8Lnn4cfql8fhgyBv/4V0tKqpH5pawzwkiRJkmqN0mCIEZPnb3GVvbxyV66GZ94MB/evvgoPJiXB0KFw1VXQtGlEapUqygAvSZIkqdbIzM7b7Hx7edUrXc+p8z/g2InDYPF34cFGjeCKK8J/NW4cuUKlHWCAlyRJklRr5BZWPLzHla7jjC/eZciM52mV/3N4sEkTuPpq+MtfICUlwlVKO8YAL0mSJKnWaJ6UWO5nE9aXcNbnb3HZjEnsWvgLAMWpTUm4/trwzfING1ZVmdIOMcBLkiRJqjW6t00lPSWRZflFWzwHHwBa1Cul/9ypnPPRRFqsygPgl6QmLB9yBR3//tfwRXVSDWSAlyRJkhTVSoMhMrPzyC0sonlSIrecmMFfnplDADYJ8Q1K1vKnua9z1eevkZC3HIA1aS1ZdtmVtL7mcprV36Va6pfKywAvSZIkKWptqd97ekoilxzWllc/yyEnv4ik4tX8efZrXDLrZVLWFoYfatsWbriB+oMG0S4+vpqqlyrGAC9JkiQpKm2133t+EY9+lM2jJ7Zh7+f+Q4sn/0V8YX74yw4d4Kab4JxzIC5up9csVYYBXpIkSVLU2Va/98Zr8rlw5sv0euB1GhSvCQ9mZMDNN8NZZ0Fs7E6tVYoUA7wkSZKkqLOlfu/NVv3KxZkvMnDeFOqvKwZg9d6daHD7rXD66RATUw2VSpFjgJckSZIUdTbu996icDmXfTqJsz97k8T1JQB8nrYHo3sN4KSbLuGUbq2qq0wpogzwkiRJkqLCxrfNLy8sZtf8XAbPeJ4zv3ibhNL1AMxpuRcP9jqbD9rtD4EAF6TYEk61hwFekiRJUo238W3zu/+aw5AZz/NB1rvEBUsB+LRVZx7sNYBPWu8DgQABIC0lke5tU6u3cCmCDPCSJEmSarSy2+bbrviR+6ZP5JT5H1IvFATgf633ZfTBA8hs1XnD84Hf/nF43wxiYwJbeKMUnQzwkiRJkmqs0mCI//7rdf759n856av/EfPbvfPvt9uf0b0GMGfXjsQEYOPr6NNSEhneN4M+ndOrp2ipihjgJUmSJNVM8+ax8vpbePrN1zYMvb3HQTzYawBfpHfYMBYMwS0ndqRpUgLNk8Lb5l15V21kgJckSZJUs8ycCbffDpMn0wQIEuCNvXoxpld/vmrebos/aZqUwCn77rpz65R2MgO8JEmSpJph2rRwcJ86Nfw5JoblJ57K2c2OYkGz1tv8afOkxJ1QoFS9Yqq7AEmSJEl13IcfwlFHwcEHh8N7bCwMGgRffUXjl19g1R57sbUN8QEg3dvmVUcY4CVJkiTtfKEQvP02HHYYHHEEvPcexMXBRRdR+vU3TL/lPl5Z04DM7DxuOTEDYLMQ723zqmvcQi9JkiRp5wmFYMqU8Fb5Tz8Nj8XHw0UXwXXXMbUgjhHPh/u9l0lPSeSSw9ry6mc5m4x727zqGgO8JEmSpKoXDMKrr4aD+5w54bHERLj0UrjmGth11w393kN/+Omy/CIe/Sibh87Zj8YNEsgtLPK2edVJBnhJkiRJVae0FCZNgpEj4YsvwmMNGsCQIZRedTWZa+LI/aWIpmuWc+ur8zcL7xBu8R4Abn/9Kz6+7khDu+osA7wkSZKkyFu/HiZOhDvugK++Co8lJcHQoXDVVUxdto4R//lyky3x2xICcvKLyMzOo2f7JlVXt1SDGeAlSZIkRc66dfD00+HgvnBheKxRI7jyShg2DBo33upW+fLILSxf4JdqIwO8JEmSpMorLoYnn4RRo2Dx4vBYkyZw9dVw+eWUNkwiMzuPZdk/cvvrX+1QeAf7vatuM8BLkiRJ2nFFRfDYY3D33fDjjwCEmjdnyQVDyOp7Nk1aNOHXxau5/fWZ5d4uvyUBwrfO2+9ddZkBXpIkSVLFrVkDjzwC994LOTnhsZYt+epPlzF4l24sXgu8ugBYUOmp7PcuhRngJUmSJJVbaX4BP955H2n/eoiEX1cAEGrViuwLh/Js56P418wcWBvZOe33LoUZ4CVJkiRtVWkwRGZ2Hnk/5dL48UfpNPHftF5bCMD3KS144vCzmbzP0SxfC8zMqfR8AaBFcgL3nbUvy1cV2+9d2ogBXpIkSdIWTc3K4R8TZ3DCe89z/uxXSS5eDcCi1F0Z2+MsXsk4nPWx9aAkMvOVRfRbT+7EwXs0jcxLpVrEAC9JkiRpg7IV90+mz6f+Qw/ywpzXSSoJ74n/tsnujOnVn9f2PoRgTGzE53arvLRtFQ7wc+bMIS4uji5dugDwyiuv8MQTT5CRkcGtt95KfHx8xIuUJEmSVPWmZuUw+pmPOeWdZxkybwr11xUDML95W0b37M/UvXoRCsREdM7UBnHcclIn0pLdKi9tT4UD/KWXXsr1119Ply5d+O677xgwYACnnXYazz//PGvWrOGBBx6ogjIlSZIkVaX335nNsutHMOmzN0lcH94T/1laB0b3GsA7e3SHQGSDddnb7jytiyvuUjlVOMB/++237LvvvgA8//zzHHbYYTzzzDN88sknDBgwwAAvSZIkRZMlSwiOGsXBjz1O79J1AMxuuTejew3gg3b7Rzy4l3G7vFRxFQ7woVCIYDAIwDvvvMNJJ50EQKtWrVi+fHlkq6ugW2+9lREjRmwy1qJFC5YtW1ZNFUmSJEk11KJFcOed8NRTxKxfTzzwaavO/LPXAKa13ieiwT09JZFbTuxI4wYJ5BYWebO8tIMqHOAPOOAARo4cydFHH82HH37IuHHjAMjOzqZFixYRL7CiOnXqxDvvvLPhc2xs5C/XkCRJkqLWN9/AHXfAM89AaSkAi/frxbUdTyazVeeITnXhwW04OiPNsC5FSIUD/AMPPMC5557Lyy+/zE033cQee+wBwAsvvECvXr0iXmBF1atXj7S0tOouQ5IkSapZsrJg5Eh47jkIhQDIPfQobup0Cm+ntNvh1zaqHwfAyjXrNoyluz1eqhIVDvBdu3bliy++2Gz83nvvrRGr3QsWLKBly5YkJCRw0EEHceedd9Ku3db/A6m4uJji4uINnwsKCnZGmZIkSdLOMXduOLi/+OLvY6ecwrSzL+PcuaWEKvi6tOQEzu6+O22aNtiwFR4gMzvP7fFSFQuEQqGK/v8sK1eu5IUXXmDRokVcc801pKamMmfOHFq0aMGuu+5aFXWWyxtvvMGaNWvYc889+fnnnxk5ciRff/01X375JU2aNNnib7Z0bh4gPz+f5OTkqi5ZkiRJqhqZmXD77fDaa+HPgQD060fpjTcxo+Fu/OWZOaxcu27b79iI2+GlqlNQUEBKSsp2c2iFA/znn3/OUUcdRaNGjVi8eDHffPMN7dq145ZbbmHJkiU89dRTlS4+UlavXk379u259tprufrqq7f4zJZW4Fu1amWAlyRJUnT65JNwcH/zzfDnmBgYMABuuompwcaMmDyfnPyicr/O7fBS1StvgI+p6Iuvvvpqzj//fBYsWEBiYuKG8eOPP56PPvpox6qtIg0aNKBLly4sWLBgq88kJCSQnJy8yV+SJElSVAmF4IMP4Kij4JBDwuE9NhYGDYKvvoKnn2ZqsDGDx8+pUHi/vHd7Pr7uSMO7VENUOMDPnDmTSy+9dLPxXXfdtca1aysuLuarr74iPd3/wJEkSVItFArB22/DYYdB797w3nsQFwcXXwzffgv/+Q+le3TgkwXLuX7SFxU+737wHs3cLi/VIBW+xC4xMXGLF7198803NGvWLCJF7ai//e1v9O3bl913353c3FxGjhxJQUEBgwYNqta6JEmSpIgKhWDKlPBW+U8/DY/Fx8NFF1F6zbVkljYkt6CIxe8s4NnM71lWUP5Vd4AAkJby+wV1kmqGCgf4U045hdtuu43nnnsOgEAgwPfff8/1119Pv379Il5gRfz444+cffbZLF++nGbNmtGjRw9mzJhB69atq7UuSZIkKSKCQXjllfCt8nPmhMcSE+Gyy+Caa5iaF2DEsxU74/5HZevtw/tmuPou1TAVvsSuoKCAE044gS+//JLCwkJatmzJsmXL6NmzJ1OmTKFBgwZVVetOUd7LAyRJkqSdprQUJk0KB/eyls4NGsCQIfDXv1LarDlj3lvIP975ttJTeWmdtPOVN4dWeAU+OTmZjz/+mPfee485c+YQDAbp1q0bRx99dKUKliRJkvQH69fDxInh4P711+GxpCSCQ4cy+9RB/BTXgMVfFPDMp1/wc2Hxtt+1HY12ieOhc7vRo10TV96lGmqH+sDXZq7AS5IkqTqVBkPM/PZnEiY+w95PjGGXJdkArE9O4afzLmVCj1OYsHA1eatLIjJfWVQfN7Cbq+5SNYnoCvyDDz5Y7omHDRtW7mclSZIk/e7NOYuZe/s/Off9Z2mV/zMAebsk89iBp/JUt5NYlVAfPvs1onOmuWVeihrlWoFv27Zt+V4WCPDdd99Vuqjq5Aq8JEmSdrqiIubfdh+NxjxAy8LlAPzSoBGPHng6T+93PGvid4n4lG6Zl2qOiK7AZ2dnR6wwSZIkSeGt8rPm/0j9//ybvZ4aR8YvuQAsa5jKwwedwbP7HEdxXELE5y2L6nf168LBezSN+PslVZ0KX2InSZIkqXLe/nQB3w6/h/7/e56ma/IB+DG5GQ/3OJPnuxxNcb34KpvbLfNS9CpXgL/66qu5/fbbadCgAVdfffU2n73//vsjUpgkSZJU6+Tn8+3Nd3LAY+M4pqgQgCWN0hjb40xe7Hwk62LjIj5lWnICZ3ffnTZNG9A8KZHubVPdMi9FqXIF+Llz57Ju3boN/1ySJElSBeTlwQMPEHrwQfbMD6+4L0rdlYd6nsUrGUdQGhNbJdNedXQHLj+yg4FdqiVsI/cHXmInSZKkiPnlF7j/fhgzBlatAuDbJrszpld/Xtv7EIJVFNzT3SYvRZWIXmK3sQsuuIB//vOfJCUlbTK+evVqhg4dyuOPP17xaiVJkqTaJCcH/u//4OGHYc0aAOY3b8uDvQbw5p49CQViIjqd2+SluqHCK/CxsbHk5OTQvHnzTcaXL19OWloa69evj2iBO5sr8JIkSdphP/4I99wDjz4KxcUAzN91T+4/qD/v7NEdApEL1akN4jht3105OiPNwC5FuYivwBcUFBAKhQiFQhQWFpKYmLjhu9LSUqZMmbJZqJckSZLqhMWL4a674IknoKQEgF/32Z8r9zyZD9t22+Hg3rh+PR4c0I28NSU0bZAAAVi+qthVdqmOKneAb9SoEYFAgEAgwJ577rnZ94FAgBEjRkS0OEmSJKlGW7gQRo2Cp56Csp2ohx/Ouhtv4qgZIfLWrNuh15bF8lGnd+XQPZtFplZJUa/cAf79998nFApx5JFHMmnSJFJTUzd8Fx8fT+vWrWnZsmWVFClJkiTVKF9/DXfeCU8/DcEgAKGjjubLC4fxYsN2PD/tRwqLdvxoqb3aJW1JuQP84YcfDkB2djatWrUiJiayF29IkiRJNV5WFowcCc89B2VXSZ1wAjPOvoyrfqhPzmdFwOIKv3bjrfJuj5e0NRW+hb5169asXLmSzMxMcnNzCf72dxzL/PnPf45YcZIkSVKNMHduOLi/+OLvY6ecArfcwtSElgweP4cQRTv06gBulZdUPhUO8JMnT+bcc89l9erVJCUlEdjoQo5AIGCAlyRJUu2RmQm33w6vvRb+HAjAGWfAzTdD166UBkPcetd7VKit00bs1y6pIioc4P/6179ywQUXcOedd1K/fv2qqEmSJEmqXp98Eg7ub74Z/hwTAwMGwE03QUbGhsfGvLeAZQU7tvJ+1dEduPzIDm6Vl1RuFQ7wS5cuZdiwYYZ3SZIk1S6hEHz4Idx2G7z/fngsNhb+9Ce44Qb4QyemqVk5/OOdBRWepkmDeO44rbOr7pIqrMIB/rjjjmPWrFm0a9euKuqRJEmSdq5QCN5+O7zi/vHH4bG4ODjvPLj+etjC/+4tWR/kxpeyKjxVaoM4pt9wFPH1vBBaUsVVOMCfeOKJXHPNNcyfP58uXboQFxe3yfcnn3xyxIqTJEmSqkwoBFOmhIP7p5+GxxIS4KKL4NprYffdN3m8NBgiMzuPt+cv4/nZFWsTV7ZJ/s7TuhjeJe2wQCgUqtCdG9tqHxcIBCgtLa10UdWpoKCAlJQU8vPzSU5Oru5yJEmSFGnBILzySvhW+TlzwmO77AKXXkrpX/9GZnEiy/LXkre6hNSGCTRvmMDMxXn8Z9piVq5dt0NTelmdpG0pbw6t8Ar8H9vGSZIkSVGhtBReeCEc3LN+2/7eoAHBIUOY0+98puQGefmJ+eStLonYlMd3TuPPPdvY111SRFQ4wEuSJElRZf16mDAB7rgDvv46PJacDEOH8u5xA7j545/Jeem7iE+blpzAmHO6GdwlRcwOBfjVq1fz4Ycf8v3331NSsunfoRw2bFhECpMkSZIqZd06GD8e7rwTFi4MjzVqBFdeCcOGMXVpEYPHz9nhHu7bEgBuPbmT4V1SRFU4wM+dO5cTTjiBNWvWsHr1alJTU1m+fDn169enefPmBnhJkiRVr+Ji+M9/4K67YPHi8FiTJvDXv8Jf/kJpwyRmLFrBdZO+qJLwbps4SVWlwgH+qquuom/fvowbN45GjRoxY8YM4uLiGDhwIFdccUVV1ChJkiRtX1ERPPYY3H03/PhjeKxFC/jb3yi95FIyfynh7Q9/4OV5P0X0nPvGbBMnqSpVOMDPmzePRx55hNjYWGJjYykuLqZdu3bcc889DBo0iNNPP70q6pQkSZK2bPVqeOQRuPdeWLYsPNayJVx3HaUXXsSY6Ut54h/Td/gG+fKwTZyknaHCAT4uLo5AIPwfUS1atOD777+nY8eOpKSk8P3330e8QEmSJGmLCgth7Fi47z745Zfw2O67w/XXw/nnM3Xhr1x/38esXFN1wb1Mmm3iJO0EFQ7w++23H7NmzWLPPfekd+/e/P3vf2f58uX897//pUuXLlVRoyRJkvS7lSth9Gh44AHIywuPtWsHN94If/oTxMcz5fMchjwzp0rLaJgQS/8DWnF0Rppt4iTtFIFQKFShuztmzZpFYWEhvXv35pdffmHQoEF8/PHH7LHHHjzxxBPss88+VVXrTlFQUEBKSgr5+fkkJydXdzmSJEkqk5cXDu0PPgj5+eGxPfckeMONfNqzD8tWryNvdQnf/7qGp6YvoWL/K7f8Gu0Sx/kHt+HyIzsY2iVFRHlzaIUDfG1ngJckSaphfvkF7r8fxoyBVavCYxkZBG+6mTFN9uPxGd9H/Hx7n04tOLBNKqkNE2jeMAECsHxVMc2TEl1tlxRx5c2hO9QHXpIkSapyOTnwf/8HDz8Ma9aEx/bZh9KbbmZMShce+TibNSWLIj5tWnICD527vyFdUo1T4QDftm3bDZfYbcl3331XqYIkSZJUx/34Y7gV3L/+Fe7pDnDAAeHg3qAjj/zvO9aULKySqQPArSd3MrxLqpEqHOCvvPLKTT6vW7eOuXPnMnXqVK655ppI1SVJkqS6ZvFiuOsueOIJKPmtT3uvXnDLLUzdtSvXv5TFyjULqmz6dG+Sl1TDVTjAX3HFFVscf+ihh5g1a1alC5IkSVIds3AhjBoFTz0F69eHxw4/HP7+d+jdm6lfLuOy8ZG9Ub5hQixn7r8buzWuT2rDBNKSPdsuqeaL2CV23333Hfvuuy8FBQWReF218RI7SZKkneTrr+GOO+CZZyAYDI8dcwzccgsceiilwRAzFq1gyDNzyI/QJXUB4IqjOjD0KG+Ql1Rz7PRL7F544QVSU1Mj9TpJkiTVVllZMHIkPPccG3q9nXBCOLj36EFpMMSYdxbwxCfZEb9d/qFz9uOEri0j+k5J2lkqHOD322+/TS6xC4VCLFu2jF9++YWxY8dGtDhJkiTVInPnwu23w0sv/T52yinh4L7//huC+yMfLWJNSWlEp/Z8u6TaoMIB/tRTT93kc0xMDM2aNeOII45g7733jlRdkiRJqi0yM8PB/bXXAAgFAqzoczKfDfoLi1u2pxHxTH9uHlOylkU0uKc2iOO0fXfl6Iw0z7dLqhUidga+tvAMvCRJUoR8/HE4uL/1FgChmBi+6X0SN+51EnOSIr+NvX5cDCd0SefgDs28lE5SVKmyM/BLly5l0qRJfPvtt8THx7PXXntx1lln0bhx40oVLEmSpFogFIIPPggH9/ffByAYG8vsQ07k751O5quktIhP2SA+lksOa8flR3oxnaTarUIBfuzYsVx99dWUlJSQkpJCKBSioKCAq6++mscee4yzzz6bUCjEvHnz2G+//aqqZkmSJNU0oRClb77F6puHkzz7UwDWxdTj+S5HMa7HmfzQKPLBHeCMbrtx9xldDe6S6oRyB/jXX3+dYcOGceWVV/LXv/6V9PTwBSA5OTnce++9DBo0iFatWjF27Fj23ntvA7wkSVJdEApROvk1frnuZtK+/pxkoDg2jgn7HMsjB/Xjp+TmVTZ1WnKC4V1SnVLuAH/PPfdw/fXXM3LkyE3G09PTuf/++6lfvz7HHHMMaWlpjBo1KuKFSpIkqQYJBil96WVWXH8LzRfOJw1YWy+BZ/btwyPdTyc3qUmVTh8Abj25k+FdUp1S7kvskpOTmTlzJnvttdcWv//mm2/o2LEjixcvZvfdd49okTuTl9hJkiRtQ2kpvPAChTffStLCrwFYHZfIf7udyGMHnsryBlV/L5It4STVNhG/xC4YDBIXF7fV7+Pi4thll12iOrxLkiTpd6XBEDMWrWD6d8sJrV/PAdPfYv+nx5G8eCFJQEF8fZ7cvy+PH3Ayv9ZPqbI6vF1eksLKHeA7derEK6+8wlVXXbXF719++WU6deoUscIkSZJUPUqDIca8t5BHPlpEydpiTvvyPf4y/XnarMwBYGViQx4/4BT+s39fChIbVlkd3i4vSZsqd4AfMmQIgwcPJiEhgUsuuYR69cI/Xb9+PY888gg333wzY8eOrbJCJUmSVPWmZuVw/YtfsKZgDWdkvcPgGS/QKv9nAFbsksy/DzyVp7qdxKqE+lVWQ6Nd4jj/4DYGd0n6g3IH+EGDBvHFF19w+eWXc8MNN9C+fXsAFi1axKpVqxg2bBjnnXdeVdUpSZKkKlIaDJGZncdbX+bwzIffMuDzt7j000m0LFwOwC8NGvFI99N5et8TWBufGLF5y7bG92zflJVrSkhtmOAWeUnahnJfYldmxowZPPvssyxYsACADh06cPbZZ9OjR48qKXBn8xI7SZJUF2wc2l+Ys5T1Bas4Z94bXJr5Is1X/wrAsoapPHzQGTy7z3EUxyVEbG5X2CVpUxG/xK5Mjx49ak1YlyRJqkvKLqUb/+li/rdgOauKS2lQvIY/z32dC2e+TNM1+QD8mNyMh3ucyfNdjqa4Xnyl501JrMcxGS28hE6SKqnCAV6SJEnRZeNL6daUlAKQXLSKobMnc8GsV2lcVAjAkkZpPNTjLF7q3Jt1sVvvPrQ93hovSVXDAC9JklSLlV1Kt3LNOgAarS3ggpmvcN7sySSXrAFgUequjOnZn1czDqc0JrZS8/XtmsYDA7oZ2CWpChjgJUmSaqkpn+cw5Jk5ADRZvZKLZr7Mn+a+TsOStQB803R3xvTsz+t7H0KwksG9YUIs9/TrygldW1a6bknSlhngJUmSaqEpn//E5c/OpdmqPC7JfJGBc99gl/XFAMxv3pYHew3gzT17EgrEVGoeL6STpJ1nhwL8+vXr+eCDD1i0aBHnnHMOSUlJ/PTTTyQnJ9OwYcNI1yhJkqQKmJqVw20Pv83fP32Bsz97k4TS8Pb5eekdGN1rAO+27w6BioXt4zJacECbVFIbxNvyTZKqSYUD/JIlS+jTpw/ff/89xcXFHHPMMSQlJXHPPfdQVFTEww8/XBV1SpIkqRxKv8tm7YXD+HD2VBJK1wMwa9eOjO41gA/bdqtwcAcYe85+bo2XpBqgwgH+iiuu4IADDuCzzz6jSZMmG8ZPO+00LrrooogWJ0mSpHJauBDuvJPAf//LaevDwX367l14sNcApu/edYeCe3pKIsP7ZtCnc3qkq5Uk7YAKB/iPP/6YTz75hPj4TXuCtm7dmqVLl0asMEmSJJXD11/DHXcQeuYZAsEgMcBHbfZjdK/+zGzVucKvS0qM5Yxuu3Fsp3S3x0tSDVPhAB8MBiktLd1s/McffyQpKSkiRUmSJGk7vvgCRo6E55+HUIgA8G77AxnTsz9zd9273K+xZ7skRY8KB/hjjjmGBx54gEcffRSAQCDAqlWrGD58OCeccELEC5QkSdJG5s6F22+Hl17aMPRmhx6M7jWArLQ9yv2aPp3S+FPP1vRo18TALklRIhAKhUIV+cFPP/1E7969iY2NZcGCBRxwwAEsWLCApk2b8tFHH9G8efOqqnWnKCgoICUlhfz8fJKTk6u7HEmSJABKp8+g4Ka/0/j9twEIEmDKXgczpld/vm7etkLvOq9Xa249ueLb6yVJVaO8ObTCK/AtW7Zk3rx5PPvss8yZM4dgMMiFF17Iueeeyy677FKpoiVJkvQHH3/ML9feTLPpH9IYKA3E8GrHw3io51ksbLr7Dr3yuE5eSidJ0ajCK/C1nSvwkiSp2oVC8MEHhG67jcAHHwCwPhDDi52PZGyPM1mcuusOvzo9JZGPrzvSbfOSVINEdAX+1VdfLffEJ598crmflSRJ0kZCIXjrrfAZ908+IQCUxNTjhS5HM7bHGfzYKK1Srw8Aw/tmGN4lKUqVK8Cfeuqp5XpZIBDY4g31kiRJ2oZQCF5/PRzcMzMBKI6NY8I+x/LwQWeQk9ys0lM0rh/HqNO72NNdkqJYuQJ8MBis6jokSZLqnmAQXn453A5u7lwAShMTeaLzcTza/XRyk5pUeooG8bFcclg7Lj+ygyvvkhTlKnyJnSRJkiqptBReeCEc3LOywmMNGrDwzEH0b9iLFQ0aRWSavl3TeGBAN4O7JNUSOxTg3333Xf7xj3/w1VdfEQgE2Hvvvbnyyis5+uijI12fJElS7bF+PTz7LNx5J3z9NQCh5GR+HHgRN+1+JB/9GplpGibEck+/rpzQtWVkXihJqhFiKvqDMWPG0KdPH5KSkrjiiisYNmwYycnJnHDCCYwZM6YqapQkSYpu69bB44/D3nvDn/8MX3/NupRGTD79Erpf/BiHJkUmvDeIj+Wqozvw2fDjDO+SVAtVuI3crrvuyg033MDll1++yfhDDz3EHXfcwU8//RTRAnc228hJkqSIKS6GJ56Au+6CJUsAWJPSmIf3P5XHux7PqoT6lZ6iQXwsh+3ZjIE9WtOjXRO3y0tSFIpoG7k/vrhPnz6bjR977LFcd911FX2dJElS7bN2LTz2GNx9NyxdCkBxk2Y82O1UHu98HGvjEyv1+sS4GM4+sBXHdkqne9tUQ7sk1REVDvAnn3wyL730Etdcc80m46+88gp9+/aNWGGSJElRZ/VqeOQRuPdeWLYMgNCuu/LCUedwc9MeFMclVHoKL6aTpLqrwgG+Y8eO3HHHHXzwwQf07NkTgBkzZvDJJ5/w17/+lQcffHDDs8OGDYtcpZIkSTVVYSE89BDcdx8sXx4e2313sv40hIHBjqwMxlZ6igAwesB+nLSvZ9slqa6q8Bn4tm3blu/FgQDffffdDhVVnTwDL0mSym3lSnjwQXjgAfj1t1vo2rUjeP0NXJXQhVfmL4/YVGMM75JUa1XZGfjs7OxKFSZJkhT1VqwIh/YHH4SCAgBCe+3Fwouu4Nn2PXl69k8Ur49ceL/0sLaGd0nSjvWBlyRJqpNyc+H++8Pb5VetCo916sTcP1/OxWvbsHx5KSxfGrHp7OcuSdpYhQN8KBTihRde4P333yc3N5dgMLjJ9y+++GLEipMkSaoRcnLg3nsJPfwwgbVrAfi5XUc+O+9yxjXqzNylhUBpxKZrEB/LJYe14/IjO3hZnSRpgwoH+CuuuIJHH32U3r1706JFCwIB/0tFkiTVUj/8QPDuu+FfjxFTUkwAmJfegdG9BvBu++6wOgCrCyMyVWK9GHrv3dx+7pKkrapwgB8/fjwvvvgiJ5xwQlXUI0mSVP0WL4ZRowg+/gQx69cBMGvXjjzYawAfte0GEVzA6NYqhb8et7ehXZK0XRUO8CkpKbRr164qapEkSapeCxcSvOMOGD+emPXriQGm796FB3sNYPruXSMa3D3fLkmqqAoH+FtvvZURI0bw+OOPs8suu1RFTZIkSTvXV18RHHkHTHiWmN/u9/mozX48ePAAZu3WKeLT9e2axgMDurniLkmqkAoH+DPPPJNnn32W5s2b06ZNG+Li4jb5fs6cORErTpIkqSqVfvY5v974d5q88SoxoRAA77Y/kNG9BjCv5V4Rn89Vd0lSZVQ4wJ933nnMnj2bgQMHeomdJEmKTnPmsOxvN5H2/lSa/jb0ZocejO41gKy0PapkSlfdJUmVVeEA//rrr/Pmm29yyCGHVEU9kiRJVefTT+H22+H110kDggSYsvchjOl5Fl83b1slU6Y2iGPkKZ1ddZckVVqFA3yrVq1ITk6uilokSZKqxscfh4P7W28BUBqI4dWOhzGmZ38WNW0V8ekS42I4+8BWHNspne5tU111lyRFRIUD/H333ce1117Lww8/TJs2baqgJEmSpAgIheCDD+C228L/CITq1ePVLkfyjwP6sTh114hP2SA+lksOa8flR3YwtEuSIq7CAX7gwIGsWbOG9u3bU79+/c0uscvLy4tYcZIkSRUWCoVX2m+/HT75BIDSenF8ccxpvN13EA8tCVV6irgYOKpjC/bbvTEFResIEKBn+yb2cpckVakKB/gHHnigCsqQJEmqpFAIXnstHNxnzgSgODaOZ/c5jkcO6kdOcjOoZHhPqBdg8OHtGXrUngZ1SdJOV+EAP2jQoKqoQ5IkaccEg5S++BJrh4+g4fwvACiOS+C/+/ThkYP68UvD1EpP4dZ4SVJNUOEAv7G1a9eybt26Tca84E6SJO0UpaXwwgsU3nwrSQu/piGwOi6Rp7qdxGMHnsqKBo0qPUW3Vin89bi93RovSaoRKhzgV69ezXXXXcdzzz3HihUrNvu+tLQ0IoVJkiRt0fr18OyzcMcd8M03JAEF8fX5z/59efzAU1i5S+UXE2z9JkmqiSoc4K+99lref/99xo4dy5///Gceeughli5dyiOPPMJdd91VFTVKkiTBunXw3//CnXfCokUArExsyOMHnMJ/9u9LQWLDiExzy4kdOe/gtq64S5JqnAoH+MmTJ/PUU09xxBFHcMEFF3DooYeyxx570Lp1a55++mnOPffcqqhTkiTVVcXF8MQTcNddsGQJAHm7JPOv7qfx3/1OZFVC/YhNlZ6SaHiXJNVYFQ7weXl5tG3bFgifdy9rG3fIIYcwePDgyFYnSZLqrrVr4V//gnvugaVLAVjeoDHjup/OM/sez9r4xIhOFwCG980wvEuSaqwKB/h27dqxePFiWrduTUZGBs899xzdu3dn8uTJNGrUqApKlCRJdcrq1fDww4TuvZfAzz8DsDK1Of/odhoTuh5LcVxCxKdsXD+OUad3oU/n9Ii/W5KkSKlwgD///PP57LPPOPzww7nhhhs48cQTGT16NOvXr+f++++viholSVJdUFgIDz0E990Hy5cTAH5Mbs64HmfwfJdjKKkXF/EpbQ8nSYomgVAoFKrMC5YsWcLs2bNp3749++yzT6TqqpSxY8dy7733kpOTQ6dOnXjggQc49NBDy/XbgoICUlJSyM/PtyWeJEk7w8qVBP/5T0r/8QBx+SsBWNIojTE9z+KlTkeyPrZSXW83iI+Fk7qmk96oPgEC9GzfxPZwkqQaobw5tNL/jdi6dWtat25d2ddEzMSJE7nyyisZO3YsBx98MI888gjHH3888+fPZ/fdd6/u8iRJUpkVK+CBB1j3wD+JW1VIDLAodTfG9DyLVzMOpzQmNiLTuMouSaotyr0C/+mnn5KXl8fxxx+/Yeypp55i+PDhrF69mlNPPZXRo0eTkBD5c2kVcdBBB9GtWzfGjRu3Yaxjx46ceuqpjBo1aru/dwVekqQqlpsb3iY/diysWgXA101bM6ZXf6bsdTDBCAT3fVslc8gezV1llyRFhYivwN96660cccQRGwL8F198wYUXXsh5551Hx44duffee2nZsiW33nprpYvfUSUlJcyePZvrr79+k/Fjjz2WadOmbfE3xcXFFBcXb/hcUFBQpTVKklRn5eTAvffCww+Hb5gH5rdoxz97DuCtPXsQCsRUeoqGCbHc068rJ3RtWel3SZJU05Q7wM+bN4/bb799w+cJEyZw0EEH8a9//QuAVq1aMXz48GoN8MuXL6e0tJQWLVpsMt6iRQuWLVu2xd+MGjWKESNG7IzyJEmqc0qDIeZ98gWNxtxP65efpV5JCQCft9yTB3oO4L32B0IgMqvjfbum8cCAbq62S5JqrXIH+F9//XWTYPzhhx/Sp0+fDZ8PPPBAfvjhh8hWt4MCf/gfAqFQaLOxMjfccANXX331hs8FBQW0atWqSuuTJKm2Kw2GeHL8ezT8532cOu9t4oPrAZi5awaje/Xno7bdIhbcXXWXJNUV5Q7wLVq0IDs7m1atWlFSUsKcOXM2WbkuLCwkLi7y7V0qomnTpsTGxm622p6bm7vZqnyZhISEaj+3L0lSbVAaDDFj0QrefPV/dH1qHH/+4l3qhYIATN+9Cw/2Opvpu3eJWHAHuPKoPRh61J6uukuS6oRyB/g+ffpw/fXXc/fdd/Pyyy9Tv379TVqzff7557Rv375Kiiyv+Ph49t9/f95++21OO+20DeNvv/02p5xySjVWJklS7VQaDJGZncdbX+bw6RufcPFHExj+1UfE/hbcP2qzHw8ePIBZu3WK6LyN68cx6vQu9OmcHtH3SpJUk5U7wI8cOZLTTz+dww8/nIYNG/Lkk08SHx+/4fvHH3+cY489tkqKrIirr76aP/3pTxxwwAH07NmTRx99lO+//57LLrusukuTJKnWKA2GGP3uAh77+Dt2+2Ehl0+byC3ffEIM4eY277Q/kDG9BjCv5V4Rm9Ob5SVJdV25A3yzZs343//+R35+Pg0bNiQ2dtMWL88//zwNGzaMeIEV1b9/f1asWMFtt91GTk4OnTt3ZsqUKTWqV70kSdFsalYOVz/3GW2//4b7pk3guAUzfv9uz56M7tmfL9P2iNh8qQ3iGHlKZ8+4S5LqvHL3ga8r7AMvSdKWla26f/Df1xg6bQJHLZoJQJAAU/Y+hNG9+vNNszYRm+/8Xq05tlM63dumutouSarVIt4HXpIk1Q1l59qX5a9l+apiVq5dx8LcVRS+/R6X/W8CVy6eG34uEMMrGYfzUI+zWNQ0ch1cPN8uSdKWGeAlSRKw6bn2VcWl4cFQiJ7ff86waRPo+f0XAKyLieWlTr0Z2+NMFqfuGrH5E+oFGHLEHlx+ZAdX3CVJ2gIDvCRJdVhZ67fxny7mnfm5rAv+drIuFOKw7DkMmzaBA5Z+BUBJTD2e73o043qcyY8pW27PuiMaJMRy8SFtbQcnSdJ2GOAlSaqjpmblcP2LX7ByzbrfB0MhjlqUydBpE9g3ZwEAxbFxPLvPcTxyUD9ykpvt8HwJ9QL03qs57Zo1pHH9eJomJZCWnOgZd0mSyskAL0lSHbLxivsbWT9vGA+Eghz37XSGTptIp9zvAFhbL4Hx+x3Po91P55eGqTs0X1wMHJ2RxsAerW39JklSJRngJUmqI6Z8nsO1kz5nVfH6DWMxwVJO/PpjLp8+kb2Wfw/Aqvhd+O9+J/LYgaeyokGjHZrLbfGSJEWeAV6SpFquNBjiiglzee3znA1jscFSTp7/IZdPf472eT8CUBBfn//s35fHDzyFlbtUvJVqYlwMZx/YytZvkiRVEQO8JEm12JTPc7jmhc9YXRK+VT6udB2nZb3PkBnP02ZlONCvTGzIvw84hSf370tBYsMdmufKo/ZwtV2SpCpmgJckqRb646p7/Pp1nPnF2wye8QK7FeQCsGKXZB7rfhr/3e9EViXU36F5GiTEct+Z+9izXZKkncAAL0lSLVLWy33cBwspLg2RsK6Ysz97k0s/nUT6qhUA5DZozCPdT+eZfY9nbXziDs3jGXdJknY+A7wkSVFuS73cdykp4qJ5U7g080WarV4JQE7DJjzc4wwmdD2W4riEcr3b1m+SJNUcBnhJkqJMWWD/ZNEvzFr8K5/9mE/x+iAADYvXcPGc17hw5ss0WVsAwI/JzRnb80xe6Hw0JfXiyjVHn05p/Kmnrd8kSapJDPCSJEWJ0mCIMe8t5JGPFrHmt0vpyiQXreK82ZO5YNYrNCpaBcDiRuk81PNMXup0JOtjy/9f+WPP2Y8TuraMaO2SJKnyDPCSJEWBLfVwB2i0toALZ77CoNmTSS5ZA8Ci1N0Y3as/kzseRmlMbLnnSE9JZHjfDC+kkySphjLAS5JUQ5UGQ2Rm5/HoR4t4/5tfNvmuyeqVXDzzJQbOnULDkrUAfN20NWN69WfKXgcTLEdwj4+Fvvu05JAOzT3XLklSFDDAS5JUA03NymHE5Pnk5BdtMt68cAWXZr7IOfOmssv6YgCyWrRndK/+vNWhB6FATLne37drGg8M6GZglyQpihjgJUmqYaZm5TB4/BxCG42lF/zCZZ++wIDP3iKhdB0A89L35MFeA3iv/YEQKF8Qb5gQyz39unrGXZKkKGSAlySpBilZH+TGl7I2hPfdVi5jyIznOeOLd4kPhs+/z9w1gwcPHsD/2uxX7uAOrrpLkhTtDPCSJFWzsrPub32Zw4SZP7B2XZA2eUv5y/TnOe3L96gXCreIm7Z7V0b3GsD03btUKLi76i5JUu1ggJckaScrC+zL8tfy8cLlTP1yGauLw23h2i//gcunT+Tkrz4i9rfg/lGb/Xjw4AHM2q1TuedIrBdD772bM7CHvdwlSaotDPCSJO0EG6+yvzBnKYVFm7aD2zs3m8unTeSEbz4h5rcN9O+0P5AxvQYwr+Ve5ZrD0C5JUu1mgJckqYpN+TyHm1/JIm91yWbfdV62kKHTJnDcghkbxqbu2ZPRPfvzZdoe2313+2YN6NM5jV7tmxraJUmq5QzwkiRVgdJgiBmLVvB/b33N3B/yN/t+v6VfM3TaBI78bhYAQQK8vvchjOnVn2+atSnXHBcf2oabTiz/tnpJkhTdDPCSJEXYlM9zuHbS56wqXr/Zdwf+kMXQaRM5bPFcAEoDMbyScTgP9TiLRU1blev9yYn1uOv0Ll5KJ0lSHWOAlyQpgkZNmc8jH2VvOhgK0fP7z7nik2fp8UMWAOtiYnmx05GM7XkmSxqXP4inNohjxg1HE18vJpJlS5KkKGCAlyQpQl6b99Om4T0U4vDsOQydNoEDln4FQElMPZ7vejTjepzJjyktKvT+AHDnaV0M75Ik1VEGeEmSKqHsdvmpWT/x5PTvw4OhEEctymTotAnsm7MAgOLYOJ7d5zgeOagfOcnNKjxPekoiw/tm0KdzeiTLlyRJUcQAL0nSDvrj7fKBUJDjvp3O0GkT6ZT7HQBr4hJ4et/jebT76fzSMLVC709KjOWMbrtxbKd0urdN9YZ5SZLqOAO8JEnlULbSvix/LctXFfP6FznM++12+ZhgKSd+/TGXT5/IXsvDq/Cr4nfhqW4n8tiBp5FXP6Xc8yTGxXD2ga0M7ZIkaTMGeEmStqIstL/1ZQ4vzFlKYdGmt8rHBks5Zf4H/GX687TP+xGAgoQGPLF/X5444GRW7pK83TkaJsRwyB7N2KN5Ej3bN7GXuyRJ2ioDvCRJG9leaAeIK13HaVnv85cZz9F65TIAViY25N8HnMKT+/elILHhNudwlV2SJO0IA7wkSb/545n2P4pfv46zvniby2Y8z24FvwCwYpdk/tX9dP673wmsTqi/zfcn1Asw5Ig9uPzIDoZ2SZJUYQZ4SVKdVxoMccWEubz2ec4Wv09YV8zZn73JpZ9OIn3VCgByGzTmke6n88y+x7M2PnG7cwzrvQdXHLOnwV2SJO0wA7wkqU6b8nkO17zwGatLSjf7rn7JWs6d+waXzHyRZqtXAvBTUlMePqgfE7seS3FcQrnmGDNgP07at2Uky5YkSXWQAV6SVGds6yb5jTUsXsOf57zGRTNfJnVtAQA/JjdnbM8zeaHz0ZTUiyv3nJce1tbwLkmSIsIAL0mqE6Zm5TBi8nxy8ou2+kxy0SrOn/Uq589+lUZFqwBY3Cidh3qexUuderM+tvz/tZnaII6Rp3TmhK6Gd0mSFBkGeElSrVYaDDH63QU88O6CrT7TaG0BF858hUGzJ5NcsgaAham7MaZXfyZ3PIzSmNhyzeXt8pIkqSoZ4CVJtdbUrByum/Q5+Ws3bwUH0GT1Si6e+RJ/mvM6DdaFV+a/btqa0b0G8MZevQiWM7g3iI/lksPaebu8JEmqUgZ4SVKtNOXzHIY8M2eL3zUvXMGlmS9yzryp7LK+GICsFu0Z3as/b3XoQSgQs813N0yI4ZA9mrFH8yR6tm9Cj3ZNDO6SJKnKGeAlSbVCaTDEjEUrmP7dcr79uZC35udu9kzLglwumzGJ/p+/RULpOgDmpe/JPw8+m/fbHQCBrYfwpMRYzui2m9vjJUlStTHAS5Ki0sY3yn+ycDlTspaxZgut4AB2W7mMITOe54wv3iU+GN5On7lbBqN7DeB/bfbbanD3TLskSapJDPCSpKhRFtrf+jKHF+YspbBoy2fby7TJW8pfpj/PaV++R71QEIBpu3flwYMHMKNVl22uuPftmsYDA7oZ2iVJUo1hgJckRYXytIErs8fy77l8+kT6fvU/Yn8L7h+27caDvQYwe7eMbf62YUIs9/Travs3SZJU4xjgJUk1WnnawJXZOzeby6dN5IRvPiGGEADvtD+Q0b0G8FnLvbb5W2+SlyRJNZ0BXpJUY22vDVyZzssWMmzaBI5dMGPD2Bt79mJMr/582aL9Vn/Xp1MLb5KXJElRwwAvSaqRttUGrsx+S79m6LQJHPndLACCBHh970MY06s/3zRrs9XfNa4fx6jTu9Cnc3okS5YkSapSBnhJUo1R1gruvzOymfrl5m3gynT/IYuhn0zg0CXzwr8LxPByxuGM7XkWi5q02uYcw3rvwRXH7OlquyRJijoGeElSjTA1K4frX/yClWvWbfmBUIheSz5j2LQJ9PghC4B1MbG82OlIxvY8kyWNt3/p3KWHteXq47Z9Fl6SJKmmMsBLkqrd1KwcLhu/le3yoRCHZ89h2CfPsv9PXwNQElOP57sezbgeZ/JjSovtvj+1QRwjT+nszfKSJCmqGeAlSdWibLv8J4t+4T/TFm/+QCjE0QszGTptAvssC99AXxwbxzP79uGR7v1Yltx0i+9tEB/LoR2asn/rVJomJZCWnEj3tqlumZckSVHPAC9J2qlKgyHGvLeQRz5axJqS0s2+D4SCHPftdIZOm0in3O8AWBOXwNP7Hs+j3U/nl4apm/0mKTGWM7rtxrGd0g3rkiSp1jLAS5J2iu0F95hgKSd9/TF/mT6RvZZ/D8Cq+F14qtuJPHbgaeTVT9nsN+f3am1olyRJdYYBXpJUpbYX3GODpZwy/wP+Mv052uctBaAgoQFP7N+Xxw84hfxdkjb7jW3gJElSXWSAlyRVmW3dLB9Xuo7Ts95jyIznab1yGQC/Jibx7wNP4aluJ1GQ2HCL77zyqD0YepRt4CRJUt1jgJckRVxpMMTodxfwwLsLNvsufv06zvribS6b8Ty7FfwCwPL6KTx24Gn8d78TWJ1Qf4vvdNVdkiTVdQZ4SdIOKw2GyMzOY1n+WvJWl9CofjzTFy3n9S9yWLsuuMmzCeuKOfuzN7ns0xdIW5UHQG6DxjxyUD+e2acPa+MTtzhHQr0YhhzRnsuP7OCquyRJqtMM8JKkHTI1K4cRk+eTk1+0zefql6zl3LlvcMnMF2m2eiUAPyU15eGD+jGx67EUxyVs9beN68fx6Y1HE18vJpKlS5IkRSUDvCRpm8r6tU//bjnBEDSuH8+Pv67hyelLtvm7hsVr+POc17ho5sukri0A4IeUFoztcSaTOh9FSb24bf4+AIw6vYvhXZIk6TcGeEnSVm3rErqtSS5axfmzXuWCWa+QUrwagOzG6YztcRYvderN+tjt/1dPekoiw/tmeN5dkiRpIwZ4SdIWTfk8hyHPzCn3843X5HPhrFf48+zXSC5ZA8DC1N0Y3as/r3U8jNKY2C3+LrFeDEfs1Yz9W6fSNCmBtORE+7pLkiRtgQFekrSZKZ//xF+emVuuZ5uu/pWLMl/iT3On0GBd+Dz8V83aMKZnf97YqxfBrQT3BvGxXHJYOy+nkyRJKicDvCTVUVu6QX7lmhK+z9v++XaA5oUruDTzRc6ZN5Vd1hcDkNWiPaN79eetDj0IBbZ8dj0AXHFUB4YeZXCXJEmqCAO8JNVB5b1BfktaFuRy2YxJ9P/8LRJKw2fj56bvxYMHD+D9dgdAYNuh/KFz9uOEri13qG5JkqS6zAAvSXVE2Yr7W1/m8MS07a+w/1GrlcsYPON5zvjiXeKD6wHI3C2DB3udzcdt9t1ucG9cP45Rp3fxYjpJkqQdZICXpFroj9vjf1y5llfm/UTe6pIKv6tt3lL+Mv05Tv3yfeqFggB80roro3sNYEarLtsM7g3iYzlsz2YM7NGaHu2auGVekiSpEgzwklTLVGZ7/Mb2WP49l0+fSN+v/kfsb8H9w7bdeLDXAGbvlrHF3wzquTu7pzYgtaG3yUuSJEWaAV6SapGpWTkMHj+HUCXe0TH3Oy6fNpHjv5lGzG9veqf9gYzuNYDPWu61xd/Yt12SJKnqGeAlqZYoDYa49dX5OxzeOy9byLBpEzh2wYwNY2/s2YsxvfrzZYv2G8b6dWtJr/bNWLmmxJV2SZKkncgAL0m1xJj3FrCsoOLb5vdb+jVDp03gyO9mARAkwOt7H8KYXv35plmbDc/FBGDM2d04oaur7JIkSdXBAC9JUawyN8t3/yGLoZ9M4NAl8wBYH4jhlYzDGdvzLBY1abXZ82PO3s/wLkmSVI0M8JIUhUqDIca8t5AnPslm5dp15f9hKESvJZ9xxbQJHPRDFgDrYmKZ1PkoxvY4k+8bbx7QPd8uSZJUMxjgJSlKlK22vz1/Gc/N+pFVxevL/+NQiCO+m83QaRPY/6evASiOrcfzXY7h4R5n8GNKiw03yDeqH+/5dkmSpBrIAC9JNdwOr7YDhEIcvTCTodMmsM+yBQAU1Yvn2X2O45Hu/ViW3JT0lEQedoVdkiSpxjPAS1INNjUrh+tf/IKVayoW3AOhIH2+mcbQ6RPJyM0GYE1cAi8ceBK5l1xO43a7c50r7JIkSVHFAC9JNdTUrBwuGz+nQr+JCZZy0tcf85fpE9lr+fcArIrfhYnd+9L5/0Zw7oF7GdYlSZKilAFekmqgsp7u5RUbLOXULz9gyIznaJ+3FICChAY8sf/JPH7Aydx98eEc5BZ5SZKkqGaAl6QapOyiuqemZ5erp3tc6TpOz3qPv0x/jt3zfwbg18Qk/n3gKTy5f19WJzZgzNndPN8uSZJUCxjgJamGmJqVw4jJ88nJ335wT1hfwpmfv81ln77AbgW/ALC8fgr/6n4a4/c9gdUJ9QEYa+92SZKkWsMAL0k1wJTPcxjyzPbPuyeuK+Lsz97k0k8nkbYqD4DcBo155KB+PLNPH9bGJwL2bpckSaqNDPCSVIXKtsTnFhbRtEECBCC3oIi81eE+680bJvBp9gpGv7dwm++pX7KWc+e+wSWZL9JszUoAfkpqysMH9WNi12NJTGrAiRktOLhDM2+WlyRJqqUM8JJURSqyJX5rGhav4c9zXuOimS+TurYAgB9SWjC2x5lM3f8YTu/Rnv9kpBnYJUmS6gADvCRFSNlq+7L8tXyycDkvzFm6w+9KLlrF+bNe5YJZr5BSvBqA7MbpjO1xFi916s2pB7Zh1hldDe2SJEl1iAFekiIgEqvtAI3X5HPhrFcYNHsySSVrAVjQpBVjep7Fax0PozQmlrTkBO42vEuSJNU5BnhJqqSpWTkMHj+HUCXe0XT1r1yU+RJ/mjuFBuvCfxPgq2ZtGNOzP2/s1YtgTCwBIADcenInw7skSVIdZICXpEooWR/kxpeydji8Ny9cwWWfTuLsz95kl/XFAHzRoj2jew3g7Q4HEQrEbHg2zZvlJUmS6jQDvCRVUNlZ97fnL+P52T9SWLS+wu9oWZDLZTMm0f/zt0goXQfA3PS9ePDgAbzf7gAIhFfYA8B5vdpwbCcvqpMkSarrDPCStA0bX0yXt7qEH1eu5ZV5P5G3umSH3tdq5TKGTH+OflnvER8MB//M3TJ4sNfZfNxm3w3BvcxD5+zHCV1bVvaPIUmSpFrAAC9Jf7DxCvvLlQjrG2ubt5S/TH+OU798n3qhIACftO7K6F4DmNGqy2bBvXH9OEad3sXt8pIkSdrAAC9JG4nUbfJlOvyyhMunP8dJX/+P2N+C+wdt9+fBXgOYs1vHzZ5vtEsc5x/chsuP7OB2eUmSJG3CAC9Jv4nEbfJlOuZ+x+XTJnL8N9OI+e2Ni3r0ZtXfrufXthmcuLqEPzVMoHnDBAjA8lXFNE9K9Jy7JEmStsoAL0mEt82PmDy/0uG9S84Chk2bwDELP90w9n6nQ4gffgsHn3ksAPtUcg5JkiTVTQZ4SQJmfLeiUtvmuy39iqHTJtD7u9kABAmw9Ni+rLjyGg477mBX1SVJklRpBnhJddbGl9VNnPXDDr2j+w9ZDP1kAocumQfA+kAMr2YcTrM7b+XQkw+jVQTrlSRJUt1mgJdUJ1XqsrpQiIOXfMawaRM46IcsANbFxDKp81G8cMxALjrvaA719nhJkiRFmAFeUp2zw5fVhUIc8d1shk17lm4/fQNAcWw9Xu12HDmXXsGBR3RjopfQSZIkqYoY4CXVKTt0WV0oxDELP+XyaRPZZ9kCAIrqxfPZ8WdS79rrOL1XZ0O7JEmSqpwBXlKtVnbOPbewiKYNEpifU1DubfOBUJA+30zjihnPsffP3wGwPnEXcs89nxa33cxBLd0mL0mSpJ3HAC8p6m0c0psnJbJ/68bMXvIrb89fxsvzfiJvdUmF3hcTLOWkrz/m8mkT2XPF9+HBhg1h6FDqXXUVLZs1q4I/hSRJkrRttSrAt2nThiVLlmwydt1113HXXXdVU0WSqtqWLqOLCUBwBxq6xwZLOfXLDxgy4zna5y0FoDCxAQ2uuZqYK6+E1NQIVS1JkiRVXK0K8AC33XYbF1988YbPDRs2rMZqJFWV0mCIMe8t5B/vfLvZdxUN73Gl6+j3xbsMmfE8u+f/DMCviUk8fuAp7HP3zRzdc69IlCxJkiRVSq0L8ElJSaSlpVV3GZIibONt8ouXr+GZT5fwc2Fxpd6ZsL6EMz9/m8EzXmDXwl8AWF4/hX91P413Dj+da844gKNtBydJkqQaIhAKhXZgo2nN1KZNG4qLiykpKaFVq1aceeaZXHPNNcTHx5f7HQUFBaSkpJCfn09ycnIVVitpe8pC+46eZd+axHVFnP3Zm1z66STSVuUB8HPDVP57yJmsu/AijtivLd1tBydJkqSdpLw5tFatwF9xxRV069aNxo0bk5mZyQ033EB2djaPPfbYVn9TXFxMcfHvq3gFBQU7o1RJ27Gls+2VVb9kLQPnTuHizJdotmYlAD8lNWVcjzNof+0wrjpyb0O7JEmSaqwavwJ/6623MmLEiG0+M3PmTA444IDNxidNmsQZZ5zB8uXLadKkSYXe7wq8VH2mZuUwePycivVq34aGxWv485zXuGjmy6SuDf9Nuh9SWjC2x5m82PkoUpsk8fF1RxreJUmSVC3KuwJf4wP88uXLWb58+TafadOmDYmJiZuNL126lN12240ZM2Zw0EEHbfG3W1qBb9WqlQFeqialwRCH3P1eRFbek4tWccGsVzh/1qukFK8GILtxOg/17M/LGUdQGhvehDRuYDf6eNZdkiRJ1aTWbKFv2rQpTZs23aHfzp07F4D09K3/D/OEhAQSEhJ26P2SIqs0GOI/n2RXOrw3XpPPhbNeYdDsySSVrAVgQZNWjOl5Fq91PIzSmFgA0lMSGd43w/AuSZKkqFDjA3x5TZ8+nRkzZtC7d29SUlKYOXMmV111FSeffDK77757dZcnaTsicea96epfuTjzJQbOnUKDdeH3fNWsDU/0Ppekc/pzVkY6ZwVg+apimiclelGdJEmSokqtCfAJCQlMnDiRESNGUFxcTOvWrbn44ou59tprq7s0SVux8S3zj3+yeIff06JwOZd++iLnfDaVxPXhm+pXderKlxcOI3jSyYxq39SgLkmSpKhX48/A72y2kZN2jkisuLcsyGXwjBc46/O3SChdHx486CD4+9/h+OMhYGiXJElSzVdrzsBLqn0qe8t8q5XL+NvsSZw07x1i168DIHTooQRuuQWOPtrgLkmSpFrJAC9ppyoNhhgxef4Ohfd91/7MiKxX6frhawRKS8ODRx4Jf/87gcMPj2idkiRJUk1jgJe0U2Vm51V423yHX5bw8PdTaffe6wSCwfBgnz5wyy3Qq1cVVClJkiTVPAZ4STtVbmH5w3vGz98xdNoEjv922u+DffuGg/uBB1ZBdZIkSVLNZYCXtFM1T0rc7jNdchYwbNoEjln46e+D/frBzTfDvvtWXXGSJElSDWaAl7TTlAZDBIMhGu0Sx8q16zb7vtvSrxg6bQK9v5sNQDAQ4Oc+J5N+z0jo3HlnlytJkiTVKAZ4SVWirMd7bmERzZMS+XV1Cbe/vuW2cQd9/wVDp03gkCWfARCMiWX5KWfQ5I5bSe+4984uXZIkSaqRDPCSIq5cPd5DIQ5e8hnDpk3goB+yAFgfE0vOqWfR6p7bad6+/U6qVpIkSYoOBnhJEVG24v72/GU8/snirT8YCnHEd7MYNm0C3X76BoCS2DhW9B9I85F/p1XbNjulXkmSJCnaGOAlVVp5V9yPWfgpQ6dNoOuyhQAU1Yvn2X2O4+GD+vHA1SeR3rbJTqpYkiRJij4GeEkVtvH59sXL1/DAO98S2sqzgVCQ47+ZxtBpE+j4y2IA1sQl8N/9TuSxA0/jl4aNgYq1l5MkSZLqIgO8pA3+ePFc97apAOW+jG5jMcFSTvr6f1w+7Tn2XPE9AIXxu/BUt5P494Gnklc/ZZPny9NeTpIkSarLDPBSHVWeW+Ib1Y8DYOWazVu+bU290vWcMv9D/jJ9Iu1+/QmAgoQGPLH/yTx+wMnk75K0yfMBIC3l979ZIEmSJGnLDPBSLbelVfW35y/b/pl1Khbc40rX0e+Ldxky43l2z/8ZgF8Tk3jswFN5av+TKExosNlvAr/94/C+GcTGBDb7XpIkSdLvDPBSLbaly+Ua1Y+rUDDfnoT1JZz5+dsMnvECuxb+AsAv9RvxWPdTGb/vCaxOqL/V36alJDK8bwZ9OqdHrB5JkiSptjLAS7XU1KwcBo+fs9nlcpEK74nrijhn3ptcmjmJFqvyAPi5YSqPdO/HM/seR1Hcpmfa01MSueXEjjRukLDJbgBX3iVJkqTyMcBLtcTGW+WbNkjg1lfnb/Vm+MqoX7KWgXOncHHmSzRbsxKApUnNeLhHP57reizF9eI3ef7Cg9twdEaaYV2SJEmqJAO8FEW2dJ49NiZQvj7slZRUvJo/z36NC2e9QuraAgC+T2nB2B5nMqnLUayLjdvk+XS3x0uSJEkRZYCXosSWQnp6SiIn75POox9lV8lqO0By0SoumPUK5896lZTi1QB817glY3uexcsZR7A+tt6Gy+iuOroDbZo2cHu8JEmSVAUM8FIU2Np59pz8Ih75KLtK5my8Jp8LZ73CoNmTSSpZC8CCJq0Y3as/r+99KKUxsRue9TI6SZIkqeoZ4KUa5o/b5Pdv3ZgRk6vmPPuWNFv1KxfNfImBc6fQYF14tf+rZm0Y3WsAb+zVi7RG9RntZXSSJEnSTmeAl2qQLW2TT20QR97qyLV9CwAhNm8n15VV/POHt2k96WliisPzh/bfn+BNN7Oy88Ect7qEPxnWJUmSpGpjgJdqiK1tk49keIfft7sfk5FGZnYehd8spOvTj9DihacJlJSEH+rRA265hcDxxxMbCNAzohVIkiRJ2hEGeKkGKA2GqmSbfABokZzAfWfty/JVxZtud1+0iJ6jRsGTT8L69eEfHHoo/P3vcNRREHCVXZIkSapJDPBSDZCZnVfpFnBlW+M3/gxw68mdOHiPpr9/8c03cOed8PTTUFoaHjvqKLjlFjj88ErVIEmSJKnqxFR3AVJdUxoMMX3RCl6Zt5Tpi1ZQGgyRW7hj4T3w21+XHtaWtJTETb5LS0lk3MBuv98M/+WXcM45kJEBTz0VDu99+sAnn8A77xjeJUmSpBrOFXhpJ9paL/cBB7Yq1+9TG8STt7pkw+eN27dd26fjJrfXb9gqP28ejBwJkyb9/qKTT4abb4YDD4zUH02SJElSFQuEQqGd1Z0qKhQUFJCSkkJ+fj7JycnVXY6i0B/bwJUF6a1dUrfxrfD5a9Zt8Rx8gHBY//Ca3sxe8mv52rfNnAm33w6TJ/8+1q9fOLjvu28k/qiSJEmSIqC8OdQVeKmcthbMN7a1FfZbTuzI7a9/tcVwHuL38+qw9bPsw/tmEF8vhp7tm2y70GnTwsF96tTfXhCAAQPgppugU6fy/WElSZIk1TgGeKkcthbMy7avlz2zpRX2ZflFDHlm7jbfHwJWrlnHVUfvyYSZ328yT9of5tmqDz8MB/d33w1/jo2Fc8+FG2+EvfYq7x9VkiRJUg1lgJe2Y1vBfPD4OYwb2I1jMtK22gauImdU2jStz8fXHbndlf7fXx4KB/bbboP//S88Vq8eDBoEN9wA7dtXYHZJkiRJNZkBXtqGbfVnL9v6PmLyfJIS4yrdBg6geVIisTGB7W+TD4XgjTfCK+4zZoTH4uPhwgvhuuugdetK1yJJkiSpZjHAS9uwvf7sISAnv4jpi1ZUap6yS+q6t03d9oOhELz6aji4z54dHktMhEsugWuvhV13rVQdkiRJkmouA7y0DeXvz17+jfLbuqRuq1vlg8FwG7iRI+Hzz8Nj9evDkCHw179CWlq555ckSZIUnWKquwCpJmuelFiu53q2a0p6SiJbid8ECF96N/acbqSlbPrOtJRExg3stuVL6kpL4ZlnoHNnOOuscHhPSgpfTLdkCdx7r+FdkiRJqiNcgZe2oXvbVNJTElmWX7TN/uw92jdheN8MBo+fs80V9j6d0zmuc9r2L6lbtw6efhruvBMWLAiPNWoEV1wBw4ZB6na22kuSJEmqdQzwqvO21d89NiZQrmAeGxOgT+d0xg3stlm7uT+2gdvmJXUlJfDkkzBqFGRnh8dSU+Hqq+HyyyElJbJ/eEmSJElRIxAKhSrS5arWKygoICUlhfz8fJKTk6u7HFWx8vR3r8hzsO2/IbBVRUXw73/D3XfDDz+Ex5o3h7/9DQYPhoYNK/+HlSRJklQjlTeHGuD/wABfd2ytv3tZ1P7jufQdCubbs2YNPPoo3HMP5OSEx9LTwzfKX3JJ+KI6SZIkSbVaeXOoW+hVJ5W3v/sxGWmbbKffbn/28lq1CsaOhfvug9zc8FirVnD99XDBBeHWcJIkSZK0EQO86qTy9nfPzM6LXGgHyM+HMWPg/vshLy881rYt3HADDBoE8fGRm0uSJElSrWKAV51U3v7u5e8Dvx15efDPf8KDD8LKleGxDh3gppvgnHMgLi4y80iSJEmqtQzwqpPK29+9vM9t1fLl4dX2MWOgsDA81rEj3Hwz9O8PsbGVe78kSZKkOsMArzqpvP3du7fdwX7ry5aFz7ePHRu+qA6ga9dwcO/XD2JidrR0SZIkSXWUKUJ1Ull/d/j91vkyf+zvXiFLl8IVV4TPtf/f/4XD+/77w8svw9y5cOaZhndJkiRJO8QkoTqrT+d0xg3sRlrKptvk01ISN2sht11LlsCQIdCuXfice1ER9OgBU6bAzJlwyikGd0mSJEmV4hZ61Wl9OqdzTEbajvd3X7QIRo2CJ5+E9evDY4cdBrfcAkcdBYFK9omXJEmSpN8Y4FXrlAZDFQrkO9Tf/Ztv4M474emnobQ0PHbUUeHgfvjhlahekiRJkrbMAK9aZWpWDiMmz9+kx3t6SiLD+2ZUbEv81nz5JYwcCRMnQui36++OPz4c3Hv2rPz7JUmSJGkrPJSrWmNqVg6Dx8/ZJLwDLMsvYvD4OUzNytnxl8+bB2ecAZ07w4QJ4fB+8smQmRk+5254lyRJklTFDPCqFUqDIUZMnr/FlnBlYyMmz6c0uKUntmHmzHBQ328/mDQpPHbGGeEb5V95BQ48sDJlS5IkSVK5GeBVK2Rm52228r6xEJCTX0Rmdl75XjhtWnhrfPfuMHly+Ab5s8+GrCx4/nnYd9+I1C1JkiRJ5eUZeNUKuYVbD+8Veu7DD+G22+C998KfY2Nh4EC48UbYc89KVilJkiRJO84Ar1qheVLi9h/a2nOhELzzDtx+O/zvf+GxevXgvPPghhvCvd0lSZIkqZoZ4FUrdG+bSnpKIsvyi7Z4Dj4ApKWEW8ptEArBG2+EV9w//TQ8Fh8PF14I110HrVvvjNIlSZIkqVw8A69aITYmwPC+GUA4rG+s7PPwvhnhfvDBILz8cvgCuhNPDIf3xES44gr47jsYO9bwLkmSJKnGMcCr1ujTOZ1xA7uRlrLpNvm0lETGDexGn4wW4Qvo9tsPTjsNZs+GBg3gb3+D7Gx44AHYddfqKV6SJEmStsMt9KpV+nRO55iMNDKz88gtLKJ5UiLdWyUT+/xzcNYd8NVX4QeTkmDoULjqKmjatHqLliRJkqRyMMCrRioNhjYN4W1Tw9vfyyE2JkDP9k1g3Tp4+mm44w5YuDD8ZaNG4a3yV1wBjRtX3R9AkiRJkiLMAK8aZ2pWDiMmz9+kr3t6SiLD+2bQp3P69l9QUgL/+Q+MGgWLF4fHmjSBq6+Gv/wFUlKqpG5JkiRJqkqegVeNMjUrh8Hj52wS3gGW5RcxePwcpmblbP3HRUXw0EOwxx5w6aXh8N68OdxzT/if33ij4V2SJElS1HIFXjVGaTDEiMnzt9gGLkT4NvkRk+dzTEbaptvp16yBRx8NB/Wc3wJ+enq4FdzFF0P9+juhekmSJEmqWgZ41RiZ2XmbrbxvLATk5BeRmZ0XPuO+alW45dt990FubvihVq3g+uvhggvCreEkSZIkqZYwwKvGyC3cenjfWN5PufDsOPjHPyAvLzzYtm14i/yf/wzx8VVYpSRJkiRVDwO8aozmSdteMU9ZW8gFs17luLGvQ2FBeLBDB7jpJjjnHIiL2wlVSpIkSVL1MMCrxujeNpX0lESW5Rdtcg4+dU0+F858mT/PeY2kkrXhwYwMuPlmOOssiI2tlnolSZIkaWcywKvGiI0JMLxvBoPHzyEANF31KxdnvsjAeVOov64YgII9M0i+YwScfjrE2ERBkiRJUt1hgFeN0qdzOo8fk07uLSM5ZebrJK4vAeCrXfdk7bXX0+3yQQZ3SZIkSXWSAV41x5IlcNdd9H78cSgJB/e8rvvz8xXXsOegM4mNNbhLkiRJqrsM8Kp+ixbBqFHw5JOwfn147LDD4O9/J/XII0kNBLb9e0mSJEmqAwzwiqjSYIjM7DxyC4tonpRI97apxMZsJYB/8w3ccQc88wyUlobHjj4abrklHOAlSZIkSRsY4BUxU7NyGDF5Pjn5v/dzT09JZHjfDPp0Tv/9wayscHCfOBFCv903f/zx4eDes+dOrlqSJEmSooOHihURU7NyGDx+zibhHWBZfhGDx89halYOzJsH/fpBly4wYUI4vJ98MsycCVOmGN4lSZIkaRtcgVellQZDjJg8f5Pe7WVCwD4539LgzDvg6+nhwUAgHORvvhn22WdnlipJkiRJUcsAr0rLzM7bbOUdoNuPXzFs2gSOyJ4NQCgmhkD//nDTTdCp084uU5IkSZKimgFelZZbuFF4D4Xo8cMXDJ02gYOXfA7A+kAML3fqTaORwzn6lEOrqUpJkiRJim4GeFVa86RECIU4ZPE8hk17lu4/zgegJKYekzofydieZ/FDozSe7ZxRzZVKkiRJUvQywKtyQiG6z5/Oa89eQ+cfvgagOLYeE7sex8M9+vFTcnMChG+j7942tXprlSRJkqQoZoCvYyrUp31bgkF49VW4/XZi58yhM1BUL55n9unDIwedzs9JTQEoe/Pwvhk7No8kSZIkCTDA1ynl7tO+LaWlMGkSjBwJX3wRHmvQAIYMYdoJA/nX9F/4eaP3p1X0/ZIkSZKkLQqEQqEtdf+qswoKCkhJSSE/P5/k5OTqLidiyvq0//H/2GVr4uMGdtt2yF6/HiZOhDvugK++Co8lJcHQoXDVVdA0vOIesRV+SZIkSaojyptDXYGvA7bXpz0AjJg8n2My0jYP2+vWwfjxcOedsHBheKxRI7jyShg2DBo33uTx2JgAPds3ifwfQpIkSZLqOAN8HbC1Pu1lQkBOfhGZ2Xm/h+/iYnjySRg1ChYvDo81aQJXXw2XXw61aHeCJEmSJEUDA3wdsEmf9u09V1QEjz0Gd98NP/4Y/qJ5c7jmGrjsMmjYsAorlSRJkiRtjQG+DmielLjdZxLXFbHP80/AE2MhJyc82LIlXHstXHwx1K9fxVVKkiRJkrbFAF8HdG+bSnpKIsvyizY7B9+geA1/mjeFS2a+TOrqleHBVq3g+uvhggsgcfvhX5IkSZJU9QzwdUBsTIDhfTMYPH4OAcJn3pOKVzNo9mQunPkKjYsKww+2awc33AB//jPEx1dnyZIkSZKkPzDAV4Ga2EqtT+d0xg3sxj8mzuCE957n/Nmvkly8GoDVbdrRYMRwOOccqOe/JSRJkiSpJjKtRdjUrBxGTJ6/ya3v6SmJDO+bse0+61Xtl1/o8/SDHDdmDIFVqwBYs8deJN76dxoM6A+xsdVXmyRJkiRpu2Kqu4DaZGpWDoPHz9msZduy/CIGj5/D1KycnV/UsmXwt79BmzZw113h8L7PPvD889T/Zj4x555jeJckSZKkKGCAj5DSYIgRk+dvdkkcsGFsxOT5lAa39EQV+PFHGDYM2raF++6DNWvggAPglVdg7lw44wyI8f/8kiRJkhQtTHARkpmdt9nK+8ZCQE5+EZnZeVVbyJIlMHgwtG8Po0eH+7r37AlTpkBmJpx8MgSq9zy+JEmSJKniPAMfIbmFWw/vO/JchS1aBHfeCU89BevXh8cOPxxuuQWOPNLQLkmSJElRzgAfIc2TytcvvbzPldvXX4eD+zPPQGlpeOzoo8PB/bDDIjuXJEmSJKnauIU+Qrq3TSU9JZGtrXMHCN9G371tamQmzMqCAQMgIwP++99weD/hBJg2Dd5+2/AuSZIkSbWMAT5CYmMCDO+bAbBZiC/7PLxvRuX7wc+dC/36QZcuMHEihEJwyikwcya8/nr4vLskSZIkqdYxwEdQn87pjBvYjbSUTbfJp6UkMm5gt8r1gc/MhL59oVs3ePHF8Jn2M86AefPg5ZfDN8xLkiRJkmotz8BHWJ/O6RyTkUZmdh65hUU0Twpvm9/hlfdPPoHbb4c33wx/jokJb52/6abw9nlJkiRJUp1ggK8CsTEBerZvsuMvCIXgww/Dwf299357aSwMHAg33gh77hmZQiVJkiRJUSNqttDfcccd9OrVi/r169OoUaMtPvP999/Tt29fGjRoQNOmTRk2bBglJSU7t9DKCIXgrbfCF9D17h0O73FxcPHF8O238J//GN4lSZIkqY6KmhX4kpISzjzzTHr27Mm///3vzb4vLS3lxBNPpFmzZnz88cesWLGCQYMGEQqFGD16dDVUXAGhEEyZEl5x//T/27v/oKjrxI/jrwUDQQRNEERBuUwTQRNMTjwF7joQO0/SzPCS0NLMH52p14/jUpxOwR+MTt7o3U1z0IzmOZ5pjKYjOaKlHAkFpmigYquJKaH4oxN02e8fHPuNQAOPWD7yfMzsDPv+7H725fLR8bXv934+ubVjTk7SCy9Ir70m+fvbNx8AAAAAwO4MU+CXLFkiScrIyGh0+549e1RUVKSzZ8/K19dXkpSWlqbExEQtXbpU7u7urRW16WpqpA8+kP78Z+mzz2rHOnaUZs6U/vAH6b9/DgAAAAAADFPgf0xOTo6CgoJs5V2SYmJiVFVVpfz8fEVFRTX6vKqqKlVVVdnuX7169SfPKotF2rq1trh/8UXtWKdO0qxZ0oIFkrf3T58BAAAAAGAohvkO/I+5cOGCvH9QfLt27SonJydduHDhjs9LSUmRh4eH7ebn5/fThbx9W9q4UQoKkiZNqi3vnTvXnlH+zBlpxQrKOwAAAACgUXYt8MnJyTKZTHe95eXlNXl/JlPDS7VZrdZGx+u88cYbqqystN3Onj17T3+Wu7p1S0pPlwYMqD2T/IkTUpcuUnKy9NVXtTPxnp4t/7oAAAAAgPuGXZfQz5kzR88888xdH9OnT58m7cvHx0e5dSeA+6/Lly/r1q1bDWbmv8/Z2VnOzs5Neo1mq6qqPXN8amrtDLskdetWu0x+9mypLX4vHwAAAADQJtm1wHt6esqzhWaehw8frqVLl6qsrEw9evSQVHtiO2dnZ4WGhrbIazTZzZvSO+9Iy5dL587Vjnl7SwsX1p6gzs2tdfMAAAAAAAzPMCexM5vNqqiokNlslsViUUFBgSSpb9++cnNzU3R0tAIDAzVlyhStXLlSFRUVWrhwoaZPn976Z6BPTJQ2b6792de39lJw06dLLi6tmwMAAAAAcN8wTIFftGiR3n33Xdv9IUOGSJL27dunyMhIOTo6aufOnZo1a5ZGjBghFxcXTZ48WatWrWr9sC+9JOXkSK+/Lk2dWntpOAAAAAAA/gcmq9VqtXeItuTq1avy8PBQZWXl/zZzf+uW9MADLRcMAAAAAHBfamoPvW8uI9fmUN4BAAAAAC2IAg8AAAAAgAFQ4AEAAAAAMAAKPAAAAAAABkCBBwAAAADAACjwAAAAAAAYAAUeAAAAAAADoMADAAAAAGAAFHgAAAAAAAyAAg8AAAAAgAFQ4AEAAAAAMAAKPAAAAAAABkCBBwAAAADAACjwAAAAAAAYAAUeAAAAAAADoMADAAAAAGAAFHgAAAAAAAyAAg8AAAAAgAFQ4AEAAAAAMAAKPAAAAAAABkCBBwAAAADAACjwAAAAAAAYAAUeAAAAAAADoMADAAAAAGAAFHgAAAAAAAygg70DtDVWq1WSdPXqVTsnAQAAAAC0B3X9s66P3gkF/geuXbsmSfLz87NzEgAAAABAe3Lt2jV5eHjccbvJ+mMVv52pqanR+fPn1blzZ5lMJnvHQRtz9epV+fn56ezZs3J3d7d3HLRzHI9oazgm0ZZwPKKt4ZjE3VitVl27dk2+vr5ycLjzN92Zgf8BBwcH9erVy94x0Ma5u7vzDy/aDI5HtDUck2hLOB7R1nBM4k7uNvNeh5PYAQAAAABgABR4AAAAAAAMgAIPNIOzs7MWL14sZ2dne0cBOB7R5nBMoi3heERbwzGJlsBJ7AAAAAAAMABm4AEAAAAAMAAKPAAAAAAABkCBBwAAAADAACjwAAAAAAAYAAUeuAdnzpzR888/r4CAALm4uOihhx7S4sWLVV1dbe9oaKeWLl2q8PBwubq6qkuXLvaOg3Zo3bp1CggIUMeOHRUaGqqPP/7Y3pHQTh04cEBjx46Vr6+vTCaTtm/fbu9IaMdSUlL02GOPqXPnzurevbvi4uL05Zdf2jsWDIwCD9yDEydOqKamRn/729907NgxrV69Wn/961/1xz/+0d7R0E5VV1dr4sSJeumll+wdBe3Q5s2bNW/ePCUlJenzzz/XyJEjFRsbK7PZbO9oaIdu3LihwYMH6y9/+Yu9owDav3+/Zs+erX//+9/KysrS7du3FR0drRs3btg7GgyKy8gBLWTlypVav369Tp8+be8oaMcyMjI0b948Xblyxd5R0I6EhYUpJCRE69evt40NGDBAcXFxSklJsWMytHcmk0nbtm1TXFycvaMAkqRLly6pe/fu2r9/v0aNGmXvODAgZuCBFlJZWakHH3zQ3jEAoFVVV1crPz9f0dHR9cajo6N16NAhO6UCgLapsrJSkvg/I+4ZBR5oAadOndLatWs1c+ZMe0cBgFZVXl4ui8Uib2/veuPe3t66cOGCnVIBQNtjtVo1f/58/eIXv1BQUJC948CgKPDA9yQnJ8tkMt31lpeXV+8558+f1+jRozVx4kS98MILdkqO+9G9HI+AvZhMpnr3rVZrgzEAaM/mzJmjI0eOaNOmTfaOAgPrYO8AQFsyZ84cPfPMM3d9TJ8+fWw/nz9/XlFRURo+fLj+/ve//8Tp0N4093gE7MHT01OOjo4NZtsvXrzYYFYeANqruXPnKjMzUwcOHFCvXr3sHQcGRoEHvsfT01Oenp5NeuzXX3+tqKgohYaGKj09XQ4OLGhBy2rO8QjYi5OTk0JDQ5WVlaUnn3zSNp6VlaVx48bZMRkA2J/VatXcuXO1bds2ZWdnKyAgwN6RYHAUeOAenD9/XpGRkfL399eqVat06dIl2zYfHx87JkN7ZTabVVFRIbPZLIvFooKCAklS37595ebmZt9wuO/Nnz9fU6ZM0dChQ20rksxmM+cFgV1cv35dJ0+etN0vLS1VQUGBHnzwQfn7+9sxGdqj2bNn67333tMHH3ygzp0721YreXh4yMXFxc7pYERcRg64BxkZGZo6dWqj2/grBXtITEzUu+++22B83759ioyMbP1AaHfWrVunFStWqKysTEFBQVq9ejWXSIJdZGdnKyoqqsH4c889p4yMjNYPhHbtTucCSU9PV2JiYuuGwX2BAg8AAAAAgAHwpV0AAAAAAAyAAg8AAAAAgAFQ4AEAAAAAMAAKPAAAAAAABkCBBwAAAADAACjwAAAAAAAYAAUeAAAAAAADoMADAAAAAGAAFHgAAFrImTNnZDKZVFBQYO8ozdKnTx+tWbOmxfYXGRmpefPmtdj+7MlkMmn79u2SjPv7BQDcPyjwAAA0gclkuustMTHR3hF/VEZGhrp06dJg/PDhw5oxY0arZvnPf/6jxYsXq3///nJ2dpanp6eeeuopHTt2rFVz1ElOTtajjz7aYLysrEyxsbGtHwgAgEZ0sHcAAACMoKyszPbz5s2btWjRIn355Ze2MRcXF12+fNke0WSxWGQymeTgcG+fy3t5ebVworurqqrS448/LrPZrLS0NIWFhembb75RSkqKwsLC9NFHH+nnP/95q2a6Ex8fH3tHAADAhhl4AACawMfHx3bz8PCQyWRqMFbn9OnTioqKkqurqwYPHqycnJx6+zp06JBGjRolFxcX+fn56eWXX9aNGzds2y9fvqyEhAR17dpVrq6uio2NVUlJiW173Uz6jh07FBgYKGdnZ3311Veqrq7Wq6++qp49e6pTp04KCwtTdna2JCk7O1tTp05VZWWlbdVAcnKypIZL6K9cuaIZM2bI29tbHTt2VFBQkHbs2CFJ+vbbbxUfH69evXrJ1dVVwcHB2rRpU7PeyzVr1ignJ0c7duzQ008/rd69e2vYsGHaunWrBgwYoOeff15Wq1VS48vx4+Li6q142LBhg4YOHarOnTvLx8dHkydP1sWLF23bs7OzZTKZtHfvXg0dOlSurq4KDw+3fQCTkZGhJUuWqLCw0PbeZGRkSKq/hL4xRUVFGjNmjNzc3OTt7a0pU6aovLzctv1f//qXgoOD5eLiom7duunxxx+v97sGAKA5KPAAALSwpKQkLVy4UAUFBerXr5/i4+N1+/ZtSdIXX3yhmJgYjR8/XkeOHNHmzZv1ySefaM6cObbnJyYmKi8vT5mZmcrJyZHVatWYMWN069Yt22O+++47paSk6J133tGxY8fUvXt3TZ06VQcPHtQ///lPHTlyRBMnTtTo0aNVUlKi8PBwrVmzRu7u7iorK1NZWZkWLlzYIHtNTY1iY2N16NAhbdiwQUVFRUpNTZWjo6Mk6ebNmwoNDdWOHTt09OhRzZgxQ1OmTFFubm6T35/33ntPv/71rzV48OB64w4ODnrllVdUVFSkwsLCJu+vurpab731lgoLC7V9+3aVlpY2+pWGpKQkpaWlKS8vTx06dNC0adMkSZMmTdKCBQs0cOBA23szadKkH33dsrIyRURE6NFHH1VeXp52796tb775Rk8//bRte3x8vKZNm6bjx48rOztb48ePt304AQBAc7GEHgCAFrZw4UI98cQTkqQlS5Zo4MCBOnnypB555BGtXLlSkydPts0qP/zww3r77bcVERGh9evX6+zZs8rMzNTBgwcVHh4uSdq4caP8/Py0fft2TZw4UZJ069YtrVu3zlaCT506pU2bNuncuXPy9fW15di9e7fS09O1bNmyeisH7uSjjz7Sp59+quPHj6tfv36SpJ/97Ge27T179qxX/OfOnavdu3dry5YtCgsLa9L7U1xcrKioqEa3DRgwwPaYxr6T3pi6Il6X9e2339awYcN0/fp1ubm52bYtXbpUERERkqTXX39dTzzxhG7evCkXFxe5ubmpQ4cOzVoyv379eoWEhGjZsmW2sX/84x/y8/NTcXGxrl+/rtu3b2v8+PHq3bu3JCk4OLjJ+wcA4Ico8AAAtLBBgwbZfu7Ro4ck6eLFi3rkkUeUn5+vkydPauPGjbbHWK1W1dTUqLS0VCUlJerQoUO9MtytWzf1799fx48ft405OTnVe53PPvtMVqvVVrrrVFVVqVu3bk3OXlBQoF69ejXYTx2LxaLU1FRt3rxZX3/9taqqqlRVVaVOnTo1+TXupm522snJqcnP+fzzz5WcnKyCggJVVFSopqZGkmQ2mxUYGGh73J1+L/7+/veUNT8/X/v27av3IUGdU6dOKTo6Wr/61a8UHBysmJgYRUdH66mnnlLXrl3v6fUAAKDAAwDQwh544AHbzyaTSZJspbKmpkYvvviiXn755QbP8/f3V3FxcaP7tFqttn1JtSfN+/79mpoaOTo6Kj8/37bcvU5jBfNOXFxc7ro9LS1Nq1ev1po1axQcHKxOnTpp3rx5qq6ubvJrPPzwwyoqKmp024kTJyTJ9gGCg4NDgyXn3/8qwY0bNxQdHa3o6Ght2LBBXl5eMpvNiomJaZDpbr+Xe1FTU6OxY8dq+fLlDbb16NFDjo6OysrK0qFDh7Rnzx6tXbtWSUlJys3NVUBAwD2/LgCg/aLAAwDQikJCQnTs2DH17du30e2BgYG6ffu2cnNzbUvov/32WxUXF9uWlzdmyJAhslgsunjxokaOHNnoY5ycnGSxWO6ab9CgQTp37pyKi4sbnYX/+OOPNW7cOD377LOSaktsSUnJXbP9UHx8vJKSklRYWFjve/A1NTVavXq1hg4daps59/LyqncFAIvFoqNHj9qW4J84cULl5eVKTU2Vn5+fJCkvL6/JWeo05b35oZCQEG3dulV9+vRRhw6N/5fKZDJpxIgRGjFihBYtWqTevXtr27Ztmj9/frMzAgDASewAAGhFr732mnJycjR79mwVFBSopKREmZmZmjt3rqTa2elx48Zp+vTp+uSTT1RYWKhnn31WPXv21Lhx4+643379+ul3v/udEhIS9P7776u0tFSHDx/W8uXL9eGHH0qqPdv89evXtXfvXpWXl+u7775rsJ+IiAiNGjVKEyZMUFZWlkpLS7Vr1y7t3r1bktS3b1/brPLx48f14osv6sKFC816D1555RUNGzZMY8eO1ZYtW2Q2m3X48GFNmDBBJSUltjPAS9Ivf/lL7dy5Uzt37tSJEyc0a9YsXblyxbbd399fTk5OWrt2rU6fPq3MzEy99dZbzcpT996UlpaqoKBA5eXlqqqq+tHnzJ49WxUVFYqPj9enn36q06dPa8+ePZo2bZosFotyc3O1bNky5eXlyWw26/3339elS5ea9WEHAADfR4EHAKAVDRo0SPv371dJSYlGjhypIUOG6M0337R9J1uS0tPTFRoaqt/85jcaPny4rFarPvzww3pLwBuTnp6uhIQELViwQP3799dvf/tb5ebm2mamw8PDNXPmTE2aNEleXl5asWJFo/vZunWrHnvsMcXHxyswMFCvvvqqbXb6zTffVEhIiGJiYhQZGSkfHx/FxcU16z3o2LGj9u7dq4SEBL3xxht66KGHNGzYMB09elRHjx7VwIEDbY+dNm2annvuOSUkJCgiIkIBAQH1ToDn5eWljIwMbdmyRYGBgUpNTdWqVaualUeSJkyYoNGjRysqKkpeXl5NujSer6+vDh48KIvFopiYGAUFBen3v/+9PDw85ODgIHd3dx04cEBjxoxRv3799Kc//UlpaWmKjY1tdj4AACTJZOVaJgAAwM527dqlJ598UqtWrap3ST0AAPD/mIEHAAB2Fxsbq127dqmiokLl5eX2jgMAQJvEDDwAAAAAAAbADDwAAAAAAAZAgQcAAAAAwAAo8AAAAAAAGAAFHgAAAAAAA6DAAwAAAABgABR4AAAAAAAMgAIPAAAAAIABUOABAAAAADAACjwAAAAAAAbwf/DrWcdqFTcfAAAAAElFTkSuQmCC",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_overview.ipynb.gz
│ │ │ │ ├── discrete_choice_overview.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9991935483870968%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:23.913663Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:23.913373Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.017154Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.016411Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:25.023642Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:25.023254Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.161090Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.160823Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.310018Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.309335Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.913663Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.913373Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.017154Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.016411Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -37,18 +37,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.319870Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.319496Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.329879Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.329182Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.023642Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.023254Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.034921Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.034256Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -64,18 +64,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.333890Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.333628Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.343072Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.342396Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.038298Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.038040Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.047887Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.047323Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -110,18 +110,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.346370Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.346110Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.353413Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.352874Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.050841Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.050576Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.058458Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.057908Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -149,18 +149,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.356734Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.356462Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.364972Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.364372Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.061405Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.061148Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.069475Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.068904Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -186,18 +186,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
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│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.368213Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.375578Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.072380Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.072134Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.081507Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.080301Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
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│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -232,18 +232,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
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│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.379206Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.378940Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.392710Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.392089Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.084538Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.084284Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.104236Z",
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│ │ │ │ │ │                  },
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -282,18 +282,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.396241Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.395976Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.407532Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.406904Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.107844Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.107572Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.118343Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.117763Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -348,18 +348,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.410973Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.410647Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.430227Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.428488Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.121682Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.121400Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.139909Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.139271Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -376,18 +376,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.433596Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.433313Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.441340Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.440678Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.145665Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.145393Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.154210Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.153610Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -422,18 +422,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.444424Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.444147Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.471961Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.471332Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.157216Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.156968Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.184369Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.183736Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -469,18 +469,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.475511Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.475245Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.502062Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.501363Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.187923Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.187655Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.213045Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.212426Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -497,18 +497,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.505287Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.505019Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.579842Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.579188Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.216455Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.216202Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:25.286219Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:25.284300Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -566,18 +566,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.583253Z",
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│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:25.289754Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:25.289479Z",
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│ │ │ │ │ │                  },
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -635,18 +635,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:10.483605Z"
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/distributed_estimation.ipynb.gz
│ │ │ │ ├── distributed_estimation.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9984375%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:22.655624Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:22.655339Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.506061Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.505490Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:23.509236Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.508894Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -10,18 +10,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.042634Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.042363Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.739089Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.655624Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.655339Z",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from scipy.stats.distributions import norm\n",
│ │ │ │ │ │                  "from statsmodels.base.distributed_estimation import DistributedModel\n",
│ │ │ │ │ │ @@ -61,18 +61,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.742912Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.742501Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.750328Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.749693Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.509236Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.508894Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.515228Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.514499Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "X = np.random.normal(size=(1000, 25))\n",
│ │ │ │ │ │                  "beta = np.random.normal(size=25)\n",
│ │ │ │ │ │                  "beta *= np.random.randint(0, 2, size=25)\n",
│ │ │ │ │ │ @@ -88,18 +88,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.754097Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.753849Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.915423Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.914754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.518669Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.518411Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.732842Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.732257Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "debiased_OLS_mod = DistributedModel(m)\n",
│ │ │ │ │ │                  "debiased_OLS_fit = debiased_OLS_mod.fit(\n",
│ │ │ │ │ │                  "    zip(_endog_gen(y, m), _exog_gen(X, m)), fit_kwds={\"alpha\": 0.2}\n",
│ │ │ │ │ │ @@ -114,18 +114,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.919003Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.918703Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.295693Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.294753Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.736217Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.735964Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.087871Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.087219Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.genmod.generalized_linear_model import GLM\n",
│ │ │ │ │ │                  "from statsmodels.genmod.families import Gaussian\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -145,18 +145,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.299259Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.298961Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.387729Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.386448Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.091423Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.091154Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.184204Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.183537Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.base.distributed_estimation import _est_regularized_naive, _join_naive\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -176,18 +176,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:09.393532Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:09.393261Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.406293Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.405543Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.187759Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.187477Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.200445Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.199794Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.base.distributed_estimation import (\n",
│ │ │ │ │ │                  "    _est_unregularized_naive,\n",
│ │ │ │ │ │                  "    DistributedResults,\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.html
│ │ │ │ @@ -276,35 +276,28 @@
│ │ │ │  <span class="n">yhat</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">label</span><span class="o">=</span><span class="s2">&quot;with R params&quot;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s2">&quot;:&quot;</span><span class="p">)</span>
│ │ │ │  
│ │ │ │  <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">()</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │ -<div class="prompt empty docutils container">
│ │ │ │ -</div>
│ │ │ │ -<div class="output_area docutils container">
│ │ │ │ -<div class="highlight"><pre>
│ │ │ │ -RUNNING THE L-BFGS-B CODE
│ │ │ │ -</pre></div></div>
│ │ │ │ -</div>
│ │ │ │ -<div class="nboutput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │  &lt;matplotlib.legend.Legend at 0xadde5de1e8ed&gt;
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ +RUNNING THE L-BFGS-B CODE
│ │ │ │  
│ │ │ │             * * *
│ │ │ │  
│ │ │ │  Machine precision = 2.220D-16
│ │ │ │   N =            1     M =           10
│ │ │ │  
│ │ │ │  At X0         0 variables are exactly at the bounds
│ │ │ │ @@ -332,15 +325,15 @@
│ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_&lt;=_PGTOL
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │ -<img alt="../../../_images/examples_notebooks_generated_ets_8_3.png" src="../../../_images/examples_notebooks_generated_ets_8_3.png" />
│ │ │ │ +<img alt="../../../_images/examples_notebooks_generated_ets_8_2.png" src="../../../_images/examples_notebooks_generated_ets_8_2.png" />
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <p>The fitted parameters and some other measures are shown using <code class="docutils literal notranslate"><span class="pre">fit.summary()</span></code>. Here we can see that the log-likelihood of the model using fitted initial states is fractionally lower than the one using a heuristic for the initial states.</p>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ @@ -645,32 +638,15 @@
│ │ │ │  
│ │ │ │  At iterate   31    f=  2.27536D+00    |proj g|=  1.28536D-01
│ │ │ │  
│ │ │ │  At iterate   32    f=  2.27317D+00    |proj g|=  6.96983D-02
│ │ │ │  
│ │ │ │  At iterate   33    f=  2.27208D+00    |proj g|=  2.67507D-02
│ │ │ │  
│ │ │ │ -At it
│ │ │ │ -</pre></div></div>
│ │ │ │ -</div>
│ │ │ │ -<div class="nboutput docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
│ │ │ │ -</pre></div>
│ │ │ │ -</div>
│ │ │ │ -<div class="output_area docutils container">
│ │ │ │ -<div class="highlight"><pre>
│ │ │ │ -&lt;matplotlib.legend.Legend at 0xadde5de1e8ed&gt;
│ │ │ │ -</pre></div></div>
│ │ │ │ -</div>
│ │ │ │ -<div class="nboutput docutils container">
│ │ │ │ -<div class="prompt empty docutils container">
│ │ │ │ -</div>
│ │ │ │ -<div class="output_area docutils container">
│ │ │ │ -<div class="highlight"><pre>
│ │ │ │ -erate   34    f=  2.27182D+00    |proj g|=  2.03393D-02
│ │ │ │ +At iterate   34    f=  2.27182D+00    |proj g|=  2.03393D-02
│ │ │ │  
│ │ │ │  At iterate   35    f=  2.27154D+00    |proj g|=  4.82157D-03
│ │ │ │  
│ │ │ │  At iterate   36    f=  2.27147D+00    |proj g|=  4.81379D-03
│ │ │ │  
│ │ │ │  At iterate   37    f=  2.27096D+00    |proj g|=  2.08230D-02
│ │ │ │  
│ │ │ │ @@ -779,19 +755,28 @@
│ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │      9     82    102     90     0     1   1.643D-05   2.245D+00
│ │ │ │    F =   2.2445124982934956
│ │ │ │  
│ │ │ │  CONVERGENCE: REL_REDUCTION_OF_F_&lt;=_FACTR*EPSMCH
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
│ │ │ │ +</pre></div>
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +&lt;matplotlib.legend.Legend at 0xadde5de1e8ed&gt;
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │ -<img alt="../../../_images/examples_notebooks_generated_ets_14_3.png" src="../../../_images/examples_notebooks_generated_ets_14_3.png" />
│ │ │ │ +<img alt="../../../_images/examples_notebooks_generated_ets_14_2.png" src="../../../_images/examples_notebooks_generated_ets_14_2.png" />
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="nb">print</span><span class="p">(</span><span class="n">fit</span><span class="o">.</span><span class="n">summary</span><span class="p">())</span>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -176,17 +176,17 @@
│ │ │ │ │  # obtained from R
│ │ │ │ │  params = [0.99989969, 0.11888177503085334, 0.80000197, 36.46466837,
│ │ │ │ │  34.72584983]
│ │ │ │ │  yhat = model.smooth(params).fittedvalues
│ │ │ │ │  yhat.plot(label="with R params", linestyle=":")
│ │ │ │ │  
│ │ │ │ │  plt.legend()
│ │ │ │ │ -RUNNING THE L-BFGS-B CODE
│ │ │ │ │  [5]:
│ │ │ │ │  <matplotlib.legend.Legend at 0xadde5de1e8ed>
│ │ │ │ │ +RUNNING THE L-BFGS-B CODE
│ │ │ │ │  
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │  Machine precision = 2.220D-16
│ │ │ │ │   N =            1     M =           10
│ │ │ │ │  
│ │ │ │ │  At X0         0 variables are exactly at the bounds
│ │ │ │ │ @@ -208,15 +208,15 @@
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │ │      1      1      2      1     0     1   0.000D+00   5.317D+00
│ │ │ │ │    F =   5.3167544390512402
│ │ │ │ │  
│ │ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
│ │ │ │ │ -[../../../_images/examples_notebooks_generated_ets_8_3.png]
│ │ │ │ │ +[../../../_images/examples_notebooks_generated_ets_8_2.png]
│ │ │ │ │  The fitted parameters and some other measures are shown using fit.summary().
│ │ │ │ │  Here we can see that the log-likelihood of the model using fitted initial
│ │ │ │ │  states is fractionally lower than the one using a heuristic for the initial
│ │ │ │ │  states.
│ │ │ │ │  [6]:
│ │ │ │ │  print(fit.summary())
│ │ │ │ │                                   ETS Results
│ │ │ │ │ @@ -481,18 +481,15 @@
│ │ │ │ │  
│ │ │ │ │  At iterate   31    f=  2.27536D+00    |proj g|=  1.28536D-01
│ │ │ │ │  
│ │ │ │ │  At iterate   32    f=  2.27317D+00    |proj g|=  6.96983D-02
│ │ │ │ │  
│ │ │ │ │  At iterate   33    f=  2.27208D+00    |proj g|=  2.67507D-02
│ │ │ │ │  
│ │ │ │ │ -At it
│ │ │ │ │ -[9]:
│ │ │ │ │ -<matplotlib.legend.Legend at 0xadde5de1e8ed>
│ │ │ │ │ -erate   34    f=  2.27182D+00    |proj g|=  2.03393D-02
│ │ │ │ │ +At iterate   34    f=  2.27182D+00    |proj g|=  2.03393D-02
│ │ │ │ │  
│ │ │ │ │  At iterate   35    f=  2.27154D+00    |proj g|=  4.82157D-03
│ │ │ │ │  
│ │ │ │ │  At iterate   36    f=  2.27147D+00    |proj g|=  4.81379D-03
│ │ │ │ │  
│ │ │ │ │  At iterate   37    f=  2.27096D+00    |proj g|=  2.08230D-02
│ │ │ │ │  
│ │ │ │ │ @@ -599,15 +596,17 @@
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │ │      9     82    102     90     0     1   1.643D-05   2.245D+00
│ │ │ │ │    F =   2.2445124982934956
│ │ │ │ │  
│ │ │ │ │  CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
│ │ │ │ │ -[../../../_images/examples_notebooks_generated_ets_14_3.png]
│ │ │ │ │ +[9]:
│ │ │ │ │ +<matplotlib.legend.Legend at 0xadde5de1e8ed>
│ │ │ │ │ +[../../../_images/examples_notebooks_generated_ets_14_2.png]
│ │ │ │ │  [10]:
│ │ │ │ │  print(fit.summary())
│ │ │ │ │                                   ETS Results
│ │ │ │ │  ==============================================================================
│ │ │ │ │  Dep. Variable:                      y   No. Observations:                   68
│ │ │ │ │  Model:                      ETS(AAdA)   Log Likelihood                -152.627
│ │ │ │ │  Date:                Sat, 21 Sep 2024   AIC                            327.254
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.ipynb.gz
│ │ │ │ ├── ets.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9978118612969157%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.533080Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.532533Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.908827Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.908244Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.915281Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.914910Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -21,18 +21,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:17.980377Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:17.980134Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.582551Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.581942Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.533080Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.532533Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.908827Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.908244Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -43,18 +43,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.585988Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.585618Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.590114Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.589567Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.915281Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.914910Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.925317Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.924699Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "plt.rcParams[\"figure.figsize\"] = (12, 8)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -82,18 +82,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.594307Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.594056Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.896958Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.894757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.928462Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.928210Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.109261Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.108731Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, 'Annual oil production in Saudi Arabia (Mt)')"
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.903697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.903439Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.215416Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.214767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.112340Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.112090Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.361075Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.360494Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -277,42 +277,36 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.218707Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.218435Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.461577Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.458423Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.365134Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.364883Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.602025Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.601473Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ -                    "name": "stdout",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │ -                        "RUNNING THE L-BFGS-B CODE\n"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │                          ]
│ │ │ │ │ │                      },
│ │ │ │ │ │                      "execution_count": 5,
│ │ │ │ │ │                      "metadata": {},
│ │ │ │ │ │                      "output_type": "execute_result"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ +                        "RUNNING THE L-BFGS-B CODE\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "Machine precision = 2.220D-16\n",
│ │ │ │ │ │                          " N =            1     M =           10\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At X0         0 variables are exactly at the bounds\n",
│ │ │ │ │ │ @@ -375,18 +369,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.464925Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.464657Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.504653Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.503985Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.609154Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.608895Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.643374Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.642860Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -421,18 +415,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.515842Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.515460Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.535469Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.534789Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.648411Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.648068Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.661481Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.660960Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -487,18 +481,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.543739Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.543472Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.751947Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.751383Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.664740Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.664460Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.853314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.852687Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, 'Australian Tourists')"
│ │ │ │ │ │ @@ -597,18 +591,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.755650Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.755377Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.227110Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.225826Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.856387Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.856133Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.285301Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.284691Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -687,32 +681,15 @@
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   31    f=  2.27536D+00    |proj g|=  1.28536D-01\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   32    f=  2.27317D+00    |proj g|=  6.96983D-02\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   33    f=  2.27208D+00    |proj g|=  2.67507D-02\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ -                        "At it"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │ -                    "data": {
│ │ │ │ │ │ -                        "text/plain": [
│ │ │ │ │ │ -                            "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ -                        ]
│ │ │ │ │ │ -                    },
│ │ │ │ │ │ -                    "execution_count": 9,
│ │ │ │ │ │ -                    "metadata": {},
│ │ │ │ │ │ -                    "output_type": "execute_result"
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │ -                    "name": "stdout",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │ -                        "erate   34    f=  2.27182D+00    |proj g|=  2.03393D-02\n",
│ │ │ │ │ │ +                        "At iterate   34    f=  2.27182D+00    |proj g|=  2.03393D-02\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   35    f=  2.27154D+00    |proj g|=  4.82157D-03\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   36    f=  2.27147D+00    |proj g|=  4.81379D-03\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate   37    f=  2.27096D+00    |proj g|=  2.08230D-02\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ @@ -823,14 +800,24 @@
│ │ │ │ │ │                          "  F =   2.2445124982934956     \n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "CONVERGENCE: REL_REDUCTION_OF_F_<=_FACTR*EPSMCH             \n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │ +                        "text/plain": [
│ │ │ │ │ │ +                            "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ +                        ]
│ │ │ │ │ │ +                    },
│ │ │ │ │ │ +                    "execution_count": 9,
│ │ │ │ │ │ +                    "metadata": {},
│ │ │ │ │ │ +                    "output_type": "execute_result"
│ │ │ │ │ │ +                },
│ │ │ │ │ │ +                {
│ │ │ │ │ │ +                    "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Figure size 1200x800 with 1 Axes>"
│ │ │ │ │ │                          ]
│ │ │ │ │ │                      },
│ │ │ │ │ │                      "metadata": {},
│ │ │ │ │ │                      "output_type": "display_data"
│ │ │ │ │ │ @@ -872,18 +859,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.230556Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.230292Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.254073Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.253410Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.288532Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.288286Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.313303Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.312688Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -941,34 +928,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.257452Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.257194Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.274167Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.273518Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.316562Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.316317Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.332518Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.332012Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "pred = fit.get_prediction(start=\"2014\", end=\"2020\")"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.277646Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.277395Z",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1198,34 +1185,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "simulated = fit.simulate(anchor=\"end\", nsimulations=17, repetitions=100)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.html
│ │ │ │ @@ -189,21 +189,21 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_674979/3508103541.py:24: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:24: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │    index = pd.date_range(start=&#34;1996&#34;, end=&#34;2008&#34;, freq=&#34;Y&#34;)
│ │ │ │ -/tmp/ipykernel_674979/3508103541.py:44: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:44: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │    index = pd.date_range(start=&#34;1990&#34;, end=&#34;2005&#34;, freq=&#34;Y&#34;)
│ │ │ │ -/tmp/ipykernel_674979/3508103541.py:80: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:80: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │    index = pd.date_range(start=&#34;1970&#34;, end=&#34;2001&#34;, freq=&#34;Y&#34;)
│ │ │ │ -/tmp/ipykernel_674979/3508103541.py:84: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:84: FutureWarning: &#39;Y&#39; is deprecated and will be removed in a future version, please use &#39;YE&#39; instead.
│ │ │ │    index = pd.date_range(start=&#34;2001&#34;, end=&#34;2008&#34;, freq=&#34;Y&#34;)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="Simple-Exponential-Smoothing">
│ │ │ │  <h2>Simple Exponential Smoothing<a class="headerlink" href="#Simple-Exponential-Smoothing" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Lets use Simple Exponential Smoothing to forecast the below oil data.</p>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -126,24 +126,24 @@
│ │ │ │ │      59.7668,
│ │ │ │ │      35.1919,
│ │ │ │ │      44.3197,
│ │ │ │ │      47.9137,
│ │ │ │ │  ]
│ │ │ │ │  index = pd.date_range(start="2005", end="2010-Q4", freq="QS-OCT")
│ │ │ │ │  aust = pd.Series(data, index)
│ │ │ │ │ -/tmp/ipykernel_674979/3508103541.py:24: FutureWarning: 'Y' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:24: FutureWarning: 'Y' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'YE' instead.
│ │ │ │ │    index = pd.date_range(start="1996", end="2008", freq="Y")
│ │ │ │ │ -/tmp/ipykernel_674979/3508103541.py:44: FutureWarning: 'Y' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:44: FutureWarning: 'Y' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'YE' instead.
│ │ │ │ │    index = pd.date_range(start="1990", end="2005", freq="Y")
│ │ │ │ │ -/tmp/ipykernel_674979/3508103541.py:80: FutureWarning: 'Y' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:80: FutureWarning: 'Y' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'YE' instead.
│ │ │ │ │    index = pd.date_range(start="1970", end="2001", freq="Y")
│ │ │ │ │ -/tmp/ipykernel_674979/3508103541.py:84: FutureWarning: 'Y' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3303356/3508103541.py:84: FutureWarning: 'Y' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'YE' instead.
│ │ │ │ │    index = pd.date_range(start="2001", end="2008", freq="Y")
│ │ │ │ │  ********** SSiimmppllee EExxppoonneennttiiaall SSmmooootthhiinngg_?¶ **********
│ │ │ │ │  Lets use Simple Exponential Smoothing to forecast the below oil data.
│ │ │ │ │  [2]:
│ │ │ │ │  ax = oildata.plot()
│ │ │ │ │  ax.set_xlabel("Year")
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.ipynb.gz
│ │ │ │ ├── exponential_smoothing.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9989647633744856%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.399001Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.398496Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.660775Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.660178Z'}}, 'outputs': {0: {'text': {insert: [(0, "
│ │ │ │ │ │┄             '"/tmp/ipykernel_3303356/3508103541.py:24: FutureWarning: \'Y\' is deprecated and will '
│ │ │ │ │ │┄             'be removed in a future version, please use \'YE\' inst […]
│ │ │ │ │ │ @@ -26,32 +26,32 @@
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
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│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:14.263100Z"
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_674979/3508103541.py:24: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303356/3508103541.py:24: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │                          "  index = pd.date_range(start=\"1996\", end=\"2008\", freq=\"Y\")\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_674979/3508103541.py:44: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303356/3508103541.py:44: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │                          "  index = pd.date_range(start=\"1990\", end=\"2005\", freq=\"Y\")\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_674979/3508103541.py:80: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303356/3508103541.py:80: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │                          "  index = pd.date_range(start=\"1970\", end=\"2001\", freq=\"Y\")\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_674979/3508103541.py:84: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303356/3508103541.py:84: FutureWarning: 'Y' is deprecated and will be removed in a future version, please use 'YE' instead.\n",
│ │ │ │ │ │                          "  index = pd.date_range(start=\"2001\", end=\"2008\", freq=\"Y\")\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import os\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │ @@ -182,18 +182,18 @@
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│ │ │ │ │ │                      "name": "stdout",
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│ │ │ │ │ │ @@ -233,18 +233,18 @@
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│ │ │ │ │ │ @@ -307,18 +307,18 @@
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│ │ │ │ │ │ @@ -380,18 +380,18 @@
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│ │ │ │ │ │ @@ -529,18 +529,18 @@
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│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -592,18 +592,18 @@
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2017-12-07T12:39:18.038995Z",
│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:17.108323Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.303733Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.303463Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.823409Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.822741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.321625Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.321359Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.800682Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.800080Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -677,18 +677,18 @@
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2017-12-07T12:39:28.375871Z",
│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:18.040674Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.839679Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.839406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.403296Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.402656Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.803925Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.803684Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.344003Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.343459Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -890,18 +890,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.406422Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.406169Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.547101Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.545653Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.346974Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.346707Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.481330Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.480692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "fit1 = ExponentialSmoothing(\n",
│ │ │ │ │ │                  "    aust,\n",
│ │ │ │ │ │                  "    seasonal_periods=4,\n",
│ │ │ │ │ │ @@ -923,18 +923,18 @@
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2017-12-07T12:39:28.399765Z",
│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:28.377215Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.550431Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.550179Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.567389Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.566736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.484550Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.484302Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.501318Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.500685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = pd.DataFrame(\n",
│ │ │ │ │ │                  "    np.c_[aust, fit1.level, fit1.trend, fit1.season, fit1.fittedvalues],\n",
│ │ │ │ │ │                  "    columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n",
│ │ │ │ │ │ @@ -949,18 +949,18 @@
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2017-12-07T12:39:28.574783Z",
│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:28.401234Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.570986Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.570728Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.587423Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.586761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.504504Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.504258Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.521314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.520685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = pd.DataFrame(\n",
│ │ │ │ │ │                  "    np.c_[aust, fit2.level, fit2.trend, fit2.season, fit2.fittedvalues],\n",
│ │ │ │ │ │                  "    columns=[r\"$y_t$\", r\"$l_t$\", r\"$b_t$\", r\"$s_t$\", r\"$\\hat{y}_t$\"],\n",
│ │ │ │ │ │ @@ -982,18 +982,18 @@
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "ExecuteTime": {
│ │ │ │ │ │                      "end_time": "2017-12-07T12:39:29.636548Z",
│ │ │ │ │ │                      "start_time": "2017-12-07T12:39:28.576279Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.590790Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.590510Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.527450Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.526762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.524704Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.524434Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.356656Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.356020Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1039,18 +1039,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.530884Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.530591Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.231484Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.230734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.363337Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.363058Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.073363Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.072704Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1095,18 +1095,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.235266Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.234992Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.129439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.122717Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.076955Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.076671Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.894575Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.894063Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/formulas.ipynb.gz
│ │ │ │ ├── formulas.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9993055555555556%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:22.566368Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:22.565894Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.607264Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.600996Z'}}}, 5: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:23.610899Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:23.610498Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -19,18 +19,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.919697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.919431Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.933982Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.929211Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.566368Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.565894Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.607264Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.600996Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -53,18 +53,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.937828Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.937453Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.942334Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.941732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.610899Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.610498Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.615051Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.614486Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -79,18 +79,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.945591Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.945335Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.953566Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.952993Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.618118Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.617862Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.626233Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.625703Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -116,18 +116,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.956606Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.956342Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.959243Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.958728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.629192Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.628938Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.632974Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.632410Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -142,18 +142,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.961615Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.961366Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.965436Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.964932Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.635881Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.635633Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.653361Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.652717Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -193,18 +193,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.968163Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.967729Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.981900Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.981260Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.656511Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.656250Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.673731Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.673171Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -212,18 +212,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.985591Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.985327Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.997035Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.996411Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.677111Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.676830Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.692752Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.692085Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -320,18 +320,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.000104Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.999535Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.023258Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.022348Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.696384Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.696120Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.725220Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.724558Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -389,18 +389,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.035880Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.035597Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.054528Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.053914Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.728273Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.728015Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.742320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.741719Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -444,18 +444,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.057630Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.057376Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.071694Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.071107Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.745500Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.745238Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.759649Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.759040Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -488,18 +488,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.075236Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.074963Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.100772Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.099930Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.762984Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.762702Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.781863Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.781306Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -540,18 +540,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.103518Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.103247Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.114473Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.113851Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.785011Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.784754Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.796640Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.796050Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -577,18 +577,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.117120Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.116862Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.134825Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.132155Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.799706Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.799453Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.811802Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.811191Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -630,18 +630,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.138133Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.137853Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.149077Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.148431Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.815286Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.815028Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.833338Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.832686Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -678,18 +678,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.152242Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.151749Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.168510Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.167892Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.836809Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.836526Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.858106Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.857471Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -719,18 +719,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.171507Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.171254Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.191392Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.190756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.861598Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.861340Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.877333Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.876691Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.html
│ │ │ │ @@ -230,27 +230,27 @@
│ │ │ │        <th></th>
│ │ │ │        <th>Variance</th>
│ │ │ │      </tr>
│ │ │ │    </thead>
│ │ │ │    <tbody>
│ │ │ │      <tr>
│ │ │ │        <th>groups_ix</th>
│ │ │ │ -      <td>1.001836</td>
│ │ │ │ +      <td>0.929485</td>
│ │ │ │      </tr>
│ │ │ │      <tr>
│ │ │ │        <th>level1_ix</th>
│ │ │ │ -      <td>2.074272</td>
│ │ │ │ +      <td>1.977766</td>
│ │ │ │      </tr>
│ │ │ │      <tr>
│ │ │ │        <th>level2_ix</th>
│ │ │ │ -      <td>2.894600</td>
│ │ │ │ +      <td>3.076284</td>
│ │ │ │      </tr>
│ │ │ │      <tr>
│ │ │ │        <th>Residual</th>
│ │ │ │ -      <td>4.021876</td>
│ │ │ │ +      <td>4.024959</td>
│ │ │ │      </tr>
│ │ │ │    </tbody>
│ │ │ │  </table>
│ │ │ │  </div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -79,18 +79,18 @@
│ │ │ │ │  The estimated covariance parameters should be similar to groups_var,
│ │ │ │ │  level1_var, etc. as defined above.
│ │ │ │ │  [13]:
│ │ │ │ │  r.cov_struct.summary()
│ │ │ │ │  [13]:
│ │ │ │ │   _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ _ 
│ │ │ │ │  |_ _ _ _ _ _ _ _ _ _|_VV_aa_rr_ii_aa_nn_cc_ee|
│ │ │ │ │ -|_gg_rr_oo_uu_pp_ss____ii_xx_|_1_._0_0_1_8_3_6|
│ │ │ │ │ -|_ll_ee_vv_ee_ll_11____ii_xx_|_2_._0_7_4_2_7_2|
│ │ │ │ │ -|_ll_ee_vv_ee_ll_22____ii_xx_|_2_._8_9_4_6_0_0|
│ │ │ │ │ -|_RR_ee_ss_ii_dd_uu_aa_ll_ _|_4_._0_2_1_8_7_6|
│ │ │ │ │ +|_gg_rr_oo_uu_pp_ss____ii_xx_|_0_._9_2_9_4_8_5|
│ │ │ │ │ +|_ll_ee_vv_ee_ll_11____ii_xx_|_1_._9_7_7_7_6_6|
│ │ │ │ │ +|_ll_ee_vv_ee_ll_22____ii_xx_|_3_._0_7_6_2_8_4|
│ │ │ │ │ +|_RR_ee_ss_ii_dd_uu_aa_ll_ _|_4_._0_2_4_9_5_9|
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _s_t_a_t_s_m_o_d_e_l_s_ _0_._1_4_._3_+_d_f_s_g_]
│ │ │ │ │  ******** _TT_aa_bb_ll_ee_ _oo_ff_ _CC_oo_nn_tt_ee_nn_tt_ss ********
│ │ │ │ │      * _I_n_s_t_a_l_l_i_n_g_ _s_t_a_t_s_m_o_d_e_l_s
│ │ │ │ │      * _G_e_t_t_i_n_g_ _s_t_a_r_t_e_d
│ │ │ │ │      * _U_s_e_r_ _G_u_i_d_e
│ │ │ │ │      * _E_x_a_m_p_l_e_s
│ │ │ │ │      * _A_P_I_ _R_e_f_e_r_e_n_c_e
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.ipynb.gz
│ │ │ │ ├── gee_nested_simulation.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9984214743589743%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:21.598737Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:21.598457Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.602480Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.601883Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:22.615294Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.614900Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -12,18 +12,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.927697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.927432Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.972208Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.971621Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.598737Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.598457Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.602480Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.601883Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import statsmodels.api as sm"
│ │ │ │ │ │ @@ -37,18 +37,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.975540Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.975162Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.983433Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.982761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.615294Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.614900Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.619267Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.618697Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "p = 5"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -60,18 +60,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.986737Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.986426Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.995266Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.994612Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.622338Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.622107Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.625841Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.625340Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "groups_var = 1\n",
│ │ │ │ │ │                  "level1_var = 2\n",
│ │ │ │ │ │                  "level2_var = 3\n",
│ │ │ │ │ │ @@ -86,18 +86,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.998276Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.998024Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.002011Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.001436Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.628510Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.628273Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.631914Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.631399Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "n_groups = 100"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -109,18 +109,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.004986Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.004730Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.009092Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.008485Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.634870Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.634577Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.638556Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.637997Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "group_size = 20\n",
│ │ │ │ │ │                  "level1_size = 10\n",
│ │ │ │ │ │                  "level2_size = 5"
│ │ │ │ │ │ @@ -134,18 +134,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.012742Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.012483Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.017535Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.016967Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.641892Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.641606Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.645662Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.645121Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "n = n_groups * group_size * level1_size * level2_size"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -157,18 +157,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.020752Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.020487Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.037855Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.037328Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.648715Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.648436Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.667258Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.666730Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "xmat = np.random.normal(size=(n, p))"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.040914Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.040663Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.048246Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.047723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.670344Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.670102Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.677333Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.676819Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "groups_ix = np.kron(np.arange(n // group_size), np.ones(group_size)).astype(int)\n",
│ │ │ │ │ │                  "level1_ix = np.kron(np.arange(n // level1_size), np.ones(level1_size)).astype(int)\n",
│ │ │ │ │ │                  "level2_ix = np.kron(np.arange(n // level2_size), np.ones(level2_size)).astype(int)"
│ │ │ │ │ │ @@ -205,18 +205,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.051557Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.051301Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.057016Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.056438Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.680457Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.680216Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.685781Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.685237Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "groups_re = np.sqrt(groups_var) * np.random.normal(size=n // group_size)\n",
│ │ │ │ │ │                  "level1_re = np.sqrt(level1_var) * np.random.normal(size=n // level1_size)\n",
│ │ │ │ │ │                  "level2_re = np.sqrt(level2_var) * np.random.normal(size=n // level2_size)"
│ │ │ │ │ │ @@ -230,18 +230,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.060478Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.060219Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.069923Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.069176Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.688859Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.688592Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.697554Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.697028Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "y = groups_re[groups_ix] + level1_re[level1_ix] + level2_re[level2_ix]\n",
│ │ │ │ │ │                  "y += np.sqrt(resid_var) * np.random.normal(size=n)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -254,18 +254,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.072989Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.072736Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.084785Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.083922Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.700784Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.700512Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.709373Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.708841Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = pd.DataFrame(xmat, columns=[\"x%d\" % j for j in range(p)])\n",
│ │ │ │ │ │                  "df[\"y\"] = y + xmat[:, 0] - xmat[:, 3]\n",
│ │ │ │ │ │                  "df[\"groups_ix\"] = groups_ix\n",
│ │ │ │ │ │ @@ -281,18 +281,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.088322Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.088059Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.233295Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.232777Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.712661Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.712378Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.348255Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.339113Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "cs = sm.cov_struct.Nested()\n",
│ │ │ │ │ │                  "dep_fml = \"0 + level1_ix + level2_ix\"\n",
│ │ │ │ │ │                  "m = sm.GEE.from_formula(\n",
│ │ │ │ │ │ @@ -313,18 +313,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:11.238182Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:11.237929Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:11.249723Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:11.249111Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:26.361634Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:26.361366Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.371312Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.370759Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -347,38 +347,38 @@
│ │ │ │ │ │                              "      <th></th>\n",
│ │ │ │ │ │                              "      <th>Variance</th>\n",
│ │ │ │ │ │                              "    </tr>\n",
│ │ │ │ │ │                              "  </thead>\n",
│ │ │ │ │ │                              "  <tbody>\n",
│ │ │ │ │ │                              "    <tr>\n",
│ │ │ │ │ │                              "      <th>groups_ix</th>\n",
│ │ │ │ │ │ -                            "      <td>1.001836</td>\n",
│ │ │ │ │ │ +                            "      <td>0.929485</td>\n",
│ │ │ │ │ │                              "    </tr>\n",
│ │ │ │ │ │                              "    <tr>\n",
│ │ │ │ │ │                              "      <th>level1_ix</th>\n",
│ │ │ │ │ │ -                            "      <td>2.074272</td>\n",
│ │ │ │ │ │ +                            "      <td>1.977766</td>\n",
│ │ │ │ │ │                              "    </tr>\n",
│ │ │ │ │ │                              "    <tr>\n",
│ │ │ │ │ │                              "      <th>level2_ix</th>\n",
│ │ │ │ │ │ -                            "      <td>2.894600</td>\n",
│ │ │ │ │ │ +                            "      <td>3.076284</td>\n",
│ │ │ │ │ │                              "    </tr>\n",
│ │ │ │ │ │                              "    <tr>\n",
│ │ │ │ │ │                              "      <th>Residual</th>\n",
│ │ │ │ │ │ -                            "      <td>4.021876</td>\n",
│ │ │ │ │ │ +                            "      <td>4.024959</td>\n",
│ │ │ │ │ │                              "    </tr>\n",
│ │ │ │ │ │                              "  </tbody>\n",
│ │ │ │ │ │                              "</table>\n",
│ │ │ │ │ │                              "</div>"
│ │ │ │ │ │                          ],
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "           Variance\n",
│ │ │ │ │ │ -                            "groups_ix  1.001836\n",
│ │ │ │ │ │ -                            "level1_ix  2.074272\n",
│ │ │ │ │ │ -                            "level2_ix  2.894600\n",
│ │ │ │ │ │ -                            "Residual   4.021876"
│ │ │ │ │ │ +                            "groups_ix  0.929485\n",
│ │ │ │ │ │ +                            "level1_ix  1.977766\n",
│ │ │ │ │ │ +                            "level2_ix  3.076284\n",
│ │ │ │ │ │ +                            "Residual   4.024959"
│ │ │ │ │ │                          ]
│ │ │ │ │ │                      },
│ │ │ │ │ │                      "execution_count": 13,
│ │ │ │ │ │                      "metadata": {},
│ │ │ │ │ │                      "output_type": "execute_result"
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_score_test_simulation.ipynb.gz
│ │ │ │ ├── gee_score_test_simulation.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985085227272728%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.405676Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.404546Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.740763Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.740134Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.749156Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.748454Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -14,18 +14,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.013564Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.013302Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.531526Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.530796Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.405676Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.404546Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.740763Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.740134Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from scipy.stats.distributions import norm, poisson\n",
│ │ │ │ │ │ @@ -42,18 +42,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.548194Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.547490Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.555459Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.554758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.749156Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.748454Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.765320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.764700Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def negbinom(u, mu, scale):\n",
│ │ │ │ │ │                  "    p = (scale - 1) / scale\n",
│ │ │ │ │ │ @@ -70,18 +70,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.563751Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.563469Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.574211Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.570763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.768232Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.767971Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.773190Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.772662Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Sample size\n",
│ │ │ │ │ │                  "n = 1000\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -106,18 +106,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.577476Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.577206Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.581960Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.581343Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.775945Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.775707Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.785277Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.784680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Build a design matrix for the alternative (more complex) model\n",
│ │ │ │ │ │                  "x = np.random.normal(size=(n, p))\n",
│ │ │ │ │ │                  "x[:, 0] = 1"
│ │ │ │ │ │ @@ -131,18 +131,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.585622Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.585366Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.592952Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.589029Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.788391Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.788145Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.792638Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.791977Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "x0 = x[:, 0:3]"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -154,18 +154,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.597443Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.597183Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.601061Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.600453Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.796068Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.795804Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.800828Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.799555Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Scale parameter for negative binomial distribution\n",
│ │ │ │ │ │                  "scale = 10"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -178,18 +178,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.604382Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.604121Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.609434Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.608855Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.809127Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.803737Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.817314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.816680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# The coefficients used to define the linear predictors\n",
│ │ │ │ │ │                  "coeff = [[4, 0.4, -0.2], [4, 0.4, -0.2, 0, -0.04]]\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -208,18 +208,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.612545Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.612291Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.624469Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.623131Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.820532Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.820294Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.837309Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.836679Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# hyp = 0 is the null hypothesis, hyp = 1 is the alternative hypothesis.\n",
│ │ │ │ │ │                  "# cov_struct is a statsmodels covariance structure\n",
│ │ │ │ │ │                  "def dosim(hyp, cov_struct=None, mcrep=500):\n",
│ │ │ │ │ │ @@ -272,18 +272,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.628608Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.628351Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:02.082780Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:02.068171Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.840447Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.840201Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.549378Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.548700Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -314,18 +314,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:02.143754Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:02.143472Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:02.339184Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:02.337771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.586363Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.586084Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:27.737495Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:27.736883Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, 'Estimated scale')"
│ │ │ │ │ │ @@ -359,18 +359,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:02.342565Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:02.342305Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:20.582651Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:20.581734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:27.740819Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:27.740518Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:45.304821Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:45.303938Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/generic_mle.ipynb.gz
│ │ │ │ ├── generic_mle.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9991642441860464%
│ │ │ │ │ │┄ Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.458258Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.457745Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.452654Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.452079Z'}}}, 5: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.456096Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.455743Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -27,18 +27,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.244205Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.243944Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.379492Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.378758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.458258Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.457745Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.452654Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.452079Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -56,18 +56,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.387870Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.387487Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.419474Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.418762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.456096Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.455743Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.477329Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.476679Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -113,18 +113,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.507814Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.507532Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.515495Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.514806Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.507522Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.507260Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.517664Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.517011Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -139,18 +139,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.519726Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.519455Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.531463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.530767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.520938Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.520687Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.529341Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.528694Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -170,18 +170,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.535123Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.534849Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.606091Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.604383Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.532547Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.532285Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.604637Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.604047Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -226,18 +226,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.611274Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.610992Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.620996Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.620367Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.607583Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.607336Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.616582Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.615975Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -255,18 +255,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.624147Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.623879Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.639466Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.638777Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.619755Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.619504Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.629297Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.628682Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -288,18 +288,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.645306Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.645031Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.659426Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.658760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.632389Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.632148Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.649327Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.648690Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -355,18 +355,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.667717Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.667441Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.675444Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.674757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.652530Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.652282Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.660988Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.659728Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -375,18 +375,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.683704Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.683429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.691432Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.690760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.664158Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.663914Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.673319Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.672689Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -408,18 +408,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.699606Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.699340Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.707345Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.706730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.676200Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.675960Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.685327Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.684698Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -427,18 +427,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.715586Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.715331Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.723342Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.722727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.688225Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.687985Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.697391Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.696709Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -485,18 +485,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.731569Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.731315Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.739334Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.738723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.700507Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.700265Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.709302Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.708685Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -504,18 +504,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.747566Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.747312Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.791438Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.790763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.712149Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.711913Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.740298Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.739780Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -659,18 +659,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.797688Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.797426Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.805768Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.805165Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.746322Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.746069Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.764977Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.757093Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -688,18 +688,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.809290Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.809018Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.891756Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.890733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.768050Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.767798Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.896478Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.895876Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -736,18 +736,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.894605Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.894361Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.903414Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.902757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.899345Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.899100Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.917693Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.916924Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -778,18 +778,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.906547Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.906301Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.923455Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.922770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.922448Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.922188Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.942232Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.936842Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -836,18 +836,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.926862Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.926577Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.975450Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.974759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.945589Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.945325Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.977389Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.976772Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -880,18 +880,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.978766Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.978487Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.987407Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.986744Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.980588Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.980332Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.993032Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.989896Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -911,18 +911,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.990601Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.990350Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.999412Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.998761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.995993Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.995747Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.001871Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.001338Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -950,35 +950,35 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.002662Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.002409Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.939419Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.938752Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.009654Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.009396Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.024147Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.021683Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%load_ext rpy2.ipython"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.945770Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.945400Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.118777Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.106788Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.027455Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.027092Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.131346Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.130804Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "In addition: Warning message:\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm.ipynb.gz
│ │ │ │ ├── glm.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.998359375%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:21.577975Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:21.577712Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.113400Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.112706Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:22.119490Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:22.119139Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.770473Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.770207Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.285845Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.285218Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.577975Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.577712Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.113400Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.112706Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.290121Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.289752Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.180975Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.180310Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.119490Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.119139Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.013411Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.012722Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │                  "from scipy import stats\n",
│ │ │ │ │ │ @@ -59,18 +59,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.184539Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.184155Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.195453Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.194771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.016986Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.016587Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.022670Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.022072Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -128,18 +128,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.198612Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.198344Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.219458Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.218767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.025813Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.025551Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.040782Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.040001Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "data = sm.datasets.star98.load()\n",
│ │ │ │ │ │                  "data.exog = sm.add_constant(data.exog, prepend=False)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -152,18 +152,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.222553Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.222287Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.229831Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.229105Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.043859Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.043606Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.051657Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.051023Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -189,18 +189,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.233076Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.232802Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.245337Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.244632Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.054840Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.054575Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.067305Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.066678Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -248,18 +248,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.248516Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.248036Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.270274Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.269312Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.070440Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.070168Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.093333Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.092686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -316,18 +316,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.273631Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.273177Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.281838Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.281236Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.096779Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.096481Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.130367Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.120698Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -393,18 +393,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.284883Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.284623Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.294396Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.293742Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.135284Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.135015Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.145320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.144685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "means = data.exog.mean(axis=0)\n",
│ │ │ │ │ │                  "means25 = means.copy()\n",
│ │ │ │ │ │                  "means25.iloc[0] = stats.scoreatpercentile(data.exog.iloc[:,0], 25)\n",
│ │ │ │ │ │ @@ -423,18 +423,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.297540Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.296942Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.301934Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.301406Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.148984Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.148722Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.157317Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.156686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -456,18 +456,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.305384Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.304734Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.313303Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.312758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.160683Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.160390Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.169335Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.168706Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nobs = res.nobs\n",
│ │ │ │ │ │                  "y = data.endog.iloc[:,0]/data.endog.sum(1)\n",
│ │ │ │ │ │                  "yhat = res.mu"
│ │ │ │ │ │ @@ -481,34 +481,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.321676Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.321388Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.324626Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.324063Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.172573Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.172321Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.181329Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.180694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.graphics.api import abline_plot"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.328474Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.328200Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.597041Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.582758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.184698Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.184416Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.436784Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.435589Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -539,18 +539,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.603805Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.603520Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:07.828807Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:07.828174Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.441472Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.441190Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.708709Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.695051Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0.5, 0, 'Fitted values')"
│ │ │ │ │ │ @@ -590,18 +590,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:07.832085Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:07.831810Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.058055Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.057499Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.713043Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.712748Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.943074Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.942413Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -631,18 +631,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.061257Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.060991Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.347439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.346761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.948570Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.948299Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.238391Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.237802Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -683,18 +683,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.350858Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.350569Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.363427Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.362758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.241707Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.241432Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.253409Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.252694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -727,18 +727,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.366834Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.366519Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.395440Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.394757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.256727Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.256438Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.277377Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.276692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -772,18 +772,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.398950Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.398636Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.423427Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.422768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.280947Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.280677Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.295643Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.295000Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -829,18 +829,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.426822Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.426535Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.439434Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.438760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.298917Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.298636Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.304219Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.303642Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nobs2 = 100\n",
│ │ │ │ │ │                  "x = np.arange(nobs2)\n",
│ │ │ │ │ │                  "np.random.seed(54321)\n",
│ │ │ │ │ │ @@ -857,18 +857,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:08.442832Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:08.442547Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:08.467460Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:08.466775Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.307522Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.307270Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.325361Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.324695Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm_formula.html
│ │ │ │ @@ -230,17 +230,17 @@
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_677002/1000445862.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │ +/tmp/ipykernel_3307443/1000445862.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │    print(mod1.params[1])
│ │ │ │ -/tmp/ipykernel_677002/1000445862.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │ +/tmp/ipykernel_3307443/1000445862.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │    print(mod2.params[1] * 2)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  
│ │ │ │  
│ │ │ │              <div class="clearer"></div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -176,20 +176,20 @@
│ │ │ │ │  As expected, the coefficient for double_it(LOWINC) in the second model is half
│ │ │ │ │  the size of the LOWINC coefficient from the first model:
│ │ │ │ │  [4]:
│ │ │ │ │  print(mod1.params[1])
│ │ │ │ │  print(mod2.params[1] * 2)
│ │ │ │ │  -0.020395987154756403
│ │ │ │ │  -0.020395987154757343
│ │ │ │ │ -/tmp/ipykernel_677002/1000445862.py:1: FutureWarning: Series.__getitem__
│ │ │ │ │ +/tmp/ipykernel_3307443/1000445862.py:1: FutureWarning: Series.__getitem__
│ │ │ │ │  treating keys as positions is deprecated. In a future version, integer keys
│ │ │ │ │  will always be treated as labels (consistent with DataFrame behavior). To
│ │ │ │ │  access a value by position, use `ser.iloc[pos]`
│ │ │ │ │    print(mod1.params[1])
│ │ │ │ │ -/tmp/ipykernel_677002/1000445862.py:2: FutureWarning: Series.__getitem__
│ │ │ │ │ +/tmp/ipykernel_3307443/1000445862.py:2: FutureWarning: Series.__getitem__
│ │ │ │ │  treating keys as positions is deprecated. In a future version, integer keys
│ │ │ │ │  will always be treated as labels (consistent with DataFrame behavior). To
│ │ │ │ │  access a value by position, use `ser.iloc[pos]`
│ │ │ │ │    print(mod2.params[1] * 2)
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _s_t_a_t_s_m_o_d_e_l_s_ _0_._1_4_._3_+_d_f_s_g_]
│ │ │ │ │  ******** _TT_aa_bb_ll_ee_ _oo_ff_ _CC_oo_nn_tt_ee_nn_tt_ss ********
│ │ │ │ │      * _I_n_s_t_a_l_l_i_n_g_ _s_t_a_t_s_m_o_d_e_l_s
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm_formula.ipynb.gz
│ │ │ │ ├── glm_formula.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9992283950617284%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:20.877589Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:20.877326Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:21.916491Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:21.915906Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:21.923434Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:21.923170Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -17,18 +17,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.503664Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.503393Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.614337Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.613687Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.877589Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.877326Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.916491Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.915906Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -69,18 +69,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.617571Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.617293Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.659376Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.658739Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.923434Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.923170Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.959505Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.958954Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -139,18 +139,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.662773Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.662485Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.703268Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.702591Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.964982Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.964696Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.004352Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.003785Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -215,18 +215,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.706253Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.705995Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.713762Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.713153Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.007600Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.007324Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.014957Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.014313Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -237,17 +237,17 @@
│ │ │ │ │ │                          "-0.020395987154757343\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_677002/1000445862.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3307443/1000445862.py:1: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │                          "  print(mod1.params[1])\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_677002/1000445862.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3307443/1000445862.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │                          "  print(mod2.params[1] * 2)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "print(mod1.params[1])\n",
│ │ │ │ │ │                  "print(mod2.params[1] * 2)"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm_weights.ipynb.gz
│ │ │ │ ├── glm_weights.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9988486842105262%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:18.617580Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:18.617297Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:20.161411Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:20.160712Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:20.173800Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:20.173422Z', 'iopub.status.idle': '2024-09-23T12:07:2 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.011671Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.011404Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.318784Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.314921Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.617580Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.617297Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.161411Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.160712Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import statsmodels.formula.api as smf\n",
│ │ │ │ │ │ @@ -40,18 +40,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.339916Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.339526Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.351463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.350771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.173800Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.173422Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.181364Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.180699Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -101,18 +101,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.371744Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.371457Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.395431Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.394759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.189611Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.189344Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.217424Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.216761Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "data = sm.datasets.fair.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -124,18 +124,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.407705Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.407432Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.442847Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.442154Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.225605Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.225345Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.282796Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.282158Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -303,18 +303,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.448420Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.448149Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.461653Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.461060Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.287297Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.287036Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.300343Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.299092Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -419,18 +419,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.465234Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.464981Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.538784Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.522782Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.303347Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.303094Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.317216Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.316581Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -529,18 +529,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.547718Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.547421Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.598786Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.582769Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.320202Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.319946Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.327230Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.326712Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -559,18 +559,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.607696Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.607428Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.658782Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.642758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.330055Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.329807Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.339143Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.338570Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -612,18 +612,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.667702Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.667431Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.693542Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.693016Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.342034Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.341794Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.360089Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.359545Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -746,18 +746,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.696664Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.696409Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.713853Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.713353Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.363032Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.362762Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.381463Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.380923Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -888,18 +888,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.716742Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.716480Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.721132Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.720628Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.384323Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.384079Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.390603Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.390080Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -939,18 +939,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.723658Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.723410Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.756950Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.756298Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.393498Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.393244Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.422797Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.422261Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -990,18 +990,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.761376Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.761109Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.772726Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.770752Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.425626Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.425390Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.431208Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.430718Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1029,18 +1029,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.776154Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.775884Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.797609Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.797003Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.433984Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.433748Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.453091Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.452534Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1081,18 +1081,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.800810Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.800549Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.807427Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.806818Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.455993Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.455746Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.461797Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.461288Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1123,18 +1123,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.810430Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.810182Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.835963Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.835217Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.464679Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.464381Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.487901Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.486671Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1183,18 +1183,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.839157Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.838867Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.847761Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.847183Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.491192Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.490916Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.514140Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.513562Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1228,18 +1228,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.850885Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.850588Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.873135Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.872531Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.517304Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.517052Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.538794Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.538236Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1280,18 +1280,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.876504Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.876244Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.882586Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.882059Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.541901Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.541624Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.548171Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.547620Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1319,18 +1319,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.885607Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.885356Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.907259Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.906594Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.551320Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.551057Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.571837Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.571265Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1386,18 +1386,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.910476Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.910216Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.915835Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.915159Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.575348Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.575079Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.579204Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.578664Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -1406,18 +1406,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.919062Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.918773Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.935169Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.934487Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.582143Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.581887Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.593462Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.592897Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1498,18 +1498,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.938648Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.938384Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.952319Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.951698Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.596531Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.596274Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.607623Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.607084Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1590,18 +1590,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.955484Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.955216Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.968585Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.967987Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.610707Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.610455Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.622079Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.621517Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1682,18 +1682,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.971731Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.971464Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.985591Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.984919Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.625269Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.625006Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.636402Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.635790Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1790,18 +1790,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.989510Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.989234Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.014286Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.013694Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.639471Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.639222Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.662053Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.661523Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1825,18 +1825,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.017428Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.017170Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.034219Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.033624Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.664999Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.664749Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.680654Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.680095Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1872,18 +1872,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.037287Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.037029Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.052811Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.052207Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.683527Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.683264Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.697113Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.696394Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1909,18 +1909,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.055937Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.055681Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.073736Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.070605Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.700427Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.699834Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.717130Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.716541Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1955,18 +1955,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.077532Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.077271Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.084511Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.083973Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.720339Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.719665Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.726861Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.726346Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1987,18 +1987,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.087575Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.087317Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.095601Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.094990Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.729601Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.729378Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.735803Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.735291Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2021,18 +2021,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.098617Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.098358Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.105290Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.104694Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.738667Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.738439Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.744523Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.744004Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2051,18 +2051,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.110265Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.110009Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.118408Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.117883Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.747252Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.747014Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.753320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.752822Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2085,18 +2085,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.121400Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.121150Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.128334Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.127225Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.756012Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.755760Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.761618Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.761113Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2115,18 +2115,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.132316Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.132058Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.143455Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.142774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.764685Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.764400Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.770954Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.770230Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2154,18 +2154,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.146617Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.146361Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.159456Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.158760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.779563Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.779292Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.783294Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.782795Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2187,18 +2187,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.162886Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.162588Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.194781Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.178754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.788913Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.788645Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.794758Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.794275Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2221,18 +2221,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.211685Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.211410Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.254854Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.241481Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.797437Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.797207Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.803624Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.802889Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2255,18 +2255,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 39,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.267707Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.267440Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.293661Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.292748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.806835Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.806551Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.815633Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.815057Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2297,18 +2297,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 40,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.296955Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.296693Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.311422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.310784Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.818547Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.818312Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.824737Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.824212Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2327,18 +2327,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 41,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.314815Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.314527Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.327402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.326735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.827403Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.827165Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.833385Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.832877Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2357,18 +2357,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 42,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.334923Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.330580Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.343392Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.342735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.836156Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.835903Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.843113Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.842530Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2387,18 +2387,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 43,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.351672Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.351408Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.359350Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.358735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.846133Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.845894Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.852212Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.851718Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2417,18 +2417,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 44,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.367720Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.367460Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.375354Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.374731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.854941Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.854690Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.859539Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.859077Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2451,18 +2451,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 45,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.383796Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.383517Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.391351Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.390729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.863907Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.863667Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.867636Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.867161Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2485,18 +2485,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 46,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.399804Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.399500Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.407358Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.406734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.870440Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.870213Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.875373Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.874815Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2519,18 +2519,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 47,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.419089Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.415396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.424046Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.423469Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.878468Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.878225Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.884512Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.883996Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2549,18 +2549,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 48,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.429116Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.428855Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.439415Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.438757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.887232Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.886991Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.892240Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.891763Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2580,18 +2580,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 49,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.445448Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.445170Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.455415Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.454759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.894832Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.894585Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.899211Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.898648Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2610,18 +2610,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 50,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.458806Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.458509Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.486749Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.470747Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.903258Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.903000Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.906918Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.906401Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2640,18 +2640,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 51,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.495644Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.495372Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.546746Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.530725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.910659Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.910413Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.917448Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.916870Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2672,18 +2672,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 52,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.563646Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.563384Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.599406Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.598728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.920373Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.920123Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.927502Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.926975Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2706,18 +2706,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 53,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.615579Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.615314Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.643355Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.642728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.930409Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.930167Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.944789Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.944164Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -2770,18 +2770,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 54,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.653275Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.653016Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.671373Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.670733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.947702Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.947449Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.959600Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.959033Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gls.ipynb.gz
│ │ │ │ ├── gls.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9989309210526316%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:18.489621Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:18.489372Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.966489Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.964718Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:19.981746Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.981378Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:02.751614Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:02.751357Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.824304Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.823659Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.489621Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.489372Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.966489Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.964718Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -36,18 +36,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.829444Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.829086Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.846076Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.845443Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.981746Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.981378Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.995109Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.994603Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -82,18 +82,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.849356Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.849102Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.854711Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.854121Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.000429Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.000178Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.004217Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.003713Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -114,18 +114,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.857892Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.857634Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.865483Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.864879Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.007443Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.007209Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.014414Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.013813Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -154,18 +154,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.869251Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.868988Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.879399Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.878741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.019041Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.018772Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.021655Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.021154Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -181,18 +181,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.882751Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.882473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.894903Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.894220Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.024047Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.023800Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.030374Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.029595Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -217,18 +217,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.898289Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.898023Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.907396Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.906731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.036272Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.036027Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.045329Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.044710Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -244,18 +244,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.910812Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.910530Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.916670Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.916046Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.051210Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.050950Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.069380Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.068714Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "sigma = rho ** order\n",
│ │ │ │ │ │                  "gls_model = sm.GLS(data.endog, data.exog, sigma=sigma)\n",
│ │ │ │ │ │                  "gls_results = gls_model.fit()"
│ │ │ │ │ │ @@ -271,18 +271,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.920056Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.919806Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.943468Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.942768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.077582Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.077309Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.105347Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.104695Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -347,18 +347,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.946924Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.946617Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.963425Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.962759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.113773Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.113501Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.125364Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.124687Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/influence_glm_logit.ipynb.gz
│ │ │ │ ├── influence_glm_logit.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986607142857143%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:18.049598Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:18.049337Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.329069Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.325577Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:19.341902Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:19.341529Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.869805Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.869546Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.054777Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.038727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.049598Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.049337Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.329069Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.325577Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -42,18 +42,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.071811Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.071442Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.183484Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.182770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.341902Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.341529Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.430061Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.429493Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -68,18 +68,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.203767Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.203490Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.231595Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.230771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.441531Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.441284Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.454094Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.453590Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -132,34 +132,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.239768Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.239487Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.247482Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.246764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.461481Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.461234Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.465195Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.464655Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "infl = res.get_influence(observed=False)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.255717Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.255451Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.297618Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.296948Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.467789Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.467557Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.483700Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.483210Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -346,18 +346,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.307759Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.307484Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.766773Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.754771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.488757Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.488486Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.747785Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.747212Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -377,18 +377,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.773562Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.773165Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.027500Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.026781Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.752867Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.752427Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.024654Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.024029Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -408,18 +408,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.035728Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.035454Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.430750Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.414730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.027513Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.027275Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.296846Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.296283Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -439,18 +439,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.439652Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.439384Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.694937Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.694250Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.300122Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.299876Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.537412Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.536863Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -470,18 +470,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.698104Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.697841Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.953015Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.952142Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.540418Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.540144Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.810422Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.809815Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -501,18 +501,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.959993Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.959728Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.282815Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.266758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.813519Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.813250Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.081829Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.081289Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/kernel_density.ipynb.gz
│ │ │ │ ├── kernel_density.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9984797297297298%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:17.061633Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:17.061377Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:18.481904Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:18.481328Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:18.485707Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:18.485301Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -24,18 +24,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.333937Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.333696Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:00.853571Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:00.853005Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:17.061633Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:17.061377Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.481904Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.481328Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from scipy import stats\n",
│ │ │ │ │ │ @@ -52,18 +52,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:00.858029Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:00.857631Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:00.862466Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:00.861931Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.485707Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.485301Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.489871Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.489346Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(12345)  # Seed the random number generator for reproducible results"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -75,18 +75,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:00.866487Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:00.866236Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:00.874059Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:00.873542Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.493206Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.492944Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.498543Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.498007Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Location, scale and weight for the two distributions\n",
│ │ │ │ │ │                  "dist1_loc, dist1_scale, weight1 = -1, 0.5, 0.25\n",
│ │ │ │ │ │                  "dist2_loc, dist2_scale, weight2 = 1, 0.5, 0.75\n",
│ │ │ │ │ │ @@ -111,18 +111,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:00.877835Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:00.877580Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.115155Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.114267Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.501876Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.501610Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.725919Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.725363Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -171,18 +171,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.118697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.118421Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.139213Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.130744Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.729155Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.728876Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.736242Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.735694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -206,18 +206,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.145627Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.145377Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.516040Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.515478Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.739343Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.739070Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.004849Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.004218Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -291,18 +291,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.519417Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.519161Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.811704Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.811096Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.008278Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.008017Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.280970Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.279828Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -375,18 +375,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.814821Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.814547Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.821093Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.820543Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.287390Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.287100Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.293841Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.293312Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['gau', 'epa', 'uni', 'tri', 'biw', 'triw', 'cos', 'cos2', 'tric']"
│ │ │ │ │ │ @@ -411,18 +411,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:01.823922Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:01.823689Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:03.089160Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:03.088552Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.296842Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.296559Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:20.489607Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:20.489017Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -474,18 +474,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:03.099748Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:03.099461Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.562041Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.561505Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:20.492889Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:20.492508Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.668267Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.667687Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -533,18 +533,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.577340Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.577072Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.582328Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.581551Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.672600Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.672328Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.677635Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.677060Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "obs_dist = mixture_rvs(\n",
│ │ │ │ │ │                  "    [0.25, 0.75],\n",
│ │ │ │ │ │                  "    size=250,\n",
│ │ │ │ │ │ @@ -554,18 +554,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.586078Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.585813Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.595418Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.594739Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.681135Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.680877Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.687997Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.687442Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -582,18 +582,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.598800Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.598511Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.954740Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.942723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.691000Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.690722Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.953069Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.952519Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -639,18 +639,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.963659Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.963389Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:04.987379Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:04.986730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.956198Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.955938Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.964189Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.963649Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<statsmodels.nonparametric.kde.KDEUnivariate at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -673,18 +673,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:04.995664Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:04.995396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.086775Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.070759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.967232Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.966960Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:21.991631Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:21.991071Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.314324140492138"
│ │ │ │ │ │ @@ -700,18 +700,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.099720Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.099450Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:05.150951Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:05.138764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:21.994773Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:21.994512Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.001216Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.000680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([0.18085886])"
│ │ │ │ │ │ @@ -734,18 +734,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:05.157435Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:05.157162Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.031497Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.030782Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.004180Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.003932Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.807271Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.806760Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -775,18 +775,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.036587Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.036325Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.228371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.227219Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:22.812158Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:22.811901Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:22.985323Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:22.984685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/lowess.ipynb.gz
│ │ │ │ ├── lowess.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.99765625%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:15.100934Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:15.100581Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:16.461324Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:16.460683Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:16.481844Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:16.481418Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -12,18 +12,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.475681Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.475414Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.891499Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.890777Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.100934Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.100581Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.461324Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.460683Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pylab\n",
│ │ │ │ │ │                  "import seaborn as sns\n",
│ │ │ │ │ │ @@ -35,35 +35,35 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.899919Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.899522Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.905499Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.904136Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:16.481844Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:16.481418Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.485320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.484694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Seed for consistency\n",
│ │ │ │ │ │                  "np.random.seed(1)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.913240Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.912973Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.947494Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.946743Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:16.493694Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:16.493403Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.510914Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.510288Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Generate data looking like cosine\n",
│ │ │ │ │ │                  "x = np.random.uniform(0, 4 * np.pi, size=200)\n",
│ │ │ │ │ │                  "y = np.cos(x) + np.random.random(size=len(x))\n",
│ │ │ │ │ │ @@ -73,18 +73,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.951124Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.950811Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.308181Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.304088Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:16.516229Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:16.515956Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.778802Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.778214Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -116,18 +116,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.311944Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.311658Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:00.740777Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:00.740224Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:16.784831Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:16.784517Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.220744Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.204725Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Now create a bootstrap confidence interval around the a LOWESS fit\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -169,18 +169,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:00.744040Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:00.743775Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:01.006883Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:01.006178Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:18.233659Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:18.233383Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:18.560717Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:18.544698Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/markov_regression.ipynb.gz
│ │ │ │ ├── markov_regression.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.999084051724138%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.444891Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.444313Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.987837Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.987231Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.993066Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.992685Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.186665Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.186406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.605384Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.604763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.444891Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.444313Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.987837Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.987231Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -64,18 +64,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.609898Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.609514Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.148618Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.148065Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.993066Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.992685Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.409068Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.408460Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -107,18 +107,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.198266Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.197997Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.218912Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.218307Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.447462Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.447204Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.467712Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.467157Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -280,18 +280,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.222117Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.221842Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.491008Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.486762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.470599Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.470358Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.741005Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.740347Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -329,18 +329,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.499738Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.499455Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.505702Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.505120Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.744037Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.743788Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.749676Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.749142Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -385,18 +385,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.509014Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.508744Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.714901Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.714088Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.752498Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.752242Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.959398Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.958870Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Fit the model\n",
│ │ │ │ │ │                  "mod_fedfunds2 = sm.tsa.MarkovRegression(\n",
│ │ │ │ │ │                  "    dta_fedfunds.iloc[1:], k_regimes=2, exog=dta_fedfunds.iloc[:-1]\n",
│ │ │ │ │ │ @@ -405,18 +405,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.718791Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.718501Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.747445Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.746752Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.962654Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.962404Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.984026Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.983506Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -593,18 +593,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.755669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.755401Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.982791Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.970755Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.986889Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.986628Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.154396Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.153650Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -642,18 +642,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.991741Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.991458Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.022778Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.006762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.157587Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.157340Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.162494Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.161993Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -680,18 +680,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.032966Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.032704Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.835031Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.822819Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.165507Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.165248Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.277360Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.276789Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -714,18 +714,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.838596Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.838331Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.007637Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.007006Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.283179Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.282913Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.337327Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.336693Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -910,18 +910,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.011092Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.010827Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.102772Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.090755Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.340333Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.340086Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.401247Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.400652Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1165,18 +1165,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.112988Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.112720Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.807407Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.806750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.404684Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.404392Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.125819Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.125213Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1226,18 +1226,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.813487Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.813241Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.339383Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.338726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.128989Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.128724Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.649271Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.648667Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1273,18 +1273,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.351712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.351446Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.392493Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.391890Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.657594Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.657324Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.701279Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.700674Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -1449,18 +1449,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.395821Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.395570Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.683349Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.682725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.709556Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.709291Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.986211Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.985665Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/mediation_survival.ipynb.gz
│ │ │ │ ├── mediation_survival.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9988451086956522%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:14.386640Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:14.386405Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:15.357383Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:15.356724Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:15.361162Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:15.360787Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -18,18 +18,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:56.859693Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:56.859412Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.891463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.890781Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.386640Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.386405Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.357383Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.356724Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │ @@ -44,18 +44,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.899860Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.899494Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.907422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.906771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.361162Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.360787Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.369046Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.364708Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(3424)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -67,18 +67,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.915705Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.915437Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.923439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.922763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.372568Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.372298Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.381327Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.380692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "n = 1000"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -90,18 +90,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.931682Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.931418Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.939432Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.938762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.384753Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.384462Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.393311Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.392690Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "exp = np.random.normal(size=n)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -114,18 +114,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.947715Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.947437Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.966789Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.950816Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.396709Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.396414Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.405312Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.404689Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def gen_mediator():\n",
│ │ │ │ │ │                  "    mn = np.exp(exp)\n",
│ │ │ │ │ │ @@ -144,18 +144,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.975699Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.975437Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.010791Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.994765Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.408645Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.408363Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.417295Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.416695Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def gen_outcome(otype, mtime0):\n",
│ │ │ │ │ │                  "    if otype == \"full\":\n",
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.019698Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.019427Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.051534Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.038202Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.420603Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.420348Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.429275Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.428682Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def build_df(ytime, ystatus, mtime0, mtime, mstatus):\n",
│ │ │ │ │ │                  "    df = pd.DataFrame(\n",
│ │ │ │ │ │ @@ -215,18 +215,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.057551Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.057295Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.075844Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.074800Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.432593Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.432333Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.441301Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.440686Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def run(otype):\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -258,18 +258,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.081496Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.081219Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:02.210791Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:02.195124Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.444673Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.444393Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:19.504835Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:19.504285Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -299,18 +299,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:02.235798Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:02.235523Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:06.128563Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:06.127617Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:19.513760Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:19.513500Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:23.131438Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:23.130876Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -340,18 +340,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:06.132362Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:06.132096Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:09.735205Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:09.734598Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:23.135820Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:23.135559Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:26.904242Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:26.903607Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/metaanalysis1.ipynb.gz
│ │ │ │ ├── metaanalysis1.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9977754237288137%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:12.007199Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:12.006948Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:12.460663Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:12.460060Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:12.463986Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:12.463646Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -24,34 +24,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:56.009682Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:56.009419Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:56.469560Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:56.468936Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.007199Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.006948Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.460663Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.460060Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:56.473636Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:56.473288Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.234814Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.218773Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.463986Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.463646Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.126276Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.125625Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "from scipy import stats, optimize\n",
│ │ │ │ │ │ @@ -80,18 +80,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.252243Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.251851Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.306758Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.290729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.129604Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.129220Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.138686Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.138170Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['Carroll', 'Grant', 'Peck', 'Donat', 'Stewart', 'Young']"
│ │ │ │ │ │ @@ -118,18 +118,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.315723Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.315447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.360103Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.359494Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.141610Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.141364Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.149627Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.149084Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['Carroll', 'Grant', 'Peck', 'Donat', 'Stewart', 'Young']"
│ │ │ │ │ │ @@ -149,18 +149,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.363324Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.363046Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.373268Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.371477Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.152648Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.152375Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.158739Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.158245Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([120, 130,  80, 400,  95, 170])"
│ │ │ │ │ │ @@ -183,18 +183,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.376430Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.376172Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.387448Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.386779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.161778Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.161535Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.165861Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.165348Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "eff, var_eff = effectsize_smd(mean2, sd2, nobs2, mean1, sd1, nobs1)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -209,18 +209,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.390958Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.390648Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.409606Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.406748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.168848Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.168563Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.179703Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.179106Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -248,18 +248,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.413136Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.412882Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.427663Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.426693Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.183097Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.182830Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.190516Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.189885Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "{(0.05,\n",
│ │ │ │ │ │ @@ -278,18 +278,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.431148Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.430856Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.445329Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.444687Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.193553Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.193300Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.200886Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.200260Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "'chi2'"
│ │ │ │ │ │ @@ -305,18 +305,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.448783Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.448518Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.645738Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.645123Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.204311Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.204054Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.401493Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.400822Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -334,18 +334,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.651476Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.651199Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.690781Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.682768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.404818Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.404519Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.414464Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.413928Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -382,18 +382,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.695729Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.695469Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.870767Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.870171Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.417561Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.417303Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.585492Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.584923Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -449,18 +449,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.874136Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.873883Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.879104Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.878460Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.588832Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.588531Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.593384Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.592884Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "eff = np.array([61.00, 61.40, 62.21, 62.30, 62.34, 62.60, 62.70, 62.84, 65.90])\n",
│ │ │ │ │ │                  "var_eff = np.array(\n",
│ │ │ │ │ │                  "    [0.2025, 1.2100, 0.0900, 0.2025, 0.3844, 0.5625, 0.0676, 0.0225, 1.8225]\n",
│ │ │ │ │ │ @@ -469,18 +469,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.882100Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.881848Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.074412Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.073872Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.596349Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.596103Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.787957Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.787299Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -530,18 +530,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.079361Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.079082Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.271452Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.270774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.797602Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.797346Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.091152Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.090586Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -608,34 +608,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.274954Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.274659Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.283425Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.282761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.096251Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.095993Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.098805Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.098306Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import io"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.286929Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.286630Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.303360Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.302729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.103670Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.103440Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.110210Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.109709Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "ss = \"\"\"\\\n",
│ │ │ │ │ │                  "    study,nei,nci,e1i,c1i,e2i,c2i,e3i,c3i,e4i,c4i\n",
│ │ │ │ │ │                  "    1,19,22,16.0,20.0,11,12,4.0,8.0,4,3\n",
│ │ │ │ │ │ @@ -663,34 +663,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.306611Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.306364Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.311315Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.310738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.121582Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.121330Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.129041Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.124903Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "eff, var_eff = effectsize_2proportions(*dta, statistic=\"rd\")"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.314087Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.313850Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.320233Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.319740Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.137290Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.137021Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.147649Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.146960Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([ 0.03349282,  0.18655462,  0.07107843,  0.38636364,  0.19375   ,\n",
│ │ │ │ │ │ @@ -713,18 +713,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.323189Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.322913Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.549969Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.549392Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.152491Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.152218Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.380801Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.379541Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -786,18 +786,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.553130Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.552886Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.563427Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.562813Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.384163Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.383884Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.388901Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.388043Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[ 18,  19,  12,  22],\n",
│ │ │ │ │ │ @@ -832,18 +832,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.566604Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.566357Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:58.797118Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:58.796477Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.400868Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.400551Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.633167Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.632570Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -897,18 +897,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:58.800439Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:58.800188Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.024225Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.023622Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.637194Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.636933Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.864804Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.864229Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -969,34 +969,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.027482Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.027211Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.035415Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.034760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.867904Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.867650Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.871570Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.871053Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.genmod.generalized_linear_model import GLM"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.038751Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.038461Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.051373Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.050731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.875502Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.874164Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.884015Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.883498Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1023,18 +1023,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.054920Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.054630Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.075383Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.074736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.887426Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.886680Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.898025Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.897392Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1054,18 +1054,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.078804Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.078521Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.089556Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.088980Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.901454Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.901194Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.910545Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.909386Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array(1.), array([[-5.55111512e-17,  0.00000000e+00]]))"
│ │ │ │ │ │ @@ -1091,18 +1091,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.092951Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.092696Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.111379Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.110728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.913432Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.913193Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.925112Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.924556Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1120,18 +1120,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.114922Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.114644Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.135359Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.134726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.927926Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.927679Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.935722Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.934596Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(1.0113358914264383, array([[-0.00100017,  0.00100017]]))"
│ │ │ │ │ │ @@ -1161,18 +1161,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.138790Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.138513Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.151375Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.150736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.939029Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.938622Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.946014Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.945354Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[18,  1],\n",
│ │ │ │ │ │ @@ -1192,18 +1192,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.154468Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.154217Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.163125Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.162479Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.949052Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.948547Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.955645Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.954624Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([18,  1, 12, 10])"
│ │ │ │ │ │ @@ -1219,18 +1219,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.166420Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.166165Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.173190Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.172531Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.959595Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.958497Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.964564Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.963206Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([18, 19, 12, 22])"
│ │ │ │ │ │ @@ -1246,34 +1246,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.176592Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.176313Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.201489Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.200805Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.968434Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.968109Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.154040Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.153374Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import statsmodels.stats.api as smstats"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.205448Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.205180Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.238817Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.222743Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.159304Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.159030Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.165560Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.164948Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "st = smstats.StratifiedTable(ctables.astype(np.float64))"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -1285,18 +1285,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.247671Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.247405Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.298322Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.286741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.177666Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.177387Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.181296Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.180743Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.4428186730553187, -2.220446049250313e-16)"
│ │ │ │ │ │ @@ -1312,18 +1312,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.305703Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.305424Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.319492Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.318846Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.184879Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.184587Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.188465Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.187947Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.08928560091027186, 0.0)"
│ │ │ │ │ │ @@ -1339,18 +1339,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.322899Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.322611Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.343442Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.342760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.192789Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.192478Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.196529Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.196014Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.2678221109331691, 0.6178152351774683)"
│ │ │ │ │ │ @@ -1366,18 +1366,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.351771Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.351495Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.359403Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.358749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.200901Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.200583Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.204158Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.203663Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1391,18 +1391,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 39,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.367761Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.367477Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.379420Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.378758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.208328Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.208077Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.212244Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.211739Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1425,18 +1425,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 40,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.387703Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.387431Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.395402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.394757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.218302Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.218041Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.228075Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.227556Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[ 19,  34,  72,  22,  70, 183,  26,  61,  36,  45, 246, 386,  59,\n",
│ │ │ │ │ │ @@ -1455,18 +1455,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 41,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.403704Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.403429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.411395Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.410754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.233957Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.233704Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.249467Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.248848Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([ 19,  34,  72,  22,  70, 183,  26,  61,  36,  45, 246, 386,  59,\n",
│ │ │ │ │ │ @@ -1542,18 +1542,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 42,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:59.419701Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:59.419428Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:59.435419Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:59.434756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.252896Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.252600Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.265409Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.264789Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/mixed_lm_example.ipynb.gz
│ │ │ │ ├── mixed_lm_example.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9991279069767443%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.366359Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.365490Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:48.117391Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:48.116705Z'}}}, 8: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:48.125793Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:48.125394Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -8,18 +8,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.068927Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.068636Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.819453Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.818787Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.366359Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.365490Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.117391Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.116705Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │ @@ -88,18 +88,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.843895Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.843483Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.007548Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.006732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.125793Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.125394Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.329332Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.328681Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -199,18 +199,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.051761Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.051462Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.291290Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.290009Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.361132Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.360849Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.673084Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.670600Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -298,18 +298,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.294579Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.294309Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.306899Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.305944Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.681646Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.681365Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.693355Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.692694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.10324316832591753"
│ │ │ │ │ │ @@ -325,18 +325,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.311071Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.310799Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.702040Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.701403Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.701654Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.701372Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.997350Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.996688Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -432,18 +432,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.705710Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.705410Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.721611Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.720982Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.005645Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.005362Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.037129Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.033566Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "data = sm.datasets.get_rdataset(\"Sitka\", \"MASS\", cache=True).data\n",
│ │ │ │ │ │                  "endog = data[\"size\"]\n",
│ │ │ │ │ │                  "data[\"Intercept\"] = 1\n",
│ │ │ │ │ │ @@ -458,18 +458,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.724974Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.724714Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.919665Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.918920Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.040397Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.040130Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.255726Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.255143Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -609,18 +609,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.929515Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.929258Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.755365Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.754727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.258933Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.258660Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.047611Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.047042Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -668,18 +668,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.758792Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.758512Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.611466Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.610777Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.050523Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.050267Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.742550Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.741972Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import warnings\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "with warnings.catch_warnings():\n",
│ │ │ │ │ │ @@ -695,34 +695,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.617522Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.617244Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.623424Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.622755Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.749644Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.749369Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.752955Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.752370Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.626920Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.626632Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.880488Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.879859Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.755797Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.755551Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.938980Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.938398Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, '-2 times profile log likelihood')"
│ │ │ │ │ │ @@ -758,18 +758,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.883727Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.883479Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.054785Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.038640Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.942210Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.941955Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.581110Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.580526Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ols.ipynb.gz
│ │ │ │ ├── ols.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9983125%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:11.536587Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:11.536264Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.982957Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.982400Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:11.986613Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.985873Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.814099Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.813843Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.326742Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.310734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.536587Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.536264Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.982957Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.982400Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.335895Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.335544Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.875408Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.874733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.986613Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.985873Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.805392Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.804729Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -54,18 +54,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.883775Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.883398Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.891352Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.890729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.809140Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.808760Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.813869Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.813279Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nsample = 100\n",
│ │ │ │ │ │                  "x = np.linspace(0, 10, 100)\n",
│ │ │ │ │ │                  "X = np.column_stack((x, x ** 2))\n",
│ │ │ │ │ │ @@ -81,18 +81,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.899590Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.899339Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.907325Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.906727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.817232Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.816973Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.821194Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.820646Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "X = sm.add_constant(X)\n",
│ │ │ │ │ │                  "y = np.dot(X, beta) + e"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -105,18 +105,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.915604Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.915345Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.939344Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.938728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.824442Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.824180Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.838387Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.837830Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -163,18 +163,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.947634Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.947357Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.955320Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.954724Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.841485Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.841230Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.846723Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.846178Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -198,18 +198,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.963595Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.963342Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.971345Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.970728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.849703Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.849455Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.854522Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.853992Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nsample = 50\n",
│ │ │ │ │ │                  "sig = 0.5\n",
│ │ │ │ │ │                  "x = np.linspace(0, 20, nsample)\n",
│ │ │ │ │ │ @@ -228,18 +228,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.979602Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.979344Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.003348Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.002727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.857527Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.857271Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.871355Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.870808Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -286,18 +286,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.011588Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.011333Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.019332Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.018722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.874769Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.874519Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.880764Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.880184Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -329,18 +329,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.027599Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.027341Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.447006Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.442722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.884045Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.883797Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.085048Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.082168Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -386,18 +386,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.455351Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.455060Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.463332Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.462725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.088601Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.088307Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.095314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.094579Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nsample = 50\n",
│ │ │ │ │ │                  "groups = np.zeros(nsample, int)\n",
│ │ │ │ │ │                  "groups[20:40] = 1\n",
│ │ │ │ │ │ @@ -424,18 +424,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.469692Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.469433Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.479371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.478729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.098326Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.098073Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.104057Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.103562Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -470,18 +470,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.487597Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.487346Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.499805Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.499266Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.106853Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.106585Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.119920Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.119376Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -528,18 +528,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.502942Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.502659Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.715398Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.714736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.122964Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.122695Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.309330Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.308685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -577,18 +577,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.718523Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.718260Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.724385Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.723867Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.312624Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.312317Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.325314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.324684Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -612,18 +612,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.727556Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.727309Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.739419Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.738740Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.328812Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.328523Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.341327Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.340696Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -645,18 +645,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.742944Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.742663Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.751374Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.750730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.344652Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.344380Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.364713Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.348836Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "beta = [1.0, 0.3, -0.0, 10]\n",
│ │ │ │ │ │                  "y_true = np.dot(X, beta)\n",
│ │ │ │ │ │                  "y = y_true + np.random.normal(size=nsample)\n",
│ │ │ │ │ │ @@ -665,18 +665,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.754736Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.754460Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.790745Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.778730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.373594Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.373322Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.383405Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.380036Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -689,18 +689,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.801001Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.800734Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.842790Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.826723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.387125Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.386840Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.393538Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.392943Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -722,18 +722,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.853095Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.852830Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.898752Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.882738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.396940Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.396650Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.410723Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.410133Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.datasets.longley import load_pandas\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "y = load_pandas().endog\n",
│ │ │ │ │ │ @@ -749,18 +749,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.909040Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.908779Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.962758Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.947816Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.414233Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.413970Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.430467Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.429864Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -823,18 +823,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.972079Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.971825Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.014756Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.998728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.433669Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.433406Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.440265Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.439530Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "norm_x = X.values\n",
│ │ │ │ │ │                  "for i, name in enumerate(X):\n",
│ │ │ │ │ │                  "    if name == \"const\":\n",
│ │ │ │ │ │ @@ -851,18 +851,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.025154Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.024876Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.058761Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.042727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.444733Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.444435Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.449999Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.449246Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -886,18 +886,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.069028Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.068769Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.110791Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.094729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.453194Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.452849Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.459939Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.458497Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -936,18 +936,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.121071Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.120802Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.166746Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.150721Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.463210Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.462931Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.469283Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.468646Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "infl = ols_results.get_influence()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -959,18 +959,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.177114Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.176851Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.230746Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.214728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.472677Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.472388Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.478913Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.478294Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.5"
│ │ │ │ │ │ @@ -986,18 +986,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.240980Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.240719Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.302857Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.286751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.482017Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.481750Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.502443Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.500718Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/pca_fertility_factors.html
│ │ │ │ @@ -543,15 +543,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_676698/427128218.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.
│ │ │ │ +/tmp/ipykernel_3306854/427128218.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.
│ │ │ │    ax.set_xticklabels(dta.columns.values[::10])
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -126,16 +126,16 @@
│ │ │ │ │  lines = ax.plot(pca_model.factors.iloc[:, :3], lw=4, alpha=0.6)
│ │ │ │ │  ax.set_xticklabels(dta.columns.values[::10])
│ │ │ │ │  ax.set_xlim(0, 51)
│ │ │ │ │  ax.set_xlabel("Year", size=17)
│ │ │ │ │  fig.subplots_adjust(0.1, 0.1, 0.85, 0.9)
│ │ │ │ │  legend = fig.legend(lines, ["PC 1", "PC 2", "PC 3"], loc="center right")
│ │ │ │ │  legend.draw_frame(False)
│ │ │ │ │ -/tmp/ipykernel_676698/427128218.py:3: UserWarning: set_ticklabels() should only
│ │ │ │ │ -be used with a fixed number of ticks, i.e. after set_ticks() or using a
│ │ │ │ │ +/tmp/ipykernel_3306854/427128218.py:3: UserWarning: set_ticklabels() should
│ │ │ │ │ +only be used with a fixed number of ticks, i.e. after set_ticks() or using a
│ │ │ │ │  FixedLocator.
│ │ │ │ │    ax.set_xticklabels(dta.columns.values[::10])
│ │ │ │ │  [../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png]
│ │ │ │ │  To better understand what is going on, we will plot the fertility trajectories
│ │ │ │ │  for sets of countries with similar PC scores. The following convenience
│ │ │ │ │  function produces such a plot.
│ │ │ │ │  [8]:
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/pca_fertility_factors.ipynb.gz
│ │ │ │ ├── pca_fertility_factors.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9992219650205761%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:10.328604Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:10.328233Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.655931Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.655361Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:11.659264Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.658874Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -17,18 +17,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.263478Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.263212Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.628894Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.628227Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.328604Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.328233Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.655931Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.655361Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -50,18 +50,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.632875Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.632471Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.660973Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.660344Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.659264Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.658874Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.686171Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.685649Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -277,18 +277,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.664232Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.663966Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.688346Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.687770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.689073Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.688825Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.711519Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.710965Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -541,18 +541,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.691481Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.691201Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.892162Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.891554Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.714237Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.713976Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.897553Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.896518Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -591,18 +591,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.897305Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.897011Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.971566Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.970775Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.901163Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.900879Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.953595Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.952708Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -617,18 +617,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.975478Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.975180Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.259360Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.258729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.958902Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.958621Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.190566Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.189826Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -654,29 +654,29 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.262659Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.262383Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.497396Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.496810Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.194507Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.194253Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.419508Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.418881Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_676698/427128218.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306854/427128218.py:3: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n",
│ │ │ │ │ │                          "  ax.set_xticklabels(dta.columns.values[::10])\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -706,18 +706,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.501066Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.500814Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.505803Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.505257Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.422722Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.422451Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.427340Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.426816Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -732,18 +732,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.508965Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.508720Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.519431Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.518761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.430377Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.430117Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.435573Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.435039Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -762,18 +762,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.522796Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.522525Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.802783Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.790752Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.438868Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.438585Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.648781Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.648118Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -800,18 +800,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.810166Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.809895Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.128209Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.127618Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.651875Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.651617Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.965272Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.964699Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -838,18 +838,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.131424Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.131151Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.331533Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.330764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.968403Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.968145Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.165411Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.164820Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -875,18 +875,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.334631Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.334372Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.634779Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.618761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.168470Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.168209Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.380580Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.379488Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/plots_boxplots.html
│ │ │ │ @@ -481,17 +481,17 @@
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │  &lt;&gt;:18: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │  &lt;&gt;:30: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │  &lt;&gt;:18: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │  &lt;&gt;:30: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │ -/tmp/ipykernel_674980/1205084488.py:18: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │ +/tmp/ipykernel_3303358/1205084488.py:18: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │    plot_opts[&#34;bean_legend_text&#34;] = &#34;Income &lt; \$30k&#34;
│ │ │ │ -/tmp/ipykernel_674980/1205084488.py:30: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │ +/tmp/ipykernel_3303358/1205084488.py:30: SyntaxWarning: invalid escape sequence &#39;\$&#39;
│ │ │ │    plot_opts[&#34;bean_legend_text&#34;] = &#34;Income &gt; \$50k&#34;
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[15]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -238,18 +238,18 @@
│ │ │ │ │  
│ │ │ │ │  # Show all plots.
│ │ │ │ │  # plt.show()
│ │ │ │ │  <>:18: SyntaxWarning: invalid escape sequence '\$'
│ │ │ │ │  <>:30: SyntaxWarning: invalid escape sequence '\$'
│ │ │ │ │  <>:18: SyntaxWarning: invalid escape sequence '\$'
│ │ │ │ │  <>:30: SyntaxWarning: invalid escape sequence '\$'
│ │ │ │ │ -/tmp/ipykernel_674980/1205084488.py:18: SyntaxWarning: invalid escape sequence
│ │ │ │ │ +/tmp/ipykernel_3303358/1205084488.py:18: SyntaxWarning: invalid escape sequence
│ │ │ │ │  '\$'
│ │ │ │ │    plot_opts["bean_legend_text"] = "Income < \$30k"
│ │ │ │ │ -/tmp/ipykernel_674980/1205084488.py:30: SyntaxWarning: invalid escape sequence
│ │ │ │ │ +/tmp/ipykernel_3303358/1205084488.py:30: SyntaxWarning: invalid escape sequence
│ │ │ │ │  '\$'
│ │ │ │ │    plot_opts["bean_legend_text"] = "Income > \$50k"
│ │ │ │ │  [15]:
│ │ │ │ │  Text(0.5, 1.0, "US national election '96 - Age & Party Identification")
│ │ │ │ │  [../../../_images/examples_notebooks_generated_plots_boxplots_22_2.png]
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _s_t_a_t_s_m_o_d_e_l_s_ _0_._1_4_._3_+_d_f_s_g_]
│ │ │ │ │  ******** _TT_aa_bb_ll_ee_ _oo_ff_ _CC_oo_nn_tt_ee_nn_tt_ss ********
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/plots_boxplots.ipynb.gz
│ │ │ │ ├── plots_boxplots.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9979498792270531%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.370203Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.369246Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.934134Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.933503Z'}}}, 5: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.939946Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.939584Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -15,18 +15,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.418797Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.418507Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.946786Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.370203Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.369246Z",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │ @@ -54,18 +54,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.959950Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.959529Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.991353Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.990731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.939946Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.939584Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.961041Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.960252Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "data = sm.datasets.anes96.load_pandas()\n",
│ │ │ │ │ │                  "party_ID = np.arange(7)\n",
│ │ │ │ │ │                  "labels = [\n",
│ │ │ │ │ │ @@ -87,18 +87,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.999609Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.999355Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.299481Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.298767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.964299Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.964048Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.292594Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.292020Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, 'Age')"
│ │ │ │ │ │ @@ -138,18 +138,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.303430Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.303114Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.319477Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.318754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.298371Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.298103Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.303678Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.303105Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def beanplot(data, plot_opts={}, jitter=False):\n",
│ │ │ │ │ │                  "    \"\"\"helper function to try out different plot options\"\"\"\n",
│ │ │ │ │ │                  "    fig = plt.figure()\n",
│ │ │ │ │ │ @@ -169,18 +169,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.322924Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.322623Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.599471Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.598771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.307054Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.306757Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.577606Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.577027Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -196,18 +196,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.602639Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.602368Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.119373Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.118727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.580795Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.580499Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.920168Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.919634Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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8MChKAgyMEqk2Yds2uG3aMAtStWsfYyzCqAjpXIZpbreHFFAtqaUBeXuomMbo9aO29e2hVCpBVnceXyaSKkra1Ctlp0SqA1V7/DMkVHWn38kJBWVKpGKvOiNVaxDCYNvUQrsdWJa1XWmfKIrwPA+u60YYFSGdy7DMMZtNWI5NJdFtwDBMSFv3vBSo22JbKJRLY1Y8JVQVhTLNSJEO8HqP/50TKUVNTMknBu3Gtm0wMChqAowSqbZRTaS2Ke2TJXhg9JSVkIAYpglphz0TJVmCx+hzF3eu68JyrNHrx9NMYlsoaeUxH9QragJlTZtyFRjUta8DTVTapyQSKPUPRBAVaYRt2/BYNZHyQIlUuzAta3QzXqDabIJmFMlUtWzZMixbtizQc7z8yitgqoQ7fnvz6M8MvYLSwDBWP/0fiGJww5wlS5ZgyZIlgR2/01mWBY8xSEo1kRJlidZwxxxjDMVyGbPUeTv9TkmqsF0HlUoFyWQyguiiQYlUB9J1HYIkQhCEnX6nqAkMbn1iQHs1xFet2YSSVGlGqo2YtrXdeg1Jkuj6kSkrjETj3B/+AMl95mK/gw4c/dngpi14+m//wDnfPh3Tp08P9PykeYZhVBOprTNSkixDN42IoyITMQwDtusgkdo5UUqoKlzPg67rUyqRotK+DqTrOqQxFgIC1UTKcmwqeYg527arzSYSKs1ItRHDNLd7Ai5IIpX2ERIg0xqr2QSV1LYD0zThMW90jZQkS6gYlEjFmaZpcD1vzNK+RFKFy7wp19CMEqkOVO3xv/NCQKA69epMwT/0drNtaR9joAFBmzBNE6L8+qBO3DojRdePEP+5rgvbcXZOpLaukaL1NvFWTaRen5GSFQVaZertQ9RONE2DyzwkkmOskZqi40tKpDpQqVyCoOy8WRpQm3plU+4Pvd1YlgXwHGRFpjU2bWTH0j5Rkuj6ERIQy7Lg4fU1NjW1zx09wIg3wzDgMgZJqVbQiLIMw6DkN840TYPDvDG79smKAo/DlBtfUiLVgUqaNubTAgBQ1OrU61Tcfbqd2LYNQRCqbX050EC8TZjm9s0mRJFK+wgJSm1GY8zSPkqkYq+6RsqDrNRmpGSYlknbRcSYpmlgHCCPUfXEcRzkRGLKJVLUbCIip5xyCpYvXx7IsTVNA+O5nVrCVjGYuoHl11wPaYcvH78sXrwYS5cuDeTYU4VlWRAkERzHgRMFGhD4IOgOYowxPL/6Rah3dCGVTY/+rH/tBrz4yJPo6uoK7NzUPYzEUdCfOdM08dJrr+LeB+6Hsk2XWsaA/rXr8eIjT6C7uzuw89PnrjWmaQI8N7oPmKwo8MBgGAZSqVTE0bWvID93w8PD2DQ4gGeefGrM3w9u3ILH7/wnZs2aFcj54/iZo0QqIkuXLg0k2WCM4XvnnYvet74J+xy4YMzX3H71b7Hk6OPwnve8x/fzE39su7GrIAg0I+WDoG/ApmnijPPPwZ4LD8bub9579Od//9V1+NLHPolDDjkksHMTEkdBf+Y2btyIi5b+HIcsPhY9M6Zt97vbrrwBnzvu4zjssMMCOz9pjWEYELd54CspMlzmUSLVoiA/d7fffjtWPPMIjjrx+DF//68/34pDd30jTjjhhEDOH0dU2tdhLMuCaZvjlvYBgKROvanXdmPb9ujGrrwk0oxUG9hx4XSNQNePkECYpgkPr3d925YgS/S5i7lKpQJhm2snKwo8Vp2RIvFULpchjLFHaY2iJlAql0OMKHqUSHWY2kLARGr8REpMKChPsT/0dmNZFvita20ESaQZqTZQ21xyx/UagiRR9zBCAjD68GKM5kqCKNLnLuYMw9iuMda2M1IknkrlMuQJEykVhXIpxIiiR4lUhymXy+P2+K+R1QSKpan1h95ubNserRvnRZrRaAe1DmKivGMiRdePkCCM9/ACAHiZEqm423FGSkkkaEYq5grl0oTjy0RSRXGKJVK0RioiQS0GLJfLeG39Ojzy2KMQBGHM1+SHRiDaHv76l7/4fn4gnosB241hGqNrpKjZRHsYr7SPp+tHSCBM0wQn8GN+1wkSlfbFnabr280minJ1I+VKpRJhVO1v0aJFWLlyZSDHdl0X4DhwPDfm75nHAMZw0fk/COT8CxcuxIoVKwI5drMokYpIUMnGo48+iqv//Hsc99+fB8eN/Yf+/GNPQnthPb5/9jm+n5/4wzDN0aesgijAoCersVd7Or7jeg1ekugJKyEB2HED7G0JkgidBuSxplV0yMnXy8Q4joOoyHS/bFFQiYbneTj9nLOwyyFvwd4L9h/zNRtfWYOX7nkQPzzznCnTMIRK+zpMuVyGnEiMm0QBgJpKQavotO4mxoxtBggiLZpuC+PuaSNTIkVIEEzThCCN/TxYkmUYJn3u4qys6zuttxFliWakYqpSqcDx3AmbmSlJFY7nTamGZpRIdZhSqQQxOf5CQABIpJJwmEcNJ2Js2xkpSZJoRqoNmKYJxmN0bVuNJMuoWHT9CPGbaZrgx9kPUZJlVOgBRqxpFQ2Ksv3GroIiUyIVU7quw/U8KGNsxlujqAm4zIOu6yFGFi1KpDpMsVSENMFCQABQU0k4HiVScWZY5uiGyaIkwaCBeOyZW5PfHWeDJVmiAR0hAZgokRIViUr7Ysx1XRimudOMlCDLU2oQ3k50XYfLvIlnpCiRIu0uVyhATScnfI2aTsFhLkrUuS+2TOv1khVRklAxaEAQd+OVGUmyDL0ydb5UCAlLxTAmLO2jBxjxValU4HoM8g6zG3JCgTaFBuHtpJZIKer4M1KyooBxoESKtK9csQB1kgV+sqKA8RwlUjHFGINl2aPd36prpGg9W9yZprldK98aSZZRobUahPhOr+iQx9hDCnj9c8cYCzkqUo9KpQKPeVB2mJGSEwpKGlXLxJGmafCAnZLfbVUbhii0Roq0J8dxUCyXoKYmnpHiOA5yUkWxWAwpMtIIx3Hget7oGqlaaR8NCOLNMAzwYyVSigzDNOF5XgRREdK59EoFsjL2mmBZkeF6LjXqianxZjeURAJlfeoMwtuJrusQlJ3L13ckJqZWeSYlUh2kXC7D8TwkM+lJXyulVJqRiinLssDAtkukXNet7t9AYqtSqYxd2qfI8BijzUEJ8ZluGBCVcZpNKApc2tw1tiqVClzGdlojJScUlDWNHhzGkK7rkMZ5cLGtqbbOjRKpDlIsFuF43qQzUkC1RWUunw8+KNKw2n5EolwdlEtSdZNCerIabxXD2G5zyRpZUeDRgI4Q3+mGPsGMFH3u4qw2I7VjmZiiqrAch7ZniaFKpQIhMXYp7bakhAxtCs0qUiLVQYrFIhzmIpmefEYqmU5hOJ8LISrSqNFESnx9HymPUSIVd1pFH13Xti1JkeEyjwZ0hPjI86qfqfESKUmW4NHnLrYqlQpERQbPbz8MnYpd39pFWdMgjPEdtyM5kUCpTIkUaUOFQgGcKOw0VT6WZCaNXCFP0+cxVEukJPn10j5KpOJPq1TG/OzRk3FC/GeaJlzGxpwFBqqDOSrtiy9N0yCOMbtBiVR8lXVtwo59NYo6tda5jd03lARu2bJlWLZsma/HHBgYQH9hBE899vikr61oOrTBETz7+JMQBMHXOJYsWYIlS5b4esy4COK67UjTNLy6bi0efuRhiJII27SQ29yPF594Guoke4S1qpOvXdB0Q0dWmb3Tz2VFpifjZEoK8n5p2zZWv/IyMvetRGKM+yLzGPrXbcALjzyBrq6uQGLo5PvlKaecguXLlwd2fNM0YTk2fnvZFdv9nDEPVsXEzddc7/vYZFuLFy/G0qVLAzt+J9J0Dcq0yZeOyAkFJX3qdF6kRCoiQdyAb1q2DE/0r8XCjx076WuH+wfw+J/vxPe+eRrmzJnjaxydLIwvzhdeeAGX/eYqHPWlJdUORoUi7v/dLfj2yV/HnnvuGei5SXM8z0PFMDB9jDKj2qL3Cm0OSqaYIO+XmzZtwkVLf4aDj/8gemZOH/M1t15xPb7wkcU49NBDA4mhky1dujTQROO3v/sdnh7eiCM+8oHtfu7YNu648rf4xme/gAULFgR2ftK4sq4jsWvvpK9TEgkMGgY8z9updLMTdf5/4RQyksshmZl4D6maVCYNx3NRKBQCjoo06vU1UrUNeUUq7Ys5wzDgjdGBCgB4nocgSzQjRYiPDMOAy7xxS/sAQFRkeoARUyWtPGaZmChJ4ER+Su1D1A4YY9B0va6lI3JianXMpESqgwzmhpHKZut6raKqYAKPPHXuix3LssB4DvzWsgZaIxV/kw3qRIkSKUL8VN3QlUGZYHNQSqTiq1gqIZEcu1RdSii0RipmTNOE67k7baA8FllR4DJvynz2KJHqEKZpoqRpSGUzdb2e4zgo6SQlUjFkWRYEURzd9E4QRTCOEqk4Gx3UKWMP6gRFmjJfKoSEQdd1MI6DOMYm2DWCotDnLqaKWmncxgWiqtCMVMzU9v2qZx8pOZGA602dcnZaI9UhCoUCbM+tO5ECADmdor2kYsiyrO02duU4DoIk0b4aMVb9kvHGLXsQ6Ml4rL366qt47bXXxvzdAQccgJkzZ4YcEZmMruuQEvLoA6exSIqEsjZ1Fr23C9u2YRgmZo3TPElQFJTLdN3ipFq+Pv533LZkRYaHqdNgiRKpiPjdEcdxHOiVCuSrrwHH1TfRaFsWeAac9j//41scQGd3wwmja9/g4CD6csN4/N8Pjf5sYP0m/Gflg5g2bVqg5+7kLlRBqlQqcD220+aSNZIytTYobDf/+Oc9eHzN6p1KjcyyDtu28cEPfjCiyMh4KpUKhAnWRwHVNszFKbSfTbvQdR0O86CMU9qXUBMolkshR0UmUi1fZ+Pu27atqbblByVSEfG7I84jjzyCa2/5A479789N+IRuW88//hTKz6/F9886p+73THVhJBq33nor7l71OI5a8vHRn911w8348KELcfTRRwd6btIcXdcBvtoYZCxyQkFZo5r/uCppZczd701427vfud3P//Wnv9NajZjSdR3CJIM6OZFAeZg2no+bcrkMl3njrpFKpJIo9BVDjopMxDTNakOlSR5eAIAoS/AwdRIpWiPVIXK5HJR0sqGEKN2VRbmiU8lRzFiWBX6HATkvilTaF2OVSgVSQhn386eoKkpUYhRbpfLYG01KCSoxiquyVoY8xoau26p+7mhGKm40TYPjeWPu/wUACVVFUaMZqTipNVQS5ckTKY7jIMoyJVKkvQwND0Ous/V5TaarC7bnYmRkJKCoSDMsyxrt2FfDiyI1m4ix6tPx8b9g5ISCcoUGdHHkeR60ijZm9zdFTaBICXAsFUqlcUvDahJJFYZl0r0zZjRNgztBaZ+SVFEx6LrFiWEY4EWh7k2Sp9KWH5RIdYiB4SGkuupvNAEAqWwGtucil6PShzgxLXOnEjFeEuhLJcaq6zXGLzNSEglUKgZc1w0xKlIPXdfheAzKGE/HlUSCZjRiqlgujTujUaOoCbjMo/LMmCmXyxAVedxBuZpKwmUede6LEdM0IUjjd8jckSBLU2bMQmukOgBjDIPDw+jdbe+G3icnFPCyRIlUzJiWBXGHG5YgijAtM6KIOkOQjUI2bNiAkmPiwTvvHvP3FU1HeXAELzz97OhGy36iJiHN03W9+nR8jNK+RFLFYLkExhitI40RxhjKmoYZ47TPrkmo6uiAvLu7O5zgOkSQ98uBgQEMFEbw5COPjvl727SQ29yP5x9/CuokyXKzOvmeGcS1qzXBeuKhh+t6/dDmPjyYvA1XXHGFr3HE8bpRItUBisUiKpaBTE9Xw+9VsmkMDw8HEBVplmGaEJLbfzQFSYRpTo2nO0EJ8ga89Je/xIDi4OCjFo75+6Et/XjyL3fhrP/5NmbNmhVIDKQ5EyVSipqA5diwLAtKHd2qSDgMw4Dp2OM2K6hRkiocj2Y2mhHk/XL58uV4aMNLeO/xHxrz92algn9c+3t86wtfwb777htIDJ0siGv397//Hfc8/ySO/NTH6nr9yr/cjnfM3D12SU8QqLSvA4yMjMDyXGS6G0+kkl0ZDAwNBhAVaZZl7zwjJUkSzCkyTd6OSlp5wvUaVGIUXxMnUipcxui6xYymaXA9D4lkcsLXJZIqPDBqGBIzxVIJSmr8+6WcSMDlQNctRkzT3KkJ1kQkWUKF1kiRdjE8PAyHeUh1ZRt+b6a7C32DAwFERZplmOZO5V+CKMKg0r7YKmsalMQEiVSCEqm40jQNHocx90epXTea0YiXcrkMh3lIpCZOpHieh6jINCCPmXypCHWCJJjjOMhqgq5bjBimCb6BsnRKpEhbGRkZgZxO1t1NZVuZni4UyqUp012lHViWDUEao7SPZqRiybIsGJY55oxGjaTI8DhQIhVDuq5DUsZuXV8rDaPrFi+1fYgmGozXSEkakMdNrpifNAmW1ARKJWqBHhemaUJS6m82IUoSTHtqjFkokeoAg0NDSGTTTb033d0Fy3NpnVSMWLYFaYzSPmuK3JTazUSlYTUcx0FSFBqQx5CmaZDUsdc/UUlmPJXLZUDgIcqTD+xEVaEBeYxYlgW9YkBNTbxdi6gmUKTrFhuGae40LpmIKEkwzKlRRUPNJjrAloF+pHu6m3pvtqcHlutiaGgIu+66q7+BkYa5rgvbdSCMUdpnWbQhbxzVEqnJFr5LqkIlYjE00R5ggiBAkCW6bjFTKpUgJxN1dVJUVBX5YiGEqDpLUF37bNvG6ldeRva+lRM+fMoNDmOFx+EPN9/sewxAPLu/+WXRokVYuXKlr8d0XRfgAI6vb/6FeQxgDOefdbavcSxcuBArVqzw9ZitokSqzbmui4HhIczea35T75dkCVIygaGhIZ8jI82wbRseYzvtIyVKEizbpDbMMVTbXHKyPW3EhEIlRjFULJUgT1SWmZBpRipmSqUSxEkeXNQkM2nkNueDDagDBZVorFu3Dhf/8v9w2Kc+jGxvz7iv+89Dj8Fd24+zv/s932PodEEkGhdc/GNg7jQsOOzgul7/8jOr0P/48/jx93/oeyxxQ6V9bW5kZASGbSHb5IwUACjdGQwMUue+OLBtG4yxMWekPAY4jhNRZGQ8tQ5iEz1dBQApoaBMMxuxU9LKE147MZGgGamYyRcKE3bJ3JaaSiJfLIAxFnBUpB6lUgkO8yYt7VPTKRTLJXieF1JkZCKWZdVVSlsjiCIcx5kSm9BTItXmhoeHq63PW0ikMj1d2DLQ719QpGm2bcMD26nZhCiKYGBTZqfwdqJpGnhJ3Cn53VFCVVEoU81/3BTKpQlnEwVFpgQ4ZkYKeaiTNCuoUdMpmI6NSqUScFSkHsViERAFSOOU09Yk0ynYrkuz+DFh2VZDm8mLkggPbEo8/KVEqs0NDg4CklD3l8pYsj3d6B8apCc/MVCdkQJEcfsnP4IkwmNT46bUbnRdh5iYfLNWJamiSIlUrDDGqq3rJ5iRStB1ixXGGHLFPJLp+hosqakUHM+rDuBJ5EqlUl2ziWoqBYfRdYsDz/NgO/akDwu3JYgiGGOw7c5f202JVJsbGBiA2p1pad1MdloPKraJkZERHyMjzaitkdrxhiVOoZtSu6l2fZu4rA+oDsjLmkYPLGLEMAzYrjNhIqVQ97BYMQwDumEgmZm4NKwmmUnD9lwakMdEoVCAmJz8fpnMpOB4LnVcjAHHceAx7LR2eyLC1hmpqTBmoWYTbW5Lfz9SLZT1AUBXby8s18Xg4CCmT5/uT2CkKbZtg2HnZhNT6abUbkrlMsTExGUqQLW0z/FcVCoVpCZZH0DC8fr6tvGfkCdUFXl9U4hRkYkUi0U4nodkJlPX6xNJFR7HUChQ5744yBUm30MKAOREAoznKQFuwimnnILly5f7djzGGMrlMoQr5Lr3K/U8D7Zh4vfXXA++zk5/9Vi8eDGWLl3q2/H8EOtEynEcnHfeefjd736Hvr4+7LLLLjjppJNw1llnjV4YxhjOP/98XHXVVcjlcjjkkEPwi1/8Avvvv3/E0QePMYbNA/3oWfDGlo6TSKrgZAGDg4PYd999fYqONGOyGSlaIxU/xXJp0tbnwNY9iTwPmqZRIhUT9bSuV9QEKoYJ27Yb2keFBKNQKMDxXCTT9X2GeJ6HnFRpQB4TI/k8kruO362vhuM4SMkEXbcmLF261Ndko1Ao4JwfXYD9P3AEdtl9bl3vyQ0M4dE/3Y7vffM0zJkzx7dY4ijWpX0//vGPccUVV+Dyyy/HCy+8gIsvvhg/+clPtvsDufjii3HppZfi8ssvx2OPPYbZs2fj6KOPnhLTwfl8HppZQXba5DeliXAch0R3FgMDAz5FRpo1OiM1Vte+KbJws90U66z5V5IqHOZRB7gYqbauZxOX9iVVuHTdYqNYLMLlWF2zGjVSSqUZqRjwPA+5YqHuJFhKJem6xcBoN+E6Z6MAQBCFKbMcIdaJ1EMPPYSPfOQjOPbYY/GGN7wBn/jEJ3DMMcfg8ccfB1Cdkfn5z3+OM888Ex//+Mcxf/58XH/99dB1HTfddFPE0QdvYGAApuuga4K9GOqV6e3Gpr4tPkRFWjF6w9ppHykRjGFK3JTaCWMMxXIZSmLyRCqh0oA8bjRNgwcGOTHxGimXebSXVEzk83nISbWhcqFEOoWRXC7AqEg9NE2D5dhQ62wUkkiryFMiFTnHccDAIIj1J1K8IEyZh7+xTqQOP/xw3HPPPXjppZcAAM888wweeOABfPCDHwQArFmzBn19fTjmmGNG36MoCo444gg8+OCDkcQcpsHBQUDkkczUd1OaSLa3B1sG+mkhfMQcxwF4bqdBQnUfqanxdKedWJYF07agpiZPpCRFBuM4SqRiRNd1iIo84aCcEuB4yefzkNKNdalNZTMYHBkOKCJSr2KxCId5SNU5Zkmm0xjKUROsqNWaTfBCY+3P2RTZ+zLWa6ROP/10FAoF7LPPPhAEAa7r4oILLhjdbbuvrw8AMGvWrO3eN2vWLKxbt27c45qmCdM0R/+9XWtw+/v7ofZkW+rYV9M1vRfrt3buo4YT0bFtG5wg7HRNha37SFEiFS+apsFhbl2lfRzHQVIVGpDHiKZpkzYKSSRVuB7NSMXFcG4Eap2lYTXJTBp9xbXwPM/Xhe+kMYVCAbbn1t1xMZVJo+/FdXTdItbUjBQvgE2RGalYJ1I333wzfvvb3+Kmm27C/vvvj6effhqnnnoq5syZg89//vOjr9tx0MkYmzC5uOiii3D++ecHFndYNvX1Id3b7cuxuqf1wnIdDAwMUCI1gWXLlmHZsmWBHX94eBibBvvx9GOP7/S7vrUb8OLDT6Cnp/VSzvEsWbJk9EEFmVy16xubcEPXbYkJSqTiRNd1CBOU9QHVhxicJNJ1i4nBkRGk5jX2HZXKZmA6NorFIrq7u4MJjEyqUCgAAj9hKe22kpk0LMeBpmnI1Nmlkfg/TtE0Da+uW4tHHnmk7hbozGPoX7cBqx99Ctls1rdY4jhGiXUi9f/+3//Dd7/7XXzqU58CALzlLW/BunXrcNFFF+Hzn/88Zs+eDQCjHf1qBgYGdpql2tYZZ5yB0047bfTfi8Ui5s6trxNJXHieh80DfZj21jf7crxEMglOkTEwMID99tvPl2N2oqA/xPfccw9ueeAeLDrpUzv97vZf/xaffv+Hcfjhhwd2ftKYarOCibu+bUtMKCiXywFHRepV1sqQ62hdLyUUmpGKAcdxkC8VsFt2j4bel85m4Hgu8vk8JVIRKhQKUFLJuqtokpkMHOaiUChQItUAv8cpq1evxs+uuRJHfuEEJJL1ldUyxvD3X/wGX13yORx44IG+xRJHsZ4r1XV957UigjC6jmePPfbA7Nmzcffdd4/+3rIs3HvvvTjssMPGPa6iKMhms9v9026Gh4ehWwa6Z/T6dky1J4stW8slSTRs2wY/zvQ5LwpU2hcz9TQr2JaiJlAsd35H0XZRqLPjopiQKZGKgUKhAMt1kOpqbFCdymZgeS5y1HAiUtX1bfU9dAKqpX2251LnvojVSvt4vv7SPo7jwPE8lfZF7UMf+hAuuOACzJs3D/vvvz+eeuopXHrppfjiF78IoHqhTj31VFx44YXYe++9sffee+PCCy9EMpnEiSeeGHH0wap17Oue5l8ilZ3WS537IlZNpMb+WPICJVJxU1tjU2/9fiKpojRMM1JxUdI0KL3TJn0dzSTGQy6Xg+25SDf48FMQRUjJBPL5fDCBkboM53J1d+wDqg16OFGg6xYx13Wr3YQbWCMFALxAiVTkli5dirPPPhtf+9rXMDAwgDlz5uDkk0/GOeecM/qa73znO6hUKvja1742uiHvXXfd1fHTwAMDAxASSt3TrPXont6LjS8/TRtPRsi2bXA0I9U2al3f6qUkVRTX0n5tccAYQ1krY5q666SvVRIJlDRKpKKWz+fhgjXVqVbJpDAyQh3gojSUH0Fqz10mf+FWHMdBTtNeUlGrzkhVH+Y2ghN4uK4bTFAxwjHGWNRBRK1YLKKrqwuFQiG0Mr9TTjkFy5cvb/r9hmHA9lzIiuJbTJ7nwTZMpJLJhjZe29HixYt93VU7Tlq9bpOZ6LpahgFZlKD4eM131MnXLgh/+tOf8MDaF/G+T3yorte/9tyLWP/Ak7j4Bxe09BmbaoJo8uJ5Hl5Y/SKS03sm3SC0MDwCwXKx1557+RoDEM/F03F19913468PrcSiz3+y4fc+dOc92J1P4eT/+koAkXUevz9z1c/baiSndTWUCA9tGUCXomK3XSd/4NGITv7c+X3t8vk81m3ehNl7NNZLYGD9JsyZPhPTpk0+61+vMK9bvbkBJVKIJpFq1U9+9lNovUm8feG7fDumbdm486ob8bVPn4S3vvWtvh2X1O+GG2/Ac8V+HH7cop1+t/KW23Dorm/E4sWLI4iMjOW6667DC/oQDj/2mMlfDGDzmnV4YcX9+P4ZZ7XNvaZT5XI5nHfxRZj/wYWYPW+3CV/7/GNPQn9xA84/6+yQoiNjufnmm/HI5lfx3o8f1/B7//PQY3DX9uPs734vgMjIZAYHB/GDn16MAz50JGbuNqfu9z32z/swTWP41jdOCTA6MpGHH34Y1/3tjzj25M819L4V19+Mjx72Xhx11FEBRRasenODWDebIGOzLAv9Q0Ponu7f+igAkGQJciaFgQEqPYqKZdkQxl0jxcO0rJAjIhMplEtQ1PoaTQDVZhMuoz2J4kDXdbjMg1JHoxBFVaFVtClRphJn/UNDSDfYaKIm3ZVFrliERffQSBQKBdjMbbgsM5XN0Ka8EXNdF1wT+3jx/NQo7aNEqg0NDg7CcG3fEykAUHu6sGULNZyIimlZ4+7TIErSdhtJk+iVtHLde0gB1QG5yxjtSRQDuq7D9by6EmFFVeF4DJVKJYTIyFgYY+gfHkCqq7mZ3HR3F2zq3BeZZte3pTJplCs6DMMIKDIyGcdxmkqkpsoaKUqk2tDAwAAsz0WXjx37arqm92ADde6LjGGZ485ICaII06anqXFRbVagNTgjpcLxaEYqDkZnpOpKpGgmMWq6rkM3DGS6u5p6f7orC9tzqeFERPL5PORUsu4OpzXpriwcSoAj5bpuw9cNADiakSJx1d/fDzmdhBhAZ73uab0YLuRowBARwzTHva6iJMGgGanYsCwLlmPXvRkvgOpso8DR5ysGdF0HL0vjPrjYFiVS0RsZGYHlNt76vCaRVMEEjgbkERkZGYGcbrzLcCqbge151AI9Qq7rghObmZESpkQiFev2551s0aJFWLlyZVPv9TwPjDFcecFP/A0KAFj1+L/86c+bPsTChQuxYsUK/2KaQizLQlIeJ5GSRVgWtWBult+djGzbxupXXkbmvpUNlfcNrN+EVfc9jOnTp/sWSyd3oAKC6do3NDSELSNDeOrRxyZ9ret6GFy/CS88+qTvW2t0+rXzy8jISHUPqSZnpDiOQyKbxvDwsM+RkXoM5UagNtO2Xq0mwJRI1c/v++XAwAAGCiN49N4HGnrf0OZ+PJBM49prr/UtljjeLymRikgricYPfnQh+N1nYsFhB/sYUZXrurj9qhvx5Y9/Cgcf7P/xycRMy0R2nCfkoijBsGhGqll+34A3bdqEi5b+DAcf/0H0zKw/KfrHTX/CMQsOxrHHHutbLJ0uiC/Pv//977jn+Sdx5Kc+NulrGWO49VfX4SuLP413vOMdvsZB6jMyMgIpqUAa50FTPRLZNAaHhnyMitRrcGQY6Qb2kKqp7SVFM4n18/t+eeutt+LuVY/jqCUfb+h9K2+5DQfvsic++cnGtytoJ1Ta12Z0XcdIsRBIowkAEAQBiWyGOvdFwHVd2I4zQWmfSM0mYqSRZgXbEhIKNZuIAU3TINS5mTLHcRBlmUr7IjQ0NAS5iRmNbWV6utE/NOhTRKRelmWhUCo13ShEyaQwQolUZJrt2sfxPBzHCSCieKFEqs0MDAzAcp1AGk3UpHq7sKWvL7Djk7FZlgUPDOJ4pX2SBMux4XleyJGRsVQqlbqbFWxLUmRoNCCPXFnTIKv1b24tKjJ17YvQwPAQkk22Pq9Jd2UxlBuBbds+RUXqkc/nq2WZ2eauXyqbwcAwzSRGxXVdcELj6YIgCnBcSqRIzAwMDMDmWNN14vXomtaLDVs2g/ZqDpdpmvAYgySP/ZRcUmR4jNE+KDGh6zo4UairWcG2FDWBkkZr3aJW0jUoSv1JsJCgGamoMMbQPziIbE9r33sZaoEeiVwuB9tzm29dn60mwDQmiYbjOOCbSKR4gYdtUyJFYmZgYACJbBqCIAR2jq7eHhR1DaVSKbBzkJ1ZlgWPsQm79nmMUXlfTFQqFYh1loZtS04oKNOAPHIlrdzQbKIgyyhTAhwJXddRqmgtP0DM9HTDohboocvlcvB4QE013rUPqM4kVkyDSqIj0uw+UjwvwJ4CM1LUbCIip5xyCpYvX97w+yqVChzm4caf/TKAqKoY82BVTPzu6mubStgWL16MpUuXBhBZ9ILoHlZTqVTwyprX8MCD/4Y8xgDdrBgo9g9h9VPPQh5n1qpVceyIE1fNJlKKkkC+QgOCKNX2AJuVqL+0T1ETlABHpNb6PNPd3dJxai3QqXNfuPL5PJR0ChzHNfX+VFcWlludSUynW1snNxU0O74cT23cec0PLmnofbZlgWfA+eec61sscRxfUiIVkaVLlzb8x8AYw/cvugDyXnMw/9DgOkd5nofbrrwBX/zoCTj00EMDO087CjLRePXVV3HJVb/Aez79caTHKIHIDQ7jkeW34YxTTsVuu+0WSAykfpVKBXwTCa2kyDAME67rBjqzTMZnWRYc12lsM+WEgvIQJcBRGB4ehu05yHQ3VxpWw3EcEl0ZmpEK2fDICJRMqun3p7OZ0ZLMuXPn+hhZZ2pmfDmRa669Fq/YeRz2/qMaet+T9/4bmbyF0775Ld9iiSMq7Wsjuq4jXy4hO60n0PPwPI9EF3XuC5thGPAYg6yM/ZRcVmR48Ki0Lyb0SgWi3PizKCWRgAcGwzACiIrUo9oohEFONJBIqQmUqbQoEtXW56ovm9AnsmkMDFLnvjANDg8h1UKjEEmRISgS7SUVEcuxIQiNf9cJojglGrtQItVGBgcHqx37eoNNpAAg1dOFfkqkQlVrNjFe1z5JrjaboAF4PGi61tBAvEZOKHCZR9cxQrquw2Ue5AZK++REArpRoa6ZERgaGoKcbX5GY1uZni70UQv00DDGMDAyjHS2tdlEJZOiJiERsW27qWYTgiDAdiiRIjEyNDQEG8F27KvJ9nRj8wC1QA+TaZrgJRH8OIs6RZmaTcSJVqmMuZZtMpKiwPUoIY7SaOv6BmekHM+lz18E+gYHkW6xrK8m292NkXyOup+GRNM0VEyjpRkpoDqTOERr2yJhO05TZei8KMCyKJEiMTI0NAQlnQxlXUW2txv5cona/YbIMIxxZ6OAasmlIIk0AI+JilEZt1X9RCRZggeakYpSpVKBx1hDiZSsVGcSaS+pcDHG0D88gExPty/HS3d3Uee+EOXzeViui3RXaw+A011Z2ksqIqZlQZCaKO2bIjNS1GwiIgsWLMCqVasafh9jDL8498IAIhr7XJf96CcNv2/+/Pl49tlnA4iosxmGAWGCRAqotmCmAXhzFi1ahJUrV/p2PNd1AY4DxzfYiYpVG7pc87PLm+5itaOFCxdixYoVvhxrKqhUKvA4TPjgYkdyIgGPMUqkGuDXZ851XYDn/Pm8bP38XXnpZS0fr5M/d351fnMcB3qlgt9d85uW/v92HQeubeOyn17ackxAPLu/+cXv7sKrX34ZQiqBv1/7u4bepxXLqOQKeO6pZ3yLJY6dhSmRikgzicaPLvkJrNlZvO3d7wwgou25joPbr7wR//2pz+LAAw8M/HykOrgTJikVExWJBnJN8nPA43kevnP297DbYW/DXvP3bfi9t/7yOnztxM/jbW97m28xkfpVKhVIitzQwE5WZLieR7P0DfDjM7d27Vr85FdL8c5Pfghd03p9iAq4/de/xYmLPoR3v/vdvhyvE/nV+e2+++7D7+++DR/48qdbOk7fho34z23/wrnf/i6mTZvWclydzO9k48zvn4vu+W/EPm8/oKH3rXnhJay973H8+PwfQPKhUUxcUWlfm3AcB0P5EWR9Km+YjCCKkFIq7bcRIr1SgTDJzYanGalYME0TLmOQmlgjxfM8eCrRjFSlUoHYYFmmnEjApWYvoRsZGYHNvDG3hGiWkklRaV9Icrkc5HRzG/FuK53NjrZAJ+FhjMGy7KZK+0RJBAPr+M59lEi1iVwuB8txfP0ymYySTVMiFSJN16BM0kVMUiRoOrVgjpplWfAYa2qNFFB9UEGL3aNjGAb4Bsr6gOqgADxHM8IhGxkZgZRSIYj+FdCoXRlqgR6SoeFhJLKtb6KbzKThglEiFTLXdeF5HsQmPn+CKMJjlEiRmBgeHoblub4tuK1HujuLvkFqgR6Wsq5PukGooiZQptKiyFmWBcZY0/vaCJJAiVSEdF2H2OBsIsdxEBWZEqmQDQ0NQfFhIL6tTHcXtgzRd1sYBoaHfHkAzPM8lHSSEqmQ2bYND6y5GSlRBKNEisTFyMgImMhDTbU+RV6vTFcX+oeGwBgL7ZxTWUkr15FIqSiVyyFFRMZjWRY8sKae0gEAP0U2KowrTdchJRqfTRRkWqMYtv6hQaRbbJ29o3R3F/LFIrWyD5jruhgp5HyrpJHStJdU2GrVF808NBRlCR5Yxz80pGYTEWm0I45pmrAcG3/49XXBBbUD13XhmhauveLKhhZld3I3nKB4ngdN19E1STtmOaGgqFMi1Qw/Oxnpuo5X1q7BQw8/1NQXzNDmPjx0yx244oorfIknjp2M4kyr6JDT9W/GWyMqtEYxTNXW50PomfNGX4+b6e6C7TnI5XKYPXu2r8fuFH507fM8D5qmQfil7Mu2LbZl4WoGfOtb32r5WDROqY9t22CMNdUsQpSkKVHaR4lURBrtiHPDjTfgP/k+vOfD7w8wqu3lh4bx8B9uw+lf/ybmzZsX2nmnIsMw4Hju5DNSiQQqFQOu64ayn1gn8TPZWL16NX52zZV430knNDVL/K8/34pDd30jTjjhBF/iIY0p6zrkJjp/8TQjFapyuQzdMDDX503oM93Z0b2kKJEamx9d+1599VVcctUv8J5Pf9yXWannHn0S+ovr8f2zz2n5WKQ+teqLVkr7On1Gikr72sTgyAhSWX/LGyaToi45odE0Da7nTbpBaCKpwmXVp3wkOo7jgLVQ2ieIAswO/3KJM93QISuNz0jJCRk6JVKhGRkZge05yHT722RJTiTASSJ17gtYLpeDi2qjCD+kuzIoVTSaFQ5RK6V9kizDA+v4ElpKpNoAYwxDI8O+14lPRpIliAkZ+Xw+1PNORZqmwWUeEpPMbiiUSMWC4zhgjIEXm5sVFGiNVGRc14Vhmk21rpcVBWXqmhmaIFqfA9XGIUo2RV1pA5bP5yElE+B5f4aaqWwWDj3cDZVpmk13qBXlamkfzUiRyJXLZVQsE6lseK3Pa+R0khKpEGiaBod5SKjqhK9LqCocSqQiZ9s2GIemBwiCKMJyKJGKQm1gIE+y1cBYJEWGRjNSocnlcpDUhK+tz2vUbAZDlEgFamRkBEom5dvx0l0Z2J5HY5IQvZ5INT4jxXEceEns+BkpWiMVkXnz5mHDhg2NvelHPwkmmElc1uDr586di/Xr1wcSS6cql8tgHDfpU/JEUoXrUSLVDD8WT9fYto2KYeCPv/ltc++3LPAMOM+nWn9aOF0/wzDgMq+50j5FQdGg7QfCMjw8DNnn1uc16a4s+jcNBXLsTuDH/VLXdXgAfnPRz/wJCoCpV/CHq6+D3OQefjV0z6yPZVlgPJp+mCFSIkWC0kii8fzzz+Oy636No7/4KSiTzFj47YmV/0Ymb+J/v3VqqOedajRNg6Qqk3ZHFEQRvCSiTC3QG+bH4umaBx54AL+782/44H99pqn3P3nvv5HO0ecqCoZhVGekmkykDMOA53m+lSuR8Q2ODCMZYCK18fnX4DhO02sdO5kf98vzL7oA8p67YP6h7/ApKuDu3/0RH3jbO/GBD3zAt2OS8ZmmCVGSGurcvC1Bkjo+kaJvgjZQLBYBgYc8SSOCIKQyaYwUcrSXVMBKpRKkZH3XV06qlEhFzHVdcC0MpHlBgOu6PkZE6lVLpJpZIyUpMlzW+Yun48KvzVzHku7KwnIdKhMLiG3bKJZKvjfJklNJjNAaqdAYhgGhibK+Gl6hRIrEQKFQgJxUm34i0IpkJgXdMKhLTsCKpSKkSVqf14hJtZpck8i4rtvSjATP83AokYpErbSv2WYTHmN0PwyBYRgolkuBJlK2S40LgpLP52F7ru+JVDKbxtAIrW0LS6uJlCh1/pYRlEi1gWKxCCkVbklfjZpOw/E8GrgHLFco1r0fkZJMoFgqBRwRmYjneeCE5h9s8IIAx3V8jIjUa3RGqok1FtUZKa/jn7DGQXUg7n/Hvho1nYLLg2akAlIoFGAz17fW5zWpbAZDOWpbH5ZqItX8ejRRkSmRItErlkpQkhElUqkktdsOQb5UgJqqr7uRmkoiV8wHGxCZUMulfTwH16EZqSgYhgFBEpuaUZRkmWakQhLUjEYNz/NQUirNSAUkn8/7uodUTTqbgVbR6TMYEr1SgSA1t80HUN1Gp9M7nXKMFr+gWCyiq6sLhUIB2QhajE/mp5f9HOUeBQce8a7Qz21bNu686rf4xme/gAULFoR+/rhZtmwZli1b5usxGWN4YfWLSPR0IVXHwupSvgi7qGHfN7/Z1zgAYMmSJViyZInvx40DP6/dwMAABgo5zNhtl6beX8oX4JR07PMmf65hJ183wN9rNzQ0hC3Dg5g5b9eG3+u6LobWb8ae83ZHOu3PALGTr92CBQuwatWqpt/PGAu0pL3V48+fPx/PPvusjxHFx6JFi7By5cqm388Yg+t54AWfn9ezakWAKDQ/uAeAhQsXYsWKFT4FFS9+3i/XrlsHAy56Zk5v6v2F4Rx408Eb99rLl3jCvF/WmxtQIoX4J1Ln/vAHSO4zF/sddGAk57/1yhtw0oeOxzvf+c5Izt/p8vk8zv3xhdjv/e/BnDfMm/T16196Ba/86xFcePZ5UEPu4kiqbrvtNtz17KM46sTjm3r/i08+i/x/XsYF55zvc2RkMnfccQfueOohHP3pTzT8XtdxcNsVN+Abn/kCDjjggACiIzV33HEHbn/yQRzzmcWBneORu1ditiXiG1/7WmDnmKr+/Oc/4/7XnsP7Fn/E1+PqZQ3/un45Tvvyf+NNb3qTr8cmO7vk5z+DPk3F295zWFPvf/7xp6A9vw7f92mrjzDVmxtQaV/MOY6Dsq4hkaxv/UwQZFWhLnEBKhaLcDwXyXSdpX20bi1yjDGghSfZHAd4rudjRKRepmlCkJprdy2IIjiBp7KiEIzkclDqvCc2K5XNYDBHjQuCMJLLIRHA9VNTSXh8dQ0WCV5Z11rqGK0kEtANHZ7Xud93lEjFnK7rcJkHpc6ObkEQEwlaIxWgYrEIh3lI1lkqlEyn4DCXEqkIMcbA8S00m+B52lIgIpVKBXwri6enwL4ocTCcG0EyE3wiVdI0WJYV6HmmouF8DmoAiRTHcZDUBH3/hYAxBk3XISca33OvRk4ocDt8XSklUjFXqVTgMhb6RrzbEhQJuq5Hdv5OV9snrN52zGo6BZcx+iKJUPXpWgtrNzgObgc/oYuzimFAaqGdryBLHT0oiIuhkZHAGk3UpDJpOJ5Lsxs+Y4whV8gj5XOjiRo5pdI1C4FpmnA8F0oriZSiwGVeR3fuo0Qq5qqJlNfSE4FWyYqCsk4zUkEpFApQMqm6Fz3zPA85SV8khDSjYhiQm9hDqkaQaUYqaKZpolzRkMwEnEhlM7CZSy3QfaZpGkzHrrvKolFKKokcXbPA1Sqi5BYqohQ1AddjHf0wvrlCcdKyefPmYcOGDXW//lcXXxpgNPU5+b++Utfr5s6di/Xr1wccTefI5fOQ69xDqkZKUyLVKD87GfX19WGoXMRDd/+zqfeXiyWYuSJWP9t8R7NtdXLnN79VzArEFkrGeEmkRKpOp5xyCpYvX97w+zzPQ1nTIF2ptLTx9eQYTN3AH66+HpLU+Czl4sWLsXTp0gDiil4r90vDMPDymlfR/cB9kBX/HwIXhkfAmy7++pe/NH0MumdOTtd1uB6Dkmi+IkpRVbjMo0SK+K/eROPJJ5/Er5bdgOO+dlLAXyjjW/Xw47Be24JzzzgzkvN3uuFcruG1AIl0CiO0/0lD/Pzi/Otf/4p/rX4GR37yo029/+Vnn8OWR/6Dn/zwQl/iIfXTKhXIck/T7xckERWjc8tU/LR06dKmEo2XX34Zl/76Vzjis8cHXt634je/x8fefSSOPPLIQM/Tblq5X65evRo/u+ZKvO+kE+reaL4RLz75LEaeXo0Lz/t+oO3xpzo/1ugraqLjEykq7Yu56q7SUmRJFABIigzDoCewQRnKDTdcwpLMpDE4Qt2mCGmUYZgtrZGSFQV6B9f7x0GxWIQLFkizgh1JKWpc4LdSqQSPY0gkg1nbnUwnYdgWzQwHTNO0lhMpnuchKnJHNyyjRCrmLMuCILa28VyrREmC5VhwXTfSODqRaZooaVrDT11T2QxGCvmObikaZxzHtdRrgkTDdV1YjgWpha59kizDoAFcoAqFAqRkIpQHiEo6RettfFYqlSCpicBmi9RUCq7noVQqBXJ8UqXrOgRJhNDi5seiItOMFIlOdc+T5p+e+kFSZHiMUYvYAOTzedie21QiZTo2PUmNCMdxQCvdyxmDEOEs81RlmiY8xurukDkWUZFQoa59gSoWi5ACms3YUTKdwnB+JJRzTRWlUglSMrgtW9R0Cg6jRCpomqZB8mHrHVFVaEaKRMc0TfBytEvZJLmaSNE0uv+aTaTS2Qxsj7pNRaWaSDWfSTHGqLY/AqOJVIszUpRIBSufz0NJhZNIqek0RvIF2tfNR4ViAWILm7hORk0l4XguJVIB0zQNotp6sxApoaBU7txrRc0mIlJvNyPDMGC7Lq7/SXSdgTzPg22YWHbNdXWVWlAno/rlcjms79uMJ598Eo2Mq5nH0L9uA557+HF0dXX5Fk8ndzLy89r19/djsJTHQ//4V1PvL+WLsIsannvqGV/i6eTr5qfXE6nmZ/klSULFNCgZDtBwIQ+1O5jW2TtKppPYbJswDANqhPs1dpJ8sYRk2v8mEzWCKIKXJZTL5cDO0c78+q7bsHEDSraJB1fc09JxcoPDuMPj8Mflf2w5pjh+11EiFZF6uxnddNNNeHJoPY74yAdDiGpsuYEhPPqn23HGKf+DXXfdNbI44sDvD/Gdd96J2x//N47+7OLG33vtTfjEwkV473vf61s8nczPa3f77bdjxTOP4KgTj2/q/S8+8Qzyq17BBeec70s8pD6WZcFjXkszUqIsw3FdOI7TVMtsMrl8sYD0bm8I5VxqOg1n63obSqT8USgVofRMD/QcUkKhRGocfn3XLf3lLzGYcHHQkUe0dJxnH3wU2DCMM79zessxxRGV9sWc7dgtL/RrlSAKYIzBcZxI4+hEI7kc5Cb3tJEzKSrtiwjP82AtNPpgYOA5uv2GrTYjJbaQAFGpc7Asy4JWqQS2meuO1FQSDnNpvalPGGMolkuBtD3flphMdPS6mzgolApQfHi4oKaSKJSKHVs+S9/kMWfbDviIu/bxggAPlEgFYXB4CKmu5vZJUTNpDA4P+RwRqQfP8y01m2CeF/kDkqnINE14aHWNlAQPHiVSASmVSnCYG/hAvEZNp0ZnpEjrKpUKbNeBEnCzEDmhUPIboGpCXPZlC4JEKgnbdVDp0G0jKJGKOdOyIIrRVmCKkgjGANu2I42j0zDGMDAy1PSGk6lsBgOUSEWC5/mWnq55Hot0b7ipqlraxyC2skZKoRmpIJVKJTieF8oeUgAgCALEhEyJlE90XYfreUgEXCaZSCVR6OAGBlHTdR226/iyF1hCVeF6XseWYtIaqYhMmzYNIyPt1XL1yp/8rK7X9fb2Yni4MzeL9bNhgeu6ePGl1UjN6G3q6atWLKMyUsDD9//bt0F5HBdy+sXPazc0NIQtw0N49L4Hmnp/cSQPVCw8/uDDvsTTydfNT6ZpgpfElppEiJJE20EEqFQqwWUe1GQ4M1IAIKmJjh3kNWvBggVYtWpVU+9ljIG7+Kc+R7TDOaonwv9881tNvX/+/Pl49tlnfY0pLuptZjYRz/NQ1jRIV/665fEFYx6sSrVhWauVGHFsZkaJVETqTTR+etnPUe5RcOAR7wo4ovE5to07rvwtvvHZL2DBggWRxREHfg5YN2zYgB9dfhkO+cQH0TOz8YW5Axs345m/34Oz//c7mDFjhi8xdTI/r93KlSux/F934v1fPLGp9z/z70cgbs7ju9/+f77EQ+pjmiZEqbWvPVojFaxyuQwIfEuzho2SkgkqE9tBs0nGCy+8gMt+cxWO/MInkQgwGX7p6f9g8IkXcNH5P6DumTuot5nZRF577TVccuUv8O5PfwzprmxLx7ItG3de1bljSKotiTnXdcFFXALE8TwYGLwWFteTneVyOdie2/RNKt3dBctz225msxNUm020UtrnUWlfBCzLanmDc5qRCla5XIacTIQ6OFZUFYUSJVJ+0HUdHgA5wH2kAEBRE7Acmz6HAamV2PpR2ifJEjhJ6NhZX/omj7k4DLhq56dEyl+5XA5iQoakNLfwXU0l4fHV45BwCYLQ2hop14t87eNUVCvta4UoiWAczUgFpVQqQVSDHYTvKJFKIk8zUr7QdR2CLAY+blFUFS5j0HU90PNMVeVyGbwktNThdFuy2rnt6imRijnHdSJPpDiOA3gOrutGGkenybXQ+hyoXpdEJkWJVAR4nm/pwQJjHkTq2hc6PxIpjuMgiCI9CQ9IqVyCHHIipSapcYFfDMOA2OTDwUbICQUu8zq2E1zUqjPD/jUMEZMqJVIkGh5jsaj/5cB17B4AURkcGoKabW2vFDmTwhB17gudIAhgbvOJlOe6EHhKpMJmmCZ4H2YCBVmiGamAFEqlwFtn70hJqjBMk5JjH1QqFQhhJFKKAo8xGIYR+LmmonK5DMHHBxqy2rnrEDlGo2MUi0V0dXWhUCggm21tUV29Fi1ahJUrV076Otd1AY4Dx0ebTHmuB4Hn60rqFi5ciBUrVoQQVfj87Pz20iuvgFNlZHu7mz5GfmgEou1hrz339CUm6v5WnyeeeAJX/P5GfOjrX2jqQcfDd/0Lc6Hiv//rKwFE13n8+tytX78eGrPRO7O15iyDGzdjZlcvZs6c2XJMnfyZa6Z7WFnTwAm8byVF9XBdF65pIZVKNVQBEscOYn5ptvObYRiwPReyogQQ1esYY7AqBpKq2lSZdCdfOz/ul+vXr4fm2eid5U8jq/zQCETHw157tDZWCfN+WW9uQIkUokmk6nX+RRdA3msO5h/y9kjjuPWK6/HFj56AQw45JNI4OoVt2/juuWdj3uEHYs/992n6OKufehZDT63GRed9PxYzl1PFU089hV/edD2O+9pJTZXePnjnP/BGqRtf+uIXA4iOjGfpL3+JwYSLg448oqXj3HPzLXjfPm/Dhz/8YZ8iI0B1cHz6OWdh9sHzsfeC/UM7b25wGI8svw3f/ca3MHfu3NDO24mu/c1v8JIxgnd98OhAz8MYw62/vA5fOeHTeMc73hHouaYivztGP//Yk9Bf3IDzzzrbl+OFod7cgEr7Yo7FpLQPAJX2+ajWsS/T3dXScTLdXTAss2OnzONKEARw4OA1uW6wNsNLwlUxKhDl1suOeFojFYhKpeLbJqCNUFMqXOZB07RQz9uJdMOAHEJpH8dx4CWRSmwDki8WkGhif8vxJJJJlHUNjuP4dsy4oG/yNhCLPCoWQXSOXC4Hy3ORanF/hnRXFpbnUsOJkAmCAI6rJkTN8FwXAnXtC51hmZB8KBkTJBEVWpvhO03T4HoeEmq4iZScSMADo0TKB349rKiHKNFaxSDYtg2tUoGaar4Z1o7UdAoO8zqy4QQlUjHHcRxiMREUo5mxTpDL5cAEDmqLT3xS2Qwc5lEiFbLajBRjTSZSHoNEiVToDMP0ZZAnUrOJQGiaBod5oTeb4HkegiJRIuWDimlACimR4mWakQpCqVSCw9yWxyfbUlNJOJ6HUqnzumNSItUG4lBSF4cYOsnIyAiUTKrl5FQQRchJlTblDZmwtXW52+SMFPO80WOQcHieB8s2Icmtz0hJsgzdoLbLftM0DS4Lf0YKAKSEQnsS+cAw/PmM1UOgGalAlMtluJ7nfyLF3I6ckaJmE4im2US9HXGi6GA0FlOvQE0k6iqL6eRuOM12MtpRpVKBwzxfOhtZhglJEJDwYSf5Tr52fnZc1DQNr65bi2m77QKxiX2Jhjb3ozeZxi677OJLPJ3c+Q3w59p5nocXVr+I5PQeJNOtlawUhnPgTQdv3Guvlo4DdPa1a/R+ads2KoYR+owU0Nx9tJPvl81+15XKJQiSFErpsmWakPjmvvs6+dotWLAAq1ataukYQazP9+OY8+fPx7PPPutTRBOjrn0NiHPXvu//6EJIe8zG/EOj7Urz919ehy8f/ykcfPDBkcbRKX562c9R6lbw9oWtd8R5+K5/YVdPwddO/m8fIiP1WLt2LS7+1VIcfuJHm2oY8s8//BVH7P0WfPSjH/U/ODKmYrGIcy76IfZd9G7M2WP3lo616pEnYL26GeeecaZP0REAWLlyJZb/6068/4snhn7uB25dgX1TM3DSSSeFfu5OYZomvnv+OXjjew/BvDe9MfDz3f/3OzG/azY+99nPBX6uqeThhx/GtX/5A47778/7mkzd+Zvf4+PvPhJHHnmkb8cMEnXt6xA8F4+NcBlojZRfGGMYHB5Cuivjy/HSXVkM0Ka8oaqukULTXfuotC98pmnCY8yX9RuSLME0qWuf3zRNg5gIdv+h8ShJFUWt88qOwmRZFhhjoTXSESQRlmWHcq6ppFQqQU6qvo/5pGSC1kiR8PG8AK/JBe2+8lhT++WQnZVKJRi2hXSLHftq0l1ZFMtl2uE9RPzWzamb7drHPI8+TyGzLAsemC9l0qIkwbRNeF4M7s0dRNd1CCG0zh6LkkigRM0mWmLbNjwwCE2UOzdDkiQYtA2B78rlMiTV/wcacjKBYqnztmqhb/KY4zkOiHhCqjYjRjNS/qjtIeVnImV7LvL5vC/HI5OrzSY1+5CDMXowEbbRGSkfBuqSIsNjjBa6+6xULkNWW1/r2QxFTaCslWNRAdKuajNSohhSswlRhGnRZ9BvhUIBcgDrFBOpJHKFgu/HjRp9k8ccz/ORP/WsnZ8Gfv6oJVKprF+lfRnYtJdUqHier7Y/95ocdHmMSvtCVk2kPN+69nmM0aa8PitpZSgRJVKJpArTtmHbVCrWLMdx4DGEV9oninS9AjBSLPi6h1SNmkohX+y8RIo2MonIvHnzsGHDhqjDaMjVl1xW1+vmzp2L9evXBxxNNPzohgNUZySu/un/+RDR68e76pKft3ycMDvihM3Prn2WZeGlV1/B/Q/c39TAb2DDZjx22z9w+eWX+xJPJ3d+80ttRsqv0j6akfJfSStDmT4zknMrqgqXedB1HXJI+yDF2aJFi7By5cqG3+e4Lq762f8BIRSwMI8BjOHcM89q+L0LFy7EihUrAogqes1euxrXdQGOA8f73LVv6/W68PwfNH2MOF43SqQiUm+i8bOl/4dCVvKlu1uzbMvGil//Fqd87kuYP39+ZHHEgR9Jxp///Gfc/9pzeN/ij/gQUdU/bvoTjllwMI499ljfjtlp/Ew2RkZGcN5PLsKCY9+HWXN3bfj9K667GR9/95F43/ve50s8ZHKWZQE878vTckmmRMpvjDGUNQ0zoirtSyRGE6nu7u5IYoiTZgarr776Ki656hc44jPH+1ZxMZHnH38K+gvrcf5ZZwd+rnbSSqLhOA5OP+cszDv8QOy5/z4+RgVsXrMOL6y4H+d/90x0dTXe7TauqFYr5gSeB4u42QSj0j5fDQ4PIZHxd9pcSiUxkqNNecNSK+1rtuyWMWo2ETbTNCHI/jw7lGQZHjxKpHxkWRYsx46stE9RX0+kSHMcxwFjAB9S2bIgCLBsKq/1U7lchsM8qC3utTcWNZWCw7yO25SXvsljTuCF0UQmKox54MDRwM8ngyMjSPu8X1m1Bfqwr8ck46s1Xml2YTqjLpihM00Tgk8bm9fWSFEi5R9d1+EyBkUNfzNeYGsi5XnQqHNf0xzHAUN46z95QYDT5BYUZGylUgmO5yGRTPp+7EQqCcfzOq4FOn2Txxwv8PCaXdDuk9r5aeDXOsdxkCvkfS97SHdlMDQyTB2nQlKdkQLQ9P/ftC9b2KqJlD8zUiKV9vmumkh5UBLRzEgJoghOFFCpVCI5fyfwPA+MAVxIYwV+a8UOfe/5p1wuw2UukukAEqmkCo9jHTcjRWukYk7g+aY3/fQL8zxwoEQKaL1hQa1JQfa+lb6WsFQ0HeXBETzz2BMQW1gDQk0L6lNNgprfLJt5lEiFzTRN8D507AOq90JeEimRmsQpp5yC5cuX1/Va13Wh6Tp+e/W14LhovmvMSgXLr/xN3c0mFi9ejKVLlwYcVTQauXY1juNAr1Sw/LobEEa3Cddx4Fo2fnvNdQ2/t5OvXSvjlHw+j3VbNuHJJ59CEF9RA+s3YdX9j2D69OlNvT+OYxRKpGJO4AUwJ+oZKQ8cR6V9QOsf4ldeeQU//fUv8Z5Pf9y3faQAIDc4jEeW34bvfuNbmDt3rm/HJWPjOA4c1/yEFGOUSIXNMAxfNwoVKZGa1NKlS+serD777LO4/Mbf4AMnf8aXzorN+MeyP+Po+e/AcccdF8n546SRa1fz5JNP4lfLbsCHvv6FUO5va198GWvufQw/Ou/71GlxG62MU/75z3/iz/f9A4u+8Cmfo6q65/e34Mj9DsSHPvShQI4fBRoZx5woCLHZR4r2vWldPp+HC4ZkJu3rcdPZDBxGm/KG5fU1Uk1+NimRCl3FMHzZjLdGkGVKpHyk6zo4kY8siQIAMSHTGqkWeJ4HcAjt3sYLPBhYtV038UWpVIKYVAI7vqgqKBSLgR0/CpRIxRwv8NE3m6DSPt/k83lISdX3/y8lRQYvi5RIhYSSoPajVXRIPj615mURhmH4drypTtd1SEpwA7h6yIkEytS1r2mMsdDWRwF0Hw5CsVSEGOA6RTWVpESKhEvg4zAjxai0zye5XA5yAIs4AUDJpJHL5QI5NiHtrmIYviZSgiRSYwIf6boOIRFteZacUFDWOmshfJgYY+DC2Il3q9q5oh4jdZJ8sRRIo4maRDKJXLEQ2PGjQCPjmBMEobobdIRq5Uv09Kd1Q7kR38v6auSUilyeEilCxqJXKpB9LO0TZZlmpHyk6zrERLQzUkoigRIlUk1jjIXRY+J1HAfGmt+GguwsV8wH0vq8Rk2nUCyXOir55Rj9BaJYLKKrqwuFQgFZn/f3GU+9XVU2b96MnKFh+i6zQohqbJZhIt83iDftuReUOkov4thVxS/NdDLaVlnTwAnBrAOwLQscA1It3ASpk1F9XNfFiy+tRmpGL9RU4/9/96/dgN1m7YLe3l5f4unkz5wfGGP4ztlnYpdD3oK9F+zvyzEf/cdKzLYkfP2rX/XleJ2okc/c+g0boLkWemfNCDiq8ZULRVj5MvbdZ5+6Xt/Jn7tm7pe5XA4b+jZj1hvCaXhU61a7z95varhbbSdfu0WLFmHlypVNvdd1XYDjwPHBZMSMMcBrfq+xhQsXYsWKFT5HNbZ6cwNKpBBNIlWvP/3pT/j3utV47/HRdREa3NyHp/96N87+3+9gxozovuTanW3b+O65Z2Pe4Qdiz/3r+6JuxOqnnsXwU6tx4Xnfp9nDgOm6jjN/eD7edORh2O2NezT8/tuuvAGfO+7jOOywwwKIjuzINE2ccf452HPhwdj9zXv7csyn7n8I6mAZ/+9//teX4011l12+FCNpHu9477sji2Hd6pfx2spHcdG536/roSHZ3sMPP4zr/vZHHHvy50I53+Y16/DCivvxg++djUzG370Zp6JSqYSzL/wh3nz0u7DbXm8I5BzDff144pYVOPPUb2P27NmBnMMv9eYGVNoXczzPA812BvMJ29qJh9ZItaZQKMBmru+b8daksllULLPjNruLo9rGk81utMHxPJWjhMgwDLiM+drMQFYUaLRGyjclrRzZZrw1iqrCZYzWvpEpqVwuw2Eu1JQa2DkSySQc5qFUKgV2jrDRyDjmOI6D50bcbILWSPmiUCjA9gJMpDJp2J6HQqGzFnLGUTUJYs1vWMjRAukwVSoVeMyD4uMaHFmRoVcqlBD7gDGGsqb5ukl5M5REAi7zoFPnPjIFlctluJ4HNZUK7ByJVBKO53XUA19KpGKuOgsUcbMJr9qJh2akWpPP5+EyBjUdzE0qRXtJhcbzPDCg6Va/HEczUmEKZEYqocBxHViW5dsxpyrLsmA5dvSJlEqJFJm6SqUSHOZBSQY3IyUIAsSETIkUCU+1tC/aGGoDPkqkWpPP5yEn1cA2NpYTCjiJ9pIKQ+0z0ewsLUczUqEKYkZKUhQqA/OJrutwGYOiBjeAq4ecUOB6jBKpFoT5gIgeRvmrXC5DSiiBjVFqJDXRUaV9jbU5Ib6pt/ubaZqwHBvXXxJdJzXXdeGaFn5/7fV1DRw7ufNbK137DMOA7Tr43S+u8jmq11mGgZt/eXXTC6U7+dr5qTojxZp+uMDFYH+4qaRSqfg+I6UkFHjMoxboPqgmUl7ka6RESQIn8pRIAViwYAFWrVrV8PsYY/j1j38WQERjnKt6Qvzfjy9p+L3z58/Hs88+63tMcdBsh9r+/n4MFvN44uFHAojqdUNb+vHgn2/HFVdc0fB749htkRKpiCxdurSuAesdd9yBO59+GEedeHwIUY1t46trsfruf+OCs85BKsDa2XZQ73Uby6+vvhqvuUUc9v6jfI7qdff+9Q4c0DsHn/3MZwM7B9naIpYBfJNP7jiBqx6DhKJSqUCQJV9n1WuNCWjQ3Tpd1+F6XuSlfQAgJRJ0TYGmkoxHH30UV//p9/jQ107yP6AxbHxlDV6650FccNa5SAa491G7aTbZ+P3vf4/H+9bgiI8dG0BUr3voznvwBiGNr3z5vwI9T1ioVivmOI6rds2LEqsuqqdmE60ZzI0E1miiJpVNYyhHm/IGzXXd6oyU0OyMFE+JVIgqlQpEHzfjBapd+1zmUWmfD0ZnpGKQSIkJmRKpJnEcBxbiWoTauWhs4o98sRDo+qgaNZ1CroOaYlEiFXPVG0S0Nwm6WbXOdV3kCjmkAt7rIpXNYCg3TLXjAXMcBx4DeL7JGSmeh+M4PkdFxqPrOkQf10cBgKTIYBxo0O0DXdfBSSKEBjdVDYKodNZC+DBV13SHv0aKxib+yBeLgTXD2lYimUShVOqYcQolUu0g4j+2Tvljj1KxWITlBtf6vCaVSUM3DHpKHrDqbBKDQDNSbUHXdQiy5OsxOY6DKMv0WfOBruuQfJ4xbJakKihrWtRhtCWO4wAW3piBeR51FPYJYwz5YgGJEGakkukkKpYB0zQDP1cY6K8v5jiOiz6Roac+LRvdQyqTDvQ8qWwGjufSXlIBcxwHHljTT9B5UaQZqRAVy6VAysbEhAyNBt0t0zQNYgzK+gBASagoajQj1YxaQhPWmMXzGDhQR2E/VCoVmI4d2oyU63XOprwci3yUHr1isYiuri4UCgVks9lQzllvV5XBwUH05YYxc+6cEKIam17WoA/lsO+b96nrhhXHrip+abYbTqFQwNpNGzBz990Cvem7rouh9Zux57zdkU43nrTRtatPuVzGa+vXYfq8OU21ih3qG0C3rGLXXXf1JZ5Ovm5Aa90yAUDTdTAOkGR/Zz0sw4QkCEi00G2ukztl1nvdDMOA7bmQfeyq2CzHtsFcD+k6Git18rVr5n5ZLBaxZuMGzNp9N3B88A9etWIZlVwB+715n4Yf9HbyPbOZ+6XneShrGqSEEnhiypgHq2IilUw2/P0Z5meu3tyAEilEk0jV6+6778bfHrkXx3z2hMhiWP/SK3j1X4/gonO/33Rb7anu3nvvxc333IEPfOnEQM/DGMNtV96AL3xkMQ499NBAzzWV/ec//8HSG67FB07+DESp8ZKxB267C/ulZ+Dzn/t8ANGRHZ17wQ+gvmku9j/4QF+P+8CtK7BfZiZdxxZddfWvsdYt453vPzLqUPDKf57H5oefxcU/uICqMBq0atUqLL3hGiz6r89A8rmUdiyvrnoBGx98Cj/54UV0rVr06quv4qdX/RLv/vTHkO4KdhxsWzbuvOq3+MZnv4AFCxYEeq5W1Jsb0HwoISHI5/OQU8HXHnMcByWVpE15A2bbNlgLpX2iKMK0LJ+jImNxXRdlXQuk9l9Jqih0SHlKlIrlUihrM+qhqAk4nktr35pQm8nwvHDWf3qeB54XKInyQblchuO5UFPBt5GXZAm8JHRMaR8lUjHHGEOI3UTHjwPUdKIVIyMjUDLh7MElp5MYoRbogbIsC7zY/Be4IIkwOmShbdzV9igKYqCeUFXkS0XfjzvVlMpaLFqfA9Vr6noerX1rAs/z4BDeli2e60Kg9VG+KJVKEBQ5tM6ZclKlRIoQUr+BkeHAO/bVJLNpDI2MhHKuqco0TQhNlPTVSLJMiVRIyuUyHBZQIpVKoqxp9JCpBa7rolzRoKjxmZFymUdt7ZsgCAI4AJ4bTiLFPAZBbG4LCrK9UqkEKRnewwwxmUCx2BkPoWiNFKJZI5VIJDqm9eOOFEWBYRhRhxGIRYsWYeXKlQ2/z3VdgONCWYDLPAYw1lQThIULF2LFihUBRNVZ7rrrLvz90fuaXru46pEnYL26GeeecabPkZEdvfLKK/jpr3+JIz5zvO8PMza88hpevuch/PDMc5CqoznBVFPPonfGGMrlcvVpeBP3LL8xxmBVDCRVFeIkT+c7udlEs991jutWS/xCqLaj77qxNXPtPM8DYwxck1t6NIq5HsBxDc8ohnnd6s0Not/9boqqN9FYsWIFbnvsARz92cUBRzS+9S+/ilf++TAuPPs8qDF5ahiVZj7AhUIB5/7oAuy76N2Ys8fuAUS1vXWrX8ZrKx/Fheec31I3MTI+y7JanJGSUOzQhw1xUyqV4ARU2qemUnA8D+VymRKpMSxdunTSRKO/vx8//NklOPCjx2D6LrNCimx8jDH8/VfX4SufOBEHHXRQ1OFEppnvurVr1+LiXy3Fu5Z8BNmebv+D2sGqR56A/doWnPPd7wV+rnbSzLW74qorsQEVHLrofQFEtLOn7n8ISn8Jp//vt0M5X5CotC/mGGNACLMYE+G5cPeG6DSje0iFVNqXymZhex7tJRUg0zTBt1jaZ9k2bcobgnK5DDERTO2/mkrCYW7H1PpHQdM0uAGVXjaD4zhIikJrpJpQLe0Ld42UKNB8gB9GCoVQ9pCqUVMp5IuFjhhXUiIVc4yx6DvSbD1/J/zBRyGXy8H2PCQzYSVSGdieixw1nAiMXqlAkJovQ5IVBR5Yx5bAxkmpVIIc0CA9kUrC6aCNJaNQS6TiskYKACRVoTVSTRAEARwX3hopz/MgxqActN0xxpAvFpAMMZFKZlIwbKsjvgMpkYo5L6QnOxPhuOoHLQ6xtKN8Pg8hIYeyrwYAJJIqPB7UAj1AZV2D3ELZpJxQ4HoetVgOQbFYhKgGs/+dIAgQFZkSqRboug7GcxCl+MwsCAkF5XI56jDaTrVrX4jtz103Fuvq2p2mabBdB2qI5cm1suhOaDhBiVTMMcbARdzes3Z+mpFqTj6fh5IOfm+GGo7joKRTlEgFSNM1KInmB+dyQoHLGCVSIRgp5JEIcIAgp9SOGAxERdOqDyUir7zYhqImUKJEqmG10j6akWovpVIJtudCDXGc0kll0dS1D9F07Vu2bBmWLVs26ev6+vowVC5ixq6zQ4hqbIZeQWlgGG9+496Q6lgXsmTJEixZsiSEyMJXTxeqHVUqFTjMg6wE81R8LJZpQuQFqA3OmnRyFyo/nX/hD6HsvRv2P/jApt6vl8pYecMfcdp/fRV77723z9F1nnrvl2N56ZWXwakKsr3d/ga11VDfALqkBHbbbbem3t/J98t6rlt/fz8GS3nM2HWXkKKaXH5oBKLjYa899pzwdZ187VrqUMtzoSTGzPMABurat4NG75flchmvrV+H6XPnhNZOnjGG/rUb8IZd56Krq6vu94X5mas3N6BECtEkUvW65ZZbcN+rq/C+xR+JLIb+DZvw7G3/xLnf/i6mTZsWWRzt6keX/AT2Ll146+GHhnbOx/55H6ZpDN/6ximhnXOqYIzh9HPOwuyD9sfeB8xv6hiObeOOK2/E1z/zBRxwwAE+R0hqXNfFd889C7u+863Ya/6+gZzjsX/eh+k68M2vfyOQ43e6ZcuW4fH+tVj4sWOjDmXUqkeegPXKJpz7vbOiDqWtFItFnHPRD7Hv+9+DOW+YF/j5Hl7xT+zOp/CVL/9X4OfqZI8//jiuWv47HPvfn6+2rg/JHdfchE8e+QEcccQRoZ2zEfXmBrEv7du0aRM+85nPYNq0aUgmk3jrW9+KJ554YvT3jDGcd955mDNnDlRVxcKFC/Hcc89FGLG/PM8Dx0c7dc0LAsDisV6r3biui+F8DumucBP0dFcWAyNDVI4ZAMMwYLsOlBYaGIiSBE4SaUF7wEqlEizXDbQbVTKdxnCeGrs0q1guxaZjX00iqaKs6/Sd16Bqs4lwS/sE6trXsmKxCFlVQ02igM4pi451IpXL5fCud70LkiThjjvuwPPPP4+f/vSn6O7uHn3NxRdfjEsvvRSXX345HnvsMcyePRtHH310R9RdAtWBOBfxVeJ5DgyMWjU3oVAowHKdSBIp3TBooB4ATdPgeh4SLXYZExWZWiwHLJ/Pw/FcpAPceiCZSaOkaR27wXrQCqVSSw8lgpBIJuF4Lt0/G1QrsfNcJ5TzVdufx3oY2xaKxSKkVPifQSmpIl/Ih35ev8U6lf/xj3+MuXPn4je/+c3oz97whjeM/m/GGH7+85/jzDPPxMc//nEAwPXXX49Zs2bhpptuwsknnxx2yL5zHCfyZhM8L4ABlEg1odr63A0/kcpmR1ug00ah/vJr3xtqsRy82h5uyUw6sHOksxk4notCoYCZM2cGdp5OVdRKyCZnRB3GdhJJFY7nQdM0pNPB/e10mtFmE144lRCu60ESw+mG28ny+TzkZPNdaJuVzKQw3AHbtMQ6lf/b3/6Gd7zjHVi8eDFmzpyJt73tbfj1r389+vs1a9agr68PxxxzzOjPFEXBEUccgQcffHDc45qmiWKxuN0/ceW4TujTrTviBR6M0YxUM3K5HBywQAdyY0l3ZWkvqYCM7nvTYiIlJhTqDBawfD4PUU1AbGHz5MnU9m2jLpmNcxwHlYrR8uyu3xJJFS7zaMa4QbV9pFwnnBkp5nkQA9hoe6oZLuRDH6MAQDKdwkgH3Ddj/Rf42muv4Ve/+hVOO+00fO9738Ojjz6Kb37zm1AUBZ/73OfQ19cHAJg1a9Z275s1axbWrVs37nEvuuginH/++YHGPpl6u6qsX78emmfj3r/eHkJUY3NsB8Mbt2D1E88gmZy8PWYndzJqtBvO4OAg+nLDeObJJwOMamz96zZi1b8fbahBSCdfO79omgaXQ8tdGBVVRaEU34c4nSCfz0MOuGRFTafgcqCHFmOY7H5p2zZWv/IyMvf+K1brpDzPw8C6TXj+kScmXGRO98vtcRwHnuNDW1vGPEb7SI2h0XHKiy+thphJ4fYbbw4wqp3ppTL04QKefOTRuicM4viZi3Ui5Xke3vGOd+DCCy8EALztbW/Dc889h1/96lf43Oc+N/q6HdtsMsYmbL15xhln4LTTThv992KxiLlz5/oc/cTq/WO48tdXYT3Tceii94UQ1dioVfPrGv0QL/v97/F432tY+LHjAoxqbPfc/BcsfNMCfPSjHw393J2sVCpBVlvf90ZNJ5HfSIPvIA0ODUHtCm59FFDbty1JidQYJrtfbt68GRf+36U4+PgPomfm9BAjm9ytV1yPL3xkMQ49NLxuq+2O4ziIggAvpOoV5nmUSI2hkXFKpVLB935wHt743kMw701vDDiy7fVv2IRnb/0nzvn26Zg+PV6f/0bEurRvl112wX777bfdz/bdd1+sX78eADB7dnVvpdrMVM3AwMBOs1TbUhQF2Wx2u3/iynHc0Pr6j0cQBTAwOCFN13eSgaFBpAJc6D4RNZvG4NBQJOfuZOVyGZIP9eTJVAqFUpE6Kwaof3gIqYATKQBQsmkMj4wEfp5OUy6X4Xqtl8kGQUooVNrXBEEUQpyRciNf+tDuisUiHM9DMhP+OCWVzcBhHgqFQujn9lOs/wLf9a53YfXq1dv97KWXXsLuu+8OANhjjz0we/Zs3H333aO/tywL9957Lw477LBQYw2KaVvgI27vyQsiPAZKpBrEGMPAyBDS3fVvNuendFcW/cOUSPmtUCxAUltPpNRUCpZjU8OJgNi2jZF8DpkGNntsVqorg/6hwcDP02k0TYPDPCg+fJ78JqqUSDVDFMTQ2p8zl9ZItapQKMDxXCQD3CJiPGoqCdtzY92noB6xTqT+53/+Bw8//DAuvPBCvPLKK7jppptw1VVX4etf/zqA6jTyqaeeigsvvBC33HILVq1ahZNOOgnJZBInnnhixNH7w7IsiFK0NwpREsHAYNt2pHG0G03ToFWM0Dv21WS6u5Ar5GFZViTn71S5QsGXfYnUdLXFcqds1RA3YXbMTHd1YXCY9m1rlKZpEGQpluVZYkJBkT6bDaPSvvZSLBbhcgyJ1OTr3/0miCIkNdH2M1KxTuUPOugg3HLLLTjjjDPw/e9/H3vssQd+/vOf49Of/vToa77zne+gUqnga1/7GnK5HA455BDcddddyEQwTRkEy7EhRfzEheM48IJAM1INGhkZge05yEQ1I9XdBWtr576JSl1JY3KFPNQZu7Z8HDWVguN5KJVKo2XKxD/Dw8OwPBeZnu7Az5Xt6cJGq9oNtiuEGbBOoWka5BjORgHVZjAljbpqNkoURDgsrNI+SqRaVSgUICfD34y3Rk6rlEgF7bjjjsNxx42/UJ/jOJx33nk477zzwgvKB/V2Val2U0lGNhiv6V+3Ec898Ah6e3snfW0cu6r4pZFuOIVCAWs3bcCjjz8WyU3KdV0Mrd+M5x59ou69UDr52vnBtm0Uy2Xs7kOr2EQqCZdjbf8lElfDw8OAJITSDS7T0w3bczE0NESJ1DYmu19u2bIFI3oJj9x7f4hR1acwnANvOrjj1tvGfU0n3y9POeUULF++vOH3aZoGxnOQZDmAqLZnVir4nfwryE2ca/HixVi6dGkAUUVv0aJFWLlyZV2v9TwPjDFceeElwQY1DuZ6+AXH1T1GWrhwIVasWBFwVI2JfSLVqeq9AX/n7DMx+6D9sfcB80OIanx3XnsTFr/3/Vi4cGGkcUStkS/Oe+65B7fcfw8WfeFTAUc1NsYYbr/qRnzmgx/F4YcfHkkMnaZYLMJmLtRM66V9PM9DUtv/aVxcDQ0NIZFNt9xdsR6pbAYOGIaHh7HXXnsFfr52Mdn98vobrsfzpQEcftyiEKOqz4tPPIP8qldwwTnRbpUSlaVLlzaVaFz6f5eh2CXj7QvfFUBU27vz2ptwwvs+gCOOOCLwc7WTRhKNq6+5Bq86BRz2/qMCjGh8T977b6RzJv73W6dGcn4/xHqN1FTnui5c1w10M8l68aJIa6QaNDw8DDkb/gLOGo7jkOjKYIS6ifmmujDXQ8qn0mE5rbb9Qtu46h8cgNodTok3z/NQsikMUZfMhhRKpVg2mgAAJamiYpi0xrRBAs+DhVTa53kede1r0VBuBMk6K1aCkMxkMJzLtfX6UvoLjDHLsuCBQZRjkEhJIn2hNKhvcDCU1ssTSWTTGBikbmJ+KRQKsH3scJRIp6htdgAYY9jU14euOkqR/ZLszqKvvz+083WCYrmERB2bvEchkVThMo+6ajao2rUvpGYTLq2RaoXneRgp5CPbogUAUtk0KpaBSqUSWQytokQqxizLgscYhBi09+RFgRKpBjDG0Dc0gGxPT6RxZLq7sGWQBnd+yefzkNSEb5/JZCaNoRwlUn4rl8so6mV09Yb3+cv29mBT/5bQztfuGGMolsuhrGFrRkKtJlLUAr0xgsCH1/6cMZqRakG5XIbl2Ej5sOa3WclMGrbnIp/PRxZDq+gvMMYsywJjDFJMSvtM04w6jLZRKpWgGxVkeqJdeJ7p6UauWKRr55N8Pg/Fh/VRNemuLIbzObghPcGdKgYGBmB5Lrqmhzcj1TWtByPFQls/WQ2TYRiwXSeWm/EC1dI+x6NEqlGiIMILrWsfJVKtqFZYeEhGmEilMmk4Xntvysuxdi5M9EmtZW2hUEA2G86eP/V2VXHcrTt3B79eekLM9apt0Ou4acWxq4pfGumGE4trx6rT92Kd5Q907Sbmeh7AGDjBny9vxhjgsZbLUzr5ujXj4YcfxrV/+QOOPflzoQ208kPDePgPt+I7X/vm6KbxU91End+8rUmKqMjgY1mexWDqBtREYtyHmZ3c+a2RDrXbWr9hAzTXQu+sGQFEtb2+Neux+5zd0N3d3fB7O7njYr3fdYwxuLV1ZhGOUzzXg8DzdTUGCvO7rt7cgBIpRJNI1eO1117DJVf+Au/+9Mci29S15pG7V2JXT8FXv3JypHG0i8cffxxXLb8JHzz5s5HWcFuGibuuuQnf+OwX8Za3vCWyODrFBRf/GGxuLw447BBfjlfKF/DATX/Bt0/+Ovbcc09fjkmAv/71r7jnhadw9JKPh3ZO13Vxx1U34svHL8FBBx0U2nnb1fr16/HjX1yGd37yQ+iaFt7MYSNu//Vv8en3f5i6njbg+huux/PlQRx+7DGBnocxhr//4jf46pLP4cADDwz0XJ3qgQcewG/v+CuO/cpnI43j7huX49iDDseiRfHq3llvbkBzojFmmiY85kFSgt+PYTKSLKFiGFGH0TaGh4ehpJORL4SVEwqEhFLdU4e0xHEcjBRySPv4sCWZScNhHnK5nG/HJMDGLZuR6e0O9ZyCIEDJZtBPDSfqomkaXObFdo0UAIiKTKV9DeJ5AcwLvrTP23oOKu1rXj6fh5KOvtmLlFbb+juQ/gJjzDRNuIzFov25JMuUSDVgYHAASld0dcfbUrJpDFLnvpblcjnYruvr7LAgCJBSKrWo95Hnedi4ZTO6p08L/dypaV3YtGVz6OdtR5qmwQMgJ+LZ/hwARFWhrn0N4jkOnhd8oRPzPHCofyNXsrNcPgcpFX0ipabTGKZEigTBNE1wAh/5rAZQTaR0g75Q6rW5vx/Znu6owwAApHuy2DIwEHUYbW9kZASW5yLj83VNdGVoxtBHIyMj0CwD3TPCT6S6p0/D+i2b2npPlLDoug5RkUPZMLlZoiKjVC5FHUZbqY5XQkiktp4izn8/cTeUyyGVjf6BbyqbwVC+fR8mNt3D17IsrFmzBnvttRfEGLTnbjfTpk2r+yn0r3/8s4Cjqd+F535/0tf09vZ27MCw3kWcrusCHAeOj/4mzzwGMIb/d9ppk762k5sWNLt4umZkZAQb+rfgySefhJ/f3bmhYaxwgJtuuqnpY3TywulG9fX1wXQd9MycHvq5e2ZMx6bKKoyMjGDatPATubiZ6H7peR4YY/j1xfH5ftsR8zyAAf/15f8a8/edfL9sFsdx1e+coDEGjqPSvrFM1ORlW+VyGZwoRF715DoOXMvGL3/+f5MmxnFs8NJwBqTrOk455RRcf/31AICXXnoJe+65J775zW9izpw5+O53v+t7kJ2onkTjzjvvxO1P/BtHf2ZxCBFNbMMrr+Hlex7CBWedi2RMN1AMQz1fmgMDA/jhpT/BWz98FGbsuksIUU1s85p1eGHF/Tj/u2eiqyvaduxRajXZuPXWW3HXs4/h6E8f72NUwItPPIPcs6/ggnPPo6erPtiyZQuEpAolgpKx3pnTYboOtmzZQokUJr5f/ulPf8IDa1/A+z7x4RAjaswz/34E4uY8vvvt/xd1KG2jeg8LPpGqtVine+bOli5dOmmyUalU8L0fnIc3vvcQzHvTG0OKbGz9Gzbh2Vv/iXO+fTqmTw//AVirGk7lzzjjDDzzzDNYuXIlEtt8UR111FG4+eabfQ1uqjMMA4IcfaMJAJAUGS7zYNA6qUkNDQ3B8hxkQ17sPp5sbw8sz8XQ0FDUobS1wcFBqAGse8v0dEE3KyiVqITID5s2bUJqWnck51ZUFYKaQF9fXyTnbydlrQw5oUQdxoSURAIlvRx1GG2F53mEUtnKGDhQItWsQqEAx3ORymaiDgWpbAY2a99NeRtOpP7yl7/g8ssvx+GHH77dH/B+++2HV1991dfgprpKpQJejr7RBADIigKPMUqk6jA0NAROkaCo8ehGlcyk4XKgRKpFmwcHAukER4mufxhjWLd5I3oiWB9Vk5rWjU2bNkV2/nZRKmtQ1Pg2mgAARU3AMEzYth11KG0lvNSGo0SqSfl8futmvNEnUmo6BZextt2Ut+FEanBwEDNnztzp55qm0R+0zzRdh5yIx4yUrChwmYdKpRJ1KLE3ODiIRFf0N6canueR6ErTQL0FpmliOJ9DtqfH92Onshk4HKPr44N8Po+RUjGUzUDH0ztrBl7buJ4aTkyipJUht0EiRd97jQvjb58+X60pFArweMRi+wFBECAn1akzI3XQQQfhtttuG/33WvL061//Gu985zv9i4ygpGtQlHh80SiJBDzG6AulDlsG+pHqjtdapERXBn20v03ThoeHq+WaPf5fV57noWRSlEj5YPPmzTBdG72zdn7YF5beWTOQL5fadlAQljh9v42nlkjRXlL1owfq7aFQKEBOqrG5XlJabdsZqYabTVx00UV4//vfj+effx6O4+Cyyy7Dc889h4ceegj33ntvEDF2pHq6qpQ1DZzAR95RpcbUK/jjNTdAmiSeOHZV8cu8efOwYcOGqMNo2pe/9KUJfz937lysX78+pGjax9DQECzXDWRGCgDUriwGqEV9yzZv3gwhqUKNcG+U3lkzYLg2Nm/ejJ6A/l7axUTfc6VSCYIsQYhx11/GPFgVE7+/5voxtyHp5O+6eju/7cgwDNiui99cFGw3RsYYrIqBP157Q1Odozv52i1YsACrVq2a9HWMMfzyvItCiGhyjDFcVkdSN3/+fDz77LMhRFQ/jjUxP/qf//wHl1xyCZ544gl4nocDDzwQp59+Ot7ylrcEEWPgisUiurq6UCgUkM36t9lmKxhjOOPcszHj7fviTW+Nx/+vd1xzEz555AdwxBFHRB1KbOXzeZz74wux36J3Y84eu0cdzqh1q1/GqysfxYVnnwc1Jmu32sk999yDP917Nz7wpRMDOf4zDz4CrB/GWadT19NWXPub3+BFbQjv/tCiSOO487rf4yPvXIhjjjkm0jjiqlgs4pyLfoh9jjkcu+75hqjDGZdlmLjrmpvwzc9/Gfvvv3/U4bSFajfGF/G+T3wo0PMYuo57fvMHnPrFr2CfffYJ9Fyd6JdXXoFNvIlDj3lv1KEAAJ5+4GFIWwqx6pBZb27Q1KOgt7zlLaPtz0kwbNuG5Tix2vVdVCTa5X0Sr3fsi9eT6GxPDyy32tBg7ty5UYfTdvoHBqD2BveQpau3F2v+8woMw9iuGyqpn+d5eHXDWkzbb4+oQ0F6xjSsb+OZ66BVKhW4jMWmIc94JEUG40Al7Q1gW/d3ClpcStLa1XBuBKk3zIo6jFGpTBp9L66D53lttzdYw9EWi8Ux/ymVSrAsK4gYpyRN0+AyL1ZdjQRFoURqEoODg3A5xKKl6LYyPV2wmYvBwcGoQ2lLm/o2IxNgmVZXbw9Ml65PK4aGhlDSdUybHf3gYNrsGXhtw3p4nhd1KLFUTaS82Lc/5zgOoiLT914DGGMIJZOqno2aTjTBcRzkS0UkM/5v59GsZCYNy7FRLrffdgMNJ1Ld3d3o6enZ6Z/u7m6oqordd98d5557Ln2BtEjXdbjMQyJGT+xkVUFZa78/8jANDQ1B7crE7mmZKEmQ00lqaNAE27bRPzyE7um9gZ0j29sNm7m0TqoFGzduhOE5kTaaqJk+exZKhk7XcxyVSgUe86DEPJECAFGWaUaqQaF8/3EcGKh7XzOKxSIcz4vVA99kJgPb89qy4UTDpX3XXXcdzjzzTJx00kk4+OCDwRjDY489huuvvx5nnXUWBgcHcckll0BRFHzve98LIuYpQdM0OJ4HJQatKWuUpIoCbRo6ob7+fiQD6Ozmh0R3Bv0D1LmvUUNDQzCdYMs1BVGEkknRjFQLNm3ahER3FlIM9t7rmTkdJnOxceNGzJ49O+pwYqdW2icp8U+keFmi/RMbUE1sgk9uuK27VVEi1bhisQjbc2M1I5XKpOEwF4VCoe2WHzTcbOLII4/EySefjBNOOGG7n//hD3/AlVdeiXvuuQc33ngjLrjgArz44ou+BhuUKJpNLFq0CCtXrhz394wxuJ4HXohPrSjzGMDYmN2LtrVw4UKsWLEipKjC1e5d+ybTyV37JvvMjWf0s8jzge40yVwPHMc1VR/eyZ85AFi2bBmWLVs24WteW7MGloBIN+Pd1uCmLZiWymKXXXaZ8HVLlizBkiVLQooqHh588EHccOufcezJn4s6lEnd+5fb8faZu0+5a0Tfde2rHceXAOC5HgSen3BGM8zvunpzg4YTqWQyiWeeeQZ77733dj9/+eWXccABB0DXdaxZswb7779/29QVx7Fr37///W/cePtfcOxXPht1KKNeevo/GHziBVx0/g9iV7oWB+VyGWdf+APsfeQ7MfeNe0Ydzk5ee+5FrH/gSVx03vchy/HY6Lkd3HXXXfjrQyvx/pM+Feh5/vPQY7Bf24JzzjiTPl8NMgwDZ/3gfMx919uw5/7x6OD1+L/uRyZv4dun/k/UocTOPffcg1seuAeLAv5M+eHBO/6BvaSuSbeOIFW/+93v8PTIRrznwx8I9Dyu4+D2K27E1z9zEg444IBAz9Vp7rvvPiy7+1Z88MufiTqU7dz12+X44IGH4QMfCPZvp1715gYNp6O77bYbrrnmmp1+fs0114xOxw0PD0/5/TNaVS7Hb9f3RCoJ07GpzGEcg4ODsFwHXTHr2FfTNa0HpufQOqkG9fX3hVKu2T1jGvLlEm3+2YRNmzZBdyxM3yX6RhM103eZjc0DfW3zQDFMhmFAiEEJZj3khAKtQtewXq7nhtJ1jeN5MGo20ZRisQg5RstGapRUsi03Mm94jdQll1yCxYsX44477sBBBx0EjuPw2GOP4YUXXsCf/vQnAMBjjz2GT37yk74HO5WUy2WIyXglUmoyCdfzUC6XaS+iMQwODsLhGNLd8VwjVWuBPjg4iDlz5kQdTttYv3kzuuYFXy7WPX0aTNdBf38/0un41K63gw0bNoBJPDI93VGHMmr6LrPwvGtjw4YNePOb3xx1OLFiGAb4NkmkJEWGNpiLOoy24bleKF37arP2rusGfq5Oky/kIUW4afl4EukURgr5qMNoWMOPDT784Q/jpZdewgc+8AGMjIxgaGgIH/jAB7B69WrstttuAICvfvWruPTSS30PdiopFIuQYtbRSEmqcJjXlu0pwzA4OAglm47tHgiSIkNKqdTQoAG6rmO4kEPP9OATqXRXFi4P9PdTQ5BGrVu3DumZ02JVEpnKZgBFxsaNG6MOJXb0ig6xTRIpWVFQMahrX70c1510HbUfOI4Dx/OUSDVhJJ9HMpOKOoydJNMpjOTb76FFUxvy7r777vjRj34EAMjn8/jd736H448/Hk8//TT9UfukUC5BzcTriYGaTMJlHpUejaOvvx9qdzzW2I1H7c6gn1oy162vrw+m66B7xvTAz8VxHNSeLmzZsiXwc3USz/Pwyvq1mLbP7lGHsh2O45CdNR1r1q6NOpTY0SsVyG3QsQ8AJFmGYZpbN5qNT6IeV5Zjgw8hkQIATqBEqhkjhTySM3eLOoydJDNpbCq/AjekZNwvTSVSAPDPf/4T1157Lf785z9j9913x/HHH4+rr77az9g62imnnILly5eP+/uyVgYnCBCleD21M/UK/njNDZAmiGvx4sVYunRpiFHFw6aBPnTFaKfwsWR6u7G5nwbq9err64MncEh3hZMgZ6f3YMPmTaGcq1MMDg6ioJWxe4zWR9VM32UWXn3mpbYbGPhlvG6Lr61ZA1vk8I/lfwk/qAbpZQ36UA4vPP3sTtUGndxxcbIxynh0XYfHVRPQoJmVCpZfcW1TzZM6eZwyWdc+13UBjgPHx+vBAGMM8Bj+7yfjV7TFsUNtQ4nUxo0bcd111+Haa6+Fpmk44YQTYNs2/vSnP2G//fYLKsaOtHTp0nE/xI7j4PRzzsK8ww+MTQeqmrtuuBkfOuQIHHPMMVGHEiu6riNXLOCN0+J1vXbUNa0XG19aD8dxIIpNP0eZMrZs2QK1pyu0cs3uGdOxec0quj4NWL9+PQzmxmIj3h1NnzMb6x59Bn19fdh1112jDid04yUaF1z8Y2DuNCw47OAIomrMlnUb8Nwd9+L807+H7u7uqMMJzURjlIlc+n+XodQt48Aj3hVAVNu789qbsPi978fChQsDP1c7mSjRGBkZwXk/uQhvOfa9mD03XrNS+aFhPPyH23D617+JefPmRR1O3eoeHXzwgx/Efvvth+effx5Lly7F5s2bOzabj1qpVILDPKjp+NWwikkVJdqUdydDQ0Ow3GA3bfVDtrcHpuNgeHg46lDawobNm5CZ1h3a+XpmTEfFNjFA5Zd1W79+PdTerlhsxLujnpnTYcHr2P1qmlUxK5CU9tiCQZQkeIzBsqyoQ2kLth1maZ8Ax3FCOVenKJVKcD0PyVT8xpdqOgWHuW03xqw7kbrrrrvw5S9/Geeffz6OPfbYKVmmEJZSqQTH86DGsKuKklSRLxSiDiN2BgcHYYMhE9OOfTXZ3m5YnkMNJ+pg2zY2D/SFsj6qpnt6L0zPpXVSDXh5zWvo3SV+s1EAIAgCUtN7sXbduqhDiQ3GGEzTCqX0yw+SXE2kTNOMOpS2YNpWaEsSeFGAbduhnKtTFIvF6oP6GCZSsqKA8VznJlL3338/SqUS3vGOd+CQQw7B5ZdfToOxgFRnpNxYzkgl0ynkivmow4idwcFBKJkUhJiXYymJBARVoRmPOvT390O3LfTOmhHaOUVJQqI7g76+vtDO2c5KpRL6R4Ywfc7sqEMZ17Q5s/Dq2jW0381Wtm3D9bxYziCORZJlePAokaqTZVuhlSVTItW4UqkEThRiOSPMcRyUlIpisRh1KA3hWIN3d13X8fvf/x7XXnstHn30Ubiui0svvRRf/OIXkclkgoozUPXuXuyniRYDMsbgeh54IX5ttJnHAMYmnJGM42JAvyxYsACrVq0a83ft0tVpojjnz5+PZ599NuSIwtHo4mnbtlExDCjJBIDwrqtlWhAAJJP1z0h38sJpYPxr5zhOtQOcmojtZ891XbimhVQqNeZau06+dmNdN8YYyuUyBEVui8oWxhisioGkqu6UIHTytRuvUchknn/xRSg9GaSzwY8Hhzb3ozeZxi677NLwezu5UchE40vP8+AxFsvxJQAw1wPHceOuSw5zfFlvbtBwIrWt1atX45prrsGNN96IfD6Po48+Gn/729+aPVxkokikJrJixQrc+uj9OOZzJ0Qdyk7Wv/QKXvnXI7jw7PNoU95tXHDxj8F268UB7zok6lAm9fi/7kdX0cFp3/xW1KHE2t/+9jfc89wTOOrE40M974tPPouRp1fjh+ec1xYDzSjdcccduPXRB/D+k+K7AbxpGLjr6mX42qc/j7e+9a1RhxO54eFhnH/Jj7Dg2Pdh1tz4N+DwPA+3/vI6fP3TJ9H1m0StUdbu73479tgv+E2oV/7ldrxj5u4dmxAFYfny5Xhw/Wq87xMfjjqUMf379rvxpkQvvviFL0QdSt25QUsp6Zvf/GZcfPHF2LhxY1NPLsjYCoUCpHT81kcBQDKTgeN5bTf1GiTTNDGcz8W+0URNV28P+gYHaP+NSazftBHp6b2hn7d35nRopoGhoaHQz91uXlu3Fl2zw1vD1gwlkYDSlcaGDRuiDiUWLMuCx1jbbMjL8zx4QaBmE3WwLAseWGjr3yRZgmEYoZyrUxRLJSRiuP6+JpFMIldsr3X4vsztCYKAj370o205GxVHI/lcLBtNANU1Uo7nokANJ0YNDg7C8hx0TWuPRCrb2wPDtjAyMhJ1KLHlOA42bNmM3pnhD9J7ZkynhhN1sCwLazdtiPX6qJruXWbglTWvRR1GLFiWBcbYhHsRxg0viZRI1cE0zVCTZEmWoJuUSDUiV8wjkYxvNZGaTqLQZg/q41kkOcUN5/NQM/FrNAEAiVQSLsdoRmobg4ODMF0HmTbZY6RrWg8sz6VmMRMYGBiAZhmR7E0kKTKkbAqbN28O/dztZNOmTdAtEzPaIJGavstsbOjbgkqlEnUokbNtuzrYbqNESqAZqbpUE6nwGolIsgyDmoA0JFcsxLKRWY2aTEKr6G3VRIQSqZhxXRf5YgGpmDbu4HkekqrSjNQ2hoaGIKeTbdOFSlFVcLJApWMT2Lx5MyzmoWfGtEjOn5nRg/UbqRRsIhs2bIAr8uiaFn75ZaNm7LoLKq6FjRs3Rh1K5GrlX4IU7w6n2+IlSqTqUZuRCq+0T4Ze0UM5VyewLAsVw0SigUZGYUukknCYh3K5HHUodWufO1mHGa8Lled50DQt1h2NLMPA737+SyQSiTF/38mdjMYyMDgAtSueie9YOI5DoitDM1IT2LRpE9SebGTt7KfNmom1T62G67qxvQ+EaawOYhs2bkDRMvDUo49FFFX9GAMG1m/EM/c/jOnTty8X7eTuYfPmzRt3bdhVP/l5uMG0aKxvtLlz53bsZsvNdO0rl8t4bf06PPLooxDE4O9b5UIRVkHDYw8+3PB7O/lzN1HXPtd1gUu42HY5BauOg6+49LIxfx3HrtAtde3rFHHq2rd27Vr85FdLcdinPhzb5gUP3vkP7Clk8V9f/nLUocTCT372U+jTkjjwiHdFHUrdHrl7JXaxJXz9q1+NOpRYuuzyyzGY8HDI0QsjOf/g5j489de78b1vndZUa99OxxjDuRf8AOqb5mL+IW+POpy63P+3O7FPekYsulFF6fHHH8dVy3+H4756UnwHczv45x//hvfsuT8+9rGPRR1KrD399NP4xe+uw7Ff/XwoD4DWvPAS1t33OH50/g/aas1dVDZs2IAfXX4ZDj3hWHRPj6baYjKGruOe3/wBp37xK9hnn30ijSWUrn3Ef4VCAbbnQk2now5lXKlMBoM5alQAVJsSDAwPxTbpHU+2txubB/tok9Ax2LaNTf2bMW12+OujanpmTIPFXFonNY6hoSHktRKm7zIr6lDqNm3OLLyyfi08z4s6lEjZtg1eFNsmiQIAXqCNX+tRqVTAS2Jos+iyIsNlHnXuq1O5XIbL3Ng2MwMAOZGAx7G2Ku2jRCpmCoUCBEWO9XqbVDaDXCFP7bMBjIyMwHQcZHu6ow6lIdmebmiVCjUNGcOWLVugWRamRdBookaUJChdGWzatCmyGOJsw4YNMFwn0mvUqOmzZ6FU0TEwMBB1KJGybXvczTbjShAFGNQdblKVSiW09VFAddDtMkZNXOqkaRo8rvr/W1zxPA9RUSiRIs3L5XJQsvHtqAJUEynLdWgQjuqTcctzkO3tjjqUhmR7q537hoeHow4ldjZt2gSb85CNuJ19duY0rKW9h8a0YcMGJLqzkJTwBm2t6p01AyZzp/x+UtUZqfZa9yeIImzbiTqM2KtUKhCU8B4CK2oCLvOg69Rwoh6apkFUlNjPBkuq0lbXlBKpmBkeGYES49aUQDWRsj0X+Xw+6lAiNzw8DE6WoKjx3ZdhLKlsBg7HqHPfGDZt2oTUtO7ImzxMmz0TG/s2UUnRGNasX4euWfGs8R+PKElQe7JTPpFyHAd8mzVQEUQRlkOfw8mUSiWIqhLa+RKqCpdVG3SRyZXLZUjJ+M5G1YhqAqVSKeow6kbNJhBNs4nxuqq4rgtwABfz0gfP9SDw/JhPNuLYVcUvE3Wh6gSd3IVqok5G24rNZ3Br9yKxjkFnJ3/mdmSaJs78/nnY7bC3Yq/5+0YdTkMe/9f9yOQtfPvU/4k6lMjcdtttuOvZR3HUicdHHUrdHv/X/ZimMXzz69+IOpTQjNdZeCJ6pQKXeZCV8JIpU69ATSQabjbRyd2Fx7t2hmHA9txQr08zLNOEyPFQx3hAHeZ1qzc3oPbnERlr0ON5Hr577tmYfdD+2PuA+RFEVb87f7MMx7/naLzvfe+LOpRQ7ZhkXHHVldiACg5d1H7/P9z/9xXYLz0DJ510UtShhKKeREPXdZz1w/OxxxEH4w377B1CVONzXRe3X3UjvvCRxXjnO98ZaSxxsmXLFlQcK9JmIM2aNmsm1r70BAzDGHf7iE7nOA64dpuREgTYztRah7N06dKGB6yX/PxS6NOSeNt7Dgsoqp3d+Ztl+MQRx+C9731vaOeMu/Gu3dXXXINXnQIOe/9REURVvyfv/TfSORP/+61Tow6lLvGe9phiisUiTMdGqivaFuz1kNNJ5HK5qMOIFGMMmwf6kWmzRhM1mZ4u9A3RXlLb2rx5MyquHYtBuiAISE3voU1cd7Bp0yY4PNquUyZQLdc0XHtKd2Nsx0SKFwWYFpX2TaZYKkNJhlvmLiYUKu2rU6FcgpKI/zKERFJFsY1K+yiRipFcLgfbc5Fug0RKzaQxNDK1GxVUKhWUdA2Znq6oQ2lKprsLQ/kROA4toq7ZtGkTmCjE5jPYPXM61mxYF3UYsbJh40Ykp/e2Xec3AMj0dMMTuCndjbG6Rqq9rp3AC3Bcuk9OxLZtlCs61FS4a7ylZAIFanxVl5JWRiLkRLcZiqpCq2hts1UElfZF5NJLq/9sy7Z3haafjT/cEN8e/zW2tRfguPjB+Tv/7rTTqv90uuHhYViui0x3d9ShNCXT3QXLcTAyMoKZM6OfgYmDDRs3ID2jNzZdjabNnolXX3wUmqYhFfIAJa7WbliPnjZrNFHDcRyS03uwcYonUpGvP2wQLwpwqGvfhIrFIhzmQk2HO35RU0nkqPHVpDzPg6Zr6G6TRMrxGHRdRzrGe6rWUCIVkWIR2Pm7VAYgQ2uL9vnVtsNjPQiaKg+HhoeHYXsOMt3xmL1oVKane7QFOiVS1VLNV9evQ88b4rPJ67TZs/Dc1lKwvfeOds1WHPx/9u47TK6q7gP4986d3ndme+9pS+hFRAgtASGCCEJAmgiogCAqr4BIAkpTMRpQeodQJAjSQg+EokgLoQRCytbZ6b3fe94/lo2bZPvOnXPvnfN5njzvS7I781tn5879nfI9qVQK3qAfLbu00i5l2pwVbmztVW9gzURyuRx4hcWfazQ88uzcxHHFYjHkRRHmIg/4mCwWBH2DRX1OJUqlUsiLIgwK2Js5HGufSCQU0Uix1D7QSe37wQ/ex+OPN273d4IgQCREGdGwhEAURGi1/E6j99/7XjceeGAPSoVJi6X2KddEKVSiOHTh5g166tHnI2VSKRj1BujHOehSzQlUI23atAl/vPVmfPOk7yhyjxQAbPn8S2xe8x/8/oqlo6ZSqclo77lUKoV8kZPdZiqfz0PM5WCz2rb7ezW/71auXImVK1dO+uuj0Sg29/agsrGuqEs3E9E40qEI5syaPaWVBEuWLMGSJUskrIweo9GITCZDuwxJGAwGpNPFORx7sr0Ba6RAp5Eazc23/B39fBb7LZR/+kwynsCr9z6Gi354DmbPnk27HCr+8Y9/4M2tn+OQ479Du5Rpe+mhx3H4Lnvj6KOPpl0KdevXr8eK++7EYWeeCKNZPstr1/zzWcx31eK0U0+jXQp1b775Ju575gkcdc6psll+OVXRYAhvPvwUfnnueWhtVe7M2nT97dZb0M9nse/hC2iXMmlfrf8MPW99gD9cfY0i9+YVw9q1a/HAc0/iqHNOLerzDmztwSfPrcGy/7sMToUusy+GLVu24Ia/r8A3lxwDu8wDsrLpDF648yFccNpZ6Oqil2A92d6AXRFkxBvww+ZURnCByWIG4bmSTu7zBvww220Tf6GMGWwWdijv1/r6+qC1mGXVRAFD+6Q2dW8FG/Maij43l9kV20QBQ0tqBZ6Dx+OhXQoVigyb0GpByNdnzDGjCofDMBR5fxQAWGxW5EQBYbZPalyJRAICEWEwyX9pn86gB+E4JJNJ2qVMirKuZiqWSqUQTcRhdSjjxpzjOBhsFgSDQdqlUOMN+GWT7jZdVqcDgwHWSAHA1p5u2CpdtMvYiau6EqF4rKTfa8N6B/phcytzSd8wjuNgctgwOFia+zryggCNRj5LZydDw2tAQFjC6TiCoSD01uIH4phtVuRZIzWhZDIJkYMiltRyHAedUc8aKWZqtkWfK2RGCgAMNisCJRqBnslkEI3HlN9IOewIhEOKiRmViiAI2NzTDXe1fIImhrGzh4YIgoB+7yCc5cpM7BvJ6i5D38AA7TKoUOKMlEbDsxmpCfiCQVgorNDQ6nTQmoyskZpAIpGAzmBQzGw+b1DO+WBsjxTo7JFyu92qHWF2uVwIBNTZYA1vwM1kMvhi01dwVldAb5T/CM9Y0skUYt4AZrV3QKfTqXoD7ngGBgZwzV9uxO7HHI6K2mra5exk9b2P4Oh9voUjjjiCdilUXHDBBXjkkUcQTySgM+iVEcgzjnw+BzEnwGa1qjqwYLRQpXw+D3CcsiLQt4UraTHyPlTNwUoThfPsKBaPQ6PlodXpJKxqdNl0GjpeC+MUEunU/L5jYROFMdnegMWfU7Jjo/HGG2/godX/wrfP/gGliqbuy4/Ww/PuJ7hu2dUlswF3uNH4/PPPsfyu23DIGd+HySKvPTVTEQ2F8ebKJ/GrH5+PlpYW2uVQ09fXhwwRUFYhz9kOW6UbW7pL92DeFStW4JxzzsFN99+FhWedrOjBCwDw9PTi42dexZW//DXcbnn+zhVCe/seKNI9T1HsOCHV3l5Op5AiWLFixaQbjWg0it9e+zvMXngA6lqbpS1sFG89/xKaNVace/Y5RX9uORqt0fjHP/6Bt7o34ODvLaZQ0dS9+eyL6DS68MMzz6RdyoRYIyUTwWAQepuybsgtDjsy+RwikQjKypS9b2GqwuEwRA0UcUr4eNhG3SG9vb0wldmpjKZOhquqEls+3ABBEGQVzV5Mfr8fvNGg+CYKAOxlZcgKAvx+v6obKbsdqKvb/u+isSg4LQ+dXp7vtdGIgohsKg27zbbd/i6KIb+yEggEkBUFamFZdqcTnk2luVR2sqKxGHQKunYaTSZEYjHaZUwKa6Rkwuf3w6SwBDib04GcKCAYDJZkI2WwWhSz3ngsvFYLvZmtL9/S0w17hfyCJoa5qyvRnfkQg4ODqK2tpV0OFT6fDwaH/A9nnAyTxQxoNfD5fJg1axbtciRz8cVDf0a6bOmfULZrB2bvMZ9OUdMQ8AzivSdW4/KLfonqavkt/aUtGAwiT0RYKO0Ztjod2Bz7Aul0ekrL+0pJLBGH0aqcgV+DyYiYQpJNS2M9lgIMBvywOpU1vGW2WZGHqNq9XuMJh8PQK+iiNB6dxYxIJEK7DGqy2Sx6PQOyDJoYVlbhRoaIJR04MeAdhM3lpF1GQXAcB6PDVpJHD+SFPHilhU3wWogELLVvDIFAAHqrmdpsuc1pR1bMl+S9yGRF4zEYFNRkGswmxBMJRRz7wWakZCCXyyEYDqGxS1l7VHieh8FqLsmzpIKRMExWdYyOG6zmkp6RGhgYQCqfg6uqknYpY9LqdDA6bejt7cVee+1Fu5yiI4TA4/PBVdtBu5SCMTlt8Pp9tMsoKkIIRFFQXFjIUONHWGrfGLw+L4wUj24ZuVS2VGfsR7rxxqE//0MQiZ4HXq+DVqeM234h34F85tt48C5sF/Ay2iw3bSy1D3RS++bPn4/169dv+29CiCKXiY1Wd1dXF9atW0epImnxPK/qqHCNRqPam4XhxMUdBYNB9AwOoKqpXtbvwZAvAL0AtI4SCqL2tMVzzz0XDzzwAHiDXjV7xPK5HIgg4swzzlBtethoyW+xWAy8Xgdeq4wbOgAgREQ2lYHFvP2si5qT38a6Xo5m41dfQTTwcLjpLY/2dvehxl2B8vLJBYCo+Zq5dCmwbBntKqRx5ZVDP18xTLY3YI0U6DRSI23YsAF/vvNWHHz6CTBTONBuJt595XW4EwQXnn8B7VKKJp/P4/+u/A0a9t8dbV1zaJczY5+/vw7BD7/ANUuXybqRkMpjjz2GN7d8hkO/fyztUsa18eNP0ffOR7jmt8ug1+tpl1NU3d3duP7mv2K/7x+linOkAGDzpxuw9Y33cN2yq6GTachJoaXTaVx61ZVoP3hfNHa20y5n0pKxOF677x+4+OyfoKNDPbOihZDL5XDpst+i/hu7Uf08fO2JZ7BXdQuWnHQStRrkYscZKVEUEI3HoDMaFbOsVhQJsskUbFYreP5/gy7FnJFi8ecKEgwGQXhOkhhtg9eHpgf/ga2nHI9MZUXBH9/mcGCwe6NiZ9SmIx6PIy+KMCms6R2L2WZBfy6DdDoNk0kd+76mYktvN5wV8o8xdldVYmMuB4/Hg8bGxom/QUWCwSByYl7xB2CPZHXYkRMFhEIhVFbKd1lpIQ3Pdo9MvisUKT/reC0PAnYg72gCgQAy+TzsLrqBUzanA/2DyggnkNqOzUZ3dx+uv/kv+MaJi6nOGk5FJp3GS3euxM/OOBtz586lXc64WCMlA8FgEAabNAlwRq8fs/5yCwYPXyBJI2V12NGXTiMej8NmU1bq4HTFYjHkRVFxs4djMVksyIsiYrFYyTVS6XQaAz4fmmfvSbuUCdndZchzBAMDAyXXSN1+uw0P3b8Mqx5Qz+8nEWchk9wXFi6Ha6+lXU1xCIIAQgg02sI3UlJ+1mk0PAgIC5sYhc/nQ1bMw0G5kXKUuzDw1Trk83loFbRstBgSiQQEIirquBa9wQCBG6pd7thvmwwEggEYbMoMLrA6/zeqWlKNFBFUMyNlspiRJwJisVjJjIwPGxgYQFrIwVVV+EGGQuN5HqYyO/r6+miXUnTBYB6JmAMJZRwrMgUGBAKlk8SYz+chgihun5tGy0MkrJEazeDgIHQWE/Xz3ZzlbmzK5eDz+VBTU0O1FrlJJBIQOUCvoNQ+juOgNxpYI8VMjjfgh9VVuCbE4PXB6B2K1XWs/2y7/wsA6crygo3YDS1PySMUCpXMKHksFgM0GugNyjncbjwmixnC1zNSpaa/vx8Cz8FW5qRdyqTYK1zY2ttDu4yi02jisDpiMJjU8Z4blk6koNUmaZdRNPl8HoSgYEETxfqs02g04DiONVKjGPAMwFhGf8mtw1WGjJDH4OAga6R2EI/HoTMaFLf9QquQRoqFTYBO2ERjYyN6eqS5IboSwNJx/n0pACkDXRoaGtDd3S3hM9Aj5esmB2p+7XZMyhympP19BABKLCkTAA486EC8/+GH0KksZCObTmPBgQfhmWeeoV2KJHZM7RMEAYlkEjqjARrNzDe9/18iiV+nUmP++3UmE64v0N7jTDIFk9G4XTCImlP7xrpe7ogQAnAAB/rX0Klcy9V+zRzpmWeewQvr/oPDTv4e7VKm5LUnnsY+NW048cQTqTw/C5uQueGb1XA4jCuvvwZzjzgQtc2FmdExeH14fcQo3a6/XoaPrrsSka8TdfavLMdTBVxD/spjT+KAlrn43veU9Sadju7ubjz11FN45fMPcOiJ36VdTsG8eP9jOGrvA7Bo0SLapUhmtA/NPy7/M+JOA/Y8+AAKFU1d0OvDf/7xHH59/oVoaGigXU7RHHbkETjyp2egaz91naH1+lPPYX6Zes+9WbFixXaNxlD6YuE2vU/0WbdHZTnuK9Bn3bO3P4BTjvgODjhAGdeKmTrjjHU7nEW0M0JERGMxaA3yiLPPpDLQaTQwmydedn/GGdLXIxexWAxaBc7m601GRBWwUob+b36JC4VCyIlCQdOoMpUVOy1niHTN2fbhUmgmmxX+YECSx5ajWDwOLeX14IXGm5QxhV5I2WwWHp8X9R270S5l0hyuMuQgwOPxlEwjRQhBPJFAtUn69f1Sp5zu9HwmE2Il9L7L5/MgKNzSvmJ+1ml4TUkt7YtGgYm3Y2oAOADZ3OsOzViHQhN/ZTQqcSkyEo3HYFBgkJTJbEbYH6FdxoRYI0VZKBRCnoiwKDRsAhjaJ+XdMki7jKJR6kVpPHqjAbG4bD4Ni8Lj8SCVz8FVhBvmQuG1WpicdgwMDNAupWjS6TRyQh6GIiROSZ1yuiODyYiYp3Tu6HK5HERCZDF7MVUaLY9cLke7jKKx24G6uvG/JpvNIJlOwSjB0S3TIeQF5DMZ2G12cNz4S0cpHBlKTTgahbFSefeYRosZ4c3y/6xT3tVMZUKhEHQmo2QfLOnKcmy48MdIV0p3To7FbkN39EvkcrmSOFgyGovBWK2uq7DBbEJEAVPoheTxeJDjRNjddGN7p8rqLkNPf+kk9yWTSQhEhEFBiVOTZTAZEUmUzmuZy+VAQCSJp5b6s06j1ZbUjNRkDj599NEn8Xb3FzjkhO8Up6gJJOMJvHrvY7jwzLMxZw69w4HlJhKPwtmsvEReo9kMTzqDbDYr60PoWSNFWSgUgt4uXYx2prICX/z8J5I9PvC/gyXD4TAqKpQzuj9dsWQcdpPyLkrjMRiNiPlKZ3kmMNRIGR02xUUxOyvK0fPhBgiCoLjapyOdTkMkRLKUzGKmnO5IbzAgnclAFMWChC/I3bYZKV3hbz2k/qzjSmxGajK29vXCUeGmXcY2ZqsFnFGP/v5+1kh9LZvNIpXOoFoms4ZTYbIOHc0Sj8fhcsn3IGGW2gc6qX2LFi3Ca6+9tu2kdI5X8IcoAURRBP91ROyCBQuwevVq2lVJ4sEHH8Rvly2FqcwBi115U+VjiYWjyEUTuGrpUixZsoR2OZLYMUEsmUxCBKAzyHekazSiICCfycJisWy7+VZzetimTZtwzPHfQ0/31gmX60xHMZPfdiQIebS0tOLfb74Fowpn3EZLflNSSuZIo9VdSslvO0qlUrj86mVoPnAvtMzppF3ONmuefBbzy2px2qmn0S6FmuH7y2GCIAAaTnnvu6/vLbUjBgyLeX/JUvtkbvgX4errrgHfXIVdvrE35YqmjxCCp/9+L370vZOwzz770C5HUsceeyz++8k6dB66P+rbW2iXUzCbP92ArW+8hxNOOIF2KZIZmSBGCMHlVy2Fc5c2zNlzN6p1TVUmlcKLdz2MC047C11dXbTLkVwmk8E3D1uAw354kiR7E4uZ/Laj/i3d+PT515HJZFTZSO3YZLz55pt44Lkn8e2zf0Cpoulb8+Sz2KO8ESeffDLtUmShv78faSEHt8wOM3dVVmDTV1sV27AXwshGY+vWrbjhb3/F/id9B3ZX4ZexSxnQk01n8MKdD+Fnp/8I8+bNK+hjFxJrpCjK5/MIR6NotLfTLmVGOI6DwWpCOBymXYrkUqkUBFGkfop7oemNBghERCqVgs1WuMOh5SoUCiGRTqG5XD7LUibLYDKBNxng9Xppl1IU2WwWIiHQSrT/stgppyPp9HqIhCCTyUj+XHKQzWYlWdZXDFqdDukSeZ0mo7+/H6JWI7vDzN3Vlfj0ow0IhUKyXg5WLNFoFHkiwmSRZguJlAE9OoMeRMMhJvP92wpeT6Z8kUgEOSLAYlf+javOaimdRooQFTZSRgiEIDXOEic1GRwcREbIw6nARgoATGV2DHg8tMsoinw+D3CcIpPeJsJreRCQkgkxyGaz0Cj0ddTqdEhnWSM1rKe3B5byMtnN+rirK5EWcujv76ddiizEYjFAyytuCTswNEivN5tk30gp84qmEuFwGHlRVEUjZbJa4A8FaZchuUwmAxEidDJOkJkOnV5XUiPjXq8XnF4LYxEitaXgcLvQO1AaNwqCIIArUhBDMVJOR9JoNCAE2/bKql0mk4FGoTNSOr0O6XBpXB8nQgjBpu5uOOuL8z6ZCoPJBK3FjN7e3pJY+jyRWCwGfYHP4CtmQI/ObJR9I8XCJkAnbKKxsRE9PT1Fea5ia2hoQHd3N+0yJNHZ2Ykvv/xSdqNwhUAIQWdnJzZs2EC7FEmMDJsYPptIr9B9KUI+DyGXg9ViBcdxqg6bePvtt3Hv06tw1Dmn0i6l4KKhMN5c+SQu+ckFaG5upl1Owe0Y8DL0vhMUOaOfz+UAQYRlxBIpNb/vVq5ciZUrV476b7lcDhs2fglrhQsmGabBBQd9MHNaNDU1jfk1S5YsUW2wktvtRjAo3cD2lQCWjvPvSwEsk+i5XS4XAoHiJAxPtjdgjRToNFIA8Oqrr+Ifa17AEWcq/8286ZPP0b32fVx/1e8kOSNELt5//338feV9WHzemapqpnKZLFbf8aDsN3UWyl9uWoGAGdj70INolzIt/oFBvP/PF3DZhRejpqaGdjmSWrt2LR58/ilFBhRMJB6J4vUHV+GX55yHtrY22uVI7r7778P6iAffWnwE7VKm7LP3PkT0k0343RVLaZdC3SeffIIV996BQ844UZaN1Ofvr0Pgww34/W+XlsQREeO5/Y47sEmIYv8jDivYY+44I7VjQE8hZ6TeX/MmLME0fnnRzwvyeFMx2d6A7ZGiKBKJQKfQpUU7MtusyBMR0WiUdimSymQy4HVaVTVRAKDV60AwNGKsdqIowuPzSpJgVCz2MieyYh5+v592KcWhsvdbqUql04pdFq03GIbONBNF2qVQ19vbC95ikmUTBQDlNVWIZ1LwlMg+0vEEI2GYrYU9qiVTWbEtkGe4eRr534UMnTBbrQhGwpDznA9rpCgKhUIwWOV5IZoqs82KnCggEonQLkVSSk6dGg/HcdCUyIGT4XAYyWwGDrdyE530RgN4kwE+n492KZLjOA6Q8YfoTHFQ4Pku05RIpaCT6GBlqen0OgiEIJvN0i6Fui3dW2GtkO/1s6zCjSxE9Pb20i6FKkIIQpEwzFZpEvuKwWyzIJVJy3r/NmukKApEQor+BR/JbLUgLwqqn5EaSp1S51IBDc+XxE2C3+9HVsjD5nTQLmVGjA5byTRSch6NnInhn6tUGqmhGSlpYuylpjMYIBJSErP24xEEAZt7e1BeU027lDHxWi3MLodq96FPVjKZRCafg0nC+0ypA3pMFgvyoijrQXr1Da0rBCEEwUgEZY3yOsxuurQ6HXiDriQaKY5X59tG7TNSN9449CebbUIy/Vs8dr+yZ4OzmVbcRYBf/AK4+OKhP2rEGin1SCSTKDPW0S5jWvRGA0QilnwjNTAwgHgmhdm1VbRLGVdZdSU2btlMuwyqotEocqIAs62wS/tGylRW4Iuf/0Syxx/aNjI0SF9VJc/fORY2ATphE11dXfjkk08AjoNaPkKHTxLv6ura6UR7tdh9993x8ccfg+PVN5lLBBHz58/H+++/T7sUSbS13Y9Nm9SX/AYAra3346uv1Pmz/ec//8GZPz4H/T3qW6YjiiIam5rw3FP/Qn19Pe1yCm7H1L5YLAZer1PkmWCEiMimMrCYzdsCDNSc2rdo0SK89tprO/09IQSCKEIj889AQgggkjHDJhYsWIDVq1cXuariGE5cjMfj2NS9FeUNteAVupKGEILBLb1oqq2D0+ksatoiS+2bAhqNlM/nw9V/ugG7Lj4UlfW1RXlOqb32xNPYu7oVJ510Eu1SJHP66R9i1ZOtMBT4XAY5yCTT+P7x3bjzTnWevTE8I5VMJpAjIgwKjGAeScgLyGeysNts+MUvNKqdkfrggw/wt4fuxdE/PQOaIp0nVSwBzyDee2I1Lr/ol6iulu9SqUKIxWK44pqrMXvhAahrbaZdzpRl0xm8cOdDuPCMszF37lza5VDz6KOP4u3uDTjkhGNolzKuZCyOV+/7By4882zMmTOHdjlU/Oc//8Edjz+Mo39yuqJnvZ+76yGcsGARDj744KI+72R7A+UNC6lELBZDnoiSrl0tNqPZjHBUvutYCyEe5xGP2BEvwo9ZjQGci1txK86FB8WIuNYjHlfmqNVkDC9/u+6Pf0OuxoHdDtiPdkkzEgkE8fYj/8KvVHoG0TCdTgcNx0HI5aExKDPxbSz5XB4cx0GnU+a+oalIpVIQCFHs2W06gx4EQz9HKdu4ZTPKauS/JcFss0JjMqCnp6dkG6loNAqd2ajoJgoA9BYz2yPF7CwWiyEvirKND50Ok9WCYF+IdhmSMhjSsDpjRZnNmJPrxtLAMrzuPhI5nVvy58uk0jAa5ZuMUwiCICAQDqF2dgPtUmbM6rAjKwoIh8O0S5GUTqcDBw75fB46lTVSQj4PDUqnkRIVPBPMcRx4gw7JZJJ2KdREo1F4Q0F07jmLdimTYqtyY2t3N+0yqIlGo9CrIBnaYDHJ+nOONVKUJBIJaHQ8tCr6ADWaTQjEu7ftlVKjQw/7GE0HvoH9jyzc4XZjcazfAhwNLL13CyJd0p83tubJZ7FHeSOA3SR/Llqi0SiyQh4Wu412KTPGa7XQm40IhdQ+eGGAhuOQy2ZVNfAEALlsFhqOg0GhkeBTkUgkkCciDAo+O1FnMCCRSNAug5qenh6khZysE/tGKq+pxlcfboAgCCV5MG8wFIJRBddMs80Kf1C+n3OskaIkHo9DZ1bmEoexmCxmZHJZZDIZGBW6fGMi2XwOGgkvyDueGD7y/wKFPTF8RzzPI5dXb2ofMHSGVE4UVNFIAYDeapH1SF0hGI1G8ByHnIzPEZmubDoDLa+FXqGH1E5FIpGAyA0dbKtUvMlQ0jNSQwfxGhUzoFFeU4Wt//4QHo8HdXXKTIucCX8oCHONso/5AL4+lHeTR7aD9CxsAnTCJpqamtDd3S3LX4qZIIRgzpw5+PTTT2mXIgmtVgtBECR7/CsBLB3n35cCWCbZsw/9fGqNQLdaraodTbZYLIjH47TLkEQ4HMaV11+DuUcciNrmRtrlFNQn/3kf6S97sfSy39AuRXJr1qzBIy8/hyPPOpl2KdP2xr+exzx7FU4/7XTapUhux8RFYOhcIgFEQc0wQSaZhslo3Gn5bCkkLgqCMJQMrVH2febIBMZipi2ysAmZu/p3V2N9xINvLT6CdikFM7z5/f/Ou5B2KZL50/I/I2jVYK+DvyXJ4xu8Prw+YkZq118vw0fXXYlI19Bm2f0ry/GURDNSbz//Mpp56c6boC0ej+PVV1/FP15bjSN+qNybuZE+evPf0PSFcNmvLqFdimRMJpOKZ6TSMBuVu9RtKhKJBLRGZc+8Gc0mRGLqHLDY0YoVK7ZrNPL5PH5z1VKU7zEbs3afT6+wKXrl0X9i/+Y5OOGEE2iXUjSrV69WfErmSHJPN2WNFCWRWBxGBa8VH43RbIJARNWO+gOAIIrgOOneNpnKip2W7kW65mxrpKTEaTQQRFHy56EpGo1CZ1HP+85stcAT3SLbJQ+FoNfrYdDpkU6qLy0tnUyhyqaOZaYTicfj0Cr82AiDyYSoz0+7DCo8Hg/i2TRm1xT+UFSD14emB/+BraccX/Cl686qCny1dUtBH1MJIpEI8kSE2ar8wVGT1YqcKCISiciykVLXoRwKkkgmoFf4h8qOdAYDRKg7Hjafz8v+IMLp4nkN8nnpli3KQTgShl5FAxgmqxXZfF7Vgxccx8Fhs6uykcqm0nDYirOcnLZoLAaDwvcFmyxmROMxlOKOiN7eXuRA4KwoL/hjG71+zPrLLdv2BxdSeU0VBoN+1S59Hks0GkVeFGC2Kf+IHaPZBIEjiEajtEsZlTrvCBUglozDYFD2h8qONBoNeL2642EJIUU7FDRdWY4NF/4Y6crCf3CNhtNoQIi6Z6SCkYiqzm4zWc3IE0G2HzCF4rDbkUqo77qSS2dgK5EZqXAsApNZGSEFYzFazMgJeVUPFo6lp6cHZrdDcel37uoqpPI59Pb20i6lqKLRKAivUey5bSNpNBoYzCbZniXFlvZRIAgC0ukM9Ao9T2M8WoNO1R8yhBCgSCuoMpUV+OLnPynOkwHgwKm+kQqFw7DUqCewwGy1Ii+KiMVitEuRlNNmx8bBIO0yCi6XTMOqgqU3kxGORWFvLM6gkFSMZjPyooh4PA6zwpvCqdrcsxWOAi67K1ZC7dDBvHr09fVh9uzZM348pYhEItCbTapZ8q2zmGQ7YMhS+1D81L54PI7yigpk0mnJn4sGm80m21/4mero7MTmzZsVn4IzGiKKaGtrx4bPP6ddiiQOP/xwvPrqq6pIMRpJFETsvddeeOedd2iXIpnFixfjlddeVcXo6v8MJYp9Z/FiPPzww7SLkVQul8P/XXkFmg/cCy1zOmmXM23xSBRvPPgEfnHOT9HW1ka7HEm53W4Eg9INXtBOqHW5XAgEAhI+Az2LFi3CK6+8MrR3ViVbEYggguM4HHLIISy1jwHS6TTOufB87Lr4UFTW19Iup6BeXfU09qlppV2GZE4/60xomiqxyzf2pl1Kwb2/5k3YwlnaZUjmsccew5XXX4N5Rx6EmqYG2uUUzHN3PoQTDz2SdhmS+vWvf426XWbhqHNPo11KwcTCEax96J/41Y/Pp12K5GKxGPJEgMmq7Fkck8WMvCiUxH6bkU3Gxo0bcePtf8cBJx8Lm7Mw5xIVM6F2/b/fQ+qLHiy7/ArVzNCMZ/Xq1bj19tuwVUzgG0ccSrucgvjg9bdg9CVwycW/oF3KTlgjRUEmk4EIAp0KD2HUGfTIZNUXUzySWi/EHKfupX2JRAICEWE0SR82IWUK1Y50JoOqwyYAwOFwgOQFZFW0JDoRi0Gr0cDhUP6BmROJxWIQRBFmi7L3J/JaLXiDXvVLaXfU398PotPA6ijcip1iJtS6qyvxyQefIRgMwu12F/zx5SgUicBc66RdRsGYrFYEN/bLMqFWHXN+CpPJZCASAp1BfY2UVqdDUqVLFhllSyQSEEQRhiKk9kmZQrUjrcmo+hs7h8MBLccjEVXPz5mMxqHj+KIdAk/T0IyUCKMK9hXpzOp/v+2ot68PJneZ7G5gJ8tVVYG0kMPAwADtUoqCEIJwNAKTRfnvt2FmmwXpXAZpGd5fskaKgqFGSoROr5v4ixVGp9cjJcNfdIZJJBLIExEGlR07oDcZEFP5UqOysjLoeR5xFe29jEUicDnLoNWqf2FILBYDeI0qBg91ZqNs08OksrW3B84K6WZypE6oNRiN0FpMJdNIJZNJZPI5VZwhNcxksSAvirLcf6/+K7gMZTIZCIRAq8alfXodUmn5/aIzTDKZBK/XSRbfW6wUqp2e12hCLKrupX0WiwVmoxGxsHpuYOPhKDrKpV32KRexWAw6k1GxMxojGc1mhKPq+T2cSDKZhDcUQNuu0oVrFCOh1uxyoq+vT9LnkItYLIa8qPw9iSOZrRbkiYBYLIaqqsIfCj0TrJGiIJfL4f6bbsEdf/wL7VIkYTKZcPkl/0e7DEn84drrEI2ot1F0OB34xYU/p12GJFKpFLQSzgI3PfgPzPrLLdv93a6//l/u1IYLfyzJzYLeoEciGS7448rJww8/jKceW4XMKqBMwpHxYvL1DaDc6oDZZMKSJUtolyOpSCQCnUqWGZmsFgT7QrTLkNz8+fOxfv16AENLxbjrlN0EEwAgBD/84Q8BAF1dXVi3bh3VmqSy++67w+PxANf/iXYpBffEvQ8N/WwyoqhG6tprr8Vll12GCy+8EMuXLwcw9AZftmwZbrvtNoRCIey77764+eabMW/ePLrFjiOXy+GMn5+vqgSqYRs+WIfABxtolyGZX136a/DNVejaby/apRTc+2vehDWk3qCQdDoNXsKlRVtPOR6Dhy8AMHoKlVTLVvRGAwIqPgQbAJYsWQKNRoN/923Ewd9bTLucGSOE4NnbH8APjjwGBxxwAO1yJBeJRmG0SL83sRjMVgs80S2y3PReSMNNxptvvon7nnkCR51zqqJ/3t6vtmDDi2ux7NeXqz7g5bnnnsPND96Do358GngVLR0evmbKjWL2SL377ru47bbbMH/+/O3+/oYbbsCNN96Im266Ce+++y6qq6tx+OGHy3ozaD6fh0Zhp4NPllanQy6fh1qPJ+M4jWp/NkC9iYTA0IwUL+GMVKayYlvq1HDzNPK/pUrv0xsMyOZyyOVykjy+XFRUVCAdke91fSrSyRSQE1BeruwDaicrEA7BZFV2Yt8wk8WCbD6v+qTMYYODgzA57Yr/bHCWu5AR8/B6vbRLkVw8HofWoFdVEwUAOpNRlkcPKKKRisfjOOWUU3D77bejrKxs298TQrB8+XJcfvnlOO6449DV1YV7770XyWQSDz30EMWKx5fL5aDRqrOR0vA8REKQz+dplyKJoYhwdTZShKi7kUqmkqrY7L4jvdEAgYiyTDMqpIqKCgipDLJp5c+aRoJB6Hm+JBqpoQSxKEwKjz4fZrIN7dWQ46Z3KfR7PLC6nLTLmDGL3QZRw5VEIzW0J1Edx0SMpDUZZDlJoohG6rzzzsNRRx2Fww47bLu/37x5MzweDxYuXLjt7wwGAw466CC89dZbYz5eJpNBNBrd7k8xqXlGitfyIFBvIwUABOpspKDypSrJdLpoAS9Sp1CNpNPrIRKCTEb5DcZ4ysvLodfwiIbCtEuZsVgwDJPOAJfLRbsUyaXTaaRzGZhVsvF9OD1Mjjd0hSaKIvoGB+BwK//3lOM4mMocGBwcpF2K5JLJJHijutJpAUBnNMhyRoojMh9ef/jhh/H73/8e7777LoxGIxYsWIDddtsNy5cvx1tvvYVvfvOb6OvrQ21t7bbvOeecc7B161asXr161MdcunQpli1bttPfRyKRopzp8dxzz+HXV/0W3Rs3S/5cxSYIAlpaWvDW62/AopIRyJHMZjNSqRTtMiRjNptVu2TFWVaGSDhMuwxJWGw2fPH559tdB9Vk0aJFeO211yAIAsBx4DTKbviJKAIE4HkeCxYsGPOzSulWrlyJe+65B19s+gqO6goYVHCYMiEEg1t60VRbh5/85CeqDQrZ7j2n4VQxyFYq7zuj0ajagTW9Xl+0ny0ajcLhcEzYG8h6AWVPTw8uvPBCvPDCCzCO013v+AafaBPopZdeiosvvnjbf0ejUTQ0NMy84EkihGDBMUfhsCXHFe05i6Vv0xZ8/sKbql3+tvR3VyNdacXu3/oG7VIK7t2X16Airc6ZUgD4v8svg1DnxK7770u7lIKKhsJ4c+WTyGaztEuRzPANzx/+/CckXGbsueCblCuamVceewr7N83CCSecQLsUSS1ZsgR77703/nT733DgKcfB6lDH4cPP370Sxx+0EAcffDDtUiSzevVqbNiwAX++81YcfNrxMNuUfybR5+99hNC6jfj9lUtV0RiO5Q833gifUcDehx5Eu5SCWvfWf4CeAO0ydiLrpX3vvfcevF4v9txzT2i1Wmi1WqxZswZ//etfodVqt2XJ7xiF6PV6x82ZNxgMsNvt2/0pJlEUVfsm5jQaAASiKNIuRRI8zw9tJlIhUSTgeVlfEmYkk8lAp1PfIdhanQ4iIapupIbV19QhGlR29DQhBOlwRHZnoUhl6EwbESaVxJ8DQ4fylsIeqUAgAMJzqgkKsZU5kMykVL8sM5aIQ6+yg+cBwGAyIp6Iy26gXtZ3TYceeig+/vhjfPjhh9v+7LXXXjjllFPw4YcforW1FdXV1XjxxRe3fU82m8WaNWuw//77U6x8fKIoAurso4bCGADVNlIcx0EU5fUmLhS1x/mmsxloVdhI6XQ6EJRGI1VdVYVUUNmHoabiCZCsUFKNlNoSxHQmIyIlcChvIBCA0W5VzeeCrcyJrCggEJDfrEYhJVIJGAxqbKRMyORystuDL+srm81mQ1dX13Z/Z7FY4Ha7t/39RRddhGuuuQYdHR3o6OjANddcA7PZjJNPPplGyZMy1E2r48K0o+ELrtxGDAqF12hAiDqbRCKKqp2RIoQgn8+p6mZuGK/Tqjopc6SqqiqQTA6pRFKxMxxhfwAGXovKykrapRRFLBaDXiVnSA0zWcwIl8CMlNfng9Fho11GwVjsNuRBEAgE0NLSQrscSYiiiHQmo8qEWp1eB5GIsltdovi7iksuuQSpVAo//elPtx3I+8ILL8Bmk++bf6jZUGejMdxAqWUEa0caDQ8iCrTLkAQhBLxGnXukBEGASKDKtEyNRgNOw5VEI1VdXQ0Dr0XI54fJ0ki7nGkJev1wmK1wOp20SymKWCwGrcqimE0WC0KDA7TLkJw34IetrmziL1QInudhsJoQDAZplyKZbDYLkRCVNlJ6iBhKqLVa5bNnT/apfcUw2WSOQvnXv/6FE048ERmVpr8ZjEYMejyqPD38hz/6Edb+998oq3DTLqXgAoM+HP7NA/H3v/+ddikFl06nUdfQgGAgoMq54DK3G8/861/Yb7/9aJciiZUrV2LlypUAgM+/2ACt1QxbmTKvLwGPD1Zeh8bGoUZwyZIlqk1+W7lyJa697jqkIaCsCEcBFEsiGkc6FMGyK5filFNOoV2OJBYuXIhXXnlFFSmZIxFhaI/6IYccosrUvnA4jIrKSuRVekC7VqfDls2bUVdXJ/lzqSK1T604jsO5v71Elal9/Zu34rPVb6h2Rmq//fZFzT5d2G/RIbRLKbjXn3oO88ukvzjRkM/nceqPfojZC7+JutZm2uUU3LN3PKjqGamRzcYdd96JLzMhHHDUwgm+S56ev+cRfGe/A7Fo0SLapUhuyZIl2NrXi1yNA7sdoJ4mfyiddi0WL15MuxTJPProo7jy+msw94gDUduszNnf0byz+hU0wIQfn3Mu7VIkkclk8OOLL8Qexy5EeY269mHGI1G88eATsot2V+eGCJnjOE61yW9qX9rHa3jVBmkMLe1T5yUhn8+DgKhyaR8AaEpkaR8A1NfVIeFXZnJfNp1BLp5EdXU17VKKJpqIw2hW5n62sRjNJghERDKZpF2KZCKRCPKiAIsKYs9HMtus8IfUu7Qvl8tBJESV+4G1X+8Hzslstk2dd00yx/M8iEqT34aj3XmV3rBqtTxEQaV7pESi2tdNFEUQEFUtURmJ4zSqDXjZUU1NDbKxJLJpeY1KTkbQ54OR16r24OQdZbNZpDMZGFQWxWwwmZAnomoPLweGljXlRBFmGe83nw6L3YZQNDJ00LAKDQ8a8lr1fZZrNDwI5BesxBopCrRarWpvxoW8AA4ctCocDQEAnteqd0ZKJKp93cSvT7TXcCq95Gk41f5e7qi2thZGrRZBn492KVMWHPTBZjbD7VbfHsvRJJNJCESE0ayu1D6DyQRBJKpupOLxODgdD51ePulohWA0myCI6m2CBUEYWn2hwtUlvJYHIZBdE6y+/6UVQKvVgsjsF6FQhHweHAfV3pDrtFrVziYOxZ+rbxQLGLHkVIUfLgDAlVAj5Xa7YTOZERxUXiMV8vrRXNugypuc0SQSiaFGyqSuRkqn14HTalR7Mw4MvXY6o7rSFoH/LctU62uXz+dBCFS5tE/Dy3NGiqX2ofipfWvXrsUR3/42Eio9Xdtms6n21PfGxkb09PSocg8YIQRNTU3YsmUL7VIKbnBwEL/78x+x53cXwl2trg24APDiA4/h23t+E0cccQTtUopCqYETz9/zCBbv+62SeZ1OPfVUPL5qFfQmAziVzQZnUiksOnwhnnjiCdqlSEKr1cpu5L+QeJ6X3Q15IXz66afYZ799kIips1G02Kx49eVXsPfee0v+XCy1T8Z0Oh1O/umPsPgnZ9AupeA+f+8jhNdvpF2GZJYvX443Nn2CQ044hnYpBffSQ49j0a770i5DEkPjRQRQYQMMQL0/1xga6uvxwTtf0S5jSjKpFPKJZMnsjwKGznk0VZfjiHN+oLolYi+tXIWFu0h/M0fLPffeiw8DvTjomCNpl1JQQj6PZ2+5D+f94EzapUjmlB+fjcPPWgKDUV17EwHgX3+/h3YJO1HXEJFCGAwGEEFU5WhPLpuF2aiuhKaRtFotiEqXUBFBvUv7GHWpq6tDPpFCWkGpaYFBH4y8rijnn8hFOp0G0QylbamNRqdDOp2mXYZkEskEDCpc2sdrteC0vKpfOzWT4yI61khRYDAYwHOcKg9My2WzMKlwFGSY2hMX1bq3jVGXuro6GHmdovZJBQd9cFiscLlctEspmlQqBZ1er8ql0Fq9FsmUchr5qUqm09Dp9bTLkASv1cruLKJC4Thu6NB5GTYchcBBfsfrsEaKAoPBAA2nQS6TpV1KweWyOVU3UlqtFiSvvplEACCCwBopRhGcTidcNjsCHi/tUiYt6PGitb5RdjcBUkqn0+BVtqRvmN5oRDKVol2GZNKZDLQGdb52vF69jZTasRkpBsBwI8Uhl1XnjJRZ5Y2UWqPrxVJY2ifDi3BBqPXnGgPHcWhpaFTMjBQhBHFfEI2NjbRLKapcLgeNCpf1AUPLFTNZ9Q2GDkun09Dp1NlIaXQ61TZSQ4mgHEQVrpwhhAwdYyKz1FOW2ofip/YFAgHsvteeGOjrU90mcSKImDdvHj766CPapUiitbUVmzdvVuWoMiEEbW1t2LhRfWEhg4ODaGpuRkal6+INJiOe+ueTWLhQWSl2M/Haa6/hkZeexZE/OkX278d4JIrXH1iFi846F7NmzaJdTtHY7XbEVJpOCwAmswnJhDqX96n9tXO73fD7/bTLKLhNmzbhmOO/h57urapLyiQgqKuvx8P3PYBddtlF8udjqX0yZjab8b0lJ6L9kP3Q2NFGu5yCeumhx7Fw/j60y5DM/fffj/uf/SeOOudU2qUUFCEE//rb3Tj3+z+gXYokNBoNzrnwfOz2ncNQUVdDu5yCe+G+R2TfTBRaXV0dkMsjHonC5nTQLmdcwUEvjNrSCpoAgDvvvBPv9G3Egu8eRbuUgvv47XdBupUxIzod5/7sfNTuNx/tu8ylXUrBvfr40/hmkzoHNHQ6HQ48/FDs9/2j4CxX18HfmVQKL931iOxmStXVriqE0WiEjtcik1Lf6Hg+k4XZrO7UPjUu7RNFESCQ3QWqUDQaDcDJc311IRBRnSfZj2c4cEIJ+6QCHi+qXOWwWq20SymqTDYLDa/O30tep0VWhcvzgaHrJCGiagdnOA1Ue4C5TqeDhhuKeVebfC4PjpPffYo6r3Ayx3EcLGaz6hopQghy6YyqGymdTgciiKq7IRdyeWg4TrVhE8M3BCJR54cnIL9141Izm82orahSRCMVGvShtbGJdhlFJwh51f5eajQ8ciq8WQUAQRBAZLgXpWA4jSqPnwGG7lE4jkM+p77fTSGfhwbyu09R6btE/mwWKzJJdSX+5HN5QCCqb6Q4cKob7REEAZwML1CFwvM8OHAQBXU2UqIgqvemZxwtDY0ID8q7kRIEAclAGPX19bRLKToiEnAq/b0cGptR14DaMFEUQQAVv3acahspo9EIXqWp0NlMFhpOA6PMAs1Y2ASKHzYBAC63G6FgsCjPVWw1NTXo7++nXYYkampq4PF4aJchGbW+dvF4HCecsgR9vkGYLOpr9G1WG5b+4v9wwAEH0C5FEhdccAEee+yxnf4+l8shlU7DYDZi6IQR+RFFEbl0BhazedRUzBNOOAErVqygUJn05s2bhw0bNoBT4fI+IhI0NDZg81ebaJdScPl8Hi6XS9VhEy6XC4FAgHYZBSeKIpxOp2pfO4vNhoG+PthsNsmfi4VNyNydd9yB179aj0NOOIZ2KQUz2NOHdc+8git/+WvapUhm7dq1+ONtN+OgH3wPFrv0b+RiCfsDeOfRZ3DpBRfRLkUSPM9j9ry5OPqQH6ou4AUAnr7lXtXOJgLAihUrRm02ent7cd1Ny7HXdxfBXV1FobKJfbnuE3j+8zF+/9tlslvbL7WLf/ELbMyFsf8Rh9EupeC+/Gg9Bv/7Ke0yJKHRaHD2BT9Fw/67o61rDu1yCu61J57GvrXttMuQhEajwUW/+iUsc5swd6/daZdTUJs++Rzda9+X3aon9Q0TKYTNZkMuqa49UqlEElqOV/WGap1OB40Kl/blv94jpdYbPa1W+/WSTHUu5xDFEjgDbBTV1dWw6I2y3icV8HjRWFOv2vfWeFS94IXjVPvzaTQaaDiNan8+tYfzWC0W1e3BB4BMOg2TySi7zzr1/ibJnM1mQzaZUtWFKpVIwGwywmAw0C5FMsMbOXM5daU15fM5WabhFArP8+A4qDdxUSSy+3ApBq1Wi8baOlk3UjFfAM0ldhDvMC3Pg6jwYFBg6FrCq/hmnNdoVHm9BACi8oEnm9WqzkYqlYbNLL+BevVeBWTOZrNBIxJkVXRAaDKWQJndSbsMSen1emg4DoLKEnGEXB4aaKDX62mXIgmNRgMdr87oeiGv7qCQibQ0NiHmk+d+01wmi0w4VnLnRw3jtVrVzd4PEwQBOq06B54AQK/TqzaQgQiiqq+XZXYH0okE7TIKLhmPw+Vw0i5jJ6yRosTpdEKr4ZGIxWmXUjDJWBwVLhftMiSl1+uhAYe82makcjloOE61jRQwdGOQV+FNnZBX/2s3nrq6OmQicWTTGdql7CTg9cKg0ZZsI6XX6VSdlKnVqfdm3GAwqDL5DQCEbE7VK2ecTidycXWlQgNAOpZEmdNJu4ydsNQ+0EntMxqNyGTk98FfCAaDAWkVzbSN5Ha7EVRp2iKg3iQjANhv/2/gk08/hVZlyxcJEVHf2IgnH3scbW3qC9KYiN/vx1V/uh67fPtgVDfKK2L803ffR/TTzbj6N1eqek/GWI488ki8vnYt9Eb13bTmclnsMrcLb7/1Fu1SJGG2WJBKJmmXIRmbzYZoNEq7DEno9XrVbT8YptPpkM0Wp8FnqX0yl0ql8Jurl8LR1YY5e+5Gu5yCeOa2+/GDI49RbQQzAPh8PlxyxWWoV1ma0efvr0P44y/x+98uo12KZI47/ngcVWXDbgfsR7uUgooGQ3jr4adUu79tIm63Gw6zFQGPV3aNVMDjw6z6ppJsogDgJz/5CWYdvB8OPfG7tEspuPfXvAlrSJ2DoQDwpz/fiF4ujf0WHky7lIJ75tb7cMZ3jqddhmQ++OAD/PXeO3D4WUtgkNmZS9NFCMHTf78XP/reSbRL2UlpXt1lgOM4VJS5kYiqI+s/m86A5PJwynDatZA0Gg30OgNyWXWN9uSzWRj06hs1Hsmg16tuSSYwdJYSp+LExYlwHIfWhiYEZRg4kfCH0NjQQLsMakwmE/JpdS4Py6YzsMoshrmQLCYTcipcNSMIAoRcXvVL+3QaHvGIembckrE4NASyvMdkjRRFFe5yJCLqaKTi0Sh0Gh5lZWW0S5Gc0WhAvkhTy8WSy2ZhVsnI1ViMBgPyKmuAASCfLe09UgDQUF+PuMwCJ1KJJIRkqmT3RwFDS9gFFQ5eAEAmnYHFbKFdhmSsFityMtx3OFOZVBo8p4HFot7Xzu12Q6/hEQtFaJdSMLFwBHqeh9vtpl3KTlgjRVFFeTkyKpmRioXC0Gvk+UteaGajETkVNlImg4l2GZIyqfB1A4BcNgcNNKoeYZ1IXV0dxHQWybh8kqqCg14YeR1qa2tpl0KNyWSCkM2p6piPYUIuB7NJvddMi8WCfEqFjVQyBa1G3Y2U0WiEw2ZHLBSmXUrBxEJhGLV6NiPFbM/tdiMTS6oiYjQWisBhs8Oo8lkNADAbzaq7Ic9l1X1TAAAmo0mVB/LmslloOK6kG6na2loYeS2Cgz7apWwTHPShzGaHw+GgXQo1JpMJHIEq09+ETBYmFV8zrVZ1zkilUynVz0gBQF1lNWJh9cxIRUMRVJVXyPL8L5baBzqpfWpOf1Nz8tsFF1yA++67D3kiQq+iG9dsJgOdhsepp56KFStW0C5HEkcddRRee30N9Cpr9vP5PDra2/Hef94Fx3G0y6GCEIKrr7sGfHMV5u+/D+1yAACvP/ks5rvqcOoPTqVdCjW1tbUYGBigXYZkKisrMTg4SLsMSZx00kl46l//gsFsBKCe64qQz0PI5nD66afjb3/7G+1yJGG1WpFQ4TlSwNBMaTxenGODWGqfzAUCAUSjUfz22t9j1mH7o769hXZJM/Lyw09gwaxdceyxx9IuRVIrVqzAAQccgP8MbMKC7x5Fu5yCefmRf+LgWbvimGOOoV2KZC644AK07b8HDv/BCbRLKahP//sBEp9uLdkmChgKnGhpaMRH3j7apQAYauwS/jDquuTR1NHyySefYOkN16Lr2wtkl6g4E/lcDs/d+gDOP/VM2qVI5pprroGrqQ7fOuW7sDqKM8BcDJ/8532kvujBssuvoF2KZOLxON555x3c9c9HcdS5p6kiNfT5u1biuAMPw6GHHkq7lJ0o/39dBbPZbLCZzYiGQrRLmRFCCFLhKCoqKmiXUhRD6/7VtVRFzOZUvyzTaDQin1HfxvdsOgOLitPDJquutg4Jf0gW+3FS8QTEdLak90cBQ59xWo0GSRUdPA8AyXgCWo0GNpuNdimScTgc0Go0qkkWHpaMxeB2umiXIbnq6mroCIdoUNn3lwCQSaWQT6VRXV1Nu5RRsUaKIo7jUFdVjXBA2Uv8EtEYNCIpmUbKaDRCUNkNeb4EGimTyaS6tEUAyGUyMJtYI1VbWwuSySElg8CJoNcPI69FTU0N7VKo0mq1sFttsgoBKYRkPA6tRlO0rQA02O126DhehY1UAu4SSBeuqqqCgdci7Ff2/SUAhHwBGHgtqqqqaJcyKtZIUVZbXYNkSNlZ/9FgCHqNFpWVlbRLKQqj0QhBZTHa+WxW9Y2U0WgEBKK6s6Qy6QxsbEYKNTU1Q4ETXj/tUhDyDgVNqPlGe7LKy1yqOs8GABKRGHQcr+rXV6fTwW6zqW42MRNPwFUCjZTJZEJFmRshH/3r4UyFfH5YjWa4XPKcSWSNFGWVlZVIhaMQRZF2KdMWDgRhNZlKJp3KZDIhl83KYglRIeRzOUAgqk6gAoZeNw3HIauyBLF8Vt3pYZNlt9tRZrMj5KWf3Bfy+tFc31DS+9aGVZVXIKmyWY1YOILyMpfqD8GucLlV1QQTQpCNJ2UZoS2Fpvp6hH3KD/4Kef1orKmV7V4vltoHOql9ixYtwmuvvQYAyAvC0C+IQj9ziTDUBA7HUi5YsACrV6+mWZJk5s+fj/Xr14MQoqqbpOGfp6urC+vWraNdjiQOPPBAvPnWW4p+r42GCCJ22WUXfPDBB7RLoe7ee+/FxxEPDjrmSKp1PH/XSnz3W4fisMMOo1oHbWpOpwXUnVDb2NiInp4e2mVIpqGhAd3d3bTLkMTw/SUhBIIoQsPLswGZLFEQoeE4aDSaot5fstQ+mRv+RUgkEvjN769C+yH7obGjjXJV0/PSQ4/jsK69sHjxYtqlSG7dunXYtGkT/njrzapJMwp5/fjP48/i0gt+jrq6OtrlSOaJJ57Asj9eh/lHHYKqBvX8nKvvfhjHHVjaN+zDamtr8e/NG6jWIPeN0cUUCATw8ccf46b778LCs06G3qiOIyNefPAfOGK3/fDtb3+bdimS6e7uxpo1a/DIS8/iyB+dQrucgvD09OLjZ17Flb/8NdxuN+1yJDN8f7l582b88Zab8I0TF8PhlueyuImkk0m8dPcjOP/UH2KXXXahXc6olN2mqoDFYoHbUabYdayCICAdiZXUTcPwErFMOk27lILIZNLQcJzql4eZzWbwnAaZVIp2KQWVy2RgZnukAAztkxKSKaqvcdDrh4EFTWzjdruh0/CIhcO0SykIURSRiSZku1+jkNxuN4RMVjWfdbFQBEatvmSW9tXW1sKk1cM/oNyzzgIeL4y8DvX18j0+gTVSMtBUV6fYdazRQAhaoimpRup/N+Tq+HDJptLgOY3qb8aNRiN0vFY1rxswtL+N5EXVv3aTVV1dDQOvRchP73oa8vlhM8l3Y3SxVVRUwKjVqSI9DABioTC0BLJNECskt9sNvYZHLBShXUpBRINhVLrd27YhqJ3BYEB9dQ0CHuU2Un7PINx2h6ybX9ZIyUBNdQ1SAWVeqEK+oZjfUknsA4YaKS2nQSapjpmNdDIFg1YHg0Edy27GwnEcrBYL0ip53YCh147XcLBYLLRLkQWXywWrwYSwl14jFfYH0FBdq6o9lDOh0+lQU1Gl2FUXOxqOYi6FwcPy8nIYtDpEFH5Ey7BYKIzaqtKaKW5takbYQz+AZ7oC/V60N7fI+nrKwiZAJ2xCzRs51byJk22eVq758+fj448/BjiAU1HaBCEEc+bMwaeffkq7FFn42623oI9LY79Fh1B5/hcffBwL5++No48+msrzy8kFF1yAxx57DOl0GjkhD70KjljIZbPgRAKLxYITTjgBK1asoF2SJIYDCwRBGLpmyjQxbSpEQQSv0YDjOFWHYo0MM9sWOKHQkKWRrxlQ3DAzFjYhcyMbjVAohKU3XIu5i76F2pYmilVN3SuP/hPfbJmL448/nnYpRTHcZFz/pz8iW23HbgfsR7mimXv3lddRnuTws/POo12KpNatW4f77r8PH4cHcOB36Ka6FUrvxs344uW38LvLf0u7FNmor6nF55+8R+W5h/aMRkti2ddkrFixAitWrMCbb76J+55ehaPOPU3WI8uT8doTz2CPykaccrI6AhjGMnyzuvLhh/HuwCYcfJyyBwYyqRRevOth/Oz0H2HevHm0y5HUyEYjGo3it9f+Hh2HKi/QzNvbjw//9TIuu/BiWe85Vf4Qgwo4nU6UWW0IDipr+lUURSSDEVUnvY3FbrOpZolYJpmCw2alXUZR2G125FIZ2mUUTCqZhI7Xsj1SI1RVVSEdjlE5my8aDEMHnjVSO6ipqQEvDi2tUjJCCJL+EOpqS+czr7qqCqmgMrcejBT2B2HQaFFRUUG7lKKy2+2oraiEr3eAdilT5u0bgNNilf31lDVSMsBxHFrqGxXXSEUCIWjFoWSYUmO32lSzRyqbSsNuU36M+2TYbDbkVRQ2kU4kYbfaFD/KX0iVlZXQgaNy0x72D+2fKaU9o5NRV1cHs1YPX7+HdikzEgtHwOUENDQ00C6laKqrq0EyOSTjCdqlzEjIF4DFYER5eTntUoqus7UNwX7lBU74+gbQ2dIq24N4h8m7uhJSX1+PhD9Eu4wpCQ56YdLqS2LT7Y7sNhtyKrkhz6fSsFpLY0bKarUim0xDLVtDU4kEyuwO2mXISlVVFfS8lsoG+UggiIoyF4wq2AtUSAaDAQ01dYqOYQYAf78HJq2+pFZh1NTUwMhrEfIqa6B3RyGvD0119bK/KZdCa2srMuEoUokk7VImLZ/LITEYQHtbO+1SJlR6v1EyVVdXBzGdRTIWp13KpAUHvaivrlF92tto1DSzkU1lSqaRstvt0BCo5iypVDyJMhnHwtJgNpvhsjuoxG1H/EHUy3gtP01tzc2IKGzVxY78Ax40VNeUVKPscDjgtNoQ8io7dTEeCKGhTr5nEUmptbUVZq0egz19tEuZNP/AIAzQoLW1lXYpE2KpfaCT2jecZjSMEIJ4PA7eoAPPKyMDJJtOQz9KbLaak4zmz5+P9evXAxh6zdSwpGrkz9HV1YV169ZRrkgaK1euxN13340vN38FZ00l9CoYAPD19qPCXoaLLroIS5YsoV2OZFauXImVK1dO+ut7enoQy2fgri7uEjtvdx+qXeVT2oexZMkS1b52Iz/ncrkcUuk09CajYq+bmXR6u6Mi1PxZp+ZkYUDd6cJqfu2K+bpNtjdgjRToNFKjufYPNyBXbcfuB+5PrYbJymVzeP72B3DuiT/AnnvuSbucovv888+x/K7bcMgZ34fJotyN/tFQGG+ufBK/+vH5aGlpoV2O5BKJBH7z+6vQceg30NAu/5GuiTxz63049ajv4pvf/CbtUmTl+eefxzPvrsXC075ftOfMZbJ4/vYHcd4PzsCuu+5atOdVilAohGU3XItZhx+A+rZm2uVMWTqZxEt3P4KfnlJ6r+9LL72EVW+8jCN/qMyG39c3gA+eekn26W9SWr16NZ58ew2OOONERQxkvLRyFb7V3kU1EXqyvQFb2icjrU3Nipk+D3l9MGq0qK8vzalyu90OrUaDVELZG3BT8QS0Gg3VAYRiMpvNMOr0ilpCO5ZsOgOSF+BwsD1SO6qoqEAmloCQzxftOSPBEPQ8X3KpYJNVVlaGmvIKRS0vGsnb2w+zVl8SA047qqurg5jKKPa6GfB4YTOaZZ/+JqXW1lYglUE0KP+9+OlkEulgFO3t8t8fBbBGSlYa6uuR9IeGDsCTOb9nEDazuWRvGmw2G7ScBsmYshupZDwBLcfDZrPRLqUoOI6Du6wMiWiMdikzlojFoeV41kiNoqKiAjqORzQYLtpzRgJBGHldyV4TJ2NWWweCfcpM7hvs6UNdZXXJDDqNVF9fD5NWh8Cgl3Yp0+L3eNFS31CSQRPDmpubYTeaMbBF/kv+Brb2wqzVoa1NGedele5vlQw1NDRARziE/QHapUwo0D+Itobmkr0wWSwW6LU65c9IJRKwmszQ6/W0SymaSnc54hEVNFKRKPQ8j7KyMtqlyE5FRQX0PI9oqHijr9FgCBUuN3Q6XdGeU2mG08PSSeWkhw0L9nsxu72DdhlU2Gw2VDhdik1djHkDaGpspF0GVTqdDnPbOuDp7qVdyoQGtnajtb5RMQO8pXkXLFM1NTWwGkzwy/ysDUIIYt4AWpqbaZdCjUajgcNmRzKuzKUOw1KxBJwlNqPhdrmRUfhMIgDEI1GY9EZYLBbapciOyWSCy+5AJFDERioURm0JLx2ajObmZsWlhwFAIhpDPpooyWV9w1qbmhHyKC91MRlPQEymSiqyfiydnZ2Ie3zIZXO0SxkTIQShHg/mzppNu5RJY2EToBM2sWjRIrz22ms7/b0gigAh4HgZ97gEEEURWp4f9Z8XLFiA1atXF7mo4lBzGg6g7iSj4QSxbDaLdCYDg9lEu6QZyWWz0JChfV9qTg8Dpp7aBwDd3d2Iizm4q4qz1M7b04/qMveUl/apObVvNMtXrIDPIGC/RYfQLmXSvlr/GXrf+hBX/+a3MJmUfd2YrJEJtcOUmFRLgKF7qh3qVnNCrdVqRULhq2XGYrFYEC/SADZL7ZsCuaT2AcCLL76IJ9a+Iut0nE2ffI7uNz/A76+4sqTO09jRY489hrd7vsDB31tMu5Rpe/nhJ3Do3D2weLFyf4ap+uyzz/CXu2/DoWeeCKNZuYmLa/75LHavaMQpJ59MuxRZeuaZZ7D6o3/j8FOkT30S8nk8e+v9+PFJp2KPPfaQ/PmU7IUXXtj2GaeUm/K1T7+AVr0d5559Du1SqOnr68O1K/6MPY9dhPIa5cy8vvfamzAHErjk4l/SLoU6Qgj+uPzPiDl02PvQg2iXM6p1b/0Hma/6sfSy31DfOsJS+xSqsbERJJVBPBKlXcqYfP0eNFTXlnQTBQBOpxM5BZ0UPppsPFlyYQUulws6jRaxsHzfY5ORicZR7nbTLkO2ysvLkYkmIIqi5M8VDUWg43iUl5dL/lxK19HRAU0mh7BP/nuBAUAQBET6PJjdOYt2KVRVV1fDbrTA1z9Au5QpCQ0Moq2pdJdkjsRxHHaZMxf+rf2Q6xzK4JZedM2aQ72JmgrlVFoiGhoaYNLq4JPxPqmwx4cOBZw2LTW73Y5sIi3bC9JE8rkc8ukM9VnYYnO5XDDwWkXEwI5FEARk4kl24z6O8vJy8ARFiWyOhYaiz9nrMbGGhgY4LVYMbFXGEuLAwCB0IqeYKGap8DyPtsYm+BSUupjL5pAKRdHU1ES7FNno6OgAl87KciAjGU8gE4pg9ixlDVqwRkpmzGYzGqpr4evrp13KqNLJJHLROBpLPAEHGJqR4kSClEJnpZKxOLSa0ovP1ul0KC9zIRoK0y5l2uLhCHTg4GYzUmNyu93QafiiNMzRUAROqw1mBS8VLRatVot5HbPgUUAMMwD0bd6KSkcZamtraZdCXUtzM2KDfsUMHgY8gzBqeHa/MkJTUxOcFiv6t8hvIGNgSzdsOqPiBi1YIyVD7S2tCMs0HcfX74GJ17MLE4YaKZ2GV+yZRPFoDDpNacZn11ZVIRaK0C5j2mKhCPS8ls2AjMPhcMBiMBXlLKloKITqikrJn0ctZs+ajaQ3pIgYdN+WXuwyZ65i9nNJqbm5GZqcgEggSLuUSRns7YPb5mBnu42g1WrR1Tkbns1baZeyk76vtmBWS5viBqRY2ATohE2MlogzklzTcQgIQDBubWpOw9kxbVEQBIDjwGnk91pNhIgEIAT8iPRFlrioTGpOW5yJv958E/wmIvnG6pcfeQILOnfFscceK+nzKM1wUuaOCCGIJ+LgdTrwWi2FyiaHEBHZVAZmkwnaUepUe1rmjrLZLH5z9TJU7z0PHbt20S5nQq889hT2qW/HkpNOol1KUU2UchqJRLC1rxfljbXbff7TJIoivN19aKiqgcvlGvPriplyOtneQL5XMJUbr9GIRCK48rrfo/Ow/dHQLq+9SC+uXIUFnfNx3HHH0S6Fih2bjGXX/A769jp07bsnpYqm74M33oZhMIb/+0VppBmNbDTee+893Prog/j2OT+Q9Y3cWN56/iU0a6wlnSI2GdUVldjS+6Wkz0EIQToSZ7ODo1ixYsWYjcYtt92KzbkYDjh6YZGrmrzP3/sIgY++wFWXX1FSh5aPRa/Xo62xCZt6B2TfSOVzOST8QbR+q/SCJiZqNhKJBH57ze/QsP9uaOuaU8TKxta3aQs+e2EtfnPxrxQ3g8iW9smQw+FATXkFvL3ySsfJpjPIBCNoLuGDeHdU7nLLOmFxPIloDBWu0txjU1lZCR00RVn2JYVkMILa6hraZcheeXk5MhFpwyYyqRSQy7P9alM0b85chPs8EPJ52qWMqX9zN+Z1dLImaoS2llZEPT7Z75MKeLwwgGdBE6OwWCzobG5B/yb5LO/r27QF9ZXVihyQYo2UTHW0tCE4MEi7jO34Bzww8jp2YRqh0l2OZLQ4h8MVWjoaR4UCL1qFUFlZCQOvRVgha/1HEkURqUgMlZVsT85E3G43cskUctmcZM8RC0Wg02hZIzVFs2fPhpFo4OnupV3KqNLJJJKDfsydM5d2KbLS0tICLpOTferpYE8fyu0OVFUp58yrYpo3Zy4i/YOyGMgghMC/tV+xexFZIyVTzc3NyAQjyKYztEvZxts3gApH2bjrV0uN2+1GtgjxyoVGCEEmGi/Z19JgMKCizKWYTdMjxUJh6AjHGqlJGD4zLB6WLlgkGgrDwGtL9r00XeXl5WisqkHPxs20SxlV36atsOqMmKWwKGapNTQ0wGYwYbCnj3Yp4/L3DaCztV2RN+bF0NnZCQM0sngdg14fNJm8Yt9rLGwCdMImJtoMmMvlsGHjl7BWuGCyyCPBxNc3AJfZNmEMbDE3Axbbjpunc7kcUuk09GYjOCjngk0IQTaV3mkTtZo3T48W8CLXUJfxEADYoW41B7zMRDKZxOW/W4b2Q/ZDY0ebJM/x0Zv/hqYvhMt+dYkkj69kY4VNDMtms0hnMzCYjIDMrp/ZTAY8p4HZZBrza0rtejmS3K+dE9Wn5mvmRPeXwzZ+9RXyeg3KyunOpkeDYQiJNGZ1dEz4OyXHsAnWSIFOIzURQgiu/cMNyNc4sPuB+9MuB7lsDs/f8SDOOeFk7LXXXrTLkY3u7m5cf/Nfsd/3j4KT8sVoKnz9Hnzw5Iv4zc9/WbJLH1599VU89upqHHnWybRLmZIP174DbX8Yl7Ib9wkRQnDl766GeXYj5u2zhyTPsfbp1ZhlLscPzzxTksdXs97eXlx/03LsevShqGqoo13ONrlsDqvvfAinf+d72H9/+p+/cvPqq6/ikZeexbfP/oEsm6mBrT1Y/9xruOLiSxQXXFBMzz//PJ56+zUcceYSqq/jiw+twgHt8/D9E06gVsNoJtsbsKV9MsVxHGa1tSMgk1PEff0DMGp4FjSxA5fLBT3PIybh0iEpxEJh6Ev0DKlhNTU1ENNZJOMJ2qVMSdgXQFN9A+0yFIHjOFRVVEj6/izlvYYzVVdXh+qycvR+tYV2KdsZ2LIVJk6LOXPkkWgmN62treDzBCGfn3Ypo/J096LS4VJkcEExdXZ2gkvnqL6OyVgc2VAEc2bPplbDTLFGSsZaWlqQksk+KW9vPyodLrahegcWiwU2kwWxUJh2KVMSDYVRXuYq6TSq6upqGHktQl55Hn49GkIIkv4Q6iZYXsv8T1V5BZISHZpNCEE6lmDXxWniOA67de0C7+ZuWaXA9WzcjPaGxpIeaBpPfX09HCaLbINC/D0DmNPRKcvZMjlpamqCy2pHH8WBjL7NW2HTm9De3k6thplijZSMNTc3w8Tr4OunH4Me7Pegs41t3NwRx3GoqapSXIx2LBRBbWVpLukb5nA44LTaEPLKc1R1NMlYHMjmUVPDos8ny+12IyNRsmY6mQKXF1nQxAzMnTsXXCqH4KCXdikAACGfR6hnAPO7dqFdimzxPI/ZbW3w9vTTLmUnmVQKmVAUbW3S7IlUE57n0TVrDga30muIBzZvxezWdpjG2Ysod6yRkrGysjJUlbnh7aV7scplc0j4w2hhy/pGVVVegURYWWdJpSLRkl87znEcWuobERxUzoxUYNALo1bHGqkpcLlcyCfTkkSgx8MR6DU8a6RmoKmpCZUOJ7q/3ES7FADAwNZeGImGLeubQHtbO2Ienyzis0ca7O2HWatDS0vpHcQ7HbNnzUI6EKayxD2fyyHa71P0sj6AhU0AoBM2sWjRIrz22msTfp0oikPpMzy9npcQAogEPM9P6usXLFiA1atXS1wVHWMlGck9wWhHY9Wr5iSj0d5zhBAIoggNxffXVBBRBAh2ei+q+T0HTJz+Nh5BEJBIJqEzGqDRFPZ1FvJ5CNkcrFbrtN//ak5+m6wnn3wSL3z0Hyw67fvUr6NvP/8yytMaXHzhhVTroG0y9yiCIAAajvprNtJY18gdqfmaOdnUPmDoNfz8yy9gKnPAYrdKXNn2Uokk4r4gOtvaJ73NgKX2yZQcU/uGvf/++7j14fux8KyToTcaqNTw4dp3wPUEcPn//VpWF0y5+Pzzz7H8rttw8OknwGy10C5nQtFgCG8+/BR+9ePzS37U7osvvsCf77wFB55yHKwOeb33R/PKY09h34YOnHTiibRLUYx4PI4rrrkanYfuj/r2wv6+f/TWv8H1BHH5Jf9X0MctNV9++SX+fMct2O/4o1BWSS8gQBAEPH/nQ/j+oUfikEMOoVaHEhBCcPV110DTVIldv7kv7XK2ef6eR3DU3t/Et7/9bdqlKMZtt9+OjekQvvWdI4r6vO++vAa2SA6/vOjnsry3ZKl9KtHS0gIjr4O3j94+KX/vAGa3T5zvX6oqKiqg53nFHO4aDgRh4LUlv7QPGEoNM/I6BDyDtEuZkCiKSAZCaGxgiX1TYbFYYDYaEYsUPrkvHo6iys2SwWaqtbUV5TYHejbSXd432NMHvQC2rG8SOI7D3I5Z8HXTP9B1WCwcgZhIobW1lXYpijJn9mxEBrxFXaZJCIF/ax92mTNX8feWrJGSOafTiWpXOby9dC5WuUwW6WCk5GcuxlNWVgaL3ohIIES7lEmJBkJwWm2wWOQ/eyY1i8WCmvIK+AfksdF9PBF/EFqRQ12dfM7bUQKO41DlrkBcggj0dIxFnxcCz/PYdc48eL7aSrWO3o2bUF9Zjerqaqp1KEVbWxvSwSgyqRTtUgAMxZ5bDUZ2TMsUdXR0wCBy8PUX77idsD8ILp1DR0dH0Z5TKqyRkjmO4zC7vYPaeVLevn4YNVrWSI1Do9GgprIa0aAyZqQiwRDqqmoUPwpUKG1NLQh55N9I+Qc8sBiMqGXR51NW6S5HPFL4CPRMNM6CJgpk3rx5yMcSiAbpDEiJogj/lj7s1rULuzZOUltbG8xaHQZ75DEr5dnai/bGZhiNRtqlKEpVVRWqytzo31y8gYyBLVvhMFvR1NRUtOeUCmukFKClpQWZUIzKqI+3tx9VZW52nsYE6qqrEQuEaZcxKYlgGDVsxHWbpqYmpIIRSVLdCsnX70FrfQN0Oh3tUhTH7XYjGytsKlUmnYaYzbNrY4G0tbXBZbGhZ+NmKs/v6xuANidg7ty5VJ5fiex2Oxqra2VxnpQoiogOeDGro5N2KYrDcRy6Zs+Br7t4CdGerb2Y19EJrVZbtOeUCgubAJ2wiamkUImiiEQiAd6gn3RyXqFk02noeO2URnjUnEI1VpKRktLfREEEr9GMOuqq5iSjsd5zNN9fU5FJpWDUG0ZNN1Lze64Q/vvf/+K2xx7Ct889tWCvcWDQi/+ueh6X/exiNks4hqmkhwFAf38/gskYKuqKH+8f9gehyeTRMYWDQYuZIFZsU0kWFgmh/9lHhmrRsnThaaWc5vN5JFMp6E0GcJy0ryUhBNlUGiajccoDg8X8rGOpfVMg59S+YTfc+CckXEbsdfC3ivacmXQaL975MH685FTsvvvuRXteJfrqq6/wp9v+hm8uOQb2MiftcsY0fPP36/MvQn19Pe1yZIEQgit/fzVMHfXo2m8v2uWMKhGN4bX7H8dFPzwHsxV+5gYNmzZtwh9vvRkHnHwsbE5HQR6z+4uN2Pjqv3HNFUsVfZiknKxfvx433XcXFpz6PVjstqI9LyEEz9+9Ekft8y0cddRRRXteNRhOPj1gybFUP/vWv/NfpL7oxdLLf1PwYw5KQSaTwRW/W4bqvbvQsWuXpM/V/eVX+PLld7Ds15fB4SjM9VgKLLVPZWa1tSPYV9xkMV/vAEw82x81GVVVVTDwWoT9AdqljCvsC8DI61BZWUm7FNngOA6dLa3wD8g3uc/bNwCTVocGltg3LWVlZdBpeMQKGDgRC0dhM1lYE1VAHR0dcBjNRV/eFxz0gkvn2bK+aWhubobNYMbAlm6qdXh7+jCno4M1UdNkMBjQ2dyGgS09kj+XZ2sPGqtrZN1ETQX7jVOIlpYWZCMxpJPJoj3nYE8fasor4HQ6i/acSmW1WuG2OxHy+WmXMq6wL4DqispJH35XKlqaWxAf9A8dMClD3t5+NFbXsqTFaXI4HDBodUhEogV7zHgkiip2hEBBGQwG7DJrNvq/2lLU5+3ZuBmVDqcqNr4Xm16vx6zmVgxSjEHPZbJI+kLoaFd+AhxNszo7ER3wSvo5SAhBoGcAczpnSfYcxcYaKYVoaWmBWauHt7d4mwGD/YOY1cYuTJPVVF+PsFfeM1IRfwBNdWxJ345aWlqgJxyCgz7apYwq3D+IWewmYdo0Gg0qXC7EC9hIJSJRVLjcBXs8ZsjcOXOR9AaLO2i4uRvz58xjsxnT1NnRIfkN+HgGe/pg0mjR1tZG5fnVoq2tDXqigV/CGPRYKAyksmifwl5EuWNXDYWw2Wyor6opWsxoOplEJhxlB9tNQX1dPRL+EOS67XDoQNcwO4doFNXV1XBabLKJ8R0pGYsjH0+xs1FmqNJdjli4cI1UNpaE280aqULr7OyEVWdA36biRDFHgyEIsSQ7hHcGhm/AA5SWR3t6elFXWc0SNGeopqYGFQ6npCmMA1t7YDOYVDX7q/zcQYWabCLOSMVMxyGEACLBPX/525S/t1TTcIZTb1b+/XbJU2+mQxRF5NIZrLrjvjGTy9Sc/jbRe04URRBCwNFOn9oBEQlACO7+y81jfo2a33OFUu4uR6Z3U0EeS8jnkUum2I2bBKxWK2a3tOHLTVvR1iV9c9O7aQvKTFY2m7GDqd6jCIIA/OnP4CjM6omCCA3H4Te/vnTS36Pma+Z0UvuGpdNp5IQ89BKdxZXNZKDlNLj3tjum9f1yvEdhjRQl03kDf/LJJ1hx7x04+PTvw2yVdq/Eu6+8Dnskh19e9HNJn0dpVqxYMeabOBqN4rfX/g6zDvsm6tvlF9Cx+dMN2PLGe7jmt0tL8sDCid5zb731Fu791+M48kengJfR2RbvvPAqKtIaXHTBBbRLUbSysjJk4omhZnmGB64mojFoOQ1rpCQyd84cvPf0E8jnctBKfG6aZ9NW7D1rNjufbQdTvUd59LHH8OamT3HYSd+VqKLRxSNRrHlgFS4882w2q/i18e5TJvL+++/jlofvx6KzTobeaChoXaIo4rnbH8DJR3wHBx54YEEfmyZ5Db0y42puboapSPukQv2D6GxlI3RTYbPZUO4oQ2DQS7uUUQUGvaitrCrJJmoyWltbYSAaWaX3EUIQ6vNgTic7ZHKmysrKwOXFghxsHo9EodfwrJGSyOzZs2GABp6t0h70mk4mkfSFMWc2uwGfqY72dqQDEWTS6aI+r6e7FzaDkaULF0hLSwvMvE6S+8yAxwutCNVtGWGNlIJYLBY0VtdKvo8jlUgiG4mzC9MUcRyH1qZmBD3ybKTCHh9aG9WzLrnQqqqqUO5wwtMj7c3bVMTCEZBURnUfPDS4XK6vI9Bnvk8qHonCqNPL9txBpXO73WisqkHfZmn3SfVv7oZVZ0AnG6iYsdbWVpi1uqLvM/Vs7UVHYwsbICyQsrIy1FZUSfI5ONjThzKLTXUHmLNGSmFmtXcg3C/tiLm3tw9mrZ5tbp+GxoYGJP0hiKJIu5TtCPk80uEoO4doHBzHYXZ7J/w9A7RL2Wawuxc2vVFVG3NpGT5LqhDJfbFwFOUuN0t5k9Auc+ch2N0vaXhP/+ZudDQ1s2MFCsDhcKChqgaerdKfQzRMFEVE+gfR2cESTQtJqnNLfb39mNXaprrrprp+mhLQ3NyMfDyFRDQm2XN4e/vRUFUDm614J8urRV1dHXiBIBoM0S5lO0GvH3poWGLfBNrb2pDyh4q+PGUsnu4+dDa3sXO/CkCv18NhsxXkLKl4JIpKltgnqc7OTnCZPIJeaY4kEPJ5hHsHMG8OO4S3UOZ0zkKw11O05NrgoA9agbAZ+wIbPre0EMughwn5PBK+IFpb1PdacUSuWc1FFI1G4XA4EIlEirZUY/78+Vi/fv20vpcQAnAcZrZdevzHn8lm7K6uLqxbt66AFcmH2+1GMBikXYZkXC4XAgF5n4U1XZNJMhJFEYlEArxBB56nHThBkEmlYdQbJmyk5JhkVEgrV67EypUrZ/w4W7ZuRQoCXJXlM3ocX28/KuxlqKqqmnFNS5YswZIlS2b8OGojCAKWXft7GNpqMX//fQr++ANbe7D+2ddw+c9/WZDXUW2mk/w2nFyrNxmKklybz+VA8gKsVuuUv1fN18yZXi9zuRw2bPwS1goXTBZzQWrKpNKIDPrR0dI6o2WYxbxeTrY3YI0U6DRSM7F8xQr4TQT7Hr6g4I+dSiTxyj2P4PzTzkJXV1fBH78U3PT3v2GAz2K/RYfQLmWbtf9ajU6zG2f98Ie0S5G9G/+yHCGrBvsctoBqHb5+D95/8gX8+vyLUF/PDlEuhMcffxxrN3+KQ044ZtqPQQjBM7fehzO+czy+8Y1vFLA6ZkePPPoo3tr8mSRJcO+veRM6TxSX/uqSGac4MkMymQyu+N0yVO/dhY5dpb9/eOWxp7BXbQtOOfkUyZ+r1Nxw45+QdJmw58EHFOTx1v/7PSQ3dGPZ5VcoZmnfZHsDZfw0zHY629ok2yfl7e2Die2PmpG25hZEPNIsR5kOQgiig360sNd0Uoq9PGUsA1u64bY5VLcxlyaXy4VsLDGjx0gnU+AEwhL7imBWZyfSgQjSyWTBH9vX3Yd5s2azJqqADAYDOppaMdgtfeBELptD0h9ERzvbHyWFztY2BAp4n+nv96hyfxTAGilFknKf1PD+qOlMlTNDGhsbkY8nkUoU/sN/OmLhCLhsHo2NjbRLUYS2tjaQZAaxUJhqHb6ePsztmKXKDx5aysrKkEumkc/lpv0Y8XAEOg0Pl8tVwMqY0bS1tcGs1cFT4BvzeCSKfDSJDhZSUHCdHR2IDHglD1zy9fXDyGnZ/iiJNDU1IRuOIpvOzPixRFFEfNCP5qbmmRcmQ+wTWoGamppg0urg7St8ulhowIsOdn7UjDQ2NsKk1cPXL4/0N1/fAMxaPVseNknNzc2wGUzo31K89KkdZdJppPxhdLS3U6tBjQqR3BePRKHT8HA6nYUrjBmVzWZDa10j+rcUNgZ9YGsPbAYjuwmXQGtrK7QCQUiikJBhnu5eVLvK4WahL5JobGyEkdfB75n5rFTYH4BW5FSbGkx7N3XJms5GzpGSySTEm/8OXQHTvAghyKbSWGkyQaud/q8G28QJbNz0FZ597lk4y+lf5INeP4xEgy8+/mTCr1XzxvepbMDt6elBdNUqlNdUSlzV6JLxBJL+EHrWb5jUe1HNr1shDZ8lFY/Epv3ejEeiKLPbWZLiJMz0cw4Astks0tkMbvnNNQWqCshmMuA5De6//a4ZPY6aP+umq7a2FmUWGzzdfXBXSxfi4e/14JA5u7GlmRJxuVxw2R3w9Q+gtnlmq1n8/R5YDUbVLlNnjRQlK1asmNEF+Omnn8bzH/4bi049oWA1dX/5FTa+8g6W/fpyRYRu0DDZG9Ynn3wSL61/Dwt/cHwRqhobIQTP3/MIjvnGQVi0aBHVWmibSrPx1ltv4d5/PY4jzjoZWp1O4sp29s7qV1CR4XHRBRcU/bnVzGq1wqQ3znhGqsk9s9S/UjHTzzkA2LRpE/50683Y94SjUVYx84EpURTx3B0PYsnCo3HQQQfN+PGY7fE8j1mtbXi/Zyvm7bOHJM+RTiaRDUfR1sZWz0iF4zh0NLfgvwObZ/xYvn4PWhsaoaPwWVoMbGmfQjU1NSEXjRd0H46vdwA15ZWsiSqA4XMYpNgkPRWJaAwklWbhIVPU3t4OAzSSLJ+dCCEEwV4P5s2eXfTnVjuO41Dhds/oLKlUNIbK8ooCVsWMp7GxETajGYPdvQV5vJCXnT0ktfa2diS8wRntRRzPYE8fzFo9WlpaJHl8ZkhTYxMS/tCM97vFvAG0qHR/FMAaKcVqamqCWauHr6+/YI8ZHBhEJ9sfVRDNzc0wa/VUbsRHGuzpg0VrQFNTE9U6lKaiogI1ZeUYoLBPKuwLQJPJoZ3tj5JEpds9oxmpTCzJEvuKSKvVYlZLGwZ7ChM44enuQ5nFptplRnLQ2toKA6eBf0CadGFPdx8aq2ths9kkeXxmSH19PbQCEAmEpv0YqUQSQiKFurq6AlYmL6yRUii73Y6a8kr4+jwFebxsOoNMKMZuuAvEbrejrrK6YB/+0zXY04fm+oYZHYBXijiOw7zZc+DvKdxAxWT1b+mG02JlKYsSKXeXIzPNCPR8Lod8KsMaqSLraG9HbNAPQRBm/Fjenj7MbmsHz/MFqIwZTUVFBSrsZZJ9/oX7BzGLxZ5LrqamBma9HoEZBE4EBgZh5HWqDrtijZSCdbS0IujxFuSx/AMeGHkta6QKaE5HJ4K9hWl0p4MQgnDfIGZ3dFKrQck6OjqQjyZmNHsxHYNbezG3vZPd6EmkrKwMmXhiWueEDSX2aVgjVWQtLS3QiUBwcGZJcEI+j4Q3iNYWtqxPShzHobOtHf7ewg9ExSNR5OMptqyvCPR6PRqr62Y0sxgY9KLcUabqLSMsbIKSqSSIjSUSiWBLXy/efuEVaPiZ9cSRYAhIZbH5k89n9DiAuhPE5s+fj/Xr10/66wkh+NuVhUubmipCCG79/R8m/fVdXV1Yt26dhBXRM9X3nCiK+PyLDXjjtTWwOoqzhEQURHi7+/BebR0eefiRSX+fmt9zhVZWVgaNCKTiCZhtUzsvLx6JQafRskaqyGpqauAwW+Dr60dFbfW0Hyfg8UIPDdszOgkzTVzM5XJIpdO454a/FjRZT8jnIeRyeOLeB2f0uGpOXCzE/eWwwcFBeKMhvPToE9P6fv/AIJwGM/7z1tsFqUeOn3Ucmc6wnMpEo1E4HA5EIhFFdc1+vx9X/+kGzD3iwBnHU77y2JPYt6ETJ514YoGqY1KpFK743VWo3383tHXNKfrzf/7eRwh89AV+d8WVM4qzL2V33nUXPo97ceAx3y7K83V/+RW+fPkdLP2/S9k5RRLx+Xy4+k83YNfFh6Kyfmr7ZD5/fx2CH36Ba5YuY7HLRXbfffdhXbAPB333qGk/xvp/v4fUhh4svfw37KBriQUCAVz1x+sxZ+EBqGttLtjjvv38y6gVDTj/Jz8t2GMyY3v//fdxy8P344izfwCdfmqpe4QQPHv7Azh5WOSMqQAAf3VJREFU0WIceOCBElUoncn2BuxKomButxvur3P+Z0LI55H0h9HMlvUVlMlkQltjEzwFSpuaqsGePsxqaWNN1AzMnjUL0QEfhHy+KM/Xv7kbTTW1rImSkNPpnPahvPFIBBVuN2uiKGhpaUFs0D+jBDFf3wA6W1tZE1UELpcLlU5XQQOXCCEID3jRwUKxiqampgYGDY+wPzDl741HouDyAmpqaiSoTD7Y1UTBOI5De3MLggMz2ycV9PqhB8c2t0tgVkcnwr2eGceHTpWQzyPm8WFWJ9sfNRPFjEEnhCDUM4C5s1jsuZR0Oh3KHE7EIpEpf28iEkMlO0OKiqamJugIh5DPP63vF0URCV8QLc1sb00xcByHWW3tCBQoEAv4+jiPZIYtzSyiyspKmPVGhLxT358Y8vpg5HWqT8hkjZTCFSLn3z/ggc1oQVWVdKeQl6r29nZoBTKti9BMePsGYICGHVg4Q5WVlaguK8fAlm7JnyvsD4LL5NDRwdKopFblLkciGpvy92ViCZS7Z34oLDN1tbW1sOiN8PdP78Y87A9AJwINDQ0FrowZS0tLC9LBCHKZbEEez9vbD7POwAZ9i4jneTTW1k0r6CUw6EOF0wWLxSJBZfLBGimFa2hogFbAtKZdh/n7B9HW2MRSwiRQX18Pl8Ve9POIPFt7UOV0o7KysqjPqzYcx2HerNnwdUsfYz+wZSscJhZ7XgzlbjfS0alFoBNCkIknWNAEJVqtFq0NjdNOEPP3e2DRG1U/Oi4nTU1NMGq0M95+MMzb24/m2nqYTKaCPB4zOY119Yj5p36WVMQfRJOKY8+HsbAJ0AmbKFSqCiEEn23YAIPTCqtj6rUTAni7+1BbXoHy8sIsWZFjqkqhuN1uBINB2mVIxuVyIRCYflMuZ9N9z8ViMWzu6Ya7vgZanXT7zfz9g3AYTNM6b0PN7zmgsClUwNBG+D6fF1VNkz8kUsgL8Pf0o7WxCVbr1NL+xqPm167Qr5vP58NA0I+qxqkf7hkc9MHEaQu6F5i9dhP7YuOXgEkPh2vmAxDe7n5UlbkKMkCo5tdupomLOxpOYDSYjQAmvz80k0rBqDdAr9cXrJZipi1OtjeQdSN17bXXYtWqVfj8889hMpmw//774/rrr8esWbO2fQ0hBMuWLcNtt92GUCiEfffdFzfffDPmzZs36edRamrfsFtuuxVbxQT2P/KwKX9vPBLF6w+uws/P+jE62X4aSbz//vu49eH7cfhZS2AowsG4iWgMr93/OC44/awpvQ+Y0aXTaVzx+6tQs88u6Jgvzf+euUwWz9/5EM4+fgn23ntvSZ6D+Z+PPvoINz9wD444Z/JJVL6+AXz41Ev4zcW/YjO9lHz22Wf4y9234+DTjp9ydP3z9zyMY76xAAsXLpSoOmY0Dz/yCP7d8wUOOeGYGT1OMp7Aq/c+hp+d8SPMnTu3QNUxk9Hd3Y3rb/4r9j3hKJRVTG5pcyqRxCv3PKro10sVqX1r1qzBeeedh3feeQcvvvgi8vk8Fi5ciETif0sybrjhBtx444246aab8O6776K6uhqHH344YrGpr39XqqaGRsS805tFCHiGTp2uq5v6CB8zOe3t7TBr9fBsLc7yvv4t3bDpjWx/VIEYjUbMam6DR8LlmZ6eXpg1WrS3t0v2HMz/lJWVQafRIBGdfHLf0GG8PFvaR1F9fT1MWh0Cg1MLWEolkhASKfY5R0Fz09A+7pkmn/r6+mHS6tjSZwoqKyth4LUITyHoJewPwMBrUV09/XPflELWjdTzzz+PM844A/PmzcOuu+6Ku+++G93d3XjvvfcADM1GLV++HJdffjmOO+44dHV14d5770UymcRDDz1Eufriqa+vRy6eRCaVmvL3+ge8qCmvUP1mQJrsdjta6xrRv1n6wAIA8GzpwayWNhiLMPtVKjo7OhAd8EIQBEke37O1B/VVNewmvUiGI9CnEjgRj0ThsNuh003tLBWmcGw2G9yOsilvfA8OetmAISVNTU0wgEfAM7N0YV+/B3WV1QVdVstMjtFoRKXLPaW9+CGfH1aTqSQ+02TdSO0o8nVcrcvlAgBs3rwZHo9nu6l6g8GAgw46CG+99RaVGmmor6+HkddN60IV8frQ2thc+KKY7cydPRvBngFIvZJWyOcRGfBi9ojlr8zMtbe3QydyCExzo/t4CCEI9Axgbid7zYrFZrPBpDdM6SypeCSKKhZ9Tl1rY+OUG6mAx4symx0Oh0OiqpixVFVVwWmxwjfNtMVhoQEv2ll0PTUNtbWIBiYfOBHxB1FfVVMSZ+4pppEihODiiy/GAQccgK6uLgCAxzP0xtwxtruqqmrbv40mk8kgGo1u90fJnE4nXDb7lNOMBEFAMhCZ1uZ2Zmo6OjqgzYszHpWbiLdvAAaRYxHaBVZTU4MKhxMDEizPjIUjEJNptqyviDiOQ7nLjXhk8jNSqVgc7jKXhFUxk1FfV4+kPzSlQamQ14/WxqaSuKmTG41Gg7aGphkNQuUyWaRDUbasj6KqyiqkwpO/XibCEdRWq/sg3mHSRVAV2Pnnn49169Zh7dq1O/3bjhdHQsi4F8xrr70Wy5YtK3iNtHAch9bGJnzknVpEcyQQhA4cW+4wBdNNMiKE4IuNX+LlF1+C3eUsfGFfC/uD0GTy2PLphml9P0syGls6nUZOyENf4CWT+XwOYk7AqnsenPaNXjGTjNSiwuXCQGjysczZWHLbagiGnrq6OmjyIuKRKGzOiWeYCCFI+EOon79vEapTj0Imv2WzWaSzGdxx9R+m9f2CIEDIZPHPex6ERlOY8X81XzMLnZYJDAUvbO7twX9eXwsNP/5rQAgwuLUH71W9hDvvvLOgdcjxHkURjdQFF1yAp556Cq+//vp2syfDm9g8Hg9qav7X+Xq93nEPl7300ktx8cUXb/vvaDSq+EP66uvq8daG9RM2kSMFB30w6/QlsRmwUGbyJn7sH//AG1+ux+EnH1fgqoYQQrD6vkdxxO77YfHixZI8h5KtWLFiRh+cH374If7+0H04/IcnwlDAc0xef/I5zLFV4odnnlmwx2Qm5na5ke35alJfK+TzyKXScDqd0hbFTKi6uhoGXouQzz+pRiqVSIJkctvdIzATm+n1cqSNGzfixtv/jm8uOQb2MueUv3/9O/9F6steLLv8CjarOAlSNBsDAwO45i9/wh7HLkJ5zdj318D/0qB/cfZPS2KlhayX9hFCcP7552PVqlV45ZVX0NKy/frYlpYWVFdX48UXX9z2d9lsFmvWrMH+++8/5uMaDAbY7fbt/ihdbW0tkMkhGYtP+nuCg17UVdWyzdNFMquzE5lQBMn41A4CnaxYKAwxkWIx9hJpbW2FWauDp7u3YI8pCAJiHh86SuDDRm6cTiey8cSklogl4wloOU1JbJyWO4vFArejDKFJJoiFff6SSQ+Tq6G0RT3809wnFRgYRHtTM2uiKCovL4eB1yESmPgczUggCINGi4qKiiJURp+sG6nzzjsPDzzwAB566CHYbDZ4PB54PB6kvk6n4zgOF110Ea655ho88cQTWL9+Pc444wyYzWacfPLJlKsvrtraWhi1OgS9k9+EG/WVxqnTctHe3g6rzoiBLdKk9/Vv7obDaNlpwIEpDLvdjsbqWni6p7aEdjxBjxc6cahJY4rL6XSC5AVk0+kJvzYRjUGn4dmMlEw01dUh7JtcgljIF4DDbGVBExQZjUbUV1VPObYeGBpQj/uCaGxg+6No0ul0KC9zIRoKT/i10VAYZqNJFZMUkyHrRurvf/87IpEIFixYgJqamm1/HnnkkW1fc8kll+Ciiy7CT3/6U+y1117o6+vDCy+8AJvNRrHy4ptqLKyQzyMdjrL9UUVkNpsxu6UN/Zu2SvL4A1u6Ma+js6CniDPbm9M5C8HewqUvDmztgdvmYMuOKBg6S4pHYhKz+IloDHqeL5kbA7mrralF0h+e1NeGfH401dWz2QzKmhsaEfFO/hyiYfFIFFxeYPcqMlBbVYVYKDLh18VCYVSXV5bMe07We6Qmc7PCcRyWLl2KpUuXSl+QzDXV1eEj3+RGyyPBELREw5Y7TNFMN+Bms1mkMxncftX1AAp3kSGEIJtKw2Q04le//NW0H0fNG3ALobW1FeTVFxALR6a11n9Hvt5+7Nc+q2AbqJnJczgc286SclWOvwQlHo2izFEGnueLVB0znsrKSgjpDDLpNAwThL8kghHU7DG3SJUxY6mvr0fqnTcg5PPgtZO/9Qx42BlgUyVF2AQwlD8wGA7i9aeeHffr/P0elJmseGn16oLXwMImGEnV1tTi7S8+mdTXhrx+mLS6cUM5mJ3NdAPu4OAgfv/nP6Lr2wtQ01S4gJPuL7/Cly+/jaX/dxlbfiShpqYmWPVGDPb0zbiRymVzSPrDaFvAlvXRYDabYTIYkZhEBHoiGkOby12EqpjJqKyshF6jRTQQQkXd2LO5Qj6PbCyBysrKIlbHjKaurg4GToOg14+K2skP4AY8XtRWVMFsNktYnbpI1Wy8++67uOPxlTjynFPHHVR67s6H8P1DjsCCBQsKXoMcsWFQFamuroaQziCdTE74tWF/ENUVlWwZWJFVVlaixl1R8OV9/Zu2orm2njVREjMYDGhraIK3t3/Gj+XrH4BJo2V72ijhOA7lZS4kohM3UulYAi4WNCEbbrcbJp0e4Qk2vkdDEejAlcymdzmrqqqCWW9EcIr7pCI+P5rrlZ2qrBZutxs84cYNNctlssinMiV1VARrpFRkOBY27J9Eqoo/iMZaNlVebBzHoWv2HPgLGFhACEGw14N5s+cU7DGZsXW0tSPS753xPqnBnj5UOl1wu9lMBy3lZWWT2iOVjSXZIIWMaLVaVJVXIBoIjft10WAQer500sPkjOd5NNbWITSFfVKiKCIZCLNlfTLhcrmg0/CIhcfeJxWLRKDnedZIMcrkcrlgNZonjIUlhCAdCrP9UZR0dnZCSKQmlX4zGUGvD5pMHh0dHQV5PGZ8LS0t4LL5ScXAjifQO4DZ7R0lsyFXjlxlLmQnOI5AEATkUmmW+iYzdVXViE1wDY0EQnDZHWxZmEw01tUj6pv8dTMWCkMrgoXxyITdbodRp0d8nEYqHo5Ap2GNFKNQHMehrqoakQlG6VKJJEhWYOvGKWlpaYHdYEb/5sLEoA9s7obLalP8odJK0dDQAKvBNKPlfblMFqlghC3ro8zhcCCbSI37Nal4AjzHsRkpmamoqEA6PP6yzFg4gtpKNmAoF7W1tchEYsjncpP6+qDXDwOvY42UTGg0GlS43IhHomN+TTwShc1kgamAh9bLHWukVKauugaJYHjcr4kEgjDwWtZIUaLX6zG3rQOerT0FebzBrT2Y1zmbJYoViU6nQ1tDI3zTPFwSAHwDHph4HZqamgpYGTNVTqcTQiaHXCY75tckojHoOJ7NSMmM2+1GLplCLjv2TXkqEkMlW9YnGzU1NdBr+EltPwCAkNeH6vJyGCdIZmSKp6q8HLHw2I1ULBxFpbu8pFZasEZKZSorK5EKR8fdvxHxB2ExmFDGNk9TM2vWLMQ9vnFvAiYjk0oh5Y9gVmdngSpjJqOtpRXRAd+090n5+gZQ4SgrqeUPcjQUga5BMj72PqlkLA6thjVSclNeXg6dRjvmMiNCCNLRONuDKCMVFRUwaXUI+yd3mHLEH0RDbb3EVTFT4Xa5kUuMHWiWjMVRUWLvOdZIqUxlZSU0Ihl36jUcCKKuurqkRgzkpr29HUZOC1/fzNLfPN29MGt1aG9vL1BlzGQ0NjaCZLLjvs/GE+j3oKO1jb0HKbPb7dBOcChvMp6A3WqFTqcrYmXMRNxuN/Q8j1g4POq/p+IJcHmRNVIyotPpUFNZPeE+bmCoEU4FI6hly/pkxel0IhNLjDmImIsnSm6QnjVSKlNRUQGDRotocOx9UolQBDWV7PwomtxuN2rLKzCwZWbL+wa29KCltgE2m61AlTGT0djYCLPWMK19UvlcDkl/CM1sWR91NpsNel47bpxvMhaD28lmDuXGZDLBbrGOucwoFo5AX2Kb3pWgoaYWsQn2cQNDjTDJ5tlZlzLjdDqBvIBsJrPTv4miiEwixRopRtnsdjvMBhNiobGXO2SiMRYHSxnHcZjTMQv+nunPSBFCEOr1YDZb1ld0RqMRjTV18A8MTvl7Q14/9ODR2NgoQWXMVPA8D6fdMUEjlYCLBU3IUqW7fMxZ4XgkCh3Pl9xNndzV1NQgFYxMuCw67A/AwGtZIyUzTqdzaBZ/lPP30okkeBElF8zDGimV4TgO1RWViIZGH/HJpFIg2Txb7iADHR0dyMeS014eFvYHwWVybFkfJa1NTYh4fFP+Pt+AB3azmd0gyITL6URynAj0XDIFJ9sfJUsVLjeSYxyoHI9G4XKUQavVFrkqZjyVlZXg8uK4gxfA0BYEq8lUcjflcje0r3T0RioRjZXkflLWSKlQTWUl4qHRb86jwTD0Gi3Ky8uLXBWzo5aWFlh1Bni6e6f1/Z7uHjhMFjazQUlDQwMykTiy6Z2XOIwnMOBFa30TNBp2+ZUDl8OJ9Dibp7OJFOx2exErYibL5XIhGxu9CU5EYqhys885uamoqICe1yIyzvYDAIgGQqirqmH7SGXGbDbDqDMgEd25EU7E4tBpNKyRYpSvvLwcmVF+yYGv141rtWzduAwYjUa0NzVjsKdvWt/v7e7DrJY2NuJKSX19PUxaHfyeyS/vI4Qg5g2w/VEy4nA4kIuP3kjlczkImRxrpGSqrKwM2UQKgiDs9G+paBxu9jknO06nExajacIDzROhCGqr2BlgcsNxHFxOB1KjJJ0m43FYTGYYDAYKldHDGikVcrlcyKcyo0Zrx8IRuNlyB9nobO9AuG9wyjHagiAgNuhny/oocrvdKLPaEJjCPqlENAaks6ivZ5G+cmG325EZY0YqGU9Aq9GwRkqmnE4ntJwGqVGWZuYSSbYsTIY4jkNdVTUi4wROEEKQirC93HLldrpGTTpNxuJwOUtvTyJrpFTI5XJBp+FH3XsTj0RRVc4uTnLR0tICPicg7JvcuRrDAgOD0BMNWlpaJKqMmQjHcWhtaELQO/l9UkGvD0atDnV1dRJWxkyFzWYDBHHUQ3lTrJGSNYfDAS2n2Wm/jSAIyKUyJbfESClqKquQGCMQCxi6IdfkRdZIyVSZ04lsIrXT3ydjCbhLcPCCNVIqVFZWBj3PIx7Z+UKVjsZRzoImZKOhoQE2o3nKy/sGe/rgstlRXc2WPtBUX1+PhD886RnF4KAPFU4XrFarxJUxk2W324dmNRI7z2ok4wloOZ4dLyBTY50DloonoOVKb6+GUgxtPxg9JAT4egsCz/Zyy5XdbkdulEZqKJjHWfyCKGPru1TIYrHAbDRi47pPEBzcfrQ8FYmxOFgZ0Wq16GhuxYa+Aczec9dJf5+/34O9WttYYAFltbW1IOksUvEEzLaJm6Ow1489G9gsopzYbDbwGg3W/+c9WHZomAIeLywmI/R6PaXqmPHo9XrYrVZs+uTz7c5OTMbi0JbgpnelKC8vh5jNI5NKwWAy7fTv0WAIRp2eLc2UKZvNhmw6DULIdmEguWSqJAed2F2YCnEch73m74Yq0QDdQGS7P7Oq6tlyMJlpa2lB1OOb9KyGkM8j7g2gpZm9jrTV1tbCyOt2GrAYDSEECX8I9WxZn6w4HA7Ma+2AMy7udL2sJgbsMW8+7RKZcezWtQtqYNzudXPEhaHXlN2Iy5Lb7YZeo0V0jOV9sVAEle5yNlAoUzabDRpx6DidYaIoIpfKlGQjxWakVOq7x36XdgnMJDU1NYHPiwj7gyirmHjZZXDQBwN4NLHkN+psNhvcDgeCXh/q28dvbBPRGLi8gJqamiJVx0wGz/M49+xzaJfBTNOx3zmGdgnMFLlcLug1PKLBECpqd16eHg9H0FHJPt/kymazQavRIJVIwWg2AwAyqTQ04EqykWLtPsNQVl9fD6vBBF9f/6S+3ts3AKfFyvZHyQDHcWisqUNoEmEhIZ8fRl7HXjeGYUqaTqeDy1mGeHT08y4zsQTbyy1jNpsN/A77SlOJoWAe1kgxDFN0Op0OLfUN8E8yRts/4EF7YzNb9iATtbW1SI2TQDUs5PXDabOzoAmGYUpelbscicjOgROiKCKTSLK93DJmsVig5TTbHWSeTiSh5TSwWCwUK6OD3YkxjAy0NDUj5p14VoMQgoQ3yJb1yUhVVRVy8RSy6cy4Xxf2B9FUU7fd5lyGYZhSVO52IxUd/Swingwt/2PkSavVwmIyIz1ij1Q6mQJfoo0U2yPFMDJQX1+P/MtJpBJJmCzmMb8uFo6AywnsQFcZqa6uhlGrxZpVT0Or1435dTF/CLUH71a8whiGYWSqrKwMyWAYr/7jqe3+PpfJQq/RshkpmXPY7YiPnJFKJmExmaHVll5bUXo/McPIUH19PYy8DoGBwXFDC/z9Hhh5HWukZKSiogJHH3w4EqOcQzQS18Zht912K05RDMMwMtbV1YVvh0KjptVaLBbWSMmcw2qDP/W/Je3pZAqOEj24nDVSDCMDDocD5U4X/J7xG6nAoBd1VdUwGo1FrI4ZD8dxWLhwIe0yGIZhFMPtduPYY4+lXQYzTTarFZn+/+3rTqdSqLWUZiPF9kgxjEy0NDQgPEH6W9QXRHN9Q5EqYhiGYRiG2Z7FYoGQyW7772wqA1uJBimxRophZKKutg5J/+hLHYChNKNUKILa2toiV8YwDMMwDDNkx0ZKyGRLMmgCYI0Uw8hGTU0NkM0jGds5yQgAosEQtCJYI8UwDMMwDDVmsxm5EUm1+XQGZvPYQVlqxvZIMYxM1NbWwqIz4OX7Hhs1IpsQgjKDhR3oyjAMwzAMNRaLBQaiwVM33QWO46DjNCV7RiJHxlpHVEKi0SgcDgcikQjsJZo6wsjDhg0bEI+PPiMFDIVStLe3F7EihmEYhmGY/8nlcvjkk08gCAKAodCluXPnqioIa7K9AZuRYhgZmTVrFu0SGIZhGIZhxqTT6dhxHl9je6QYhmEYhmEYhmGmiDVSDMMwDMMwDMMwU8QaKYZhGIZhGIZhmClijRTDMAzDMAzDMMwUsUaKYRiGYRiGYRhmilgjxTAMwzAMwzAMM0WskWIYhmEYhmEYhpki1kgxDMMwDMMwDMNMEWukGIZhGIZhGIZhpog1UgzDMAzDMAzDMFPEGimGYRiGYRiGYZgpYo0UwzAMwzAMwzDMFLFGimEYhmEYhmEYZopYI8UwDMMwDMMwDDNFrJFiGIZhGIZhGIaZItZIMQzDMAzDMAzDTBFrpBiGYRiGYRiGYaaINVIMwzAMwzAMwzBTxBophmEYhmEYhmGYKWKNFMMwDMMwDMMwzBRpaRcgB4QQAEA0GqVcCcMwDMMwDMMwNA33BMM9wlhYIwUgFosBABoaGihXwjAMwzAMwzCMHMRiMTgcjjH/nSMTtVolQBRF9Pf3w2azgeM42uUUVDQaRUNDA3p6emC322mXw0wBe+2Ui712ysReN+Vir51ysddOudT82hFCEIvFUFtbC41m7J1QbEYKgEajQX19Pe0yJGW321X3S14q2GunXOy1Uyb2uikXe+2Ui712yqXW1268mahhLGyCYRiGYRiGYRhmilgjxTAMwzAMwzAMM0WskVI5g8GAK6+8EgaDgXYpzBSx10652GunTOx1Uy722ikXe+2Ui712LGyCYRiGYRiGYRhmytiMFMMwDMMwDMMwzBSxRophGIZhGIZhGGaKWCPFMAzDMAzDMAwzRayRYqgTRZF2CQzDMAzDMAwzJayRYqjYsmUL7r77bgAY98RoRl7y+TztEpgi2zGPiA18MAzDMMwQdgfLFF0+n8err76KO++8E2vXrsWSJUvw97//nXZZzDhuu+02fPLJJ9BqtQBYQ1VKOI4DALz++utIJpPQaDTbmisW+qoOuVyOdgkMIyuEEAiCQLsMZoaKca/CGimmaIZvurRaLQ4++GCEw2EcccQRsFqt+NGPfkS5OmY8q1evxo9//GM899xz2GuvvfDpp5/SLokpovvuuw833ngjPvjgAzz44INYtmwZRFHc1mQxypPL5XDdddcBAHQ63bZmis04yo8gCGzQoogIIeA4DjzPI5PJIJlMbvt7RhmGr2PDg79r1qxBKBSS5Lm0kjwqw4ww/As9cgkfx3Gw2+3YZZddcM4552z7INfpdLTKZHZACIEoiuB5HjfccAPmzZuHU089FTfeeCPmz59PuzymCIZvKE455RQ8/vjj+O53vwuz2YxVq1axJbkK5/F48PTTT0MQBHAch+eeew5vvPEGe11lhhACnucBABs2bEB9fT0sFgvlqtRteIDo0ksvxb/+9S+0trbiz3/+M9ra2ihXxkzW8HVs7dq1OO644+ByudDQ0ICLL74YRx55ZGGfq6CPxjCj0Gg00Gg0+PTTT/HQQw9h3bp1aGpqwosvvojFixfj2muvRTabhU6nY6OhMjC8nGF4RA4YuhgddNBBsFqtOO200wCw0Tk1G14OMXxDMTg4CEIIysvLsXz5cuyxxx40y2OmiRCy7X3b0NCAffbZB1dddRX++c9/4s4776RcHTMajuMQCASwePFiHHDAATj55JNx//330y5L1Z5//nk8+eST2LhxI+6//35wHIdf/epX+Oyzz2iXxkxSOBzGlVdeib/+9a94+OGH8d577+Fb3/oWzjvvvII/F2ukGEmMXFucy+Vw9tlnY7/99sODDz6Iww8/HI8//jhMJhMOPvhg5PN53HXXXQBY8IQcDDdPK1euxE033YSNGzfi9NNPx+rVqyGKIq666ioAYOvHVWx4OcSLL76I3t5e1NbW4qmnnsLxxx+PF154AR9//DEA9jugJMMzTyOXY+ZyOXR1dWH33XdHZ2cn2/soQ8888wyuuuoq7LHHHti0aRPmz5+PRx99FGvWrAHABrRmarRr2NKlS3HcccfhBz/4AXbffXfcd999iMfjeP755xGLxShUyYxntOuWz+fDl19+iVdffRX77rsvLBYLLrvsMthsNlx++eUFfX5218oU1PCM0vDNeG9vL1599VWEw2Fs3LgRzzzzDC677DLcc889WLt2Lfbdd18ceuiheOCBB+D1enHzzTfjn//8J8WfoPTsuKn2o48+wp577omrr74aq1atwrnnnovbbrsNALBixQpcd9118Hq922622Qe58u04E/z444+joaEBv/jFL3DwwQdv20vzne98B4ODg3j99deRzWa3vc8B9nsgVyOvyZlMBkuXLsVNN92EWCyGFStWYOXKlXj99dfx8ssvQ6vVIpvNUq64NImiuNP7MJVK4b777sMDDzyA/fbbDzabDT/60Y8wb9483HrrrQDA9ilO08j3RTqdxieffIJUKgUAePTRR6HVamEymQAADocDJ598MlavXr1tEImRj+F7kbvvvhsPPvggwuEwOjo6cO6556KxsREvvvjitq/7wx/+gJtvvhk+n69gz88aKaaghmeU1q9fj87OTjz11FOora3F8uXLUVlZieeffx7Lly/He++9h1WrViEWi+Gkk07C/Pnzseeee+LOO+/ErFmzKP8UpWN4lJrneQwMDCCdTuOFF17At771LXz66ad45ZVXsHjxYvz1r39FOBzGMcccgz322AMXX3wxPvvsM5x33nn44osvaP8YzAyIorjtfZtKpfDhhx/ijjvuwI033oh169bh/vvvx0033YQ33ngDe+21F/bdd1+8/fbb+PDDD9Hd3Y177rkHALuhk6vh1/bjjz/GPvvsg//+97+466678POf/3zbdfo73/kOrr/+egCAXq/f9r2sOS4OQsi2JfAffPABXn31VWzduhUmkwk/+9nPsPvuu6O7uxsA0NTUhMMPPxzxeHzbEj+2JH7qht8XN9xwA1paWnD66afj5JNPxgcffIDGxkaceuqpuOKKK7Z9/RlnnAGbzYaVK1fC4/HQKpvBztelF154AS0tLbj11lvxhz/8Aeeeey7efPNNHHDAAVi8eDHuvffebU3ywoULsffee+Okk04qaEEMMyP5fH7b/59Op8ny5cvJ4sWLyU033bTd11133XWksbGRPPnkk2TVqlVk9uzZZOXKldv+fd26dUWrmdneI488Qmw2G3nxxReJz+cjfr+fEELIz3/+c1JWVkZaW1vJ2WefTQghZMuWLeToo48mbW1t5PTTT6dYNVMo6XSafP/73ydnnXUW6e3tJS+++CIhhJBgMEh++tOfEo7jyLHHHksymQzp7+8nF198Mdltt92IzWYj99xzD+XqmZFEUSSCIGz3d+effz45+uijybXXXksIIeT9998nP/nJT8gll1xCCCHkyy+/JPPnzye33HILefPNN8lPfvKTotdd6sLhMPne975HnE4nOfTQQ0lTUxP57LPPCCGEXHrppeRHP/oR+fDDDwkhQ+/L6667juyzzz4kFApRrFo5RFHc7l5FFEVy/fXXk/3224989NFHpL+/n1xyySVkn3322fY1FouFPPDAA9v+e/Xq1eSiiy4isVisqLUz/5PL5bb772w2Sy666CKyfPlyQsjQ/ehZZ51FTj/9dBKPx8lHH31Ejj322G3/TsjQPcxLL71UsJpYI8VM28gPa0EQyIYNG0g6nSYXXXQR0ev12xqjTCZDEokEOfPMM8nDDz9MCCHktddeI62treRnP/sZGRgY2O5xR17smMISBGG71+2rr74iu+yyC/nFL36xXSObSCTICSecQBYuXEi+/PJLcuedd5Kamhry3nvvEUII8fl87ANcoXZ8f7388svk0ksvJWeddRYJBAKEkKGbjH//+9+koaGBnHHGGeSrr74iFRUV5N577yWEDH14vfHGG+yGQmZGvrapVGrbTceqVatIc3MzufLKK7f9+7333ktOOOEE8vTTTxNCCHn88cdJV1cXaWlp2TYIJopi8YovITu+B/P5PFm+fDk59dRTSSqVIoQQcuaZZ5LTTjuN+Hw+smHDBnL88ceT5cuXk0wmQwgh5N133yUPPfQQe43GMPy/8Y4DC1u3biUffPABIYSQtWvXknfeeYcQQsgXX3xBFi5cSDiOI7fddhshhJC//OUvxOl0knQ6XdziGUII2fa7vqNEIkF+97vfkeeee44QQsinn35KCCEkFouRH/7wh8RoNJIDDjiA3HLLLYQQQm666Say++67ky1btkhSJ1vax0zb8NT43/72NzQ1NeGvf/0reJ7HGWecgb322mvbulS9Xg+9Xo/33nsP/9/encfVlP9/AH/dSEIisqeUkhohTGVLRKRkKVGh7Ft22cYSxr7ve5F9jcaWJfs29mWiFIqyFkW03dfvj373TLcyX2ZU4vN8POYx7rnnnj73nHvO+Xw+5/N+fy5cuIBJkyZh9OjRGDNmDGbOnIkKFSoobTdz3IXw7SiGcKmoqODBgweIiYmBvr4+UlJSsG3bNlSuXFmKlXr79i2ePXuG9evXo3r16nj8+DEqVKiAtWvXAgDKli2LUqVK5eO3Ef4NRTp7AIiJiQEABAYGYuXKlfjll1+gpaWFlJQUyGQy7N+/H/3794efnx+0tbWhqamJZcuW4dmzZ1BVVUXjxo1RokQJkaAgH/D/h7bMnz9fKb5RcWyHDBkCBwcH9OrVC+Hh4ejQoQNsbW3x5s0baYhYq1atoK+vjwMHDuDVq1fo2LEjDhw4gMjISCmzlRiu+W0wywTWiuN08OBBHD16FIUKFYKVlRWWLl2KokWLIjAwEAcPHkRwcDD27NkDIyMjWFtb4+TJkzh16hQAoH79+ujatas4RjlYs2YNtmzZAiDjN6yYRHzw4MGoVasWDhw4gOTkZDRq1AgWFhZYsmQJLCws0LBhQyxZskQa0jdkyBCUK1cOly5dUtq+GEqZ+96/f4/y5cvj/v37Sst37doFXV1d3L17F0WKFEF6ejpq1qyJmJgY2NraIjk5GY8ePYKRkRH27t2Lx48fw8nJCUOHDkXFihVzp7C50jwTfhr+/v40NzfnpUuX+OHDB5JkUlISly1bxlatWin1ABw7doyjR49mw4YNGRISIi0XPWp5JzExka6urixTpgwDAgJIkhcuXGDhwoX59OlTab07d+6wRYsW9PT0pIuLC+vVq8ewsLD8KrbwDYWHh9Pa2ppdunTh06dPGRkZybZt23LSpElKPbceHh40MTHhtWvXaG9vz0WLFvHMmTP5WHIhq2LFivG3334jmfG0OS0tjZ6enrSzs+OdO3c4cOBAenp68ujRowwLC2OjRo24c+dOpqSkkMx4UuXk5CQN5VQQowK+jbS0NA4ePJjz5s1TWv748WM2bdqUVatW5fbt2xkXFyedewMGDKC+vj4vXLjAKVOmsEGDBrx//z5fv37NMWPGMCIiIj++SoHw9u1bkuSmTZsYFxen9N7y5cvZtm1bvnz5Umn5mzdv2LJlS16+fJkkuWLFCspkMvbt25dk9qFkQu66fPmy9MTw4cOH2d7v3LlzjsPJz5w5w44dO0rXLnd3d7Zo0YLr16/P1fKSYmif8IU+dzHx9vbmpEmTSCo3iO7evUtPT0+OGTNGaf3MFTW5XC4aUbko676Vy+UcO3Ys3d3d+e7dO5J/Hw87Ozt27NhRWjctLY3nz59nr169OHDgQCYlJeVdwYVcc+/ePZqYmHD8+PF89+6dVPGYO3cuPTw8ePr0aWnduLg4durUib/88guHDh2aTyUWcqIYanTq1Cmqq6vz2bNnJMnY2Fg6ODhIMY6HDx9mmTJlpMbWmDFj2K1bN965c0faTnR0dD58gx9bcnKyNGRMMewos7lz57J///7Zlj958oTt2rWTYqOWLVtGLS0tzp8/X9wr/4cxY8awY8eOSsPBnj17Jp0r7du35/Tp00kq12devHjBmjVrctGiRbxy5QqdnZ25a9cuqWGVU8yhkDs+fvzIfv36sVGjRtKyR48eMTg4mCR548YNGhsbMyYmRuo4UtixYwcbNGjASZMmsUWLFnR0dOT9+/eVtp9b55BoSAlf5eDBg0o3hkaNGnHdunUkMy5OiguOXC7njh07WKdOHZ4/fz7bdkSPZ+753IX/3bt3NDQ0lHqfMx+vmJgYFilShOfOnZO2oVhHKHjS09OVbhqK47xmzRqlBCGKdWJjY+nh4cEpU6Yo9eQmJSUpNaJFZS7/ZT0GjRo1Yvfu3UmS9+/fZ5UqVfj06VM6OzuzXLlyXLx4sbTuq1evaGpqyvXr12c7t8Wx/TbS0tI4c+ZMOjg4KPWoHzlyhGRGfKGhoaGUxCBz/M2rV6+ooqLC5cuXc8KECbS3t2dAQIBS40BU6pUpfrf37t2jvr6+VOk+duwYnZyceOTIEaalpdHV1VUpuZViPyYkJHDNmjWsV68eK1asqJQkS5wTee/27dv89ddfuXXrVpLk6tWrKZPJpHOgXLlyPHjwIElK96aEhASS5LZt29i5c2cpiY5Cbh9H0ZASvsiRI0dYpUoVNmvWjFWrVuWwYcP4/v17rly5knp6ekrrRkREMDw8nG/fvuWGDRuyPWIX8saDBw+4fv16hoaGMjExkUlJSXRycpKCyxUUF6ihQ4eyQoUK+VFU4RvKfNO4c+cOY2NjpRvOqFGj2Lp1a5IZFb7M6+7YsYP29vZKlQ2FrA0zIf8NHz6cLVq0YNeuXSmTyXjhwgWSlALmf/vtN2m4dWhoKPfs2UOSvHTpkqiM57Jz586xV69eUpbEW7dusWzZslIFsEePHkpDMtPT06Vz1N/fn126dKGFhYWUpY8Ulfp/ovg9jxw5kq1atWJSUhLfvHnD7t27c8KECUxPT+fYsWPZqVMnPn/+XPrcrVu3+ODBA5JkZGSk0j4W+zvvZL4XJScnc+HChTQ3N5eOq5mZGYcNG0aSnD59OmvVqqX0+dmzZ0tPEDN30udVh71oSAlKPvc0w8vLi3PnziVJnj17lh4eHhw9ejQTEhJoZGTEvn378syZM7x16xZ//fVX+vr65nXRhf8nl8vp6+vL0qVLs3379mzQoIGUzrhr166cNGmS0jjxa9eu8dWrVyQzxocLBd+bN2/Ytm1b6ujo0M7Ojs2bN2dSUhJDQkJoZWUlZV9UuHXrFtPS0jh27Fhev349n0ot5CSn6/Eff/xBCwsLhoeH88KFC7S3t6e5uTnJjCyMpUqV4vXr15mWlsbt27ezWrVqnDVrVrah1cK3k/XeuXjxYrq6ukoVvN9++40tWrQgSa5atYqdOnXi1atXpfVPnTolxQ4rMvcptiuO1d+Cg4OlTL+KTkDFfv/48SONjIykbG379u1j+/btefDgQSYkJNDa2pru7u7cv38/AwICWL58eS5dulRp+2K0TO6Ljo7mzJkzs92HFKKiotiiRQups+HChQssVKiQ9ITX0tKSjRs3po+PD3/55Rc2atRIKR4/r88Z0ZAScpSSkiJdUCIjI1mjRg3eu3dPen/Hjh10dXVleHg4Q0ND2atXL7Zo0YKGhoacNWuW0rbETSD35HTRj4qKYuPGjaULy6VLl1inTh2uXbuWN27coJOTE7t06cL79+9z3rx5rFixIo8ePZrXRRe+kZx+AytXrqSbmxuTk5P55MkTWlpa0sfHh1evXuXIkSPZpEkTPnz4kMnJyRw6dCj79OmjVHkTvg+fq9T5+PiwTZs20mu5XM6SJUtyw4YNJMklS5bQycmJNjY2NDEx4f79+/OkvD8LxT1t6dKlfPz4cbb5iciM2Kh+/fpx1KhRTE9PZ2RkJOvXr89Nmzbx/fv3HDlyJKtWrUo/Pz/27t2bpUqV4qFDh5T+jqjUK3v37h0dHBzo6uoqLbt79y7v3LkjdQYuX76cZmZmUuzfkCFD2K9fP8bFxTEiIoITJ06UOhizjs4Q8sb169dpZ2cnze308uVLjhgxgn5+fgwPDyeZUcc0Njbmo0ePSJKOjo7SaIoXL15wz549HDVqFP38/PLjKygRDSkh28V6woQJbNCgAQcPHiwNDTEzM+OCBQukdeLi4lijRg2l7HsxMTFSNihSjOXObZkbqC9evJD+fenSJTZo0EAaskBm9MwZGhoyOTmZf/31F7t06UIHBwdaWlpKQdFCwfO5TgoLCwulDo1r166xXr16PHfuHN+/f8+WLVvSzs6OBgYGbN68uVLGRtHxkf8yXzsTEhI4bNgwzp49W4pP3bhxI3v06KF03o8fP54GBgZKMTeKpAU5bVf47wwMDKRec5LcsmULAwICpCf+O3fuZKdOnaSG7MqVK2lmZsb379+TJGfMmMFRo0axZ8+eSkPOhM87e/YsTU1NGRISwtmzZ1NVVZUtWrSgiYkJY2JiSJJNmzaV4mQuXbpEFxcXpdEWiiQ7pHjil9cU+3rhwoX08PDgypUrWbNmTbq5udHW1pZWVlb8888/SWaMoHF3dyeZUedUVVXlvn37ctxufnY6iIbUTyzrBeTjx4+8cuUKO3XqxMDAQDZs2JAODg4kyYCAAFarVk0K6iPJZs2a8dSpU9m2K3rRclfm/RsbG8uWLVuyVq1anDp1KuPi4njv3j1aWVlJKUTJjFiZxo0bKy0TsWsFU9bz9tKlS2zZsiXnzp3LixcvkiTHjh3Lfv36KX3Ozs5Oyr6XlJTE169f8+7du9L7opL9/bl06RKtrKzYoUMHtmzZku3bt+edO3d48eJFOjs7c9OmTdK6vr6+lMlkHD16dLbtiGvyt6XoMDx27BiNjIx47tw5Ojg40MTEhE2aNGHz5s0ZGBjI1NRUjho1ir1792ZcXBzfvXvHdu3aZTs3FcRx+jzFNe/9+/ecMGECzc3NOWDAAMbHxzM5OZkdOnSQMtKeP3+e1apVk4ZOjh07lm5ubtLTDQWxv/PPixcv2K1bN7Zq1UpKiPP69WtOmDCBpqamJMnz58/T1NSUx48fJ5kRxz1kyBCl7XwPjWAxIe9PTCaTQSaT4eHDh7C0tES/fv0wadIkdO/eHU5OTjh8+DAuXLiAAwcOwMPDA/Xq1UPTpk3x+++/o0mTJiCJ2rVrZ9uumFA3dzDLZI5yuRwnTpxA/fr1sWjRIhw9ehTLli2DiYkJdHV1sW7dOoSFhQEAUlJSULhwYVSvXl3aXunSpfP+Swj/CUnpvCWJmJgYTJw4EbVq1cJff/2FQYMG4dOnT7C0tMTLly9x8OBB6bPVq1eHrq4uAEBNTQ1lypSBqakpSCI9PV2aYFvIe3K5XJrkkyTkcjkmT56McePGwc7ODnv37sXy5ctRo0YNzJ8/H5aWlmjQoAHWrFmD2bNnY9++fQgNDcWuXbvg5eWVbfvimvxtqaqqAgBsbW1Ru3ZtTJ48GVWrVsW9e/dw+PBhtGvXDsuWLcOTJ0/g7OyMxMRE7N69GyVLlkSPHj1w7949JCQkKG0z82TZQnYymQy3b99G8eLF0aNHDyQlJeHRo0coVaoUihQpgsWLF+PJkyc4dOgQGjZsCCsrK0ydOhUAMHz4cMyfPx96enpK2xT7O+89fvwY27ZtQ7ly5dC1a1eEhYXh2bNnAAAtLS2MGzcOqamp2Lt3Lxo2bIhWrVph+PDhAIBFixZh8eLFStv7HiakFnfOnxRJpKamYuPGjdiyZQusra1hbW2No0ePIj09HQBQsmRJDBs2DJMmTUJaWhq2bt2KESNG4MWLF3BwcMCpU6dQqlSp/P0iPxHFBcPf3x96enpo3rw5Nm7cCG9vbzRv3hz9+/fHnTt3cOLECcydOxexsbFwc3PD2LFj0bZtWzRu3Bjq6upSg0woeBS/gbFjx8LNzQ2bNm1Cs2bNMH/+fMycORMVK1bEhAkT4OTkBHNzc/Tr1w9btmzBxIkTERQUhMaNGwOAUqNJJpOJCkU+ksvlUFFRgYqKChISEpCamgoVFRU0adIE8fHxeP36NQDA0NAQtra2iI2Nxb59++Dj44OBAwfi6tWr8PX1hb29PTp16oSaNWuKczwXKfbtpk2bAABz5szB/fv3ERsbi6SkJBQvXhyOjo4wMjLC9u3b8euvv6J27doIDAxEeHg4OnbsiLNnz6JkyZJK2xUdGcoUHQsKd+7cweDBg7Fq1SoYGhqid+/euHXrllRf0dHRQa1atbB582YAwLRp05CYmIiXL1+iXLlyqFChgjgvvgOnTp3CvHnzcPnyZbRu3RoODg5ISEhARESEdC+qU6cOoqKiAAD9+vWTGsSKY634/3cjn56ECXksa6pjMmPWaJlMJmUSIsnRo0ezfv36So+8jYyMOHnyZOl15u2IR+N559GjR1yzZg0dHR0ZEhLCUaNG0czMjHv37iWZEUsxfPhwDhgwgHFxcXz79i23b9/OcePGKcWyCQXXuXPnuGjRIrZp04bjxo2jrq6uNC9Ueno6z5w5w/Lly0uxNLNmzeLgwYPp4OCQ48SgwvchLS2Nffr0oaWlJV1dXXnmzBmS5MSJE9m7d2/eunWLZEY2xrlz59Le3p5v3rwhSSmOVeF7GOryo8m6TxMTEymTyRgYGEgyIyOftbW1UqzhoEGDpKG0Fy5c4MqVK5mYmCi9L+6d/1tqaqq0T+Pi4rhgwQK2bduWr1+/5rt372hjY6M0lHXBggUcMGCAUqy2kH8U582WLVuUlnft2pXDhw/np0+fePHiRTo5OSnVMX/99VcePnw4L4v6n4iG1E8g803gzz//5KNHjxgfH08yYy6S6tWrK61frlw5rl27Vnq9ZcsWduzYUWkCRxGgmbtymgh32rRp1NXVZf/+/UlmZLoZMGAAR48ezWfPnpHMGLPv4uLCOXPm5Gl5hW8va0Xr2bNntLS0pKGhIV+/fk2S3L9/PytXriylhU1OTuagQYPYuHFj6XOZY59EHFT+y3rdTE9P58CBA+nk5MTHjx/z999/p7u7O7ds2cLo6Gh26tSJixYtkiqHFy5coKOjIw8cOKC0HVExz12hoaFKCSGmTZsm3TtTU1NZs2ZNzpkzR0p4MHjw4GwTgwqfl/X3GxcXRy8vL06ePFnKKHr9+nV27dpVml5l9+7dVFNTY//+/blw4UKqqalx586d/7hdIffI5fIc97dMJlOqU54+fZpNmjSRkrDMnDmTpUuXpouLC83NzWlraytlYSwIREPqJ/H69Wu2bduWlSpVor29PRs3bswPHz4wLS2NxYsX5/bt26V1/f39qaWlJVXWhPwTGBgoZbCJj4+nm5sb+/XrJ/VG7927l66urkpB55MnT+auXbtIit7pgu7Tp0+8f/++9HrTpk0sUaKENI/K27dv6eXlRRcXF2md0NBQmpiYSI0rBVGhyH85HYO4uDg6ODgwMjKSZEbjuFy5ctIElPPnz2ePHj2kgOvk5GRxbc5lWTuyEhMT6erqSicnJ6XlFSpUkLJjbty4kVpaWmzbti3d3d1ZpkwZ6cmi4josrsc5y7xfMleg58+fT3d3d6XffkBAAG1sbKSMlC4uLtTR0eGSJUtEBtp8lPnaFh4ezuvXr0v3qdWrV7N8+fLSpNMk2b9/f7Zr145xcXGMjo5ms2bNOG/ePOmcKUhEQ+oH9OrVq2yPtjdv3iwNASJJBwcHduvWjWTGnCOVK1dW+ky9evV47NgxpW2Iiti3k/mJXuabiOKJwenTp1m1alU2adKEJiYmHD9+PGNjY3nw4EF27NiRe/bskdYfM2YMu3XrJg3/EcMaCob/VamaP38+K1WqRGtra7q4uEgZ9hwdHdm7d29pG9evX6eRkZE0J4pcLhe/ge9M5op5dHQ0t27dKk18/PDhQxoYGDA0NJQODg6sUKECV69eTTLj/H716hXt7e05b968bMdVVMy/raxPbG/evCn9+/z586xVqxZPnjwpLdu3bx81NDSkdNoWFhZ0dXXlrl27xLxsXykmJoY2Nja0srKil5cXw8LCmJSUxO7du3P8+PFSqn9FRj5vb2+S5I0bN5SGrqenp4vzIp+kpaVx4cKFVFFRoa2tLatXry7NC1WrVi2OHDlSWnfXrl0sUqSINJdU5nNNsa2CQkQ3/kDWrFkDCwsLeHl5oUmTJpg9e7bSe61atQIAbN68GSEhIShVqhRSU1Ph7e0NdXV1/Pbbb9L6ly5dgq2trdL2RUD6tyGXy6XMazExMXj58iU+fPgA4O+A482bN8Pb2xtnzpzBwYMHERkZifHjx6NNmzYoX748zp07h8jISKioqKBNmzaoUKECtLS0APydUUr4fil+AwCkY5/ZrVu38Mcff+Dw4cM4evQo6tSpgzZt2iAlJQUjR47E+fPncenSJchkMhgbG8PR0RGHDx8GkJE8QlVV9fsLyP2JFS5cGABw/PhxVK9eHdu2bUPz5s2xYsUKGBgYoHbt2jAxMYGFhQWePn2Kvn374uHDhwgICEDZsmUxe/ZsjBw5Mtu5/T1krPqRKK6/p0+fhq6uLtzc3NChQwcEBgaiYcOGaNu2rRT4DgB16tSRzkkA2LBhA+bMmQNnZ2cULVoUaWlp+fI9Cgr+f/KHbdu2YcWKFWjQoAHWrVuH+Ph4jBkzBo8ePYKnpyfCw8Nx6NAhAEClSpVgZGSE8PBwhIeHo06dOmjWrJm0PRUVFXFe5IGsyUDu3r2LZs2aITQ0FNHR0Th69CgsLS3h4+OD169fw8/PD6tWrcLx48cBADExMWjRogU0NTUhl8ulDNCK7Rao+mZ+t+SE/+7ChQs0MzNjzZo1uX37dh4/fpzjx4+nlpYWR4wYQTJjPLeTkxPNzc1pamoqBfIpAjmDgoLYqFEjpZ5TEU/xbWXuJXv37h179OjBevXq0dLSkkZGRty8eTMTEhL45s0b2traMiEhgW/fvqW7uzu1tLS4efNmkuSpU6fYvn17LlmyJL++ivAvZT6nIiIi6O7uThcXFzZr1oz+/v5SrNu8efPYrl07khnDJJycnFiuXDnGxMTw/fv39PHxoY2NjbStrAkHhPyV9dr59u1b6ujosHv37jx//jzJjCHUbm5uXLZsGSMjI6mqqsqQkBC+fv2afn5+rFKlCmfOnKnUMyuuybkrLi6Oy5YtY9u2bbl//37GxsZy9uzZVFdXZ0xMDCMjI1m/fn3OmzePJHny5En279+fJiYmTExMlK7x4jjlLKenRfHx8dTQ0KCOjg4jIiJIZiRWUkxUTGbE0NSpU4ceHh7U09Pj4sWLlYaJCXkrp6dF9+/fp6mpKRs2bCgti4+Pp42NDVetWkUyIya/efPmLF26dLaJ4Asy0ZAq4OLj46mpqUlPT89s7+3evZuFCxdmSEgId+zYQUNDQw4cOFB6/86dO+zevfsP82MuKObMmUNNTU16eHgwNDSUISEhnDhxIitXrixNTKejo0NXV1dWqFCBrq6u0kTId+7cIZkxweDWrVtF0o8CKD09nf3792fJkiU5dOhQ7tmzhz179mT9+vXZpk0bkhmV7JEjR7Jnz57U0tKS4mUUw4Vu377N+vXrS78HhYI0HOJHozgPMx+DzOdm165dKZPJpCGacrmcCxYsoIeHB8mM+LdevXrR1taW5ubmPHr0aB6W/ueT07ly/fp12tvbs0yZMtJwPZK0t7dnly5dSGbcV0uWLEkbGxuqq6srTXIufJmrV6/y8uXLUt1j/fr11NXVVZogfP/+/ezQoQNfvnzJxMREnjhxgkOGDFEaWikarLnrn2L7IiMjOXDgQK5cuVKaCH79+vXU0tJSOncmTpwoNa5SU1P5+PFjnjp1SulvFPQ6jGhIFWCKi8iYMWPYoUMHvn79WlqmuEm0bt2aHTp0YGJiIqdPn04LCwvu3LmTw4cPp5aWFidNmqT0Q84pW5zw7Zw4cYIGBgacPn16tveGDx9Oa2tr3rhxg1u3bqVMJlNKGLBy5Ur6+Pjw06dPIgamgJLL5ezSpQuLFCmS7b2goCCWL1+ea9eu5Z07d6ivr88mTZpIsQEk6ePjIz3REDEY+e/Dhw9Sop7Mlbo3b96we/fuHDp0KOfOnUsyI2GBmpqalKmKJENCQmhsbCxlUSUzeuMV5HK5qCz+R/+rkrZhwwauWrVKSvYRGBjIX3/9Vek43blzh+XLl5cy8l29epWbN29WOm7i3pnhc505crmcHz58YLdu3Vi2bFk6OTmxRo0aUmyMpaUlp0yZIqWIv3TpEg0MDKTESlm3VdAr39+z/3XNOXr0KMuVK8fevXtz2LBhrFatGq9cucKUlBQ6OTmxV69e0rr+/v708PDIsc7yo3T8iYZUAaa4kKSkpLBmzZpcsWJFtl7R4OBgqqur8+XLlyTJpUuXcsqUKfTw8GBYWFj+FPwn9ubNG06YMIGDBw+WeuOSk5NJkmFhYbSxseHEiRNJZgQu9+jRg9OnT6eNjQ2rVauWLQGIUPAcP36cmpqaUoXh06dPJDN+BzNmzGDFihWZlpbGsWPHsm/fvly5ciUPHz5MExMTtmzZkk+ePJG2JSrZ+evYsWMsXbq0VBlMS0vj48ePaWpqym7dunHPnj385ZdfpI6TWbNmUV9fXzr3X7x4wbp16zIqKirbtn+USkZ+yun8UCx78uQJGzZsyF9//ZUdO3akk5OTdA/19vZmz549pZEAFy5cYOvWrXPMligaUBmyNmw2bdrEM2fOSMOVyYx58BwdHaVheePGjaOtrS2joqJ45MgR6unpceTIkYyNjeWIESPo4OAgHQMFcc3LXZn375o1a9ilSxfOnTuXDx48kJYPGjRIKZ15kyZNWK9ePSYlJfHYsWNUU1Nj9+7duXz5cqqrq3PNmjV5+h3ymmhIFSA5XUAUN9v169fTzMwsW8rjvXv30tDQUMqcktPnRc9O3jp+/Djd3d2VYpwUx7Zv3760trYmSUZFRXH//v0cP368NCZf+P59yfnk4uLCtm3bklQ+ry9evEhjY2MGBwfzw4cP3L9/P/v06cPmzZtzxYoVuVZm4d+Jj4/n0KFD2b59e2lZQEAA+/btK70eP348S5cuLU1jUK1aNVaqVInz5s1j2bJl2a9fP/GE+RvLGos4ZswYLl++XOnp7tatW5WmDVi3bh2LFSvGly9f8siRI2zSpAnbtm3LCxcusGHDhuzcuXO2RpO4d2YXEBDAypUrs06dOrSwsGCDBg2k9/r06cNJkyaRJLdt20ZtbW126dKF7969I0l6enpSW1ubAwYMoI2NjfSUUMhbirh7ExMTLliwgEZGRuzevbv0tNzd3Z27d+9WWu/y5cskMzoWvL29aWhoyGXLlillVPxRiYZUAZC5ZzIlJUVp/Glm1tbWHDNmjFLg+fTp09m1a9ccL/iiZyd3Zd3nmYdPzpo1i25ubrx9+zbJv59K/P7776xVq5ZSxUrcrAumf3qiEBERQQ0NDekmozjez549o7a2Ns+ePSutm/X4iycV+S/zMbh48SLr1KnDwMBAkuTcuXPZtWtXRkRE0NLSknp6ejx48KC0/pEjRyiTybhz507xhDkXKWIRNTU12aNHD5qamrJp06ZSz/rEiRO5fPlypqamcsCAAdTS0uKUKVNIZlyPp0yZQjMzM3bp0kWaK0r4vOTkZI4fP54ymUxKZvXnn3+ySpUq0v7bsGEDzczM2LBhQxoaGkrzHT5//pxyuZxhYWHU1dVlUFCQtF1xvctbOcXd79q1i0ZGRjxx4gRTUlLYp08f1qlTh2XLllXq4Nu9ezdJ8tatW7SwsJBeJycn/9D1TZH+vABQpIE8deoUunbtiuDgYKX3FWmOf//9d+zatQsvXrwAAEyePBkBAQHo3r07ZDKZlGpUQZHqVfjvSMLKygrbt2+XXstkMly+fBnx8fEAIB2DwoULw87ODurq6ti5cycAQE1NDampqbh8+TIGDhwIVVVV6XiJVK4Fy7FjxzB9+nTpvH3//j2AjLSuinNVX18f3t7eGDhwIIC/02PfvXsXVatWRZUqVaTtKY5/gUwL+4MqVKgQPn78iB49emDp0qVIS0vD4sWLAQB169bF3bt3UbNmTbi4uODRo0ewt7dHYGAgnj17Bjs7O1haWiI4OBi2trZKvwvh2yAJd3d3rF+/Hm/fvoW/vz9OnjyJq1ev4sqVKwCAT58+YcWKFahWrRqio6Nx+/ZtTJ48GdevX8fHjx/Rtm1bWFlZoVatWhgzZgwAiHTm/6BIkSIoW7Ys3NzcUKlSJQCAmZkZjIyMoKGhAQAwNzdH0aJFoaWlhbCwMDg7OyMmJgajRo3C1atXYWhoiA4dOmDt2rV48+YNSIrrXR6Sy+UoVaoU+vfvj/j4eLx8+RIA0KBBA6irq6NMmTJQVVWFg4MDihQpguXLl2PAgAEAgNGjR8Pf3x8xMTEwNjaGq6srZs+ejfT0dBQpUuTHrm/mYyNO+ELHjh2jnp4evby8qKWlRScnp2xj6hW91t27d2ft2rVZtWpVWlhYSE88hNyj6GmZPHkyq1WrJh2LFy9e0MTEJFtmNYU1a9awa9euvHv3LuPj42lra0sbG5tswzOFguXy5cuUyWQMDAyksbExV65cqTQk6MaNG3zx4gU/fPhAXV1dbtiwgSR59uxZWlhYcPLkyflUcuFzsj4VTE1NZc+ePdmxY0dGR0dz3Lhx/OWXX7h06VKmpaWxX79+dHNzk9afNWsWa9asyePHj5MkQ0NDWbhwYWm4n/DtHT9+nCVLllRKCNG4cWNu3LiRJJmQkMCyZcty9uzZ0vtBQUFs166dNExpyZIldHNz45kzZ0iK0QGfo9gvERERHDx4MMeNG0cyY4SFqqoqfXx8pEQd27dvp5GREefNm0cfHx9qaWlx8ODBUvKcpKQkamlp/fBxNd+jzHH3xsbGDAgIYEBAALW0tFixYkW2bNlSChPx9/dno0aN6OzsTD09PdrY2CglylFMFaB46vgjEw2p70zWx59paWl0cXGRLvZHjhyhvr4+169fLw0Hy/y52NhYNmvWjDt37lR6T9wAck/mfaujo8OpU6eSzBgDnnmun6zrP3nyhEOGDKGuri5LlCjBIUOG5E2BhW9Ocf4phugZGBhQTU2Nc+bMkdZJSEigi4sLZTIZT5w4QZLcvHkzS5QowU6dOrFUqVJcsGBB3hde+Ec5DS36+PEjmzZtyj179pDMyN7n7+/PmjVrMi4ujs+fP2f79u1pZ2fH2rVr89dff+X169dJ/n3+d+rUiUOHDs2z7/Gj+ZJ7mrOzMzt37kySbNmyJWUyGbt16yY1jPz8/Ghvb89OnTrR0dGR2traUscGmdHg7dKlC319fXPnSxRQ/5Q1b9u2bWzTpg1LlSrFpk2bctWqVXR2dqaxsTH37t1LMiNb5aJFi9i7d2/eunVL+qzi+hkUFKRUKRdyxz/F3W/cuJEaGhqsVq0a9+/fz+fPn7Nv375s3rw5x48fz9TUVL5584Znz55VGoqu+Hx6erqU5OxHJxpS34nPjR998uQJy5Ytq/SUYtq0aWzZsqXSnAtkzjd8Mb4492RuoCpuAAcPHqS6ujrj4+M5YcIEaSK6zx2Hffv2cfTo0Tlm7RK+fzmdt0+ePOHo0aNZqFAhKZsbmZH4pWfPntkmz7W3t6eHh4fSBJM/8njy75Vin+c0H9TDhw85Y8YMqQH84sULtmnThocPH5Y+9+jRI1pYWHDs2LEkMxpbz58/l+ZYUfwNxdNJ0bn1bfyvWMTSpUtTRUWFEydO5IkTJzhp0iTWqFGDU6dOZVpaGp88ecL9+/dz1apVOZ53mc/hn5FcLufTp0+5fPly6bVC5muWYvnbt2/p4+PD5s2bKz2JX7FiBa2srNiwYcNsxyw9PV1c8/LQl8bdt2rVihMmTJBep6am8vLly6xUqRIHDBggZZ7Nabs/E9GQ+s7MmzePjo6OXLNmjTR/grW1NRcuXCit8+nTJ5YqVYpTpkyRst1k9bP+oPNK5v0bFRWlFEzZqFEjOjo6skOHDtyyZUuOn89aaRMKnszHbteuXXR2dubWrVsZHR1NkpwwYQKNjY2zrUtm3LwUyxTp70lx3ua3nCpzBw8eZKlSpdixY0eWK1dOSvvbp08f9ujRQ+p1/fTpE2vXrs2iRYtKQ8MyE8f22woODua0adOk14pKXXp6utK+njlzJnV1dZU+u2/fPjZu3JiWlpZKQ/9Ikc48J7dv31aaTJrMSBzh6uqa4+/62LFj7N69uzTBvMLNmzfp7+9PUvnJhZA/QkJC2LFjR6URTOTfx+bMmTPU19eX5i5UHKvQ0FClEVE/O9GQ+k48ePCAv//+O21sbDh16lQ2a9ZMGmO/YsUKWltb8/nz5yQzbthWVlZs06ZNjjdsIW+8fv2aHTp0YLVq1dipUydp+GVkZCRlMhk1NTVpZ2fHDh06cPr06bx169ZP86j7Z/HmzRvOmTOHDRo0oLe3N1u3bq2UUrls2bJcunSp9DpzAyozMfHq98HW1lZKXR4bG8t69eqxW7duvHDhAsmMmJnOnTvzzJkzjImJoZWVFfv3789bt25x7dq17NWrF7du3frZDi7h2/maWEQdHR3pPFScf4mJidJxVRAdW9kpKtWenp5KQ9U9PT155MiRHD+TmprKuXPn0sPDgzdu3MiLYgpf4Wvi7j09Peno6JjjNU3cszKIhlQ+yNqDc//+fbZv357GxsbShH/h4eHU1NTkuXPnmJyczK5du/KXX37h5s2baW9vzzFjxtDGxkbqkRO9nbkr6wUjPDycjRs3Zp8+ffjw4UPu3buX5cuX56VLl0iSw4cPp5WVFV++fMmjR4/Sw8ODurq6PHDgQH4UX/gGsp5jDx48oKenJ01MTPj48WOS5NWrV2lpacnVq1eTzJiUslSpUrx06RI9PDy4efNmUVn7jgUHB7NkyZLSU8U+ffqwbNmy0nn98eNH9u3bl0OGDGFSUhL//PNPDhgwgPXr16epqam0npA7/m0s4pYtW1iyZEnxFOQrKOKgFPvs48ePLFq0KA8cOMDU1FQ2bdqUUVFRn51b6+rVq3R2dua6devyvOzC37407n7Dhg05xt1HR0fT2tqasbGxeVfoAkY0pPJQ1gqUIotNcnIyV61aRW1tbd67d096f8KECTQxMZFeT5o0ia6uruzduzdJcsGCBbS0tMyDkv9cMh+nz43d/vjxo9KThsDAQMpkMqXJB0uWLKmUeSjreGKhYMh63j59+lRavmTJElauXFmaDygpKYlLly5l7dq1pSxUI0aMYPPmzdm6devPjkUX8saXTpbcunVrkhmxUPr6+ty9e7dUoTxy5AhdXFzo5+cnfebJkydf/XeEL/ctYhEbNGjwU2QQ+xYyN44y/5anT59OAwMDHj16lHXq1Pmf24mIiMiV8gn/W27F3QvZiYZUHsj6g16/fj2NjY3ZvHlzjhkzhg8ePGBCQgLd3NyUMrclJibSwMCAv//+e47bdXd3V+qJE76drI+xb926RW9vb+7evVua0DEpKYmvXr1i8+bNqaenx927d7N06dJSet1p06axSZMmolJVwNy7d4/Lly+XhtIqHD9+nLVq1aK1tTVHjRrFmzdvMi4ujp6envTx8ZGOc1RUFB0cHKRz+dOnT0oNKPF7yH9fMllycHAwyYzzuGHDhlIDmiQHDRrE3r17S51hX7Jd4d/5VrGIIqbj602ePJk+Pj5KIyn09fWpqanJdu3accqUKbxx48b//N2La17+mTdvHh0cHETcfS76gWfI+j6QVJqILCQkBMuWLYOfnx9GjRqF169fo1u3btDQ0ICrqyvu3buHkydPAgBKlCiBsWPH4tixY9LnHz58iICAANSoUQN3796Fo6Njnn+nHw2zTFQcEhICU1NT6fWqVavQvHlzpKSkICgoCM7Oznj58iXU1dWxZ88eaGtr49GjR+jUqRO0tbXh6ekJAPjtt99w5swZMaFuARMZGYl169bhxo0b0rJ79+5h4sSJGDduHFatWoVy5cqhT58+UFVVhb29PR4/fow//vgDAFCxYkV4eHjg9u3b+PDhA9TU1KCpqQmSkMvl4veQj75msuTBgwcDyDiPP336hG3btiE5ORkA4OPjg9mzZ6NixYpK2xeTh357MpkMcXFxmDt3LubMmYOKFSti06ZNGDFiBABg+vTpeP36NZYtWyadW6mpqSAJVVVVaZmamhqY0Xmcb9+loAgJCYG+vj7Onz+Pt2/fYsqUKZg2bRoAYN26dUhISICXlxeioqLg4eGBFi1awNXVFe/evctxe+Kal/fCwsIwY8YMHDx4EA0aNMDWrVvh7e0NAHB1dUVgYCBevHghrV+zZk1cvnwZ9+/fz3F74tr2D/KzFfezePfuHZ2dnblnzx6uXLmSjo6O0nsJCQmsXbs2Fy1aRLlcTh8fH6Vg9Zy2tXjxYikGQ/j2bt68yebNm0s90i4uLkpJPTQ0NDhw4ECmpKRw5syZNDMzI5kx+eCCBQs4ffp0pSx+QsGh6HUbNGgQ+/XrJ00+uG/fPjo4OEjr9enTh2pqarx58yZjY2Pp4+PDfv36ST1+mdMCC9+Pr0lQULVqVSnr2JYtW6ilpZVtsmzR0/7tiVjEvJM5BiqzhQsXKj2xWLhwIYsVKyZd3xRJVsiMOkloaKjSXEJC3sop7r5Dhw45xt2fPXtWirs3NTUVcfffgGhIfWNZhw/4+flxyZIl7N+/P9+/f09fX1+OHDlSafz22rVr2aFDB6anp/Po0aO0s7Pj1atXlbYjUrLmnnPnznHAgAHSOPtHjx7R2dmZ69evZ1paGs3NzXnjxg0ePnyYpqamNDc3Z2RkJEny2rVrbNWqFfX09GhiYpKtoiUUTIGBgWzZsiUDAgJIZlQkvL29uX79elaoUIGtW7fms2fPpPX/+OMPOjo68uTJk0rbETej/PdfEhRoaGhIx/DQoUN5XPKfi4hFzFuZO/ri4+N59+5dKY731atXTEhI4OvXr9muXTtWqVKF+vr6UidwWFgYZTKZNMm0gmi85q1/irtfuXLlF8Xdd+7cWcTd/0eiIfWNPHv2jIMHD5aCWRXZm2QyGatVqyYFIwcFBbF27dq8fv26dBJMnjyZffr0IZkRFyVS5+aenC70a9eupUwmo729Pd+/f0+S7N27N7t27cqUlBR6eXmxevXq1NHRkSrWycnJPHXqFMmMm1DWG4pQMN26dYs1atRgly5dqK+vz3r16jE2Npbh4eFUVVWlkZERT58+La3v5+fHs2fPMjU1VSmGRsh/3ypBwY4dO3K9rD8jEYuYPxYuXKh0v/L19WXZsmXZqlUrWlpa8s6dOyTJDx8+0NnZmV5eXkxLS+Pu3bspk8l45swZkhnxaqKjKH/827j79+/fi7j7XCAaUv+R4rFpQkICfX192aFDB9apU4fm5uYkMypamR+Jk6SHhwddXV25fPly3r9/n5aWllyyZInSdsVNIPekp6crPTm4fv06R48ezSZNmrBnz54kyTt37rBYsWJ89+4d/fz8aG1tLc2ZkZaWRi8vL7q6ukoNL6HgyamiPXToUA4dOpRkRmeIkZERZ86cSZIcOXIknZ2deeLECUZGRtLe3p61atUSvbLfIZGg4PsXFBTEunXr8vDhw9Kyu3fv0srKilu3bmVoaKg0R1tiYiJ37tzJzp07S4kPUlNTuX37djZr1kzpOizmZPtbTqmvO3bsyF69epEk//rrL7Zs2ZL3798nSU6dOpW//PILnz17xtjYWKVRFjNmzKCVlRUHDhyYt19CUJL1enXy5EnWrVuXFy9e5KFDh9irVy/++uuvJMn9+/ezRYsWSvWdtWvXslmzZtLr8PBwbtq0iUZGRqxduzZDQ0Pz5ov8QESyiX/p/fv36N27N9q1a4fz589DQ0MDSUlJCAwMRKVKlXDt2jUAgKenJypWrIhFixZJn503bx4aNWqEoKAgdOrUCfb29lIQoIIIzsw9O3bswPDhw7FhwwYAQPHixfHp0yfMnj0bcrkcM2bMwPv379GpUyds27YNLi4ucHV1RZ8+fTBw4EBUrlwZ7969w4oVK1C8ePF8/jbC1+L/B5tnTgIDAB8+fMD+/fvRtm1bAICFhQXGjh2Lffv24datW5g5cyYaN26MdevWwd3dHTo6Orh+/Trq1q2rtB1x7uY/kaDg+5aeng4HBwc0bNgQgYGBePjwIQAgPDwcZcqUQdeuXWFsbIzw8HDcvn0bERERaNKkCfT09HDw4EHExcWhcOHCaNeuHUJCQpSuwzKZLNu5/bNSUVFBREQE7t27ByBj3zRu3BgAEBcXh8OHD0NNTQ01atTAnTt3EBISgrS0NACAqqoq9PX10bdvX9SvXx9//PEHAgMDsXz58nz7Pj+Tz11zZDIZEhIS4OLigj179uDBgweoUqUKLC0t0aZNGyxcuBDJyclYvHgxHB0dUb9+faxcuVL6fO/evRESEiK9LleuHOLj4zFy5EjcvHkTxsbGuf7dfjj52owroPbt28dy5cqxW7duPH36NCMiIpiens5r165x2rRp7NOnj/R4nMzoMShSpEi2oT9v377NcQI0IXelpKRITwoVsWienp5csGAB4+Pj+fvvv7Ndu3YcO3YsJ0+eLCUOuH37Ng8ePMgrV67kZ/GF/yBzb97GjRtpZ2fH5cuXS72uzs7OHDFihNJn9PX12b9/f8bFxZHMmEMs8xAiMbwl/4kEBQWTiEX8trL+fhMTEymTydi4cWPpyfmBAwdYr149RkVFcc+ePezRowednZ2pra3N3377TfocmRFzM3XqVCnpioLY33lHxN1//0RD6iulpaWxX79+0oU/q7t379LLy4vjxo0j+feFrXXr1tIkj4pliv+npaWJG3g+6N+/P9u0acMzZ84wPDyctWvXZlJSElNSUuju7k5NTU3a2dmJBu4P5unTp1y0aBGtra05adIkOjk50cbGhmTGMLBGjRopxc+0atWKhoaGUhICxbmanp4uztt8JhIUFEwiFjF3JScnS/8eNmwYLS0taWFhIVWeDQwMGBAQwL/++ov16tVjo0aNpGQsJNmrVy+GhIRk265oQOUeuVyudD1TxN3v3LmTZPa4e0UHkYi7z3/i+fe/sG/fPlSoUAFAxnCQsLAw7N27F2/evIGpqSlsbGwQGRmJ48ePQyaTISUlBZs2bUJ4eDji4uKkYSOK/xcqVEgMB8oH8+fPh5mZGaZOnYpbt27B2dkZhw8fhqqqKubPn48aNWogODgYUVFR+V1U4V9SzA2k8PTpU0yePBnz5s3D8uXL4evri9WrV0vzszk7O6NBgwZwdHTEpk2b4OrqCj09PSxduhTNmzcH8Pd5q6KiIs7bPPbXX39hxYoV0vwniv1/4sQJmJmZwd3dHaNHj8bt27fh4eGBli1b4tixYyAJdXV1ODk5QUdHB2PGjAEAzJgxA3v37sXhw4elub6Eb0sul2dbtmHDBrRu3Rrbtm3D1q1bkZiYCH9/f1SvXh1DhgyBmZkZ0tLS8OjRI7Rt2xYLFixA8eLFUbhwYVSuXBnA54c+/cwSEhIwfPhw+Pr6Asion+jq6mLIkCHQ09PDb7/9hidPnmD48OHw9/dHzZo10aVLF1SqVAnLly/Htm3bYGhoiJiYGBgaGkrbVexrMZdQ7lDMLyiTyfDmzRsAgIaGBsqWLYtt27ahbt26GDhwIICMc+fFixfQ0NAAADg4OKBWrVqYPXs2Vq5ciQcPHuDo0aOoVasWgIz5SEuWLCnOl9yUr824AmrChAnU1tamt7c3bW1tWbhwYerr69Pc3Jzbtm3jx48fOWzYMLZp04Y9evRgrVq1GB8fn9/FFnLw9OlT+vr6snjx4uzZsye3bt0q9eqEhoZmyyglFExhYWEkM3r9du/ezXLlyikFua9du5ba2trS65kzZ7Jnz5708PBQGjIhnkDlL5GgoOD43Lny/v176unpSfP0keSGDRv466+/8ubNm0xJSeGiRYvYtWtXWllZsV+/fmIY0heSy+XctGkTq1Spwu3bt5PMyEjZrVs3xsXFcfLkyfT29uaSJUvYq1cv3r59m2RGav+RI0eybdu23LJlS35+hZ9WYmIie/XqRSsrK547d44kOWbMGCmjcGYGBgbSMEySfP78OZcsWcLWrVvT1NSUU6dOzdOy/+xEQ+pf8vX15eTJk/nbb78xNjaWERERHDRoEO3t7ZmUlMTo6GjOmDGDvXr14osXL6TPiUfj36euXbtSJpPRzs4uv4sifEMHDx6kkZERLSws2LdvX2l43sCBA+nu7i6tl56eTisrK3p5eUnLMp+ropKd/8RkyQWHiEXMX8uXL6eenp7U4WBqasqQkBAmJSVx1qxZrFq1Ktu2bSsNe82J2N95Z+/evZ+Nu586depn4+4zxw+SIu4+v4ihff/SpEmTMGnSJEybNg0VKlSAvr4+KleujJSUFBQuXBhVqlTBuHHjsG7dOpQrV04aYiQejX9f+P+PuxctWoTevXujU6dO+Vwi4d9ilqELkZGRmDdvHmbNmoXAwEA0bNgQXbt2xadPn9C1a1fExcVh69atADKG6U2dOhVXrlzBp0+fAPx9rsrlcpEF7DugOB4tW7ZEZGQkLl26BAB4/PgxqlWrhg0bNqBixYqIjo5GZGQkateujQoVKqBp06aIiYnBrVu3AADq6uoAsg/7FL4dmUyGZ8+eYfHixdiwYQMsLCwQHByMPn36AABcXV1x+fJl6ZgAQPXq1XHixAncuHEDQEbGRE1NTcjlcpAU986vMHDgQLi4uGDVqlXYt28ffH19sXv3bqirq2PMmDGoV68eDh06hD/++CPbZxVDMcX+zhvp6ek4evQo5s+fj02bNqFp06bQ19eHiooKzM3N0bFjR6SlpUn3KpKwsbFB8+bN0atXL2kZAJQsWRJqampIT08HSXHfyiv52Yr7ESh6bZ49e0ZbW1tOmDAh2zqiV+D7ljX5h1CwfK7n9NChQ2zYsCHJjCFdQ4YMoUwm47Vr1xgXF8fZs2fT3t5eJBkoIESCgu9X1nMwOjqavXr1YpUqVXj37l2SGcOPdHR0uGnTJpIZSRB0dHS4ceNGdu7cmX379pXm6hP+u1evXnHRokXU1dXl1KlT6evry6ioKJIZcweNGjUqWyY3Ie+lpaWxXLly0tPBlJQUPnjwgHv27JHmKd20aRNdXV2ldZKTk/ny5UsaGBgozVEq5A/RXP0PXr58iWXLlqFnz54wNjaGiYkJpk+fnm090Svwfcua/EMoGJglAHrDhg1YtGgRIiIiQBIfPnxA3bp1MWvWLFSuXBlRUVF4+fIlzM3NoaGhgZYtWwIALly4oLRdxTwqQv4RCQoKFsU5GB4eDgCoXLky2rRpg5SUFERHRwMAypcvj0mTJmHkyJEAgIULF2LgwIE4ffo0ihQpgoULF8LOzg6AOE7fQtmyZTF06FC4u7vD19cXAQEBUFNTA5Dx9G/u3LmoV6+e2Nf5rFChQujTpw/c3NwwZMgQ2Nvbw9TUFKNHj0arVq2wfft2uLi4oGLFiliwYAE8PT1Rv359qKqq4uHDh9DS0srvr/DTk1GcRf9acnIytm/fjlu3bmHo0KHQ1dUFIIYCCUJeevHiBQYOHIjIyEhUqlQJiYmJ8PDwQPv27VG/fn2UKFECa9euRaNGjQAAK1asQLVq1dCmTRvExcWJG9F3hGSOHRofPnzAL7/8gjVr1kgNYD8/P6xatQpr1qyBiYkJVqxYgcuXL+Px48cwMzPDsmXLULhw4bz+Cj+lQ4cOYfjw4ShdujRq164NV1dXNG/eHIMGDcK7d++wefNmABn3xsaNG8PY2FiaED09PV0Mo81lnp6e2LRpE06fPo0mTZpIy8X+/n5MnToVcrkc6enpGDRoEJKSkrBgwQI8evQIu3fvxps3bxAQEICIiAjMmDED5cqVA6B8/gj5QzSk/qPMP+L09HSRElkQclHWm8bGjRuxefNmlClTBtu3b4dcLseBAwcwfvx4BAUFYf/+/bh16xasra1haWmJoUOH4sWLF/Dz80O9evUA/N37Lc7b/JW5EbVp0yZs3boV7dq1g52dHQwMDODi4oKqVati/vz50mcMDAzQqlUrzJgxA6VLl8anT5+QnJwMTU1NAKKSkRuyNnYjIyPRu3dveHt7w8rKCkePHoWPjw+ePHmCq1evYsaMGfDw8ICbmxsA4Pjx4xg2bBiuXr2KokWLStsRlfpvT7FPX716BRUVFZQpUya/iyT8g6znwMyZM3Hy5EkcOnQIqqqqSuuKa9v3Q1y1/qPMPWliPihByB1ZA6CTk5MBAM2aNcOHDx/w/PlzxMXFQUVFBS1atECbNm2wcOFCDB8+HE5OTjh16hS8vb3xyy+/4Pbt21IjCoA0f4eQv0SCgu+bIjlH1nPlwYMHSE5ORocOHVC2bFlcv34dr169wl9//QVTU1M0a9YMW7Zswbt37wAAtra2uHv3rlIjChBD4HODYp9qa2ujTJkyIsHKd05FRUU6RjExMTh58iQsLCyyNaIU9U3h+yCuXN+IuAkIwrezc+dO3LlzR3qtOL/Wrl0LCwsL9OrVC0FBQdDV1UXfvn1RpEgRPHjwAEDGRIYVKlTA27dvkZKSgo4dO8LPzw9BQUFYuHAhAJGx7XsgJksuGEQs4o9DVL6/byLuvmASA8gFQfju7NmzB6Ghobh9+7a0bOXKlVixYgUWLlyI0NBQbN26FWFhYRgxYgR2796NwMBAaGpqwsTEBG/evIGmpqYUXF2oUCEUK1ZMmkFeVCjyX+YEBYaGhlKCgqCgIERHR8PU1FQpQUG3bt2wcOFClC9fXilBQbFixQB8Pr5K+G8U+zRrLOLevXulWMQRI0agRIkS2Lt3b46xiAEBAdliEUX8miAo09TURKlSpVCqVCncuXNHxN0XECJGShCE70bmcd+lSpXCqlWr0KVLF8jlcgwaNAgtWrSAs7Mz4uPj0bhxY+jo6ODIkSMICgrCsGHDoK2tDQMDAwQHB2PLli1o1apVPn8j4XNEgoLvl4hFFIT8IeLuCx5x9xEE4buRufI2cuRIjB8/HmlpaVBRUcGFCxdQrFgxzJ07F4aGhrCyskJQUBAAwNHREa1atYKxsTFatGiBV69eiUbUdyRrf52YLPn7JGIRBSF/ibj7gkfcgQRB+K7s2LEDJiYm+PTpEx4/foy5c+cCADp37gwHBwecPn0a58+fx7p16yCTybBp0ybI5XL07dsXkZGRKF26tLQt8cA9f4kEBd83EYsoCN8ncW0rOMSREgQh32Rt6Dx69AiLFi3C9OnT0a9fP4wZMwa+vr6IiYlBz549YWpqipYtW6J69eq4e/cuGjVqhEOHDuHt27eoW7cumjRpgi1btkixVaI3L3+IBAUFw549e+Du7q60bOXKlViyZAl+//13WFhYYOvWrZg/fz569OiBIkWKIDAwEH/99RcA/GMsosiaKAjCz0DESAmCkOuyJgL43BwYJ0+ehLu7O2JjY6Vltra20NLSws6dO3HlyhX4+vqicOHCuHv3Lry8vPDbb79J6z5//hxeXl6YM2cOatWqlbtfSvifxGTJ3ycRiygIgvBtiIaUIAh5JmuDasGCBYiOjoaHhwdq166N8PBwjB07FuPGjYOlpSUA4PLly2jSpAnOnDkDS0tLpKen4+nTpyhXrhzU1dUBZFQMZTIZVFRUkJaWJjKC5QORoKBgmjZtGvz8/BAWFobChQujdu3amDlzJu7du4fZs2ejffv2WLlypTSXzYABA/Dx40c0bdoUPXv2zOfSC4Ig5C8xtE8QhFwXExMDHx8fJCUlAQCioqLQrVs37NmzB8+ePcOYMWOwY8cOVK5cGRoaGjhx4oS0bmJiIlRVVeHl5QUgY/iQrq4u1NXVkZ6eLg0hUowpF42ovCUSFBRMIhZREAThvxM1DkEQcl358uWxZcsWWFlZITU1FQEBAVBVVcX58+chl8uxevVqbNy4Ea1atYKLiwv8/Pzg5eWF0aNHY9myZdi8eTOKFCmSbbsiBiPv7dy5EzVr1pSGTmZOULBu3ToYGhrC1dUVjo6O6Nu3L7Zu3YoHDx7AyspKSlBw69YtKUGBk5MTkpOTpfmgPjfsU/j3sj4JzhyLWL9+fcjlcvj6+qJHjx7o2bMntm/frhSL2KtXL1SrVg0ODg5KsYgGBgYwMzMTjV1BEH5a4omUIAi5rlChQtixYwfWrl0LXV1dqKmp4fXr13jz5g1UVFRgbW2NypUrY8GCBXBycpJmc/f29oaenh46dOiAtm3b5vO3EACRoOB7lvXJ0OeyJj569AiPHz9Gx44dUbVqVcycORONGzfGsGHDULFiRaxfvx7BwcFSQ9fR0RHbt2+XYta8vb3x4cMH0YASBOGnJ2KkBEHIM3Z2dnBxcUGhQoVw9OhRuLm5oV27dpDL5di3bx9Wr16NUaNGoVWrVtIQMUWFO2uvupC3RIKCgkPEIgqCIOQN8URKEIQ8s27dOqxYsQJmZmYoWbIkzp49i6ioKKioqKB+/fowMDCQUl6rqalBTU1NelIhGlH5S0yW/P0TsYiCIAh5SzSkBEHIMzo6OrCxsUFQUBDs7e3x7NkzHD9+HACgq6uLKVOmYMqUKUqfUVFREY2o74RIUPB9U8QiBgcHY+fOnRg0aBA+fPiA8+fPY/v27ejUqRM2btyI5ORkuLi44M8//4SXlxeuXr0qxSLOmzcv23YLFSokzkFBEIQciIaUIAh5avr06dixYwe0tbVRqlQpXLlyBc+fPweQUREE/s4EJ+QfMVlywSNiEQVBEPKWiJESBCHPrVu3DkeOHMHUqVNRoUIFMfFqPhKTJf94RCyiIAhC3hANKUEQ8hxJ3LhxA+bm5tJrUXnLXyJBwY8jOjoaTk5OWLt2LVavXg1NTU14e3ujatWqePLkCWbNmoXy5csrDaOVy+Vi3i5BEISvJIb2CYKQ52QymdSIUrwW8odIUPDjEbGIgiAIeUM8kRIEQfiJpaeno2rVqli2bJnSZMl79+6VJkvet28ftmzZggsXLsDPzw9qamoYPXo0pk+fLs0VJWJrvi8fP36Eubk51q1bhy1btkAul2PKlCmoUKGCtI5cLpcauYIgCMLXE1dQQRCEn5hIUPBjUldXx8iRI7Fw4UIMHjwYM2bMUGpEARCNKEEQhP9IPJESBEEQRIKCH5CIRRQEQchdojtKEARBEJMl/4BELKIgCELuEk+kBEEQBADAyJEjoaGhgTp16mDnzp2wtbVFz549AQAvXryQ5vkSBEEQBEE8kRIEQRD+n5gsWRAEQRC+nHgiJQiCIEjEZMmCIAiC8GVEQ0oQBEGQiAQFgiAIgvBlRENKEARBEARBEAThK4kYKUEQBEEQBEEQhK8kGlKCIAiCIAiCIAhfSTSkBEEQBEEQBEEQvpJoSAmCIAiCIAiCIHwl0ZASBEEQBEEQBEH4SqIhJQiCIAiCIAiC8JVEQ0oQBOEH5e/vj1KlSv3jOlOmTEGdOnXypDx6enpYtGiR9Pr58+do2bIlihcvLpVTJpMhMDAwV8vxJfslrwQGBqJ69eooVKgQhg0blt/FyRPNmjX7ab6rIAg/NtGQEgRB+Jc8PT0hk8kgk8mgqqoKfX19jBo1Ch8+fPhP2/1WjRtXV1eEhYX95+18rc81VP7880/07dtXer1w4ULExsbi5s2bUjljY2PRpk2bb1aWrI03IP/2S0769esHZ2dnREdHY9q0afldnALL09MT7du3z+9iCILwkymc3wUQBEEoyFq3bg0/Pz+kpqbi7Nmz6N27Nz58+ICVK1d+9bZIIj09/ZuVTV1dHerq6t9se/+Vtra20uuIiAjUq1cPhoaG0rIKFSrkejm+l/3y/v17vHz5EnZ2dqhUqdIXfy41NRWqqqq5WDJBEAThS4gnUoIgCP+BmpoaKlSoAB0dHbi5ucHd3V0amrZ582bUr18fGhoaqFChAtzc3PDy5Uvps6dOnYJMJsPRo0dRv359qKmpISAgAL6+vrh165b0tMvf3x89e/aEg4OD0t9OS0tDhQoVsGHDhhzLltOToVmzZqF8+fLQ0NBAr1698OnTp2yf8/PzQ82aNVG0aFEYGxtjxYoV0nuPHz+GTCbD3r17YWNjg2LFiqF27dq4ePGi9J28vLzw7t07qfxTpkwBoPx0SE9PD3v27MGmTZsgk8ng6ekJIPvQvqdPn6JLly7Q0tJC8eLFUb9+fVy+fBlARkPMyckJ5cuXR4kSJdCgQQMcP35c+myzZs3w5MkTDB8+XCrL5/bLypUrYWBggCJFiqBGjRoICAhQel8mk2HdunXo0KEDihUrBkNDQxw4cCDH/a4QHx+P7t27o3Tp0ihWrBjatGmD8PBwaT9paGgAAJo3bw6ZTIZTp07luB2ZTIZVq1bByckJxYsXx/Tp0wEAQUFBqFevHooWLQp9fX34+voiLS1N+tyUKVNQtWpVqKmpoVKlShgyZIj0np6eHqZNmwY3NzeUKFEClSpVwtKlS5X+blRUFJycnFCiRAmULFkSnTt3xosXL5S2X6dOHQQEBEBPTw+ampro0qULEhMTpXU+fPiA7t27o0SJEqhYsSLmz5+f7fulpKTAx8cHlStXRvHixWFhYaG0LxTH6+jRo6hZsyZKlCiB1q1bIzY2VirHxo0bsX//fuk4f25fCoIgfFMUBEEQ/pUePXrQyclJaZm3tzfLlClDkly/fj0PHTrEiIgIXrx4kZaWlmzTpo20bkhICAHQzMyMwcHBfPjwIZ8+fcqRI0fS1NSUsbGxjI2NZVJSEs+fP89ChQoxJiZG+vz+/ftZvHhxJiYm5lg+Pz8/ampqSq937NjBIkWKcO3atbx//z4nTJhADQ0N1q5dW1pnzZo1rFixIvfs2cPIyEju2bOHWlpa9Pf3J0k+evSIAGhsbMw//viDDx48oLOzM3V1dZmamsrk5GQuWrSIJUuWlMqvKJ+uri4XLlxIknz58iVbt27Nzp07MzY2lm/fviVJAuC+fftIkomJidTX12eTJk149uxZhoeHc8eOHbxw4QJJ8ubNm1y1ahVv377NsLAwTpgwgUWLFuWTJ09Ikm/evGGVKlU4depUqSw57Ze9e/dSVVWVy5cv54MHDzh//nwWKlSIJ0+elNYBwCpVqnDr1q0MDw/nkCFDWKJECb558+azv4927dqxZs2aPHPmDG/evEk7OztWr16dKSkpTE5O5oMHDwiAe/bsYWxsLJOTk3PcDgCWK1eO69evZ0REBB8/fswjR46wZMmS9Pf3Z0REBIODg6mnp8cpU6aQJHft2sWSJUvy0KFDfPLkCS9fvsw1a9ZI29TV1aWGhgZnzpzJBw8ecMmSJSxUqBCDg4NJknK5nHXr1mXjxo159epVXrp0iebm5rS2tpa2MXnyZJYoUYIdO3bknTt3eObMGVaoUIHjx4+X1hkwYACrVKnC4OBg3r59mw4ODixRogSHDh0qrePm5saGDRvyzJkzfPjwIefOnUs1NTWGhYVJx0tVVZW2trb8888/ee3aNdasWZNubm7S76Rz585s3bq1dJw/ty8FQRC+JdGQEgRB+JeyNqQuX77MMmXKsHPnzjmuf+XKFQKQGhaKhlRgYKDSepMnT1Zq3CiYmJhw9uzZ0uv27dvT09Pzs+XL2mCwsrJi//79ldaxsLBQ+ls6OjrcunWr0jrTpk2jlZUVyb8bUuvWrZPev3fvHgEwNDQ0x7+rkLkhRZJOTk7s0aOH0jqZG1KrV6+mhobGPzZWsjIxMeHSpUs/+zdzKl/Dhg3Zp08fpXVcXFxob2+vVK7ffvtNev3+/XvKZDIePnw4x3KEhYURAM+fPy8te/36NdXV1blz506SZHx8PAEwJCTkH78TAA4bNkxpWZMmTThjxgylZQEBAaxYsSJJcv78+TQyMmJKSkqO29TV1WXr1q2Vlrm6ukoN/eDgYBYqVIhRUVHS+4rjfOXKFZIZv9NixYoxISFBWmf06NG0sLAgmdHAKVKkCLdv3y69/+bNG6qrq0sNqYcPH1Imk/HZs2dKZWnRogXHjRtHMuN4AeDDhw+l95cvX87y5ctLr3Pq1BAEQchtYmifIAjCf/DHH3+gRIkSKFq0KKysrNC0aVNpiNSNGzfg5OQEXV1daGhooFmzZgAyhkxlVr9+/S/6W71794afnx8A4OXLlzh48CB69uz5xWUNDQ2FlZWV0rLMr1+9eoXo6Gj06tULJUqUkP6bPn06IiIilD5nZmYm/btixYpSmb6lmzdvom7dutDS0srx/Q8fPsDHxwcmJiYoVaoUSpQogfv372fbv/9LaGgoGjVqpLSsUaNGCA0NVVqW+TsXL14cGhoan/3OoaGhKFy4MCwsLKRlZcqUQY0aNbJt90tk/Y1cu3YNU6dOVTpOffr0QWxsLJKSkuDi4oKPHz9CX18fffr0wb59+5SG/QHI8begKFtoaCh0dHSgo6Mjva/Yz5nLr6enJw1RBDJ+C4p9EhERgZSUFKW/o6WlhRo1akivr1+/DpIwMjJS+i6nT59W+s0VK1YMBgYGOf4dQRCE/CKSTQiCIPwHNjY2WLlyJVRVVVGpUiUpCcCHDx/QqlUrtGrVCps3b4a2tjaioqJgZ2eHlJQUpW0UL178i/5W9+7dMXbsWFy8eBEXL16Enp4emjRp8s2+i1wuBwCsXbtWqQEAAIUKFVJ6nTnZgSL2SPH5b+V/JYQYPXo0jh49innz5qF69epQV1eHs7Nztv37JRTfQYFktmVZEzzIZLLPfmeSn12edbtfIutvRC6Xw9fXFx07dsy2btGiRaGjo4MHDx7g2LFjOH78OAYOHIi5c+fi9OnT/5ioQlG2z5Uz6/J/2ief2wdZv0ehQoVw7dq1bL+xEiVK/OPf+ZLtC4Ig5CbRkBIEQfgPihcvjurVq2dbfv/+fbx+/RqzZs2SevWvXr36RdssUqRIjtn7ypQpg/bt28PPzw8XL16El5fXV5W1Zs2auHTpErp37y4tu3TpkvTv8uXLo3LlyoiMjIS7u/tXbftLyv+1zMzMsG7dOsTFxeX4VOrs2bPw9PREhw4dAGRkwXv8+PFXl6VmzZo4d+6c0n65cOECatas+a/LbmJigrS0NFy+fBkNGzYEALx58wZhYWH/absK5ubmePDgQY6/PQV1dXW0a9cO7dq1w6BBg2BsbIw7d+7A3NwcgPKxV7w2NjaWyh8VFYXo6Gjp9/vXX3/h3bt3X1z+6tWrQ1VVFZcuXULVqlUBZCTgCAsLg7W1NQCgbt26SE9Px8uXL/9Tp8C3+s0JgiB8DdGQEgRByAVVq1ZFkSJFsHTpUvTv3x9379794nmC9PT08OjRI9y8eRNVqlSBhoYG1NTUAGQM73NwcEB6ejp69OjxVWUaOnQoevTogfr166Nx48bYsmUL7t27B319fWmdKVOmYMiQIShZsiTatGmD5ORkXL16FfHx8RgxYsQXl//9+/c4ceIEateujWLFiqFYsWJfVVYA6Nq1K2bMmIH27dtj5syZqFixIm7cuIFKlSrBysoK1atXx969e+Ho6AiZTIaJEydme0Kkp6eHM2fOoEuXLlBTU0PZsmWz/Z3Ro0ejc+fOMDc3R4sWLRAUFIS9e/cqZQD8WoaGhnByckKfPn2wevVqaGhoYOzYsahcuTKcnJz+9XYVJk2aBAcHB+jo6MDFxQUqKiq4ffs27ty5g+nTp8Pf3x/p6emwsLBAsWLFEBAQAHV1dejq6krbOH/+PObMmYP27dvj2LFj2LVrFw4ePAgAsLW1hZmZGdzd3bFo0SKkpaVh4MCBsLa2/uKhqCVKlECvXr0wevRolClTBuXLl8eECROgovJ3VIGRkRHc3d3RvXt3zJ8/H3Xr1sXr169x8uRJ1KpVC/b29l/0t/T09HD06FE8ePAAZcqUgaamJlRVVdGiRQt06NABgwcP/oq9KwiC8GVEjJQgCEIu0NbWhr+/P3bt2gUTExPMmjUL8+bN+6LPdurUCa1bt4aNjQ20tbWxbds26T1bW1tUrFjxq+ceAjImop00aRLGjBmDevXq4cmTJxgwYIDSOr1798a6devg7++PWrVqwdraGv7+/qhWrdoX/52GDRuif//+cHV1hba2NubMmfNV5VQoUqQIgoODUa5cOdjb26NWrVqYNWuWNARs4cKFKF26NBo2bAhHR0fY2dlJT1sUpk6disePH8PAwCDbPFYK7du3x+LFizF37lyYmppi9erV8PPzk2La/i0/Pz/Uq1cPDg4OsLKyAkkcOnTom8wBZWdnhz/++APHjh1DgwYNYGlpiQULFkgNpVKlSmHt2rVo1KgRzMzMcOLECQQFBaFMmTLSNkaOHIlr166hbt26mDZtGubPnw87OzsAf6ehL126NJo2bQpbW1vo6+tjx44dX1XOuXPnomnTpmjXrh1sbW3RuHFj1KtXT2kdPz8/dO/eHSNHjkSNGjXQrl07XL58WSk+63/p06cPatSogfr160NbWxvnz58HkBGn9fr1668qsyAIwpeSUQwyFgRBKDCSkpJQqVIlbNiwIcf4GEH4Enp6ehg2bBiGDRuW30URBEEosMTQPkEQhAJALpfj+fPnmD9/PjQ1NdGuXbv8LpIgCIIg/NREQ0oQBKEAiIqKQrVq1VClShX4+/ujcGFx+RYEQRCE/CSG9gmCIAiCIAiCIHwlkWxCEARBEARBEAThK4mGlCAIgiAIgiAIwlcSDSlBEARBEARBEISvJBpSgiAIgiAIgiAIX0k0pARBEARBEARBEL6SaEgJgiAIgiAIgiB8JdGQEgRBEARBEARB+EqiISUIgiAIgiAIgvCVRENKEARBEARBEAThK/0fIONZ4ksX2MUAAAAASUVORK5CYII=",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -223,18 +223,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.127628Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.127356Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.375081Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.374511Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.924667Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.924395Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.180905Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.173918Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -250,18 +250,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.379001Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.378724Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:21.789444Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:21.788820Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.187352Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.187075Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.553352Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.552691Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -279,18 +279,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:21.799722Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:21.799447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.015510Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.014762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.556592Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.556344Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:49.834249Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:49.833594Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -306,18 +306,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.023775Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.023481Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.300595Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.299956Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.841687Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.841428Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.064923Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.064320Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -356,18 +356,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.303594Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.303340Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.321468Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.320926Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.068219Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.067939Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.086751Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.086186Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -394,18 +394,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.324690Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.324447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.671850Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.671333Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.090114Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.089851Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.338649Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.338092Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
│ │ │ │ │ │ @@ -449,18 +449,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.683751Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.683485Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.986386Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.984770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.342228Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.341962Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.605378Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.604696Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
│ │ │ │ │ │ @@ -504,18 +504,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.999846Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.999576Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.346958Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.345252Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.608578Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.608312Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.868467Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.867918Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
│ │ │ │ │ │ @@ -560,32 +560,32 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.350077Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.349823Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.641068Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.640391Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.872722Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.872426Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.149367Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.148700Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │                          "<>:18: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │                          "<>:30: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │                          "<>:18: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │                          "<>:30: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_674980/1205084488.py:18: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303358/1205084488.py:18: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │                          "  plot_opts[\"bean_legend_text\"] = \"Income < \\$30k\"\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_674980/1205084488.py:30: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303358/1205084488.py:30: SyntaxWarning: invalid escape sequence '\\$'\n",
│ │ │ │ │ │                          "  plot_opts[\"bean_legend_text\"] = \"Income > \\$50k\"\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/postestimation_poisson.ipynb.gz
│ │ │ │ ├── postestimation_poisson.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9983990778688524%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:10.176296Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:10.175813Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.425599Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.425038Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:11.428872Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:11.428402Z', 'iopub.status.idle': '2024-09-23T12:07:1 […]
│ │ │ │ │ │ @@ -42,18 +42,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "3f9f42c9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.803643Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.803380Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.037369Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.036719Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.176296Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.175813Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.425599Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.425038Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "from scipy import stats\n",
│ │ │ │ │ │ @@ -65,18 +65,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "4a85c587",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.041966Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.041584Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.060082Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.059549Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.428872Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.428402Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.448066Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.447056Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -153,18 +153,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "4fb15ec2",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.063342Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.063084Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.074604Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.074024Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.452409Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.451662Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.468483Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.467468Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.contrast.ContrastResults'>\n",
│ │ │ │ │ │ @@ -187,18 +187,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "a71b50a3",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.077609Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.077347Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.085162Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.084531Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.472715Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.471929Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.482545Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.481588Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.contrast.ContrastResults'>\n",
│ │ │ │ │ │ @@ -237,18 +237,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "898bb259",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.088454Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.088185Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.100212Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.099586Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.486810Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.485916Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.506913Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.505914Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([0.05300569]), array([0.81791332]), 1)"
│ │ │ │ │ │ @@ -275,18 +275,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "5c7fd63e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.103292Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.103006Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.112431Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.110238Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.511273Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.510591Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.520600Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.519460Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([1.3867703]), array([0.49988103]), 2)"
│ │ │ │ │ │ @@ -317,18 +317,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "3e782b14",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.115622Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.115361Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.120938Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.120325Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.525994Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.524438Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.535490Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.532550Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "n = 11\n",
│ │ │ │ │ │                  "exc = np.linspace(0, 1, n)\n",
│ │ │ │ │ │                  "ex1 = np.column_stack((np.ones(n), np.zeros(n), exc))\n",
│ │ │ │ │ │ @@ -348,18 +348,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "eea3c225",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.124457Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.124191Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.131485Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.130896Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.546430Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.545916Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.560741Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.555816Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['conf_int',\n",
│ │ │ │ │ │ @@ -390,18 +390,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "id": "a2a25e09",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.134426Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.134161Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.338785Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.322854Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.570336Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.569842Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.768426Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.767461Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.collections.PolyCollection at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -437,18 +437,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "1beaeb7a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.349057Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.348788Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.355436Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.354797Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.771029Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.770732Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.777255Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.776739Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "7"
│ │ │ │ │ │ @@ -473,18 +473,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "6f61baf8",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.358431Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.358184Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.375270Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.374689Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.780092Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.779866Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.789336Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.788824Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([0.19681697, 0.31325239, 0.25570764, 0.14275759, 0.06128168,\n",
│ │ │ │ │ │ @@ -516,18 +516,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "c514f3af",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.378410Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.378151Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.399438Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.398774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.792219Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.791972Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.799119Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.798521Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([0.19681697, 0.31325239, 0.25570764, 0.14275759, 0.06128168,\n",
│ │ │ │ │ │ @@ -549,18 +549,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "id": "35071145",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.402821Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.402544Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.410723Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.408999Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.801925Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.801690Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.806585Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.806044Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[0.17256941, 0.22106453],\n",
│ │ │ │ │ │ @@ -582,18 +582,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "id": "f24e88e2",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.414053Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.413804Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.470769Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.454741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.809289Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.808781Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.814429Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.813452Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[0.15303084, 0.18927142],\n",
│ │ │ │ │ │ @@ -637,18 +637,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "id": "796db909",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.483667Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.483413Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.530765Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.515973Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.817781Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.817255Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.822670Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.822132Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<scipy.stats._distn_infrastructure.rv_discrete_frozen at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -666,18 +666,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "f2ce91ff",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.547777Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.547513Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.590994Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.582738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.825525Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.825002Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.830431Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.829795Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([0.15420516, 0.13109359, 0.17645042, 0.16735421, 0.13445031,\n",
│ │ │ │ │ │ @@ -703,18 +703,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "id": "7a7581e1",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.603667Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.603409Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.611417Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.610768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.833157Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.832669Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.838071Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.837381Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([1.86947133, 2.03184379, 1.73471534, 1.78764267, 2.00656061,\n",
│ │ │ │ │ │ @@ -732,18 +732,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "id": "628c0593",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.627693Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.627425Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.635330Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.634723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.841072Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.840538Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.845608Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.845001Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([1.86947133, 2.03184379, 1.73471534, 1.78764267, 2.00656061,\n",
│ │ │ │ │ │ @@ -771,36 +771,36 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "id": "83cbe355",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.651647Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.651380Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.659341Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.658722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.848007Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.847754Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.852814Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.851886Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "distr1 = res.get_distribution(ex1)\n",
│ │ │ │ │ │                  "distr2 = res.get_distribution(ex2)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "id": "3cfe5e90",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.672768Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.672504Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.687690Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.687052Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.855266Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.854999Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.860993Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.860381Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([0.00198421, 0.00255027, 0.00326858, 0.00417683, 0.00532093,\n",
│ │ │ │ │ │ @@ -822,18 +822,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "id": "01db4a1b",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.703674Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.703404Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.840312Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.839753Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.864200Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.863702Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.993188Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.992368Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>,\n",
│ │ │ │ │ │ @@ -871,18 +871,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "id": "7e0d28d4",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.849201Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.848950Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.170803Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.154772Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.999209Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.998657Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.174421Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.173835Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>,\n",
│ │ │ │ │ │ @@ -910,18 +910,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "id": "f10b68be",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.179697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.179429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.234771Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.218767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.177351Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.177118Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.183559Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.183032Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[array([4., 5., 5., 5., 5., 5., 5., 6., 6., 6., 6.]),\n",
│ │ │ │ │ │ @@ -951,18 +951,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "id": "35dec411",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.243679Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.243419Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.294743Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.282770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.186314Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.186086Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.194368Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.193818Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['plot_probs',\n",
│ │ │ │ │ │ @@ -986,18 +986,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "id": "042fa854",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.304906Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.304656Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.886751Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.870727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.197189Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.196957Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.665738Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.665114Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1025,18 +1025,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "id": "0a66859b",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.903705Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.903424Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.951021Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.942728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.668932Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.668667Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.679994Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.679467Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.discrete._diagnostics_count.DispersionResults'>\n",
│ │ │ │ │ │ @@ -1064,18 +1064,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "id": "747edf4f",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.967671Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.967396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.987397Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.986742Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.682973Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.682702Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.695664Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.695110Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1187,18 +1187,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "id": "a4394c8f",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.003693Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.003413Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.011382Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.010732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.698634Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.698390Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.704904Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.704306Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "scrolled": true
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1233,18 +1233,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "id": "ed583f69",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.027709Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.027422Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.039385Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.038743Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.707904Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.707649Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.715667Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.715152Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1287,18 +1287,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "id": "b32625bd",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.055799Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.055509Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.067375Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.066737Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.718583Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.718341Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.726743Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.726241Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1329,18 +1329,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "id": "73bdbcc3",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.083722Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.083433Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.091402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.090745Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.729620Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.729381Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.735673Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.735172Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([-0.00628136,  0.01177308, -0.00449604, -0.00270524, -0.00156519])"
│ │ │ │ │ │ @@ -1357,18 +1357,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "id": "6335b247",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.107592Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.107339Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.115311Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.114727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.738542Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.738306Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.744863Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.744339Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "{'results': <statsmodels.discrete.discrete_model.PoissonResults at 0xadde5de1e8ed>,\n",
│ │ │ │ │ │ @@ -1412,18 +1412,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "id": "cd36e5bf",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.131609Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.131355Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.139293Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.138723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.747712Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.747473Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.755191Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.754679Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['cooks_distance',\n",
│ │ │ │ │ │ @@ -1474,18 +1474,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "id": "b1c2c0e6",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.151592Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.151338Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.559421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.558752Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.758091Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.757853Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:13.120493Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:13.119936Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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GsnTpUsLCwvjggw+IiIggPz8fs9nM3Llzeffdd1m6dCkRERFMmzatQcPp6aef5vfff+f5558nOTmZTz/9lB49egDw7rvvenlbnnjiCU/IDlyhrHXr1vH77797KvwOHz7M/PnzAejWrRs///wzWq2W559/npCQELp3707v3r2Jj48nJiaGyZMne/a90MTExDB37lw0Gg0ffvghUVFR9OrVi+joaKZOnYpCoeDTTz+lS5cuXvtdf/31BAcHs3HjRuLj4+nfvz+DBg3i7bffvijXISNzqSMbTjIyMuecl156ic8++4wOHTpQUlJCTk4O48aNY+fOnTRv3rzR/fr160dycjIvvvgiHTp0wOFwYLfbUSgUDB8+nM8//5yPPvqowX3z8vKYNWsWV199NW+88UaDMgNqtdrzsyAIxMXFAa4G34IgsG/fPux2OwMHDuTWW28FoLS01LPP2LFjSU5OZtKkSSQkJHD06FGSk5Px8fFh7NixzJkzh+eee+6M7tm54Oabb2bXrl3cdddd6HQ69u7diyRJjB07lo0bNzYo9RAQEMDq1asZMWIEVquVLVu2sG7dOo4cOXIRrkBG5tJHkC5mDbKMjIzMSUhISMBqtfLuu++SnZ2Nr68vXbp0YcCAASiVSq+5M2bM4OWXX+bTTz/l7rvvZtmyZeTk5BAaGsqQIUNITEysd/z//ve/vPfee0ybNo1XX33VMy6KItdffz1JSUns3LmT7t27n/drlZGRuTyQdZxkZGQuaQoLC7nnnnu8xlq0aMF3333HwIEDPWPuZHSDwUBiYqKXp0gQBB599FE+/vhjL4Pr2WefZcWKFUybNo2kpCR69uyJ1Wrljz/+oKSkhG+++UY2mmRkZLyQQ3UyMjKXLP/+97/566+/KCwsxGg0cuDAAR5++GEyMzMZMWIE+/bt88x16xe9/PLLXH311Rw8eJDq6mr++usvWrVqxeeff+7pT+cmPDyczZs3c8stt5CUlMR7773HJ598wrFjx7jtttsYOnToBb1eGRmZSx85VCcjI3PZMWXKFGbOnMmYMWNYtGgR4GqfsmPHDuLi4khJSfE0+wXYt28fV111Fb6+vpSWlnoa4Kanp3PzzTdjtVr5+OOP6devHyaTiSVLlvDMM8/g5+fHli1baNGixUW5ThkZmUsP2eMkIyNz2fHII48AsH79es9YcHAw4NIpqms0AXTt2pUWLVpQXV3t6VMHMGHCBA4dOsTChQsZMWIEAQEBREVF8fDDD/PGG29QVFTEa6+9dgGuSEZG5nJBNpxkZGQuO9z92Oq2b2nbti3QeP85t2Hl1l+qrq5mw4YNhISE1CvRB5ceFcDOnTvP2bplZGQuf2TDSUZG5rJj27ZtwHHxRsCTj9RQyxar1cqxY8cAPH3u3AKRBoPB83Nd3C1jtFrtuVu4jIzMZY9cVXcCTqeT/Px8/P395R5OMjIXkcOHDxMZGUlISIjXeG5uLo899hgA48aNw2AwAC4NqISEBFatWsWyZcu8Ku6mT59OVVUV/fv3x8fHB4PBgFqtpm3bthw9epSXXnqJl156yTPfYrF4QnT9+/f3nENGRubSRZIkqquriYmJaVDH7VwhJ4efQG5urkcUT0ZGRkZGRubyIicnh9jY2PN2fNnjdAL+/v6A68bX7SDeGElHi3n3jyP4aFT4aS/N22kXnRQZLNzaI45HBra62MuRkWkSGzdu5Ntvv2X//v0UFxdjNBoJDAykc+fO3HHHHdxxxx0NeoWPHDnC22+/zYYNG6iqqiIiIoLrrruOZ599lmbNmtWbf/DgQT7++GM2bdpEUVERSqWShIQERo4cyaRJkxrNmZKRkbm0MBgMxMXFeb7Hzxeyx+kEDAYDgYGBVFVVndJwKq2x8ugPuygyWIkJ0p107sWm0mTD4YR3bu1Mj+Yhp95BRkZGRkbmMuJ0vr/PBjk5/AyRJInPk1LJr7QQGXDpJ48G6tVY7CIf/5VKjVXugC4jIyMjI3MmyIbTGbI5rYy1R0oI9lGjVFz6SeSCIBAZoCW1uJp527Mv9nJkZGRkZGQuS2TD6QxZsjcfu+jET3dp5jU1hFqpQK9WsvxAgex1kpGRkZGROQNkw+kMSCupYU92BYH6y8dochPko6a02sr6lJKLvRQZGRkZGZnLDtlwOgNWHyrEZBMv2Sq6k6FSun7ly/blI9cFyMjIyMjInB6y4XSa1FgdrD5UhE6tuGwFMoN81BwtquZgnizqJyMjIyMjczrIhtNpsiurgtIaK8E+6ou9lDPGR6PEaneyKa30Yi9F5iQsWLCAJ554gmuvvZaAgAAEQeDuu+9ucG5OTg6PPfYYvXv3JioqCq1WS0xMDNdeey3fffcddrv9Aq9eRkZG5srk8os1XWTSS2qQOB7yuhwRBAGlAg4XyB6nS5kZM2awb98+/Pz8iI2N5ciRI43OTUtL48cff6R3796MGTOGkJAQysrKWLlyJffffz/ff/89a9asQaWS/+RlZGRkzgb5U/Q0OVpYfbGXcE7Qq5Wkl9RgdYhoVcqLvRyZBvjggw+IjY0lMTGRdevWMXjw4Ebn9u3bl4qKinr9mex2O9dddx1JSUksXLiQ8ePHn+9ly8jIyFzRXL5uk4uA6JRIKapGr778DQ2dWonRJpJTbrrYS5FphMGDB9O6desm5dJpNJoGm1qq1WrGjh0LuLxSMjIyMjJnh2w4nQZ5FWYMFgc69eV/27RqBTaHk7QS48Veisx5RBRFVqxYAUCXLl0u8mpkZGRkLn/kUN1pkF9lxmoXCbqME8PdKAQBAcivNF/spcicQ0pLS/n000+RJImSkhLWrFlDamoq9957LzfeeOPFXt4VRZXZTnpJDVllJow2B3aHE5voREBArRRQqxT4aVU0D/WlRZgvgfrL/3NDRkZGNpxOC6vDiVMC5eWpQlAPCdc1yVw5lJaW8tprr3leC4LAs88+y4wZMy7iqi5/rA6R5HwDGaVG0oprSC4wUFBlwWIXcYgSjUVTJQlUSgGdWklMoJ6OMQG0jPClZZgf7aMD0Kguf++1jMw/DdlwOg3sDicSV5ZopF02nK4o2rVrhyRJiKJIXl4eixYt4pVXXmH9+vUsX76ckJCQi73Ey4rCKgtrkgtZcaCQgiozdlECATS1xlCIrwa1Umg0D02SJOyihNkuklFWw9EiV3GJWiUQE6hnVJdormsfSUSA7kJeloyMzFkgG051mD17Nv/+978BCAwMbHiSoCDuiw0AVBflkLsnicLkbVQX52I1lKP28Se0RUfaDBtPZNsejZ7LbjGR8tcv5Oxei7EkDxDwCYkkrFVnetw5BYXyAvxqJBp9Upa5vFEqlcTHxzNp0iSioqK44447eOWVV/j0008v9tIueUSnxJ7sClYcLGBzahnVFgcalUCwrxqN8vSEbwVBQKMS0KgUnlCdJEnYHE7yK818vjaVH7Zm0T8xnBGdo+gWG4TiMmgaLiPzT0Y2nOrQrVs3nnvuOd5++22ee+45tFqtZ9uGDRv4+++/CW5zNRIgAAeWfkXOzr8IiE4gulMftL4BGAqzyd+/kfz9G+l++yTaDK1f/m0sLSDpo0nUFOcSntiVqAFjAQljWQG5u9fS7bYnL4zhJCCHCv4BDB8+HICkpKSLu5BLHEmS2HCslDlbMkkvqcHukPDTqWgWrENxDp8wBEFAq1YSFajEKUlUme2sOFDAn4eLaB3hx319E+jbKvSy7UwgI3OlIxtOdejWrRstW7bk7bff5vnnnycgIMCzrU+fPgBEX3MjTqeEQikQ1aE37a6/i5Dm7byOU5yyh3UfTmLfws+I6zkUfWCYZ5vosLNx1nOYygrp/9g7NOt6rde+TqeIIFw4Y0Z3BUgrnGumTp3Kzp07SUlJobS0FL1eT/PmzRkzZgyPP/44oaGhXvNramp45513WLBgARkZGeh0Onr06MEzzzzDyJEjGz3PnDlz+Oyzz0hOTkapVNK9e3emTJlyzpO48/LyAGTxy5NQYbTx5fo0/jhUhEN0EuKrQa85/38bCkEg2EdDsA+YbSLJBQZeXnKQkZ2imHhtKwKvgEIUGZkrDdnd0AQOHjzI1q1biY6JIaZzXyx2V15Qy3431jOaACLadCe8TXecooPS1P1e27K2rqIy5xith9xez2gCUCiUF+RJ0+l05WrFBfuc93NdbnzwwQcYjUauu+46Jk2axF133YVKpWLatGl06dKF7Oxsz9zKykr69OnDjBkzUCqVPPzww4wbN44DBw4watQoPv744wbPMWXKFCZMmEBBQQETJ07k7rvv5sCBA9x0001nFE7btm0bJlN9Ta6amhomTZoEwKhRo077uFc6kiSxPqWER3/cxdJ9BfhoFDQL1l8Qo+lE9BolscF6dCoFi/bk8eiPu9iUWio345aRucSQH0GbwJdffgnAgw88wGFfHRVGG366k986hcr1pHhiyC17xxoAWvQdibGsgIKDW7CZavAJiSS64zVo/RrJrTrHWBwiOrWSluG+F+R8lzIJCQlkZWV5jW3bto1t27YRGRlJYWEhAC+++CJvvvkmb731Fl988QUA06ZN4+DBgwAcOnSIxYsXk5iYSElJCb169WLKlCkMHz6cNm3aeI69efNmZs6cSatWrdixYwfBwcEA/Pe//6VHjx4er9PevXtZvHgxgGcNW7ZsYcKECQCEhYXx3nvvAfDWW2+RlJTEwIEDiY+Px8fHh5ycHFauXEllZSV9+/bl+eefPz838DKlrpdJdDppFqRDeQnkFwXo1fholeRUmGTvk4zMJYhsOJ0Cs9nMDz/8gEKhYOLEiXy9u4o/DxefdB9jWQFFh3ei1OgIb93Na1t55mGUag2Fh7ax77fPkZyiZ5tKq6f7+Kdo2e/86+2YbU78tCqaBenP+7kuBwIDA5k8eXK9cT8/P8/Pt99+O2+++aaXAvePP/4IgF6vx2w+rokVHh7OM888wxNPPMGXX37JzJkzPdvcRtdLL73kMZrAZcD95z//Yfr06Xz77bcoFArmzJnjtZ709HTS09MBaN68ucdwmjhxIr6+vuzYsYOkpCRMJhPBwcH06NGD22+/nfvvv18O1dUho9TIK0sOklZiJNhHhb9Oe+qdLiAqhYJmQXoMZjuL9uRxMM/A9DGdiAuRPcQyMhcb+ZP0FPz6669UVlYyatQo4uLiaJ3n5K+TGE6i3cbWb17D6bDR5ZbH0PgGeG2zW4wICiV7F35K+xvuJnHgLSi1evL2rmfPLx+yY+5b+IZGEdmu53m9LotdpHt80GXdrPhcEhQUxLRp0046Z9myZcBxBe6SkhJKS0sB6NGjBxs3bvSa37JlSwD+/PNPr/G1a9cCx5O26zJixAimT5/O2rVr2bBhwynX5GbUqFFyKK6JHC2s5pUlB8mtMBMTpEXVQKuaS4UAvRofjZJjxTU8u2A/08d0IjHC79Q7ysjInDdkw+kUfPXVVwA8/PDDALQK90OpELA5nPUq0pyig63fTqM0bT+xVw2m3fV3eW2XJFdulOQUiesxhC5jH/Vsa9nvRhxWM3t++YAjf/xwXg0nSZJwStAhOuDUk//BvPfee9TU1FBVVcXOnTvZuHEj3bt394S8HnroIRQKBU6nE4vFUm9/t2fo6NGjnjGj0UheXh5+fn5ERUXV26d169YApKSknI9L+sdzKL+KlxcfpLjaSswlEpo7FSqlgpggHdnlRp5buJ83xnambZT/xV6WjMw/FtlwOgnJycls3ryZ2NhYT3XUVc2DiAnSU2gwE1lHtM4pOtj6zTRydycR12MI1zwwrV6St0qjQ6FS43TYiWkgMTy2+0D2/PIBZZmHz+t11Vgd+GiUDGgTfl7PczlhtVr54YcfyM7OxtfXly5duvDee+9RVFTkmTNixAhmz55NaGgos2fPZvHixVx33XWsWbOmXo5UWVkZ77//vufYZrMZvV5PVVUV0LhOmHu8srLyPFzlP5vU4hpeXXLIYzSdS4mB841SIdAsWE9epYVXlhzknVu7kBAm5yfKyFwMZMPpJLiTwh944AGUSleVjValZGSXaGYlpeGUJBSCgFN0sPmrl8nbu474XtfT+98vo1A0XJXjHxlPVV4aGp/67naNj+spUrRZz9MVuagyO+jbKoyW4f8sl/+GDRv48MMP2bx5M+Xl5YSEhNC5c2fMZjPFxcXcc889XvM1Gg0BAQE4HA6Cg4PZsmULnTp14rvvvmPSpEncfffdvPvuu1xzzTUew+nqq6/GaDTicDhQq9Wo1Wrsdrvn/dNUZA2fc0tuhYlXlhykoMpMsyD9ZWU0uVEIAjGBOnIrTLy8+CD/d1sXogPlHEUZmQvNpRvcv8hYLBbmzp2LQqHggQce8Np2XftI/HUqDGY7osPOplkvkLd3HQnXjOCaf7/SqNEEeEJwVfkZ9bZV5btCO76h9UM45wqbw4lCEBjVJfq8neNSZMaMGQwYMID169czfPhwnnnmGW666SYqKipITEzkr7/+orCwkMrKSk8Ok81mw2g0Mm7cOFq1akVlZSUlJSWMGzcOPz8/Pv74Y6KioliwYAGK2jyZqqoq1Go17dq1o1mzZtjtdhQKBQ6HAzjuUXJ7nk7kVB4pmdPHITp5748UMkuNxATpL2tlbqVCIDpIR1pJDTNXp+AQ5ZZJMjIXGtlwaoTFixdTUVHByJEjiYuL89oWFaijX2IYVTUmNn3xHPn7N9Ki3030uu9FhFMkmrYaMBpBoSTlr18xV5Z4xkW7lQOLXR6u+KuHnfsLqqXcaKNZkJ5rWv5zepb9+uuvvPzyywwbNoz09HS+++473nzzTb766itPFdqQIUOIjIzkjz/+YP/+/QwdOpSnn34aURQxGAysW7eOV155BXAZ1e+9956nIu7bb7/F6XR9gaWkpGA0GklOTvbkxzmdTubPnw+Ar68vzZo1o6amhoKCgnprPXbsGICXfIHM2fHbnjx2ZZUTEaC9LHKaToVKoSDcX8v2jDKW7c+/2MuRkfnHIYfqGmH27NmAKwG4IcZ0a8YXrz9DwcEtaP2C8AkK59Dyb+vNi2hzFRFtr/K8DohKoOstj7F3wSesev1emnUbgEqjpTB5O9VF2YS06Ei7G+6pd5xzgcUu4nBKjL2qGVrVP0Mx3Ol0MnXqVPR6PT/99BP+/vWTatXq4/o4GRkuT+CoUaO46aabeP/991m/fj0A3bt398yrWxHn3udEvv32+PvBXX0HMGTIEObOncuqVas8vRHdrFy50jNH5uzJKDUyZ3MmGpXiilLJ12uUVFsEvtuYSY/4EOJDZZkCGZkLhSDJsrReGAwGT5gkNjaWzMzMRvNT2nTrzbF92096vI433k+nmx6sN55/YBNH1/xMRdZRRIcdv/AY4q++jrbX3YlKc+41ZSRJIrfCzFXxwcy8vds/pkfdxo0bufbaaxk3bhw///wzf/zxBwcPHkSn09GrVy9PKx03s2bN4tFHH2XYsGHMnz+f4OBgtFotJpOJTp06cfhw0xL3H3vsMT7//HP8/PwwmUzs3LnTY3ht3ryZfv361RPAzMzMpEePHhiNRo4cOUJCQsI5vRf/NByikynz97Mjs5zYYN0VlzfmrP2b7tsqjLdv6SxLi8j843F/f1dVVXm1TDvXyB6nRmjKjd+zbRP/+Wk3qcU1NAs6vQ/mmM79iOnc72yX2WTKamwE6NVMGtbmH2M0AezYsQOAqKgoevTowf793i1wBgwYwIIFCwgPd1UYWiwWBEHgzz//JDY2FnAZnb6+vlgsFpRKJTfffDMhIa5Qp91u58cff8TpdCJJEnq9K1n3888/R61Wo1Qq+eabb7y8VX379uXpp5/m/fffp0uXLowbNw6bzcYvv/xCeXk5n3zyiWw0nQPcIbpwf80VZzSBK1k83O94yG5s99iLvSQZmX8E/5xv0POAr1bFk0Nbo1crqTTbL/ZyGsViF7E4nNxzTcIlL563YMECnnjiCa699loCAgIQBIG777670fk1NTW8/PLLtG/fHp1OR1BQEEOHDmXFihUAFBe7xEq/+OILzGYzv/zyCy+//DLXXXcder2e9evXExERQWpqKgDDhg3jkUceITw8HKPRCLiSxC0WCy1atGD58uX89ttvfP31155/9913H1qty0toNps9CuIOh4Px48czdOjQeuueOXMms2fPJioqiq+++orvv/+ejh07smzZMh5//PFzd0P/oRRUmfn+CgzRnYheo0SlEPhuUyYl1ee3GldGRsaFHKo7gTNx9X2RlMqP27IJ9lHjq720nHh20UlBlZUezYOYedulH6Lr1q0b+/btw8/Pj9jYWI4cOcJdd93FDz/8UG9uZWUl1157LQcPHqRjx44MHToUo9HI0qVLKSkp4aOPPiI3N5d3330XhULB3r17SUtLY+zYsQiCQPPmzcnMzASga9eu9O3bF51Ox6+//kpeXh4AQ4cOZd68eezYsYMnn3ySrKws5s+fz+jRoz3rSE9Pp3PnzphMJr7++mtuu+02TCYTS5Ys4ZlnnsHPz48tW7bQokWLC3IPzyWSJJFfZaG02opNdGJ3OEEArUqBWqkgKlBHuJ/2kvPozN2Syax1aTQLvjylB04Hp1Mir9LCE0MSuaNX/MVejozMReNChepkw+kEzuTG20Unb604zB+Higjz01yUzuoN4RCd5FdZ6BAdwNu3diHM79Lqx9UQa9euJTY2lsTERNatW8fgwYMbNZwmT57MRx99RI8ePdi1a9cpjy1JErm5uWRkZNCmTRt+/fVXnnrqKUTR1S/QrQIOrqq2F198kXvuucdjFOzbt49u3boRGBhI8+bNSUtLQxAEnE4nJpMJcFXFJSYmes750UcfMXnyZO677z5PwcGlTGGVhWPF1WSUGjlWVMPhAgNVZjs20Ykkue4huHSmFAJoVApC/bR0iA4gMcKPFmG+tI30J9hXc9GuweoQue/b7RQZLF4itVcyhVUWYoN9+O7fV6OWc51k/qHIOU6XEWqlgmeHt8Nid7I+pYRg34vvebKLTgqrLCRG+PH66E6XhdEEMHjw4CbP/e233wB4/vnnOXDggNe27du3s3LlSsLCwigtLfVK+I+MjGTAgAFs3brV0/i2Z8+e+Pj4eCro3n77bcaOHet1zMDAQBQKBVVVVfj4+PDoo49itVr55JNPEAQBg8Hg1RS47vXs3LnzNO7ChcUhOtmWUc7KAwXsyKzAZHPgfprSqRXo1UoC9CoEjgtzutv2WB1Oig0WcspN/HHIlXfjp1UxsE04wztF0SU28IJ7ozanlZFfaSHM7+IZbxeaYF81OeUmtmeU0y8x7GIvR0bmikY2nM4ROrWSV27qwP+tOsLq5CLsopNAvfqihDBMNpHSGisdowN4fUynK1ZduLCwEICRI0dy6623em1bsWIFK1eu9OQpORwObDYbGo2GRYsWsXXrVoYOHcquXbuorKzkrrvuYvLkyURERFBSUsKXX37pZTjZbDbGjBnj8UitXr0af39/ysrK+OSTT1AoFF6yBm5KSlxaXe4cqEuJ0horfyYXsXx/AdnlJkRJwl+nIiqwKT3cXNs1KgX+uuMfIw7RSbXFwdJ9efxxqJA2kf7c2DWagW3C8dfVvz/nGkmS+H1fPk5JuuTD0ucSrUqJw2lj+YEC2XCSkTnP/HM+WS4AOrWS50e251+94nE4Ib/Sgv0CKvs6JYkig4VKk51rE8N5+9ZLryXD6SZ/g8v4GDlyJCEhIfj4+NClSxc+/PBDwsJcXxAn6iilp6czffp0AE+ittFo5Omnn/aan5iY6OkJN2DAAAAGDhwIwK5du7Bajyfbzp07l3379gGutipuPajQ0FDat2+PKIrMmDHDax0Wi8Uz1lCC+MXCLjqZtz2bCd9u55O/U8muMBHiqyY2WE+gXn1WIpEqpYJgXw2xwXr8dEqSC6p4e+UR7p+9g9WHCjnfmQFpJUb25VYRqD//RtqlRqBexc7McrLKjBd7KTIyVzRyjtMJnKsY6a6scj7+K5XU4mr0aiVqpQKLw4nFLiI6JSQJBMEV2tDWhkN0aiValYIzcVK5vUxhfloe6N+CG7vEXHIqyQsWLOCRRx6hrKzMa7yhHKbMzMxTJlO3aNGCjIwMbrvtNn7++Wc2bdrEO++8w8qVK72+oH18fDw5SN26daNFixYsWrTI61ju3KSnnnqKDz/8EICEhASGDx+OXq/nm2++wWAwoNVq+emnnygqKqKyspL4+Hj0ej3/+te/sNls9O7dm759+2I2m1m5ciVZWVkkJiaydetWQkNDz/TWnTPSSmr4+K9j7M6qcOUn+WrOewsSh+ikpNqGIMCgtuE8NjiRCP/zk3v0v/XpzN6ceUXqNp0Kl1abhYnXtmBCv8uvEEFG5myRc5wuc6IC9fRtFUJ6SY0nDKJAgFpjyY2EO+jhGlcqBIL0aoJ9NfhqT55kLkkSJptIpdmOgMC1ieE8MTSR2OBLU0V4xowZlJWV4evrS1xcHEeOHGnyvhMnTiQmJgZwhd3mz59PSkoKYWFhzJ8/n8OHD+Pr68v27duRJAmtVuvxGNU1og4ePMihQ4fQaDTYbDbPvLfffpvU1FS2bNnCxIkT8fPzY+XKlXz33Xc4nU4cDgdKpZLJkyczfvx4T+85cLVReeGFF0hNTWXdunV8+umnKJVKWrZsyfPPP8+zzz5LUFDQubmJZ4hddLJwVy5zt2ZRabIT7q9Bp1YiSRLpm34nbcMSDPkZSE4R/6h4WvQdReKgWxvsu1iadoDkFbMpSz+IaLfhFxFLi7430nrIuHrzl71wC6ayQs/rdcBrJxzv9ddf5+WXXz4n17k/txKV4p/ZJFkQBBQKOJBnuNhLkZG5opE9TidwNharJEnszq5g6b58tqaXU2NxoFG5PsCNFgfVVhFRcqJAQKUU6hlQTknC6ZQQJVAI4KtREeqnIdhH4+WFEp0SVWY7RqsDrVpJh+gAbu4aw9D2kZecl6kuDVXMwak9Ti1btiQtLc1r+99//83QoUPp3bs3vXv3ZtmyZeTk5OBwONDpdLz++us8++yzqFQqMjIy6NGjh0fTaenSpdx4441Mnz6dV1991eu4Q4cOZcaMGVxzzTWeMavVik6nQ6lUelq4PPbYY/j6+rJkyRKefPJJjEYjf/755yXZKqXKZOf13w+xPaMcjUpBmN9xQcit375G1rY/0PoHE9OlPyqtjqLDOzEUZBB71SD6PvSGlxGSt3c9m758EaVaQ1zPoWh8Asjfv5HqomxirxpMv4ff8Dr30T9/wW6u9rx2SmC0OhCA3KSfER12duzYQc+ePc/6Oi12kVu/2IxDdF7Uqr6LSbnRhl6tZOGjfWUlcZl/HLLH6TKjwmjjq/Xp/JFciNXuJECvolmw7rhxFABWu0iFyU6Z0YbN4URCQsBlJClqy7uVSgUqXNosNVYH1RY7JVorQT5qj1EFEKhXc+tVsVzfMYqOMQGXxRP26VTM1SU6Orre2IABA/Dx8WHXrl2sW7eOjz76yNPKpEuXLsyZMweAjh07EhsbS9++fVm8eDEAq1atYvbs2axevZrWrVtz7Ngxdu/eTWFhIU8++SQDBgzw0mpyyxWIoshtt93GW2+95VnHv//9b2pqanjyySd55513LjnDqbTGyitLDrEvp9LjZXKTu3cdWdv+wDcshuue/xqtXxAATtHB5q9eInd3EplbVtCi7ygA7GYjO+a+jaBQMPjpTwlJaA9A59ETWfv+E+TuXkv2jjXEX32d5xxth41vcF3pezaT9ef3RLVsT8cu3Rucc7pkl5sw20WvZPWmcKJXrC66gBBGv/t7vXFJksjcupKMzcupyk1FtFvRBYQSktCezqMfwj/yuJ5Sccoe0jcupSInBUtVGQ6rBX1gKIHNWtFmyO1Etj97o9GzXrWCGquDnAozLcJ8z9lxZWRkjiMbTmeJJElsSi3js7WpZJUbCdKrifBvuIJKq1YSFagkwl+LweLAbBcx20RMNgeiU8LhrA0rCRICAhIuT1S1xYHZJtI2yp/rOkSSGOFPrxYhhPxDnqorKyt58803CQ0NpU+fPnTp0gWVSkWLFi04dOgQ6enptG/f3pMsnpaW5smjevLJJykuLmbbtm0enaZVq1aRnp7ORx99xG+//caxY8fw9/ene/fuLFiwgG7dujFp0iSP4eTj4+MJ7dUVvnQzduxYnnzySbZvP3nfwlNhdYgUVVmxOERsDldRgUalQKdSEhmoPe3GzKU1Vp5buJ/DBdVEBmjrVZnl7lkHQNth//IYTQAKpYpON08kb+96jq1d4DGccnb9jbWmkoQ+Iz1GE4BSraXz6IdI+uBJUpN+8zKcGqNgm8sY8elyA68tO8S0mzuetcJ3ekkNVruTcL/T97So9X60GXp7vXGVtn7YW7Rb2fzlS+Qf2IR/ZDzxva5HrfPBXFlKSeo+qotyvA2no7soPrqLkISORLS5CmNpPmUZyeTv30j+/o3oAkJoP+LeeqFRp+ggNWkhFTnHqMw5hqEgA6fooOc9z9Gq/80NXodOraQgv5Cp/51C8o4NZGVlodFoSEhI4I477uCRRx5psNG1jIxM05ENp7PA6ZT4emM683bk4BCdxATpUTUhVKZQCAT5qAnCVfkjSRJWhxOr3YkouRLHQUIQBAQBNEoFRquDcqONvEozE/q1wO8kOlEJCQlkZWU1uC0yMtJTxg+nTsIeP3488+bN8xrLzc1lzpw57N27lz179pCeno4kSfXEH88Vhw4d4sUXX/S8HjRoEHPmzPG4Yt2VcW3atKFNmzakpKQArtyjpKQkpkyZgsFwPO/Dff2DBw/2aEG56dq1KyEhIWRlZVFaWuoxxtq2bcuBAwcazFVyN+l1V/A1BUmSSCsxkl5SQ1pJDckFBjJKjVjsTpxOCWetkpICAYVCQK9W0DLcj/bRAbQI86VVuC+twv0a9TRWme28uuQQyQXVRAdqGxRFtFS5jEu/8Jh62/zCmwFQkX0Um9GAxjeA4qMukdHojr3rzQ9v3Q2lRkdpbd6TUt24UW8xlJO/fyMqrQ/t+o1gw7FS3ll1hOdHtD8rCYH0UiOCcGb5TWofvwabcTfEnvkfk39gE+2H30vn0Q8hKLzX7BQdXq/bD7/Hc+yt375GwcEtaP2Die85jLx9G7AYytnzy4eUHNvrFRp1WM3s+fUjwOX50gWEYqooOunaTGUF7Pv4IXYaKxk0aBAjRozAYrGwevVqnn32WebOncvWrVvx8bk08yBlZC4HZMPpDBGdEp/+ncrC3bnoNQoi/M+87F8QBHS1VXWN4atVYbaJrE8pwWw7yGujO5605DowMJDJkyfXGz9RoNFN165dGTNmTL3xTp061RvbuXMnL730EoIg0KJFCwIDAz3Gy9myePFiFi9ejMViQa1WY7fbadasGQMGDKCiooJDhw6RlJTE0KFDPaKWzz33HFdffXW9YxmNRubOnevRV+rUqRP79+/3JI1PmTLFk6A+depU/P39EUWRqqoqwFt7aejQoRw4cIBDhw4xatQor/McPHgQ4JSNeavMdg7lVbHqUCEbj5VSaLDgEJ0esUlXuFZArRTw1ajQqhWoVQrUSgGbw8me7Ap2ZVUgSa6QTGKEHzd2iWFQW2+NJNEp8eaKw+zJriAqUNeokrTby1RTml9vW01JnudnQ1E2YS07YSjKBsAvIq7efIVShW9YNIb8DIyl+QREN34v0jf9jlN0kNBnJP4B/iisDtYkFxHqq+HxIa1Peg9PxuF8A8rzHLGuLs4lbf1iV0huzMMNGmkKpffHqlLteh81FBrd+MVz5O1dT3jrbvVCo0qNjgFPzCQorjX6wDAOLvuaQ79/e9L1HVn9I3ZjJX3GPcLa+V94xkVR5Prrr+fvv/9m/vz53HfffWd7K2Rk/rHIhtMZIEkSX61PY8HuHPy1KgIukGaMXuMK823PLGP678m8ProjPpqGf4VBQUFMmzatycfu1q1bk+f37NmT9evX07VrVwICAhg0aBDr1q1r8rlOxt69ez35SW7y8vL4+eefAWjevDm9e/dm27ZtREZGApCdne1R5g4JCQEgKioKURSpqKhAr9djMBiIjo5m//79npyl1atXe85xoueprlYTwMMPP8ynn37Khx9+yN133+2p8LNYLB5v2B133FHvesw2kQ3HSvhlZw77cioxmO2ITkAApcJlLLk9i+4yDZvDicVhA47nv/lpVYT6agjQq5GQMNtEkvMNHMo38PWGdG7oGMXwTlG0DPdj2b58tqSVEe5fPzxXl5gu/cjesYaUP+cRf/V1aH1dHjyn6ODQsm888+wmV3K33ezSB1LrGza+3eM2U3WD28H1t5O+cSkAra51hT19tSrsosTivfn0bhnK1Qkhje5/MgoMljP2WDntdjK3rsJUXoRKqyMwNpHw1t3qVQlm71gDkkTCNSOxW4zk79uIqaIYrW8AEe164h8R2+g5TgyNWgzllGUko1Bp6Dz6If5+7zGv0KhSpSa6U5/Tug5jaQEAAW2v8RpXKpWMGjWKv//+m9LS0tM6poyMjDey4XQGLNtfwC87cvDVXDijyY1W7TKetqSV8slfqTw7vO0FTwyPjY0lNrbxL4izYdq0aR4D7u677+bHH3/kp59+4l//+pdnztdff822bdsoLS1FpVJx5MgRj3fo2muvJTc3l6+++oqbbrrJs8+jjz7KrFmzAHj22Wf56aefyM3N9dJq2rRpE9u3b0ev1/PRRx95ratdu3a88847PPPMM3Tp0oUxY8bg4+PDH3/8QUpKCr1792bq1Kme+dllJlYnF7L8QAEZJUaMNgeSBEqFgF4jnKLxbG1bE463Nqky26ky29HW9oYL8VHTLFiPQ3RSabbz47ZsluzL54YOkfx9tBilglP2TIzvOYysbX9QcHALq6bdSUyX/ig1OoqO7MBYkodfRBw1xTn1QlGN4rb8TnJtRYd3YCzNJzi+rVeeVKBeRV6lhU/+OsZnd111RirjNofzjP8WLIYytn33uteYb1gMve57kYg2x5PXy7MOA2C3GFnx0u1YayqP7yAIJA4YS/c7nmpQxqG60OWxK0ndS3nWYfL3bcBuMdHjX88Q3Lwd4B0aPRMCY1pSeGgr2Xs2AMe9SqIosnz5chQKxSVXwCAjc7khG06nSW6FiW82pIMAQT7n12g6WbWPxj8E7SsL6dMqlAFtwgGoqanhnXfeIS8vD4fDga+vL1FRUQwbNow77riDAQMGoFQ2/GWan5/Pp59+yvTp0ykuLiYiIoKiopPnU5xvhgwZwo8//siqVau8DKeIiAjA9WUwYMAAj9F0+PBhNm7cSGxsLCNHjvQ61tChQz2G00MPPcSUKVN45513WL58uUerKTo6mgkTJjB16lTatWtXbz1PP/00bdu2ZebMmcyfPx+r1UrLli15/fXXmTJlCnq9nmqLne82ZvL7gXwqTXZqrA4cohOVQkClEE7ri93dG04hgEoh4JRcxkFepZkig4UIfy0RATrC/LRIkkS50c7XGzNwOiVaRZy6okpQKOj/2Duk/P0rWVv/IGvbKgSlirCWnek94WV2/zyTGkDr78rhUutdx7Sbaxo8nt3i8khpGvFIAaRtWAJAy2u9k+wFQSAyQEtaiZHvNmby5LDTC9mJTgnRKZ2ReGyLPqMIb92VwJiWqHQ+1JTkkZq0kLQNS1j/8dMMnfoVwXGu9VgNFQAcXPo/ojr0ouut/8EnJIryzGR2/vh/pK77Da1/UIP5Um7ll5ydfwGg1vnSa8JLJPS+gcq843Ib7tDomdDuhrvI3b+Zwyu+YfDgNHr27InVauWPP/6gpKSEb775hu7dz00Vo4zMPxXZcDoNnE6JT/5OpbTGSrPgC9PK5GTVPg6nk8+TUuncLBDBbuLaa6/l4MGDnpwek8lEeno6X331FV999RUtWrTgu+++87QVqcuaNWtYs2aN53VxcTGDBw9mzpw5xMfH15t/IRg3bhxTp05l3rx5PPHEEx6tn02bNnnmPProo56f27dvT01NjUdzyY3dbmfmzJkAdOnShVatWgHw3nvv8d57753WmkaNGlUvx8nNjsxyPvnrGClF1VgdIkariFPCUzDg/mJXnGECs0JwVdlJuNS4C6osGMwOYkP0+GiUnnEJSC8xEeGvITJQd1LvlkKpot11d9Luuju9xh02K5W5x1CqtQTGtAQgIDKeiqwjVBdlE9Lc27B0ig6MpQUICiW+YfWTzaE2KXzfBlRaH5r3ql95p1a6+t4t3Z9Pn8TTC9k5nE4kyVWNerp0uukBr9dBzVrR865nUWn1HF3zM4d+/4b+j74NgCS5qh31gWH0e+RNT/5SZLue9H3oDda88W+O/jmP9iPuQ6nyfrBqO2w8W7+Zhm9YDNfcP43snWvY9u1rlBzbg63mePGC/SShzlOh8w+m16RPSZ73fyQlJZGUlAS43m8TJ068pFr/yMhcrsiG02mw8mAhW9LKCPXTnCLUcu44WbWP6JTILjPx1YZ0ClbN4uDBg9xyyy107NiRQYMG0bFjRywWC/369aOgoICMjAxGjBjBli1b6Nq1K+AqtX/55ZeJjY3lkUce4b333uOZZ55Bq9V6krD37t2Lr++50YRxJ3/XrezbsmULEyZMACAsLIz33nuPbdu20b17d/73v/8xbtw4Bg0axB133IHRaOSXX34BXNV148cf1wlat24dVVVVPPzwwwwbNozY2FgMBgNLliwhL8+V7Pzmm2+ek+uoS0pRNR+sSWFrehkmm+jxfrip+7P7bePR7VK41OJP5/0k4DIynBLU2BykFtcQ5qel3GhFoRBQKwQcTolCgxWLw0l8iM9pC6NmbV2JaLeR0GekJ9k5ol1PsravpvDQNpr3ut5rfsmxvYg2i6u6rpGKuozNyz1J4Wpdw++nQL2KvAoL327MoGfz4CYbmGqFAkEQPIbNuaDVgLEcXfMzJcf2esY0Pq68t6iOvTxGk5vguNb4hkVTU5KHoSDT46VyUzc0umnWc8R06U9gs1akb1iKQqk6/dBoA9SU5LH90/+C6GDFihX069cPk8nEkiVLeOaZZ1iyZAlbtmw5ZTsjGRmZxpENpybiEJ38ujMHkBpNyL7QKBUCAXo1fx8u5uCChYCrfUXHjh295j333HM88cQT9OjRg127djFt2jRPr7aIiAimTJlCly5dGDp0KE8//TTPPPMMYWFhxMbGsm3bNr7++msmTZp01utdvHgx06ZN8zTLdZOenk56ejrgSv5+7733mDp1KocOHWLQoEHceuutbN++nTlz5nhanYwYMYJly5Z5fbGOHj0aPz8/lEolixcvxmQyoVAoPMngjz/+eKPeotPFITrZmVXBot25LD9QiNnmQBAEl/q75A6zuea6vtC9BfpFSUJ0gl10eaGUCgG1UoHyNLxRCgG0KgUOUSK/0oxTkvDRKBFqK/NEp0SFyY5TMpIQ6tug8WQ3Gz0hODdlmcnsX/QFKq0PHUf92zMed9Vg9v/2Odk7/6T14HGeHCXRbuXAkq8ASBw4tsG1ulq7LAOg1YAxjV6TIAiE+Kk5WljNgbwqusQGNe1e1IZC7WKTpjcJXW2I0mG1eMb8I+MpTN6OWt+wFpK61rAS7dZ62xoKjbrz2WK6DcBcXuQVGj0dcnb9TXHKXjK3rsRRGzL98ccfGTFiBAEBATz88MNYLBYmT57Mq6++So8ePTxyIsnJydjtdv73v//x4IONSzKkp6fzxhtvsHr1aoqKiggJCWHw4MG8+uqrDYa2ZWSuVC4NC+AyYEdmBZllxgsuOnmqap9AvYrcCosnH6lly5b1juEeMxpdH6jr16/32v7kk09SUVHBN9984zX+4IMPsm3bNtavX39ODKe9e/fWM5pOpH///gDcc889LFq0iB07dlBaWordbic6OprWrVtjNBrZunUr/v7+JCYmcv/99/PEE0/w2muvsXr1ag4ePIgoiqhUKiIjI+nduzcPPvggN9xww1lfg83hZPmBfJbsySe1pIbSaisOp4ROrcAmSkjOhkNx9V7X/sdtUDlECdEpeuQImpoP5fI+CdhEVzsTq92JTq30GGMAVSYHWZhICPOp59lK+nASKo2OgJiWqHV6qvIzKDi4BYVKTb9H3vToOYErx6nnPVPZ/OVLrH3/ceJ6DkPrG0Devg2elitxPYc1uM7iI7uoKc51JYU3P/mXrF6tpKzGxsoDhU02nAC0KiVGm+PUE5tIWcYhwFvnKrJdT46tXYChIKPefNFuo6Y4FwDf0Ppq91A/NHosaSG7f56J1i+Igv0bvUKjp0PyijlU5h5zvRAU0IDnza3cv2PHDubOneu6nshIoqKiyMnJOenxd+/ezeDBgzEYDAwZMoQ77riDnJwcFi5cyLJly/jzzz+92hTJyFzJyIZTE1l1sABRlM5a3fh0OVW1jyAIaFUK1L6BiFWlZGRk0KFDB6/5bm9ORobrw95tQAEsWrSIOXPm8PXXX9fLZXInYdedfzbUrZgDlwTCvn378PPzIzY21qvp7wMPPMADD3jnnixZsoRbb70VnU7H+PHjCQkJYdmyZTz11FNs2rSJ+fPnnxMDrzFSi2v46K8U9mZXIuGqdHPi0lSyOSQctTlMp5UAXjtXqDWiRElCdEioan+viiaE2ESnhCRJKARwOCUsDtFlPHHceKo02cgpF4gP0XutL+6qwWTv/JOsbasQ7Vb0gWG07H8T7W+4B9+w+l/+sd0GMviZzzi8cg65e5Jw2q34hcfS7bYnaT3ktkavvbGk8MbuiZ9WxbqUEu7v34LwRpT4TyQ+1IeCqqaLkAJU5aejCwzzSDG4MZUXsXve+wA073Xc4I7q1AffsBgKDm2l6MhOItsdb5eSvPw77OYawtt0Rx8Y6hkvTtlDeGLXeiG4mpJcDq90SW8olKp6odHTodvtT6LS6Pnz7cY9RiUlJQDo9XpWrFhBt27diI6OZtq0abz22omtl725//77MRgMvP/++zz11FOe8S1btjBgwADuvfdeDh065MmvlJG5kpENpyZQUGVma0Y5/voLe7uaWu0T7KsmsG1vLNuXM23aNH7++WdPcnRZWRnvv+/6AnALP7o9UEVFRTz88MOMGDGinpECsG3bNq/555oPPvigwaa/DWEwGHjwwQdRKpUkJSV5EsWnT5/OkCFDWLBgAfPmzWtQS+lssTmcLNydy/dbMjGY7YT6asittGB1ONEoFbXtcpyeKrgzRRBcqc2S5DLCRLuIRqVAfQrvk90pIVGrCYWEQ5Sw4G08SSioMNrw16m8vKbtbriLdjfcdVrrDE/sQvgTM09rn74PTQemN3l+oF5NXqWFvw4XcUevphUntIvyZ2t62WmtK2fX3xxe9QMRba/CNywatdaHmtJ8Cg5sQrTbiO7Uh7bXH0+cV6rU9P73y6z7cDLrPnqKZt0G4BsaRXnmYUqO7UXrH8TVd0/1OsfGz6ei9vEjNKEj2oBgBEGBsSSPgkNbkZwicT2GkLV1Zb3Q6OkQ2bYHAAHRCRgKMuttt1gszJgxA4Bhw4YxYsSIJh87PT2dffv2ERERUe/BpE+fPowePZqFCxeyatUqLwkQGZkrFdlwagJHCqsxWh3EBOou6HmbWu2jViqIHzYBe9Ze5s+fz8GDB7n++us9SaH+/v7o9XpPS5C7774bgIkTJ2KxWPjss8/qndtqtXoMLvf8c83pNP2dP38+paWl3HfffR6jCUCn0zFjxgyGDh3K559/3mTDyWRzkFFqJKfchMkmYhedCAhoVAp8tSpahPkQF+JDtcXB68uS2ZNdgValIDZYT36lhRqrA02tIrettpLtXBUMuIwklzFkdTgRBQGtWtHg8d2VdMLxnV3Gk1PCLjo9a1QpBKxOifxKC35a1Vm1NrkQKBQCKqXA6uSmG04tw31BclW/NsVTBxDRtgfVRdlUZKdQln4Qh9WMxsefsMSuNO89nIRrhtczWsMTu3LdC99y6PdvKU7ZRf6+GrQBIbS8djQdR/0bn+AIr/mdbnqAwuTtlGUcxFRRDIBKo8MvvBlqH39y96xrMDQKcHjV9xhq9Z8qc1yhuIzNyylN3Q9AWGIXr751XW+bzMZPn0FyiqxatYqnn34as9nMypUrycrKIjEx0UtvrCm4CzkSEhJQNJC47n6w+vPPP2XDSeYfgWw4NYH0Eleoqqkfxuebhqp9dIEh3PLaHPZ/+wLbt2/nyJEj6HQ6EhMTiY2NJS3NpRMzcuRIpkyZwvfff8+yZcto27YtvXr1YtCgQV6ilm514enTp9O3b996a3BXwQH12paAKz/Kna90Lli7di0Aw4cPr7dtwIAB+Pj4sGXLFqxWq1erFDdWh8jW9HL25VSSXGAgu8yI2e6sFU3Eq4hdwpV0rVIIVJrtmG0ikQE6Qn01VFsdlNbYanOQwGoXcUoS59oMOdH7JNmd6Bownpy1FXvCCfsiSdgcTlfVXu0+GqWAVXTpQCWE+lxw4dTTxVejJL/STJXJTmATNNNahPmh0yiwOMQmF3BEtOnuJXDZVAJjWtR60U5Nm6HjaTPUVf155I8fyd75JzUleRjLCtA77CcNjRYc2kZJyh6vsbK0A5SlHfC8rms4BSZeRdtxT3Pk13cxm818+umnKJVKWrZsyfPPP8+zzz7bYL/Fk+Hu15iVleWSfDjhfeNOBTh69OhpHVdG5nJFNpyawNHC6jNQhzl/NFTto1crKbAqmPHWW3z7v/+xZ88eCgsLOXz4sKfhb8eOHfn9998RBIHdu3cDxz/sFixY0OC5Xn75ZR5//PF6H7YntkUB77YlgwYNOqeGk3udrVvXF0ZUqVS0aNGCQ4cOkZ6eTvv2xxWpiwwWVicXsWJ/AXmVZkSnhFopoFMrCNSr0KoU9b4InJJEjcVBZpkJq11EoRDIqTBRUmPF5nDiEJ1o1ApsDid20WW4SC4r55wbI27vk+iUsDRgPDkll6HXUPK5O1lcr1F6wohqBVSZ7FTo7Re80OF00amVlBltpJfW0D3+1JVmccF6fDUqzHYRnwtwafsWfkZ51hGqi3Ow1VSiVGvxCY2iWdcBtB48Dq1fYL19whK7UJyyG2NpPoKgQKXzwT+yOfqQiAbOAEOeOe4NFu02Vr/5bwz5GeiDwrn5nSX15pvtIuEx8RwBxo4dyw8//HDW11m3efYnn3zCk08+6dm2bds2lixxraOiouKszyUjczkgG06nwOmUSCmqvuBJ4SejoWofnVpJtdVBQser+fln75YKd955Jz///DNTpkzxfMH26dOHmpqGFaC/+eYbfHx8PGrdDXlwTiyvP9+4G++6G/ueiHvc3Wy4rMbKNxsz+PtIMdUWB2qVQJifpkkhKtEpUVBlweF0olcrkHDpIlWZ7Z6uIg6rSN074LkdklTPg3W2xtSJxpNefdzYczb2exAEFLiSzeuG7JS1Gk/FBgvBPupL2uukVrrWml5ibJLhpFIqaB3pz7b0Mjg3smMnJeWvXwiKb0tU+6vR+gfjsFooyzjIod+/IX3jEoZO/QrfkCjP/Ly969n05Yso1Rrieg5F4xNA/v6N7J3/EaVp++n38BsnPd/+xbMwlZ1czd9id9IixIcN5+QKj/Pll18yfPhwJk2axLJly+jWrRu5ubn89ttvdOjQgf379zfalUBG5kpDNpxOgdkuYrWLqM532/UTON1qH5UgYTOZMFjsXvO//vprfv75Z7p168Zddx1PAh4/fryXeGRdvvnmG4KDg/n666/P1eWcd+oacmuPFvNFUhq5FSb8dSqaBZ9cPfvE4+SWm6mxOlAKAlaHhCg5kWo9O555Jz2G93ZF7auzTRx3G09Wh9PjKROdUuPeUEFAqA3ZuQQiXcNqhYDZ7qTa4rjgvRZPB1fIEVJLGjbwG6JbXBBb0kpd4dPzbBTe8tGaeiKY4DJwDq/8nsMr59Lzrv8CLr2sHXPfRlAoGPz0px4NrM6jJ7L2/SfI3b2W7B1riL+6vqI6QPHR3aT89Qs9/jWFXT+92+Acp1NCkqBF+Lm3GgcNGsT27duZMWMG69atY926dcTFxfHSSy/RtWtXRo8e7anClZG50pENp1NgF504AdUFfjA/3Wofp93Klum38vSGIVzdxfWhvGHDBrZv306rVq1YtGjRZV0q7PYouT1PJ2IwuFpWfLujiAM1JqwOEbVSQXmNjdJqG+DSV1IpFejVSvQaJTq1EvUJBnFpjY0yow2nJOHAZQHVfn+fMW7hcAHprCrv3MaTwymhckoolULjHif3PoATV0sSda3XSaEQkESJMqPtkjacADQqgcP5hlNPrGVo+wh+2JqFwew4770kGzKaAOJ6DOXwyu+pKcn1jOXs+htrTSUJfUZ6NTdWqrV0Hv0QSR88SWrSbw0aTnazkW1zZhDZrieJA8c2ajhVme0E6FVc1QTv3JnQpUsXfv3113rjr776KgBXX331eTmvjMylxhVlOH3xxRd88cUXZGZmAq6cnldeeeW0Sm9PRDij7ldnz+lW+yjUGsK7DiIz9Sg7NyUB0KpVK1577TWefvpp/Pwab7x6OdC2bVt27txJSkoKPXr08Np2rLCKlNR0UCj5KwcElQVq1bpdQpO1Wkm1PwoItT3jXFV0wb5qQnw0VFvsZJYaESU84TbBXRBwDkKTbk/U2Xig3OrkVocTXVP2r00Ut4sSKuXxEKJKAQazA6tdRHsJhaFPRK1UUGq0NpiU3BDRgXr6Jobyx8Gi8244NUb+/o0ABMUmesaKj+5yra9j73rzw1t3Q6nRUZp+ENFuq9eyZvcvH2A3VnP1vc83ek5JkqixitzcNYYgfcONwc8HVquV77//HoVCcV6kQGRkLkWuKMMpNjaWt99+m8RE1wfWnDlzGD16NHv27KnXhqSp/PLTXP54qr7GUV0EQcHtszZ6XtstJo788QM5u9diLC1AqdYQHN+Wttf9i5jO9SvUilP2kL5xKRU5KViqynBYLegDQwls1ooe/5pCZPue9faph0JJ29ue5YM7up31E+eFzl9qCkOGDOHHH39k1apV/Otf/8IhOtmYWsoPW7L46++/sVvNaOM64VSqESQ8ho7kzpJ2f+dKtZ4fQUAhSIh2CVO5nZwykyfRWoG3UXOu74fbA6XgzJLJ3Zdkc7hCiKc6hGu+K8znbjisVLgq7CpMdqICL47hJEkuyQWXQelq0Hui6rpCAKfTlXd2qnD50qVL+fjjjzlwKJnS0jL2BoYS0rwdbYfdQVirzp551UU55O5JojB5G9XFuVgN5ah9/Alt0ZE2w8Z7NJGaypHVP+GwmrCbjZRnHaE0dR9BcW1oP/xezxxDkUtSwC8irt7+CqUK37BoDPkZGEvzCYhO8GzL3bOOzC0ruPqe573ypU7EXKv5dUOnKCrTzr3hZDQaG2ye/eijj5KZmcl//vMfT/NsGZkrnSvKcDpRQ+SNN97giy++YOvWrWdsOF3dozvtR95PRUk+xpzDmMqLEe1WlGotSpUKm6maqE7HWw2YKstY8+YELFVlCILC9ckPlKUfZMOnU+g+fjJthtx+fH5FMYd+/4bS9IMIggLR5qqUC2zWiuKju8nfv5EOIyfQefRDJ12nXXSiVgkEX4hyoovAuHHjmDp1KvPmzWPE7ROYn6UluaAKi8VCwV+zAfDvNgKl261UFy+tAfeXtYTDCW69pLpI4DK+zp2zqUGc0pkZT56QnVRfiqDB+bXncojHDSeX3IFAtdVB41/H5w6pNtfKbHdisYuYbCImm8NjRNa53aiVAr4aFXqNEtEpoVG5tLJUysYT+6dMmcLMmTMJDQ1l9OjR7Ch0UJCdSf6+DeTuSaLXfS/Roo/L83xg6Vfk7PyLgOgEojv1QesbgKEwm/z9G8nfv5Hut0/yyAc0haNrfsJiKPe8ju7Uh173vehVVWc3uyRN1PqGPb/ucZup2jNmMZSz88d3iO7Uh5b9T66PlLp9LY6M7Xx4MMyju9RQ82w3b7/9tkdGZO/evQB89913bNzoegDs37+/V9+6tWvXMnHiRK/m2StWrCAzM5NRo0Z5HVtG5krnijKc6iKKIvPnz8doNNKnT59G51mtVo+iNhzPlQGX4Ju7lL8ekhPR4UrEblXbRsIpOljzxn1YDOWotD7og8OpLszCbq5NbhUE9s7/hOiO1+AfGU9J6n6OrvmJ4qO7jx+3NrTSesjt9LhzCqvf+DeHV35P4qBb0AeGNXodFrsTX42KuGD9qW7NWeNRtnZKrsa0Z6hvtXjxYhYvXgxwyg/7gIAAvpj1Jbfffjt3jh2JX/sBKPV+GI9tx16ei0/bfvh3HNgE90ud0KskUb+jl+tLXKzVZhIE4azym07FmRpPAEhNzL2qFcUUaxXG3WdSCGCxiec1kdpe69Uqq5VycNZZsKJO9aFbe0oCrHYJs90GRmpbyQi8uuQQN3WN4ZqWofUqIwsLC/nggw+IjIxk//79RERE8NvuXN5fk4Ky8BDrP3ySQ8u+9hhOUR160+76u+r1zCtO2cO6Dyexb+FnxPUcetK/t7qMfvd3wGXolKYdYP+iL/hjxgSuffxdQuLbNu1Gua3zOr+HHXPfximK9Lz7uZPu6hCd1OSnkbNxOceOO74bbJ7tZtWqVaxbt87rOJs3b2bz5s2e13UNpzZt2tC3b1+SkpIoLi5Gr9fTtWtXXn31Ve69994GhTFlZK5UzovhZDAYWLlyJfn5+Vx11VUMHDjwfJymQQ4cOECfPn2wWCz4+fmxaNGier3b6vLWW2+dtE+TW3FbGxJNi17DUKpceRN2i5mUP39GHxROdG34LXfPOs+TZ+cxD7Pnlw9QaX1wWE0kDhpHatICJEkkdf1iut/2JJu/fAGLoYLAmFaEJnZBrdWRtmEpDouRjZ//l0GTPyasVWfy9q7HWFpw0g9ys12kc7Ogkz6VnwlirRxDeomRjNIakgsM5JSba7+EXV9qWpWCtlH+tIn0p0WYL20i/YkJOrUBt3fv3np6UI192KcUVfNFRgjRd71N5aZfMKZsRnLYUAVFEzLkQQKvvvm0jA+pEaOpLk4JhAsQtjwT46muoeGUPI7NkyIheeUKKQQBUZI8Wk/nCkmSMNpEKow2Kkx2Vw8/XOrlKsXJcru8xyVJwu502RRb0srYllFObLCeUV2iua59JBEBLiX/rKwsnE4nvXv39lR2DW0XybwdORQKnVDpfLDWHC8qaNnvxgbPHtGmO+FtulN0eAelqfuJ6zGkwXmNoQsIIbb7QIKbt2XFy+PZ9t3rjHj1R8DVIBk4/hB1AnaLyyOlqfU8ZWxZSf7+jfSa8DI+weEnPW9xtZW+tz/C/37/Gn9d0/K6kpKSmjTPTZs2bVi4cOFp7SMjc6VyxobTL7/8wjvvvMNjjz3m9WRy5MgRrr/+evLy8jxj99xzD7Nnzz6rhTaVtm3bsnfvXiorK1m4cCH33Xcf69ata9R4ev7553n66ac9rw0GA3FxrjwESZKw2WxodXq6PfYpcc2iPN6VXT+7JAFa9rsJhcL1pWMszfccJ3nFbOJ6DsViKKckZQ+R7XuSmuQSmSw6shOANkNvp3nv4V4tGsqzjlCSsgfRZmXbnDdwWEwoVBr8I+vnRtRFkly9us4VFUYbfx8p5vf9+WSVmbDWKmwrFbXNZwVXgrXD6cRqEdlwrJQNx1xq4z4aJT2bBzOycwy9W4Z4qrlO5MSmv43x+758Xlp80FU+37wjoS1nuJrZ2kXg9JOsJUny8nycdO5pHfnMOV3jSTQZMB7djDFtB/aSLMSaMlCq0IQn4N9lGP5drnOFimtxVBaRM6vhXL2jQFzPofSd6K2EnbF5OdvnNK4t1OPO/5I4cKzXmM3hJL/STKXZjtMpud4vypP32msMt3q6SikQG6LHWnvsz9emMm97Dvf0ac4t3ZvRunVrtFot27Zto7i4mIiICAJ91DwysCVPf/gjDouJZt2a9vCmqH0wOpNGu258Q6IIiE6gMucY1ppKtH5BBETGU5F1hOqibEKat8Muut6/ZpuIyWKjpiQfFEqy7H4o8g0UHnYpg2+fPZ3ts+srlJsrS/jlYdcDW//Xl/HYoM5NNppkZGTOjrMynPbt28eAAQO8xidPnkxubi6tWrWic+fO/PXXX8ydO5fbb7+dkSNHnvWCT4VGo/Ekh/fs2ZMdO3bw0Ucf8eWXXzY4X6vVNijwCK4wniiKjLppBNbgYNJ2rUcsy0YQFGRuWYEgKLxyDwKbHW+G6xRFevxrCpu+fAGAosM7Pduqa3tP1U0eBSjPPIyxtMD1QlBQU5SNoFDS41/PoPULavSarXYRpSDQsVlAo3OaSlmNlblbs/jzcBEVRjtKBQT7aAhX11fYbgjRKWG0Olh/rJRNqWXEhei5tUcsN3WJOSNv2IJdOby65BAWh0s1W6lwVctZHWKTEqNP5HSMpgvN6RhPxiMbKf3jM5S+wWibd0EdEI5oqsJ0dDOlKz7GlLaTyLEvHD9W7f+1ES0JbH88dO1wSvhpVcS2bNPouZp1vZaguPqK7XVDXZIkUWGyk19pceUjKQTUquMGU1XyBoyZBzAXpWEpzMBpMxHUeTBxtzTeN82Yk0zhup+w5h/liMOGX0QsLfreSOLgWykzOfjkr2NsTi1j0rDWvPvuu0yaNInmzZuj1+sxGl0eHJvNhi4sls63/OfU97SsgKLDO1FqdIS37nbK+SfDXOl6iHAbrxHtepK1fTXpezZhjL0Guyh5pCRMmXtx2q3o4zvhFFQ4RSfqmLYEdrveK7/OVdAgULFnFUqNjriewzDZRK7v3IxrW588rOh0SuRXmckoNZJRaiSvwlyrUedEQkKnVqJXK4kJ0tMizJeW4b7EBOovmTZTMjKXEmdsOO3bt4+QkBDatDn+gVtQUMCaNWuIj4/nwIED6HQ61q9fz6BBg/jss88uiOF0IpIkeeUwnQ42m0v/x2ysZsuM26mpKPXarvEJQFGndDimcz+0fkFYaypx2q0cXPY1NSUuz1va+kWodL44LEacDhsOmxWVxttgK886gqm8tiJGcgWSetw5xZND1RjlJjvxIT70Sghp8rW585QE8HjRklJKPMKRfloVMUG6085fUioEAvRqAvRqrA6RnAoz769JYX1KKZOGtiYhrOnifEv25PHqUpfRpFcpPB/idlHC6ayVDDhdb9Npzb7wNNUYVIc0I/LWl9C2vBpBofRUozkG3kvenKcxHd2M8egm/Np5t73RRLYgctA9ntcWu0iYn5a4UJ9Gz9Ws2wBa9B3V6Ha76CS3wtVTTgIq1n6LuSAVW1kuDpMBhUqD02FDctgQ1Do0geFYS00nXLdE5b4/qdi7GktRBk67BUl0gKAgtGN/wqJjPSrbhYe3E96qM2XZKezMSuGjigKQJPz8/KipqcFiOd6KSK1WYynNZf3nzzHixa9RaRpu1C3abWz95jWcDhtdbnkMje/JH0IMhZmo9f7oA0O9r8Pp5MDSr7BWVxDaqjMqnwAqTXYccVej9AmgZN9a9N1G4dOsLWqFAkQb5evmAhB29Y0e72xYl8HQZbDrmLjeF07JZWxV7FmFoPXFd9jjtAvR88jQ9g3+Hbi9xnuyKzhcWI3BbMdiFz3Hc0lyuOY6Je/3nl6tJECnpl20P1fFBzOkXQTBl3iLHhmZC8UZG04lJSX1+oatXbsWSZK488470elcH1ADBgygefPmHD58+OxW2gReeOEFRowYQVxcHNXV1cybN4+kpCRWrVp1RscTRVcoaM2aNV7jCqUKp+jAZjKw+auXPP2kjGUFOGxWBKUK0W4lNalOToAgoNb5IDlFRJsFoYFkysSBY8ne+aenqacuIISdP7xDRfZRet71bINrdDolRFHixq7RjXp0zDaR5IIq0kuMpBbXcLjAQLnR5uV5MdocVJnsKBUCkQFa/HWqs27HoVUpiQ5UYraLbM8o4/Gfq5nQtwW3dG92yifZLWmlvP57sqs/Wx2jSaptIcKZGE2SdN4q5M4V7oq/U12bPqErUKsWXWdc5RdCQPcRVKz7HkvWgXqG04m4daHOFItdJLPUiMnuRK0QUCoEyrYuRhediF/Lq1D5BuG0WahO342tLBelzpeIgXeRs/BtzzGcDhvZ89+gOmUb2tBYAjr0p3L/WhBElL7BxPceQZteAz0q24UHt1B4cAsIAr6h0a4HEnMNNTU19O59DT/99CNRUVEcOXKE5557jjVr1mAqTCd16xraDahfneYUHWz9dhqlafuJvWow7a6/q96cEyk4uI19Cz8lvHU3/MKbofULxGIopzhlD8bSfHQBoSTe8gyHCwzYHE5AS/SoSeQueIOcuc8R2GkgSr0/1Ue3Yi3LJaBDfwI7NhxOdBeKuhL4j78vLHaRshobz/y6j3/3b8GgNq5cqOQCA6sPFfHXEZfXWBBAp3YJvwb5qE/5MCTWhsGrLDbWpZSQdLSEbzdlMLRdBNd3jKJjTMAl3apHRuZ8c8aGk81m8xgWbjZs2IAgCAwePNhrPDIykn379p3pqZpMUVER99xzDwUFBQQGBtKlSxdWrVrFddc13MbgVHTq1MmrysSNU3R4fi5J2UNp2gFCW3Rk67evIzld90Sl1eOwWeo2McNsKAenE7Xez5NkDlBTkkfyyjkUJm/HXFHsGe922yRKju0lbf0iItv1bDBZtcJkJ0CvZmj7yHrbsstMrDlcxMoDBZTUWBFrLSWNUkCtdIXeHKKTgioLFofTU+VktDnQqRSE+mkJ8lE3mqPUVPRqJbHBekpqbHz81zHyKsz8Z3CrRg290hor05YeospsR6MUvD7oHU5XUvfpfmxfyiG6EzmdkF1tjrhXtZzgzs9poHeYo7qcsp3LEc3VKPX+qKPb4UxoPEwHUJFzDNufv+B0WNEHhRPRtgc+wRGY7SIZJUYsdtGrWXKH539DoarvnSj8azYlG+dReSDJa7zgj6+oTtlGeP/xRA65j4o9q6nYvYrArsOIuulpmoW5Cg3qqmwHNmvF0P/OQq33ZdX0e6nKTQWg2x3P0Cy+OVqVkquuuorFixcTHR2NwWCgNDcTm8PpVZXnFB1s/WYaubuTiOsxhGsemNak+x7Zvietrh1NadoBcnNTsZtrUGl0+EXGEdvrBny63UiFoAeHS7FdIYC2Qz80E96leMM8qg5vQnLY0ITEEH39Q4T2Hn3axki4v5YIfw0ZpUZeW3qI+dGBOJxO0kpqsNhFfM/Ca+yrVeGrdb2PxNo+jQt35/L7gQI6RAcw/uo4+ieGyQaUzD+SMzacmjVrRlpaGiaTCR8fl5t/1apVqFQq+vXr5zW3urq60eas55JvvvnmnB7vxhtvZPPmzSgUCm6//XbWbdxMYUG+K4QACEolkihSnplMafoBSlOPG4eawFA0voGYKopc1U91jMy6LRfKs4+SNPNx7BYjoS07Yq4s8RhbW795Fa2/S8yy6MiueoaTzeHEZBO5r28sYX7Hw3455Sb+tyGdrell1FhFdGoFob4a1Cck6dodTtJKLNidEnq1K9zjNjDMdic55SYKqhSE+KqJCtCdVcWeIAhE+GsxmO0s2JWDXRR56rq29T7UJUnigzUpZJSZUAh4GW2SJOEQa9ugyLkXALW69rWeNAEkp0j1gb8A8GlZX8jRnLkHc+Yer7HyFl2JfOjVRgUWj/3t3WZDUChp3udGfAc9gA2Vl9EENGg0AQR2HEDJxnnYq8s8Y9byfMp3Lkcf04bIIRMQBAFjpuvvyLdlD5SCgI/u+HvbrbJtKMj0JHLb6lTMrVj+O3GtOzJ1eFtUSoVXDmN8dDiFBgvRgTrUSgVO0cHmr14mb+864ntdT+9/v+wp9DgVQc1a0ePOKd6DEpQabRRUmakRJdRKAeUJhoVvfEda3FU/2bupOCWJ1i8sx1+nplmwHpVCIEKpIKvUyB/JhSgFiAnSExusP2dGjVIhEOKrIdhHjckmsjenkkP5Bq7vEMkjA1vJITyZfxxnbDgNGzaMr7/+mieeeIKnnnqKBQsWkJWVxQ033OAxpADMZjPHjh2ja9eu52TBF5K2bY9rsMybN4/Q0FBXCXftmNsYKji4jeKU3S4vk9WMX0QcxtJ8lGoNOv9gLIZy1Hp/7GaXuF1Ml+Phkx1z3sRuMdJ6yO2krfvNYzRFd+lHwf7N2E0Nly9LkkRxtZX20f7cc00C4HoyXLYvn283ZVBaYyVQryYuWNfgB6hDlEgvNWKyi2iVxxvACoKAsrZ6zp0HVVxtw2Bx0CxIT+BZ9jYL0KsRBIEle/PRa1Q8NqiV1/pclXwFOCWXMVcXp+TSVzqT74PLxdvkpsleJ5fdBLjeE+Vrv8NekoW+ZU8vw0mh1hLU9w782vYhIKIZAJaiDArWzqU6Yx9JHzzJDS/NQaU9LiPhGxbDVXc8TVSHXuiDI7CbayhN3c++RV+QuWkJfhWVJIx7rslf0NUpWwHQBEdhKTgGQNXBJEAiuOswnFYThpSt1GTud12PUo2fTuX1+25IZdut7K7x8Sfnzzn8X/pe1vbsSYdIH/744w8qKioA+M/Ygaw1B3C4wECEr5LtX79M/v6NJFwzgl73vdhg+LypiE6J7HITlSY7AriMyTM+WsM4JQmbQ8JXqyIhzAelAJUmO/mVZiy1yuFOp0ShwYJdlGqNp3N3fkE47omqtthZtr+AfbmVPDookQGtZe+TzD8HQTrDfhLZ2dn06NGD8nKXbpEkSajVajZs2ECvXr0883799VfuuOMOJk+ezPvvv39uVn0eMRgMBAYGUlVVhc1mIzzclTcQGRnJyy+/zOOPP05Ux2soPLTVs4876bup9LxnKq36j6amJI/lL92GUueD5LDjdNjRBYZiqSpj5PRf2T1vJoWHtgEw4MkPvPpcVRhtSMB7t3WlS2wQxdUW3v3jKNvSy1EqXG78k4kaZpeZKDXa0NSGEU6GJEnYRCeCIBDqq6FZ0NlX21SZ7FgdTqbd3JEBtbkZVWY79327nUP5VagUinoNeO2iE4vdeeqkcOm4Hrg7jHU5cmL7kcZw5zlV71xC+V//Qx0SS8w9/4fSx9vL6xaT9Kmj2WSx2Sj8YSrVOYebpJgtSRKpGVns/WgiTouRxIc/Rx/VssG5JZsX4LSZES0mzAUpmLIPoYtqRcTAu8j+5XWCOg9GtJmpPrq1wf3rUret0Zp3HqI8/SDRnfpgriylMtdlhCk1WsJbX0XhoS119nM9AGg0GqZMmcL+Q4dZt3k71bVFG7FXDaHvxNcbNJr2LfyM8qwjVBfnYKupRKnW4hMaRbOuA2g9eJxHGdwhSqSkZ5D9989YC1NxVBUjWmpQ6v3RhEQT3O0GgrsMOR5CrcWYdYDy3SsxF6ThqCnHabOg8g9BF5FAWO8x+LXs7pl73GhS0iLMF6VCIK/CTLnJhiS5wu/u94pbnDbYR018iC/nS5tSdEoUGawoFQI3dIzkyaGt8dFcsZrKMpcBdb+/AwLOvsq8Mc74XR4fH8/OnTt57733SE1NJS4ujv/85z/1PEtJSUl07dqV0aNPXhl2KRIWFoZOp8NisSAIAu++6+pK3r1tAivrGE6S6KBFv5soPLQNc6UrR0mp0eEbFoOxNN/TRsVN1pZVtOo/2iOWKVpcFUZa/2CE2lDBzh/eprg2STwwNtHLaKqxOjDZRO7t05wusUHkVZp5afEBjhZWE+6nPaWYYZXJTrnJhkohNEk4URAENEoFolOipNqKXZRoHupzxorhAIE+apcmT1IqnZsFEuyrYe2RYrLKXAZoQ33J3F6jhoyJun3PrhScEpyiPRvgcjpV7VxCxV//Qx0aR/Sdb9YzmqC2D1+d40mSBAoVsX1GcTjnMCXH9p3ScDJYHBjVQfgl9sJwcC3GrAONGk6lmxfiMFZ4XvslXk3cmGewlGR5xhzGSs/P6uAY/Ft1p/LgOpyWGhRaH5xW199G3bZGxz29W9AFhKBQqXE67Ig2K4XJW4lo2xNlWDxSRS6FydsBUCgUvPnmmwiCgI/v8cpOtV8Qh5Z/W2/tEW2uIuWvXwiKb0tU+6vR+gfjsFooyzjIod+/IX3jEoZO/QptUCQZpUbKC3OpPrQWn2bt8Inug1Lvj2gyUJ26k7yl71O5/09a3POW5+8boCZjLzUZ+/Bp1ha/Fl1RqHVYy/OpTtlGdco2FDo/VyVirT5XRI8b6HTdWBQKyCw1UmVxuP6GnTbKtq+icv+f2CqKXMKwAeEUteiOZeDttGnd0uv3vuyFWzCVnbyfXaebJ9Jx1L9POkepEIgJ0rm8T/vyya+0MGlYInq1CqXC9Zmh1yjRXcJNpGVkzoSzejxo3rw5n3zyyUnnfP7552dziovG4cOHad26NSEhIeTn53taggCs/G2e92QBMjYt8xoSbRYM+emcOFGhUlGStp/Vb95PTUmu11abqdqTP1VybB+CQokkOlCqNJirSjm65mfyD27FWFaIVqvB2LoVOWNuJTWkD5nVTk/uxslwiBJ5lWYkqWHjpDEEQUClFBAEiUqTHTCREOpzVp6nyAAd2eVmvlyfxn+vb8vSvfmYbS5NqoaOKtZt1luLu1LuCrKXvGhKhV3V9t+oWPst6rDmxNz5JkrfoEbn1v19uRXH/YNcJfUOq/mk53GITvIqXO8dda2umNNuaXR++yk/A2CvqcCUk0zhX99ybNZjRAy6+/gkp0t2Qx0QTpvHZqFQaTDnp2DOP0a7cU+T/OMMAFr0Pa727bC51jn4mc+IaNOdZc/f4pHxCIhpSXlWMuKxPSj1/rTvNZCBV7Vn1qxZDB8+nF9++YWbb77Z024kY/1vDS/+RrjlozUo1fU13vYvnsXhld+TvGIuIdc/RrXVJcwaPHWBl+gouB6qMuY+jzFzP1XJGwnqdLxyLrz/eC9pCICyncsxHN4IgoDTUkNQzxtx2qwYUzaTveQDHFm7iRz7PDVWEY1SgSCJpH0/FXPuEbRhcQR1GoSgUmPOT6Fq51IOHPgL6ZGPaNe+gyds12bIeE/agPdi4fCq73GKDqI7XlN/u3uaBFaHq+egubbvoNHqYMWBAv4+UkyEvxalwqU5pVQIxIXo6RAdQItwP1qG+dIizNeTeC4jczkiv3sbYfHixXzwwQfExcXRrl07T0PMEwlo3gFLZQkKpZk2Q28ndf1irHUafrrR+gXT/Y7JHFg0C2NZAQqlCkn0bvoh1anWc1fnAVQX5/DH9HuxVlcS0LIr14waSNdoX/5cs4bpr7yIT1QLrnvuf02qfiuudlXQaVVn5r93e5kqzXZyKkzEh/iccW6DUiEQ7KNiTXIRzUN9SC4wIEpSg2uTajVsPGeq1bW5Ug2mplKx+Vcq1s1BE9GSyPHTUTTgaQI8rri64VunJKEUBAzZLqkQ3/CYk57LVX3pyokz5x0FQBMcfco1qv2CCWzfD31Ma1I+eYCSjb94tilrW4z4terhSSpXh8Rizj+GYDyeRO4b6jqPU3RgKitEUCgJbdGx9tJcf0dKtZYRr8z17FNltmNzOOnbTsGsWbPIyckhICCApKQkBg0axLp16/hgwTpW5wpUmW2E+2ub5B2J6zGUwyu/p6wgG6XFVfmpEBrO/ROUKgLa9cOYdQBbRYHXtoaS6LWhzWg+/lXK9/xBdcpWAjsNpmWnq/ATq/nz7Ynk712Hs0VfQjsPQCEIVB7ajDn3CL4tutHinje9DLeitXMpXv8jmWvnEdTsBaIDXRIxbYc17FUsOLQVp+ggKK6NVwGLG7vDSXlt38G6Ap7gel+plAJWu0i50UZMkCu3UnQ6OVpYzcE8Vw9QjUqBj0bJoDbh3NApis7NAuXcKJnLDrkzYyNce+21jB07FqVSSUFBAQpFw8rZEb4qFAolCq0vLYfeiVj71N7x5onc/H/LCG3VBXDlX2z/brqnEqjbuCdwWE31jtcQdlM11upKEq6bwKtf/ELS/G/4/LNPmfTFUgJbdcdUmEHB3qRTHkd0SpQb7SiF0y/nr4tSIaBSCFQY7bXepzPHT6vCYnfy07YczHYHilp15BOpG4KTJAnxCjeajEc2Ur5mFvk/PEvGzHGkvzWK4qXves2p2PgzFevmoND5YytOJ+eTu8h4+0bS3xpV71/u7Mkg2r3uraW8gNx5r3Bk1fcA5Oz4ky1fv4KhMBOAkmN7j8+1i673DlC6eQGmnGSUPoH4J9av3GsMTWAE2vB47JVFnjFtaCwASp0rfCYBuuaucH/2lhWeeU7R7lmTaLMQ1qozSrW34SHabZ7G2wCBejVWu5NFW1yGYUMdAm7sGsPH/+rOVc2DKauxUVJt5VRpn/n7XblWirDmteHuxv+aJKdIdaorXKiLbHHS4wL4JnRFFd0WU34KgkpNu3ZtiPDXog8MJaSHS0DYlnPQc057Ra2nrXWvet6ugHYur5FoNlBssGK0esvHnEj6hqUAtBowps4FQI3FQVaZicOF1eRVmrE5nCgULiNIW/tPrXSF5rRqBSa7SGmNDT+tkiAfDVGBOuJC9MQG6wjSq7CLThbvzWPyvL089uNulu8voMbqaHBNZWVlfP3114wdO5bExET0ej2BgYH079+fb775BqfzVB0n4YEHHnC17xEEUlNTG503Z84cevXqhZ+fH4GBgQwaNIjff//9lMeX+efRJI9Ty5YN5zCcDoIgkJaWdtbHuVD079/fo3T+1ltv8dJLLzF58mRXcnhUFGvWrGHMmDGkJu/Hz88fQefHnmWzPeGO5ldfhz4wlGHPzgJcWjirZ9yHscz11CkBV9/7AmnrF1Ge6S0Oqtb70/a6Owhs1opNXxzvjD5+cHf+/PApZtyxFbPZgio4Gn3tk7i1pvKk1yPabaycMQFjYSYq/zDaP/3DWd0flULA6pTIr7Lgp1OdsdaTIAj46ZSkFtecNN9Kcv+7kq2lOlRt+QV7cQaCRo/KPxR7mXdYt3r/n1Rs+AEEBdrY9khWUz0xS4XOD3tJJo7KQpyWGrI/vQ+/Fl1Q+4fjMFZQdXAddYOcNlM12Tv+JHvHn17nat7rekSfECqK8rFkH0CszVsSLTWkfPIA+mZtCbvmFvxaNFw5a68uo3TLb1Sn7sRaJ7/JUpJNeN/bKNu+FEuJqw2RzeEkrPO1VCR9R3XR8bm+odGIdisHlnwF4NUj77jBIJG8/Ds6j37Is81f42TtPNff4NChQxtcX2KEH+/f3o2Fu3L5fksWORVmAnQqAvRqFILAkdU/4bCasJuNlGcdoTR1H7qoVoT0uR3VCW9ah6mKsu1LQXL9XJO+G1t5PkFdhxHQpneD5zflp2A4us0lqmsoxXhsG5LNzFX/eoagYFcYtazGhlVyXWfdJHNtRHMAqlN3EHrNGC/jyXDElYcZ0OoqREkit8JE60j/Bv/OLIZy8vdvRKX1oXkvl+6dxe4kt8JEjdXhyrer7VN5socuhSCgVri8faU1Li+eG0EQ0KqVaNVKgn3UmO0iB/OrOJBXxZwtmTw8oCVD2kV4PaDOnz+fRx99lKioKIYMGUJ8fDxFRUX89ttvPPjgg6xYsYIFCxY06rVatmwZ3377rUdVvjGmTJnCzJkziY2NZeLEidhsNubNm8dNN93EJ598wuOPP36Sq5b5p9EkwykzM/OsT3S5umP//vtvXnjhBcaOHetVFVhX5LOmppownRbL4STPWNreLXQYPAaN2uVhCo5rjcY3AJvR5bI+smou+fs3unSaalUM3UmuAdEJRA+8k8MnJK3+34uT8fHx4dbbbmdXoY30nesoObgJgMi2J3/y3794FubyopPOOV00SgGrw0lepZmE0Ka3UjkRnVrpUgOHRg0wSbqyjCbRbMCUsgVz3Sa9ClcSsG/nYQQPfgBVQDiq4BjsuQcp+Ol5wOVtqznwF+UbfnQdSHJirvVonIg2tgNiTQUolKiCm2HLS8aQvIm6xpLGP5iYTn3wDXVpOJnKi8nYvBylWoNot6LxCaDo6C6sNQZX+FhyotD54Z/YA01gJNayXAxHt1Kdso3oGx7BL7EHSp0vaj9X+x9bRSGpX09CNFUhqGvbnShVIDqwFKaRt+ITBLWOmtQdVKXtQZ/QlfjIMOy9ruPYWldTbF1AKCl/ziNv3waqi7KJvWowcT2H1b9gQUHyitkUHt5BWMtOiHYbBQe3YCovJCymOVOnNt4XT61UcEeveHomhPDLjmw2HCslr8KCWuUynKzVx8PvQW16ETxyMvqAoHrHcZgMFK/7se6iCOt7G1FD7mvwvE5JoibnKCXrj++j0vnSY8JLJPS+AXB5+/IrjBj2uwzaul6+gDa9CexwLVXJGzj2+cP4teyOoHTlOJlyjxDaazShV9+EJCgw2kSKanWsTiR90+84RQcJfUai0vpSUm2lsMql8aZWCmhO4/NbqRAQnRKFVRb8daoGw5+CIOCjUeGjUeEQnRRVWZj+ezKbUkt5dFCix+Bq06YNixcv5sYbb0RZR9D1zTffpFevXvz2228sXLiQcePG1TtHSUkJEydOZPz48RQWFnry2k5k8+bNzJw5k1atWrFjxw6Cg13aef/973/p0aMHU6ZM4cYbbyQhIaHJ90DmyqZJhlNGRsb5Xscly/LlywHqqaFv2+aSCfD396e6uprSUu8+dkcXfkDm2nm0HvdfottdhRoHNrcmk6Agf/9G1D5+JFwzgozNv2MzGnA67GgCwylLP0D+9uUYD/3tKacG15dm27ZtMaGj3FDpKldXKJCcTqqLsgmOb0tDFB/dTcpfvxA5/D8Urfz0nN0bQRBQKaDK5MDsL56ymq8xbA5nbYK31GDptATYxJOHGS43TEc2Ur76c0+TXlVAOKKxElPKFqyrPsanTV/Cxjzv9cAhOUWKFryOKXU76pBYfK+6EUGjw1FTji03mZgRj+Lfpjdmm4goSVTvWkZZbjKCWoclYxc+8Z3wadYW0VJDxZ4/AIFRr/+CxsfPa212Sw25u5MA6DXhRfSJvckqM1FzYA0+kS3Rx3i3WqrJ3E/m3BcoXPM14dYaitf/jG/zzmiCozHnp7iMJpUGyZ1IXieXz1lHxiP7p5cI6dAPopuRsWUl4Hp/O2wWjq2dj194LN1ue5LWQ25j+5w3PPu5va3+kXE4HXaq8tKoyDqCQqnEN6wZCUPvou11d6HSn7o8OTHCjxdHdaDIYGFNchHL9xfQ66UFOCUJjd1AedoBkpd+Sc3Xj5Nw52voo73vhS4sjs6vrkJyitiryzAc3kxR0vcYsw+QcOd0lDo/JFwSEo7aWoeIa26i/dBbCVBL2CuLSF2/iG3fvkZp6j563Plf8irMFPz5DbaSLHxb9USdcBVmu+h5kAi9eSrK0HjKN/6MtTTHsxbfFt0I6jwIQaF09aQUBIoNLn23upIUkiSRvtEVpovtczNpJTVUWxwIwpnrUandD1UVZlqG+570wVmlVBAdpKPG6uCPQ4UcyKvikYGtGNIugiFD6ndLAIiKiuKRRx7hxRdfJCkpqUHD6aGHXJ7Hzz77jFtvvbXR83/xxRcAvPTSSx6jCSAhIYH//Oc/TJ8+nW+//ZbXX3+9Sdcuc+XTJMOpefPm53sdlySHDh3CYHB5iEpKSjzjOTk5HtdtSEgI1dXVTJ8+ndTUVObMmQNAq1aJpKencWT2C4Q+9QUpO9Z4GveqfAJwGCuxm2o4uuYnz3GDW3VlyIRnWfjyXeSv+ZaK8nJuvfVWFi509byLj49n9+7d7N6927WDIBDdqQ8FBzaTmvQbcT2HkbF5OWkblmDIz0ByivhFxGKqKCYksTuBV430Mpycdivlu73LmNWB4fi17E5Yn1vRBNVv4wIg2syUbvkNw+GN2MoLkASB7KAIotp0pcedU1AoT6/mwGIXQZCQnA3nXlntThynTmW4rFCFNCP8lpfQt7raq0RdHHAfBd8/jSllM6ajm/Ct02vOWpiGoyKfoD63EzzwHgRB4TGq9WolCkl0iS+qFZhtIlV7XD0aJdFO9LiXCe3YDwGoyTpExZ4/CIhri1pf31Oo1rrGVFo90Z37kl5qBiRCu9/Q4LX4JXTBN6ELNem7UWj0hFw1AlNOMobCdERzbVJwcCSBHQYQ2nsMKr0/ACVbFlK4+n9EXTcRbYseVG76CWPmfiqSNyE5RZQaHSOm/ehJDK9LZp38JzfVhcdDe73ue9HTmFh0ShRUWVh/rISbup48Ad5NZICOu69pzm09Y9maXs6KAwXszVFhj7ua6PGx5Hz1ENmL3qPVI7M8rYqgjmddUKAOCCek92gUvkHk/fY2+X/NIWL4Ywi4qhuDdCpCfDUE6FWenCW9PoGrxj+F0+Egbf0inNGdqCwtonLbIlQhsYSMesrjnRVw/Q2XLJuJOXMPodc/ir71NSjVWiy5yZT/+RVp3/2XuNteJKhdH1fytsNJabWV+DpNnYsO73CJica2oVTfDLvF0aDq+ekgCK62TgaLo17IrjH8tCr0aiXFBiszlidzuMDAo4MSG5U90WhqiwnU9RPzZ8+ezeLFi1m0aBGhoaH1ttdl7dq1AAwfPrzethEjRjB9+nTPHBkZkKvqTsr8+fOZPXs2AO+99x6lpaWUlJTw+++/Y7FY6NmzJ7t27UKn0/Hoo49isVhYs2YN+fn5pKWl0rp1a44dO8aOzyZhqjEcD8n5BIGxkmbjXwOnSOGy911egLR9rHr3PwBUlJczdOhQj8AogNVqZdYPC/gpU4cGOxWHt7B3/scAlKYfZOs308jesQatfzBxPYei0urI3LISu7kGSaHySnqVRAfpjZQxl21fSsW+v2h1/0x0EQle98RWWUjG3BewlefjE9+JkJ6jECUJsaqInN1r6Xbbk6dtONkcUq1o5fESeTd2UcLhdNYVyL4i0DdvOB9I6ReMf/cRVK7/HmvOAS/DyVGRjza6DcED7633BO/yPrruu1IQcBam4Ch1GRIBPUcT2K6v58td0rkMF1tVMQ1RnLoXAK1/CKDAZBNPmgANx/NutMExhPc5/nRfsPp/lG5ZSGCHgUTWkSGQnCLVx3aAoEAT3wWfyOZ0fGgG/joVu3/5gGN/z6fd9Xc2aDQBjP/yeA/Jg8u+5tDv39Lznudo1f/menNdKvhwtLCam06zgYFWpWRgm3AGtglne0YZT/2yj6D4eEojmmMqSMNurEJR68mS6vwXjhtTPq16Aq6k7thgPXq1Ap1a2WBY2imBwWyHuG7AIvI3/YY1N9mlz/WvN1GdIDVRtXU+ppTNhA57mMCrXDmZSK5zKv1CyP/uSQpWfoGuVS9USgVKQaDSbCdadHrOn7ZhiWudXW7AIUrnTPXcE7IzWAj2VaNqghKnUiEQHaSjymznlx05mGwik4e18eovCOBwODwPqScaPFlZWUyaNIm7776bMWPGnPR8RqORvLw8/Pz8iIqq33LI3cg+JSXllGuX+ecgG04nYfDgwRw5coRly5ZhMpn44osv0Gq1REVFERwczK5du5AkibffftvzVLN3714efPBBli5dyrFjLkVjU40BQeuDZDXh27YfKJTYSjKxVRaib94dXfMumDP34bQaMRoqPec/mHyEooI8FAoFTqeTDz/8kMrobjhysogKDiZ0wBicdit7fv0IySmSvWMNvmExXPf812j9gsjds45jf88nKK4NFUe3o9l/POm36sipy5hLtywkdvQznnGnaCfrl+nYK4tpfserBLTtA7iVxSWaB2tRaevnT5wKp7uNSq3EgPsrxynVhvFwPaGLl1vflDOl1gDy/L8Ofp2HIllN1KRuw2EoQaELwK9FV4TIOK95hr0rPT/7dx76/+ydd7wkVZn+v6dC55vz5ByYQAbJURABMxjQRVl1dVFW3aBr2HV/rK7uroq6LmvEAGYwgQQJknOcyOQ8N6fOlc7vj1PVt/vGvmnmgvf5fGBmuqurTldV13nO+z7v8+Il2+na/jRONoVe2UC0bg7ZrkNsf+BXrDj/ysK27dueJ+27ahuRGDnHxZMSYxTiZPW2kdr1PMIME1+4tuS9hjOuILnjadofvJn03peItixHujbJnc/ipvtovvTviLUsY0FtjIqIgWvn2fvEXQihseSMy8d96kZCyBBsPtQ/qX08tVstYubVRHk2pf6+ak4lnhnH9VSqOVibCKH6COqawOrsYjsQDpk0jhJ56cvYHOzLkbddkp1Kj5g/sBmzYSFz3jm8P1dm59MARBeuH3jRP3akeSlapAKnv51cqhcjVoUmBEJAT9qmsTJMrr+bgy8+jBaKkjjmHEJT3CrG1AWWq7zfivtpjoUqX5j/+xcPAfCJ164o6ZX5qU99io0bN3LJJZdw8cUDkVDP87j66qtJJBJ84xvfGPM4fX2qz+FIvVSD13t7e8se+yxe/Zg0cdq9eze/+MUvePHFF+nu7sa2hy9PF0Jw3333TfZwRxTnnHMO55xzDrZt861vfYuf//znbN68mQMHDpDJZHj961/Pddddx0UXXVT4TChexdwr/oX51WfR8dBPyfkNVY2KBhJnvJbKky4nveVh0lseoufJ3xJddTaNb/40uiZIbnyQtt//Z2FfvRmbC975Ie77maoKOumkk/jaU32+EaV6vDUOEoWvvPCdhBPV5Pq7eeaWL9Oy9jTWv+Vvufv/vYfeZwZMOscqY25/6BacTOlE0/vifeRad1J/2ls5dOeN7P35v5W8H6zJIpW1vPG/Bsp4052Huf0zI2sMatedS+3l/whFEw8o0tS/4V6Sz92B1blPRSeallB5yluILTtlxP29kiE9l/RG9TuJLj5hyPtePsO+/3s/Xnbg2nQhqD3pUuZc8mGEpuPm0vRueggAoZvk9jzPwQdugiJvMM0MITSd539xA4deepTqecvJ9raz/9mBlIQRCpO1PDwJYoRggedY7L/ty0jXpvm8v0b303CFfcSrWXrN1zjw+6/Sv+VR0n4fOhBUHf864ouPZ35tlOqYSrfsf/Z+rEySOevOIFY7fKp4IoiYOof6svRl7bL6LW7dupXq6upCFKIva3PP5jYiBmz43bfJJ3uoXbIOLVyBAJL7NlE5V5XLF6eW7FyGZ3+tJvCWdaeVHKN92/M0LDsWVwoO9Q60T5F9rXQ+8EMAjOpm5rzrP4Z1gocB7zc30zf0PcfGs5TliW6EEKhej3hwsDdLbTzE1of+gHQdKtddSCSemPL+esJfEXWlLOrioXEVCVVE1PT0hxcPEQ3pfOS8ZQghuOGGG/jKV77CypUr+fGPf1zyma997Ws8+OCD3HHHHSV6pan5HrOYhcKkiNN//dd/8ZnPfAbHcQo3VnE6qPi1V/KNZ5omH/vYx/jYxz426nZ3bjzMp259ib6sg9aymspT3kJuz/OYdfOZ/4EBB/WKNeeQ3vRnsrue4eD3Pkxs2alghsn6q0d0E1yb5suuo2vhakARp2Qmx57ONBFzYBbLJ3tLxpDwTQyf/smX8FyXk979KUJxNZnlWwc8TMopYy7ulQXQu/HPANQc91p6N/4ZYYSIzV+NHo6jVbcQiUapi4cwwjGGQ/W85cw97qwhr1sV8woJjuBPV0ra7v0u/U/9Br2inorjLka6DunND9Fx6/+j5sK/ofLEqYtIzBT0/vmH2J17iSw5keiSE4dMZD0P/YTo4hOoO/8atMoG7MPb6br7f+h+5naMeBVN576H3pfuQ9p5AKR06br/+9Se9jYqjr+USCxOvPU5Xvrl13Fsm4blx9F7YAcd254nWtNItKqeTI+KdkQqapT+jBHa3Hgu+2/7TzL7N1N5zJnUnz5UoGv1HGbPzz6PdG0Wvet6YguOwbXy9Gx5jI57v0d2x5Os+tR3IK7u252+l9CSs0Zv0bTlrh/T36osDHr3q8ju7sfuoHOHImb1y9aXpO2ips5jP7ie9zxaqwiDb2j7yU9+kooK9ft4//vfz5lnqtToXXfdxT/+4z9y9tlns2TJEg5kdZ7avJv03g3kuw+jJ2qoeu21vNymHLgP/uGHZPZuILZwHZHqRsKRKE6yk+6tT2JnU9QtXcfq1/1VyXd45H8/iR5JEJ6zApGoR0gXp7eV5Pan/JR+FXOu/hp6bGRRe3TeGuyOvfQ+/gsi845BGAOksOeRW8BzCbesQPN/kxrgIck7HpsO9bHL73hQf/KlU06aAhiaIGu7pPJugQyVi4qIgScltz57gJVNFWy59xd8/OMfZ/Xq1dx///3U19cXtt2+fTuf+cxneN/73lewkhkLQUQpiDwNxlgRqVn8ZWLCxOmPf/wjn/zkJ2lpaeH666/nhhtuYNOmTfzpT39i//79vPjii3z/+9/HdV2+9KUvsX79+rF3+grEpk2baGlp4cbHWvnBo7txg071yQ567lWEJ7F2oCIvd3ArocZFNF/xL/Q9/TtSG+8ntekB0PQBjUq0EjfVhYxUkRVRVZHkWHzsM9ejn/NhKqNqO9fOs/mPPywZT6rzELsfv5NDLz3CKe/9HLGaBnoPDvXPKreMuRjZQ9sQRojkzmdxksrVOb37RQCEGSH6ug9xzKVXjKiHqZ6/nLWXv3/I6/u7s7QnVcVVQLyTezfR/9RvMKpbmPver6FHK5BSUnnKWzj8w4/R88APiC07BaNq6qISY1kEJNZfWEIw7e6Davvdz+H0HMJN96L5E2HlSW8isnDoPZ87sJns9ifI7duA09+Ol0+jJ+qILjwWLV5N/9NKBFx/6SfUBwadSr2ijqa3fgahm0gJVUuPI37FZ9nxnY/Q+fhvaDjrHXQ/d9fABzyP+Seez6I3fJi2ZI5YWGfO/EuQVo7nf/E1dDPEm/5bVY72HdrNXf92VaFpde2i1WQsd9gJVXou+2/9Ev1bHqHqmLOY/9ZPDUuu9v/2K+Q79rLsQ/9LpGkJrifx9CjNp15OfUSw+TffZNPtP+DU936W/sN76NzxItGaxiHRmcE4vOlJOvxejgG6dm6ga+eGwr+LiZOpC9qevZs/PFu6n9tuG2i5cu655xaI04UXXsj7/vr93Pvnh3jsqWfJpZOIUIRQ7VzqznqXErnHKvxzI6g94RK0UITcoe1k9r6EZ+cVKWpaRtO6c1h25uUIM1py7AWvvZrWzU+R3r8FN9OvrB5CEd93Q5A45lz6n/k9DDqvZlUjFeuV11L1GW8nveMpsnteZP93/oboEuXAnjuwmfzhbQgjTN2FHyz5vOb7ffVsfw67+xDh5mXEBlVKTiU0obSK3Wlr3MQJVNouk3f5+8/9Oxt/8y3Wrl3LfffdR2NjY8l2mzZtIp/Pc9NNN3HTTTcNu69As/Sb3/yGN73pTcTjcebOncvBgwc5fPgwLS2lmrpAbrFixYpxj3sWr15MmDh985vfRAjBL3/5S84444zCjVpsMvfZz36Wt771rXzuc5/j6aefnvxoZyB+9atf8e9f/A9C89ahVzehhaK4fa1kdjyNdCyiS0+i+tS3FLbvffxX5PZtILJgLUZlA9ElJ2DWLyC76xm8XJLQnJXYbbsQRhi9boFyUp67muzeF3no9l8Se+El5q08VnnUbHrcb9bpl/VIybZ7f07jKiVGfeqH1/PUD68fMmYn2cmGf1OCyoYz307Ho78asYw5gOdYquGq0Gi953to4RhaKMryD/8f/Vsf5/BdN3L4D1/n4KJFzF87vjRa2FCu7IKBvnPdz6jJvOaMt5ekf4yqJipOuJS+x35O6qU/UX3Wu0fY6/gxlkVAbtczJRYBvQ/fTGbrw5h184kuOQktmsDuPkh2+5NkdzxFzQUfoPKk0shJx2+/iJfpJzxnFfHV5yA0nfyhraReugcAvbKR5ncOpGYGU5HY4hMKpEnT1GrebF5CqLoJq+cwfRsfIte2C7N2Lk5fO9K1qV9zOp6UvP3k+Xie5OHtnYSWKlfpriLz1Z0P/1YdUwiE0Fhw8oUc8MsZg+sihEoP7f/1F+nf+hhV685j/pv+oeReCeDmM2T2bUSPVhBpXILleAgBjYkwLdURkmtPZvNvoHuvGkNly6IS0fdoOP/vv1XWdgGEEJz5pfu49rxlvOOUBaNu296f4+HOCO3r3s2cxVcwF+jJWNju8O2AAKpWnkrVylKDS1XsIFV/yH6L9pRNTSxEfUWYrlQefd2lzF9/GWZRz8i2P//E94GS9D/zu2GPFVmwrkCcjIp65l3zDXof/xWZnU+TeulPSCkxEjUk1l1I9WlvI1Q3f9j9JF+8G4DEsRdj+WLx6Yg6Cb9nXV/WxvXkhJqDdz/2Czb+7ts0L17F/fffT0NDw5BtFi1axF//9V8P+/k77riD1tZWrrjiCiorK0s8mc4//3x+8pOfcNddd/G+95U2Nr7zzjsL28xiFgEmTJyeffZZWlpaOOOMM0bcpq6ujp/97GcsXLiQf/u3f+PmmyfnVj0TsYV5RJa9hnzbLvKHtuLZObRwnMi8Y0isPZ/E2vNLVuKVx12suqAf3kZ23waknVdRiuZlxFedhZQeXYdeJrH2AqSm47iSyrXnkd37ImZ1M1Z/F9v/fCuaphGvn8uCk1/Lvqf/RP3SYzEjMQ5vfJx8qo+KpgUITSfb14mTSyPMSKHTvDDDVB1zFuk9L9H11O+Y8/prqVx1GpoZJrNvM4fuupFdN/0jC674DJWr/JW/b6WA9Kg65iwyB19WIt/tT+GkuokvOYHk1kfZ/qdbRiRO2d4Odjz0W6xUH6FEFfVL1lI9bxkRU/nMBKfJcSW5fSrlEl0yoOEKyFV0yYn0PfbzwjbD4cCN1+D2D181psWrmf+R0nvRs7LkDmxGr6jDzfST3fkM4ealVJ78ZmpGsAiILj6BxAmXkd/3EpmXH8XpbQUh0Cvqcfs76Ln/B8RWnYXhm0GCqnCLH3MeRuVAiqHvydvIH1TkQRgmemJkbYbmtyZRHjt64d7Sownogd5NyuRvzmsuo/fFe+k7uJOsiHDZ6kY+c+lqQrrG3Zta+cbtylPMtXJKdO9a7HlCRarsbIo5p7+RDmpI5vJ4kkIJvHRt2n/zH2R2PEXlugtofsMn8ISGxlCSV9Df5DPkrDyxSIS51dFCxDRIM+vD9GybDGzXw/OCogMlhg4cvi13ZF8LKSV3b2rlOw/torU/R8zUaa5UgubOtDXuCT/wTtINgUTd1+3JHG3JHFKqliWDncebzn0P9We/m+woKdLB0GNV1F3wfuouGBrNHRY+CW544yfR3/RJ5ZPmE+TQBDsAjDlGIXCkJGe7427wu+mOm9j4++9SNX8li6/+Es+3u1w0lDdx3HHH8b3vfW/YfZx77rm0trbyxS9+kWXLlpW896EPfYif/OQnfOELX+BNb3pTQRu1Z88evvWtbxEOh4cQqln8ZWPCxKm/v59jjx2o7Y1EIoXXKysHcvItLS2sXbv2VemD8Z2HdvJ0roX6N/yTmjjKeLDGlp5CbOkpeFamoDsIkDu0jdZffA4RilJz5jsLIfXoijPQH/gBdrKTOe/+L5qXrmFpYxzpWDzw1Y8CsPzctzDvhPPYdv8v2fvE3STb9iJ0g/ol61j3pr/h8Z/8F6n9anLWIxWEqhrp7Wun5XUfou6kSwtjqFh+Mgsq6tjx7b/l0F03FoiTZkZUpMO1qVh5GpmDL+Okejjwm9L+aR0vP0P7tudpXFGqjwLlF9O2pTTy2LjiBE74q08jiCnyBNi5LG6yS7UbKSId+O8bNUoPY3cfGvVci3CcypOGlqcPTpl4uRStt3wSu3MvZv0CYitOR9p5MjuepP3X/0bNBR8cYhGQ2nAvXXd+fdjjupZqu4N0OXjjNRgVdRh188jtUnmi3gd/NMxgNZAeTvdB+p/+LUZVE31P3YZ1sLQdT9+Tt9H35G1DP+8jtfM5hG5y3Plv5KVMN30Hd9LidfLPl6wmbKio0OvWtvDEbzdxJ6AZJo/9/Jsk92/Fzii9TnzZyUTPeh89GavEAkI6Nm2/+QLZnc+QWH8RNa/7CHlXIlxlV2DqGoYfPfE8iRtKEKqfj9W5n/xTv+K4Kz5cIB/FaeYmP0I6XliOR8ZyyVgueccl73jkbW+gSjM4tSjy5EnJfVvaqIqaLGtMsLq5Es0fT1t/jm89sIMHX+4AAfOqo4X3kjkHz3fQnigEKl0opfJSAkXwNKEPaYHiSRV5nS5ZqDfI2CMw2bUcD4GY1PccCUKA56k2LvHyi+vY/fgf2fj77yI0naYVx3Hwkdv42FO/5w3HzSk4ki9atIj3vve9Ex7b6aefzic+8Qm++tWvsn79et72trdhWRa/+MUv6O7u5pvf/Oasa/gsSjBh4tTY2Fgwhwz+DfDyyy9z8sknl2ybSqXo6uri1YQNB3r56p+24cHIpElKPDm8/9Dhn30GYYYJ1S9EC0WwOveR3fkMwjBpestnMP2u85oQeOEo9ZdcR9ttX+TwT/+Z1DFn01FdQ+/Wx0taUAghWPXad7Hqte8qOZZj5ckc3okwwkhHiYb7t6s2HYlFQ41tos1L0KMV2H3tOJk+DD9tFK6bS659D3okTs1xFxFfuJZww0L0cJR06x72/OBjICUPfeMTXPDJ71AzX+kJ9FCYYy59H3OPO5tEvSI9vQd2sOn279P+8nM88o2PMe9930RoIYQAK6sm8MHEEtRDXvMNGr38yL2nALRQFL2ifljNkhZJFDRLvY/8FLtzL3plA3bnPuzOfSX76bnvO4W/Z7Y/Se1rP4xZvwAtVo2X6SO26izMurkAZHc9h3X45YFzuewUBJDZ/sSoYy1E9ACEhtW+awhpKj0ROjXHvxazoo7U7hfI7NuEFkng5VLE6udw1/VXY/ltQh7/1f/x9PvfzNlnnw1ALpfjnj8qEbapaRx+5FbVTgWoPOkNNF30AQzdQBcC13aRqMhNx93fIrvzGbRoJUZFHX2P/bzQBye4xyML1hFftB5D04iHDda87e948Xv/zP77bya9+/mBVih+mjnROI9VF5eXbk3nXVJ5h6zlkMw55B0P1ytt9iz8/wkoNIzWhGIhtit5cX8fO9vThAyNZY0JLl3fQmXE5Jv3b6e1P0ddPDQkIpKzXQZMMiYO15NYrjcQWfUkruUQNnXMoudH4LoxLQU1g1oXBd8rIE95x0XX9DF9u8aLIFocFBuUi3SnWhxJz2Xbfb8ovL6lyP/0nHPOmRRxAvjKV77C+vXr+Z//+R++853voGkaJ5xwAv/4j//IZZddNql9z+LVhwkTp6VLlw44WAOnnnoqP/vZz7jxxhtLiNN9993Hjh07WLx48eRGOoOQs10+eetL5GxlzDiYNHmDHubDIbbyDDJbHiK16QGkk0dP1JE49iKqXnPFEMduDUF0+WuY8+4v0/3oz0ltfZSka1PRONCCYrSH7N4n7sRzLCrXX1jodxWkUZxhypg9x8IN0nr6QJVOfPHx5Nr3kO/YV2JmqKC+sRmrwM4k2XT79znzw18ClD3Bujd8oGTrxhXHU/93N3Dff32Y7t2bSL50N9HjL8fUBdkxTt7A6R74ziOl5rrv+iYIQWz12UM0S/1PqciN032g8F1jq8/BrB1wl84f3uZHilRZtTDCHPjf9+KmukF6mLXzqD7znZh183FTPfQ9+rOS49ddch16JEHvY7+k7+Efg2ZQddoVWG27ye5QZEqL1+KlB4xOc3teINS8lMjC48jtfQF0g8Sa8/DsPJktymZAC0fQw3FSe14is28TeqyKZW/+ODtv/S/SnYeoXX4C51/6Jg5tepoXX3yBc845h8svv5xFixZx9913s23bNuYsX8eiq/+TfHcrz371fUSqG1j9pmtJ20qXY3keUga6M6lSkYCX7ad30PcsviLxRcdiaIKmyjBVTafT+M/fZ+s9t9Cx7QV2/PlWhJ9mXv26v2LVxVcRilUMuy9QZKMva9OVskhbDq4nFVkq8ksanFwqrsx0PdXXRHMVm6qIGsypipC1Pba2Jnl2bw9pyyGkayxtiBMepq+a40oEcohtx3gggbzfWkjz89ICFV3K2y4YeiHSE4x5OjDak0kAnj/OIH0+1UhbztgbFWHt5e8fUlByqDfHquYK/u/dJxaigmPhz3/+85jbXH311Vx99fA9BWcxi2JMmDi97nWv46GHHuLpp5/m5JNP5l3vehf/+q//yo9+9CO2bdvGaaedRltbG7/85S8RQvCe97xnKsd9VHHzE3vZ1qaiHSV8RcpCVd1YqDr1rVSdOry3kSdBSDnwUBAgJITmrqb5in9Dohrszq+NlbQysLPpIS00uvZs5qXf3IgRjtJ49ruY84a/x9QFB+/4H/Lte2h/+OfE5h+DVqQzaf/zzeC5ROesQC+K+tSe9Hq6nv49nU/8hur152NWKNNPz7Fov1+lnxaecjE7/vxrOra/MOY50HSDJWdeTvfuTWT2bqT2lDcRMjSShYhSZtjPSd+bJog8BShOzfU//TukaxNqXIIWiRNuWUGoYTHh+WuoOvVtHPrBtTjdB9Ar6glIkZdLkdnyIDUXfLCwn+zOp33ipC6s03NQVcsJgdvfgd17mMM//BgVJ1yK7ROwAswoht+bLLHmHEWckFSfeRW9j9xSIE7FpEkd8ymyO58q3FzVr7mC6rOuQgD99fPpevgWvFyazid+g5GopeaES1hz6ft44fv/jJNLc/q7Ps73v/J5VjWrlPl///d/80//9E/ccccdGIZB47yFrLz0r6k69S3UVcWJNaxk2SBRtuV45GyPg70ZkjkHTQjmvPvLA+c6uIZCoGnqT93XEwWamd2daeriIVpalvKaa/51hLtgeHgSOpJ5OpJ5bFcll6SUOH44RoiRIzKi+E+/aCJIf7X15bEdj5bqCLGQTnt/DseTeJ7Ljo40c6oiVMfMkn17UxBvshwPV8oCaQqgFUV6QMfQfG3WpI42Mkb1kBUC4Z9jp8hZfKqgCZWq86ScVESrJmayvT3FCwd6OWHB1Hk1zWIW5WLCxOnKK69kx44dhZYg9fX1/OIXv+Ad73gHjz32GI89NvAgftvb3sZnP/vZyY92BqA/Z/Pjx/fgerIQ4obyokzjQdAINJgghBBI/xhqpQpdaYv6xICp3J9v+DuMUITKOUswI1H6Du3m8MbH0QyTMz70RZyWhXSk8hgIGs96B8ltT5De/QLbvvUBKpaehDBDZPZvJnvwZYQRpuV1HyoZU6R+Ps0XXkPrPd9l+40fLgjKkzufxeo6SHz+Kta8/r3s+POvcfK5sr5npMJ/8Dl51s6tYsvhfvRQRIm0k104qe4hOqdA21QcGQJFpKrPvAqA1Ib7cPvbC2mz3G4VHTWqmgg1LS2YQUaXnUx2+5O4qW7q3/wZuu74Kj0P/IDokhMxa+eSfOlPJceoOf/9VJ78JvZ97UqEESJx7EUkn729EL0qhh6OoWn+xHhQ+QZpkQTJF+5E6Ca1F18LQlNRMSC8+ATyu5+j9nUfRROCzjuVcaKbT9P/9O/QPRsvNZDyNqsaaTz59VTUNtLTcYjUoZ1U1tRx701fJhoaiBT+wz/8A0888QS33norV336BnbGVqnmspXhESewkKERMjRyTpis7REuMl0dCwJVKel4ko6URdpyWVwfH7EibTCylsv+nizpvGo0qwmB5XoFQjHuFJafJlLpO0l32qY3a+P5LCIa0sHX+OztytCXM5lbHS0QBzkovTVeuJ7Edj2fyA0de3GajDLP0UQgy/gSwm8LlXc8dE1MacpOCFGoNJzMfiOmRmfK484NrbPEaRZHBRMmTosXL+a73/1uyWsXXXQRu3fv5s4772TPnj1Eo1HOOussTjhhqAPyKxUPbG2nrT+v2oD4v/3pagWiVtl+9ClYzRd6uklyvjA20GTMP+E89j1zL3ufvAvXzhOtqmfJmZez+uL3EK9vIZ136UrnldC1sp5lH/wfOh79FcntT9Hzwj0gJUZFLTXHvZb6M64kUj+0jLnhtLcSrptH5+O30bf5YaRjE6pppu7sd3PM666i96AiKoER51jo2r1J7XfOfN7zmoV85rcbEQIiC9aT3vQA2V3PFkqvA2R2PQOM3O8NILHuQsLz1xCqX4AIRZWx4HO3k3rhbpy+tsJ2Qg8RXXoyqRfvJvXsH6g86Y303Pcdki/ciRatILttYAEgwnEqTnoD0rFV1EtoJJ+9A7N2Lnb3wSFjcLP9dD1wE3bPYTLbnwTAy/TRfffQUvrw/LVE5qwkv/s5hKCkYjD5zO+H/Y52bysH//QDNTa/D9iKpYtLSFOAhYtUqvyue/7E8W9fQ0VkbPdsgKipFfoEjneqM/yJN2O57OpIs6Q+TtgcmRhIiao668/jeJKQrnRJlqs0RlogXpoAArG1EAINFfkA0AW4nocuBGFDw/UUscrkXRbVx4iFjIHI1QRhuUUpuhEQLIZytleIMBfemCKUS/6CsSj7hSkkTkyehIK6homIzqM7Ost2gp/FLKYSU96rrqqqine84x1TvdsZASkltz13ACdYPTJ9pKnkuCi9RvEjzJPqtWxRee+qi69i1cVXjbifeFgnFjJI5x10TWDEq2m56AO0XPSBET8zHELVTSy48rOFLveuJ3GlxLRTPP3zrwIqZRega/cmquevQDdKH3Dt257n5Xt/DsBV776Kc1c20lQRpjdjUXn860lveoCeR39BbPlrCl5Odm8b/c/egdBNKta/Fk0UpR9cm9SmB3D7O9AicQQCLVqJ0HRCDYuou/gjaGaU/qd/UxhDdPEJhBqXkN39PJmXHyF/WDWOST3/R6RjgaYXolNmzRyE0PCkpT4sPeKrzkQ6dglxMirrcfo7wbXpe+LX6rWqJkKNi6k+4x0Y1c04yW5af/EveKlOAJz+9oLuTEqwutT+qk59K1XHXYReUY+Xz5B+8S56n7m9oE37z5tuozmU57P//En27dvHxo0bhzj1u57knicUEXO6D5ZNmkC1KtE0MaT5crnQhIo+ZW2XXZ1pljbEhzRsBVVxta87TU/GLnzGcjwlpobxRyjkQAQ4WGxICTlfZxTAlZCxPDShGszqQmAIFfXa1ZFmcX18UtVtnq+zEoNSdMH4JBTsAQbeC15XfykWvIvJkMdyN/QjdLbrEdK1Ka/umyxxAoiHDLrSFrs6Uhw/G3WaxRHGbJPfcWB/d5Yd7enCv6fiATAeDD6clOoBPx40VoTZYzk4nhziIVMu+jY/TMcjvyS++FhC1c1IM4LX18aO7U/i2hYta09j5UUDlX0v3va/9B/aTcOK44nVqOrLvoM7aduqIkdr3vABPvqOy4iGdC5dP4ft926jYuEa0ie/if6nf8uB73+E+KozwHVIbXkYL5ek7rUfwvRF9Jp/Ztx0D123f6VkrEZVE3Wv/xiRBesASBx/SYE4heYdU/CJarn6a/Q99nPSm/4MgHQsRKSC8NzV5HaqCkQn2YGUEs2MgG6A6xCedwzd9/qRV80Az8HpH0inrfn0b8m076ft/pvIbH8Cs3YOFSdeTvtt1xdIkwjHcfvasdoGHN69vLrPqo57HbGGeVRFDdbNW8ApbzuNhPMJ3nPRKbiuS5OW5D3v+ivOPesMFi1aRC6X41Of+hRf/vKAHunfb/odmx5X/e/c3OiViINh6hohXZC3vYkxJ/zUna7I056uDMsaEyW78jzY05WmN2tjasosMV9EmsaVmvMJyXDrGQEjsgdPgudKHKSfHlRFILs6UlTHJu4zZbtyINoUkKURKm1HQim5koii6Nn4djLSvod/U0qwPW/KvJ0KQbQpIGKmLnA8ya6O9CxxmsURx4SJ0759+8beaBAWLBjdsXemY1dniozlFJ4zR5g3DYHrqa7jYSOvSsZRq+aIqRMx9WEN+6pjJjXZEF2+od9EnmHxRceS7zpA7vBOMvu34Nk5zGiC+mXHsvDU17HoNa8reagvOvV1HHjhQbr3bqF10xN4rkOkopaW48+j6TVv5CvXvYOauJqc1s2rIhbSydkujRd+gFDDYpLP3U7yhbtAaISbllJ16luJLx8w2RRCULH+QkLzhk/Ntf/q8zS/578INS4hs/XRwuf0SAXScxGajh6rouqMd5LaOOA31nzVf3L4h9epYxghvHSvn857A2btPOyOPXQ/+CMKd4KnIkYVK04huU2l5jQzQmLucmLv+Bde/ub76XvqN6Q3P4ST6sasacHuOUxizXkkn7u9UBVYFw9B1KS7B77+zuM4cd0xtFRFSrrDX1dTQ2dnJy+++CIA8+fP5/zzz+fee+/lP//zP3nuuec47rjj2LJjN3/8w++JNy0kdXhXIaU3HtTEQhzqy02q56QQqqAhnXfoSOZp8o0lPQl7u33SpKuIj+VOgDSNYv1RGAOqaqwcBD6ZGcvDcvN+Gf/4vr9EVeQFf5+q4HRxCr9cAjWSAnMsEpe3PTxPFaoYU6B5CjRrk4XwqxB2dIxvITCLWUwFJkycFi1aNK6HiBACxxlfKepMw+7ONE5Q4XO0B4MaQ9pyOdCbLRAg6euhNE0QMTRq4yGqY2bJpDunOkoq72A5XtmC3WIkFq0nsUj1YbMcD0MXrGqpHDGCteTMy1lyZmnfO9eTHOrN8bq1zZy3cqDn1OK6OPWJMO3JHJbjUbn+AhLrLhhSjTQYtWddhfQnT2BIaq73kZ8SWbCO3odU9R+aTnbHkxy+6ToiC49FOnnSWx4uVOwBdN//HXBtAMzGpViHX6b7vu+Q3flUoa8gdh4KKiCFAYsHQWrPiyQWHYtmRojNXUH/1sdwkp2E6hdgde5DhGKFzvZGvh8buOakem7d20D3ob3MT6jqycEIhL7Fgt9169Zx7733sm7dOl566SUefPBBojWNzDvvKhYsX8WjN34KM1FDb8Ym77jKXRuJhqqMCxuKcKsWOAPHqomHaEvmcT1ZMLicCAJPpbb+HJURg2hIp7UvR29mgDR5Et+IsXzSVHzdR0XpZRp+Xwz4sgVWDLZPfnRfd1UuHM+v5mN6otNlE6hJ6Iok/vf3JBZKt2bo2oQWXVJKX3A+sbEMRsgQbDnUP/aGs5jFFGPCxGnBggUj/lDT6TSdnSoNYZomc+aUJxSe6djblZ6yVeOUQkIoEPEGqQpPkrZcUlaWw305auImTZURTF3D1AVzq6Ps6UpjuxN3RA7MB5srI+NK+3lSkaZ5NVE+fO7Skvtobk2UqqiJ43l0py0sx0N6amLUkKOSJyX8leTb96IlatGjFYXUXG7382S3P1FIsVWe8laknSW74ymSz/8RLRLHqG7Gbt9V2F9+9/OFv1uHlBmlFqvCat+Dm0sWHbn0psge2Fp4ffePPgnA0r//JXa6r7CN5ZtsSitDZuvD6nMpNQl0dXWxcuVKnnnmGbZt28aJJw60nQFwHIeenh6AkveefFJFuT772c9y5ZVXcvMTe/nfB3YQMTVe/qMSkTu1i9ndmWYkaH5fsVhIpyYWoipmEjY0qqIG3Wm7rAdGULwQtD0J7klQ3MWVKsXSVBWhI5krWBlIIO/4QvBySFMZUaaB71V+xCfQcwXtWoKK2ZztgVRporFInQRsZ7BH9/QgIFAagyJiUhHjyYuxBzin7Ukcr9QpvtxfviehImRMmbFnxNRp7c9Nq0A8IM/l+kXN4i8DEyZOe/bsGfX9/v5+vvvd73L99dfzrne9iy984QsTPdSMQTrvFnxqZhJsz0M4xc1yQdMFBgPeN+39efqzDnOqo1RFDapjJi1OlMO9WWyXcZMnKSW251EVNalLlK8B8aTkUE+Oxoown3/DGuoTpf0XdE2wormCx3bkWVQX9yd55RBdLnnKbHuUvsd/RXjBevQKZWWgHNMFuA7RJSdRfeY7lbnnhX+DZ2U58D/vxqhqxKyZQ+blRxBmBGnnQNOZ+8HvFExJ/cb1ylPprhvoeuFeCuaYQkfKAc2ZMMLUHXseAPkN95A9sBnNCHHaP9/CE/99DW4uzQf+9QZ+8qV/IpfLcc011/CDH/yAlStXsnr1am655Rbuuusu3vnOdxb2+dBDD3HzzTfjeR6maXL55ZfjeR6f+vwXeOyxx0hU1XB/qoUf3PAQOztSOK5EOjbtz/0JhEZ89dkFIfRgchIQnsB0si9rE+rTqIuHqAyb9KZHbtIqoeD/ExRMyOI3RdHfgWTeIdWRKiIimmqI68khhpbDYhykyd+8bCgiMkBCNE0UvlPe8fCkKPzWhoOqjnMLnlNHCgX/NyGQlBmFKwNSqgicEqfj+9VJPMfF9QQhY2jbmGH3g2/9MEUwNEHO9shYzqSIk5SSrrTF7s40uzpS7GxPsaU1SX/OLqRadU0QNXWWNsRZ0VTBkoYEi+vjzC1qzTOLvxxMmzi8srKSv//7v2fNmjVceumlrFq16lVlgjmjIFXfK8MX1hZDCNV7ytCUN8ueLmVKOLcmSlNlGCklrf05LFdNiNJTJp7BKjtIBQkhChOuQE2Spq4xtzpa9goySM81Vob5/OVrWN1SOex2a+dU8sj2TuJhncUNcfZ0psk7HsKTuPipCTWoYT8fXbgeu+sAVtsu5bztIzx/DYn1ryW+prTxstBNYqvOJn9wM07PYXVK/e9dfca7MKubCnO/oQsMTcOVkuPf81myp13Ao//3aV+8K9FDEVxLeVhpAurr6uhv3cuBe1Tz0XjTAjb+/Mu42SSV1bV89/NKQ3X88cfz7LOql91NN91U6I314x//mPb2dtavX09fXx/f/va3C+M+7vgTeOf7P8KTTzxO1/4daGaY+W/+R545lKMvY2N7Euk6dN/zLZy+NipOuBRR1UzOT4UZmooaFKIr+E1pdQBRaO57qC+HoYGuC2xHFrYHNVk7roftp6WAwgRbuEbFl0kM3AuBaNr2JLbnqgm6aJsRMU7SJMpI0Q2GJ0EvIunFViC2K5F4RIYhTwFpOhLVtsNBoiJ6U73PkuZ5vqWDWjxJXNslNEb0Sfq/2egodhTjRdDL03Ym9n2zlstD2zu4/aVDbGtLkbNcde6k34BZF4WvbLuQyTsc6s3y0HaVTYmaOk2VYV6/bg4Xrm6ksTIyVV9tFjMcQpbjijZJLFmyhNraWp555pnpPtSk0d/fT1VVFX19fSXNigE+99uN/PrZ/WTtciWm0w9dUw8PpL8qCo3eKsHx1Kq+NmayoE411t3fnaWtP1e6Qh1uJ0XvC6Eq9ObWRMtyGE7mbHoyDgtqo/zrKKQJYH93hr/+0dPomqAqapK1XPZ1Z8hYjj9RB2ROTeBWx150PzVXjN4nf0P3/YqwhOeuJrLoOPU1pATPQegmRlUTiXUXqjG+eDfdd30Ts2ERds9hkC4Lrv0RRrwazckTCofQdQPbVeRhZWOMp77/OQ6+8BBGOMqbb1BeWNsfuJUXfvV1QCA0jVC8gnBFHVI3sVI9WL0dSOlRX1+vesB1dIx67oQQaJqapD3Pw/M8DDOkrpcQhKsbaVx1EjXzlrHpD98nsuhYtEQdnpUlu/MZnL42YktPpvEtn0YzQkX6qAGxbsjQRky3KrIwEPUzNYFpaKoti+PiMYgojQU5MLnrPrEKnL0DFJOz0s+OjzSB0ixN5BdbMoairgCa+gqYemnkqZg0iXGkBl8J0EfSGEpZuP6mrkxTh7sDXJ9Yr2yuKDTnnSyytksy5/C9vzqJJQ2Jsj+3vzvD3ZtauXNjK+39apFT4WvuDK08o1fXU333kjkH25VURg3OWdHAxWuaOW5+9fT0GZzFmBht/p5KHBE7gurqarZu3Tr2hjMcc6qjZbnvHikIVKWSKwW23/DUGUOzZPgRo56MjeulcTxJ1nKVw3WQDhtRaDoQ/teEoDtt0Z9zaKoM01AxvAu143m09+fRNY3L17fwN+cspTY+empvfm2MUxfX8cDL7VRFTaIhneWNCdqTedr684DSPbkoEpTa8jB9T/yayML1mFVNiLCqqktvG2ismz+4hfwwTXP1ijrsjr3kDmzCOrwNo7qF2Koz6Xv4ZhKrzyZWWYOhCZJ7NrDnDzcQX3I8WqKOsJfnnu1Pk+46TMu60znjb76ApqkJYeWFb+eFX32daHU953z+1yRzDroQLKiNcW6TxfvfcDbz5s1jz5496Prok8ijjz7KF77wBR5//HFyuRzzFi6h/sSLEWsuIRI2qYmZmLpGOu+w9eVthOauIrt3A06mF80IE2pcTM2Z7ySx7oJCr7WBa6suZjAJGNrwKSh1n2m4mrpX8o7y+AnIiKZ2Our3KEZxhVcgTh/8sxpIO5Xue9ykaVCKcDxQETAZMHREoNXyg2i2J9F8wbjSQCnSpM3AdP5kUZxtLUFR9MnyC2fCw5An15OYhjahYpQRxyQpaK3KgeV4/OrZ/dzyxD76sjZhU6OxMjyh1jK6JoiHDeJhA8+T9OVs/vDiYe7Z3MYFqxr50DlLqRskQ5jFqwfTHnFqb29n4cKFxOPxgmB8JmM0xnrXxlY++tPnsGfIUlIAsZAyKLQcT1UjCYiHjVGjTlJKcraH4+tVwoaqkpGoh0vQG0xFEQJl6MDKMuw3JA1C9Z6ERFhnXk2MmK9hyFouPRkbT0rmVkf52/OWcfby+pJJuS9rs6sjxe7ONHu7MqTyDo6rKv2SOYd7t7RRmwhRFTULpCyddzjYkyVtub44XZLZs4HkC3dite3CTffg2Tm0cJxw0xISa88nsbY0NSddh867/ofsgc24SXVPGtUtVK0+kzUXv4vG2krSlktX2qIvqxrLWp0H6Hrwh+QObsPN9KKHItTMW8bi0y9l0WsuQWhagYBkbZecrYwW42GdUxfXccnaZk5ZXFtS3TgeOK7HT57Yy8+e2kc679JUGS4YSSZzDns6FQkOGRq265F3vLIJTXEEShMQNvURo0+26xUiroKJiWaL01gBLxrpJyUYaIpbdvVc8Fkx0Atuoj/Z4kVE8X6CSK8AYqaO7SniEJzzyRxzJmLkxdQAgiKA0KDIk5SSvCuZUxWhuWrq0lnpvEPO9rj5/afSNEaabEd7kq/fu53n9/cSMZVub6qjQlJKUnmHnozNvJoYHz53KeeuaJiNPh1BvOIjTp2dnTz99NN89rOfxbIs3vjGN07XoY4YltTHCjqOmQBNU7YDAgqTqOV65HzNwbAi3iLSBEE/PF/HgVotmrqafB1XFtKAwfHCRSkdIYSKeHmSVM5hW2uS6piJrqnUz/KmBJevn8N5qxoL4k3H9XhqTzd3bmjlmT3dZH0RrTqtstC3CwRJ/yEUNjVqYyFq4yHiYYPlTQmSeYdun9hoi9cTW7S+UAHjZ7BKlsklE5nQqb3k79R3EipM31KlRPPBuaiIaFRETPKOR1/GIh1bTMWV/0LWdgkbGjXxUGFiONSXLxwqYupUR0OsXlLJiuYKzlnewIK6oXYC40HecbnhT9u5/aVDREM682oihXGm8y57ugZIk8AnJpKyDSuLI1BBuiliaENInuupfm4Utqbg8VMuBq/TZOF/I2yPcvfWJiB2Hpi4x/e5kuMXS3tKXpeFFiJZ21URspHSWX8hCPrcWa7n+3ap+8f1JLoQ1MSntvLNcj1ChjaqMFxKyS+e3s+PHt9Df9ahsSJEeIpShYMhhKAiYhILGbT25fh/f9jMY6sb+bsLV5AIz3pNv5ow4as5VoohgJSS5uZmvvSlL030UDMG82pU01bXnRnkySwSYwbkSfrCRscdiCgFgm4pJVnbK2gwBGqln3dcokUPE02ofWjCw3bV5KUL5fXjenJE4asrJf05h/NWNnDNmYs5fn5NYVKVUnLP5jZueWIve7syuFKSCBvUxkMjlncHXdAtx6MtmaczlSfhk5zKiEmlT2x6MhbpnEPGUiQsEHjKQbZ/migtt6+KmtTGTULGyPdy2NAKos+2vixhM8qHz1mqonOuis6ZmoZpCBoSERY3xJlTFVHRtM40T+/p5ncvHCw0qTV1tdpdXJ8obDvaitRxPf777m3cufEw1VGTRGTgJ2u7UpEmd4A0Sf+aTmT+Fj7blKjWJBEokKcgmlbceiXgZ9KTiDLJ03Akppxf03hJU0mkaHwfLUGJMNq3uxjgpep8FWuf/tJRIE9+k2BdCBwJNTGD8Ci/s4kgZ3usmZMYUTPluB43PriTXz1zgJAuShYc0wldE8ypjpDMOfxxQyvtyTyfv3xNweR3Fq98TJg4jZXhi8fjLFmyhEsuuYR/+Id/oL6+fqKHmjEIGRoRQ8d2j76RpwDMQS7QwYI3Ymo01EbpSlkkc46qSEP6EaQBUbX6jCz0mguIVODPZGiCxooQdYkwsZCO5XhkbRfL8Qr+MJpfbRcYJ3alLHZ1pgsmnADt/Tn+54EdPLitAymhLm6WtepLRAyaKyMc7s9h+qnEvqxDOp8q6KrChkZzZQQq/Wia45Gz3EJj1SASpMigTtT00wjjfICmcg5Z2+ONxzezuCFeIEANFeHCvvpzNn9+uYPrNxxmT2daRdNcPzJRFP4KSGvE1KmJh7jomCYuOqZ52MjU/z24U5GmmDlk1XqoN0veNzEtjq5MJvseTHwBeYr61zdXFFUpvnekVMJrTZbnqn0klhzlpJXGg2J9T2kUa2j07C833jQAgbon8ra6NzV8N/wphutKjhmhyMT1JDfcu43fvXiIRNg4Ko2AKyIGIUPwzJ4e/vm2DfzHW9bNkqdXCSZMnDxv5lSWHSkEVWvJvFOOCfG0j2W4uUETgqztUhkxqYqa5GyX7rRFezJfcDGGosnVJxc528PUlbdPYH5Y40eDAoRNbdTu9gDNVWEO9ua44d7tfOuqE9h8qJ8v3bmF1v48dXGz0JC4XDRVRujP2aQtlSLThaoMPNiboz9rs6g+XhB3CqG8VqJTEIoPvIzSeYdU3iGdd4mYOr95/iC/ff5gweahNh5icV2cnozFHl+npaG6t9eNEk0LIjidyTw3PbqHXz6zn5MW1fKOk+ezfl41AI/v7OI3zx8kETaGkKbejE1PxiqI/QME13gy0Y8CefLTULpgCGmCgXJwCSWp1hFxBH4wU02ahqBIJB5E92YxCEKg+Z5cOC4VEZOKyNSmqgI91XDVdFJKvv3gTn734iEqI8a4mlpPNcKGsizYcLCPf/39Jr7w5rVHdTyzmBrMJl7HASEEc2uidCTzR71qZqTWF5pQTVMtX2QdMRUJ6kxZhHwR+ODSb9dTDX+XNiSIhYbvcVcuhBA0VYbZ0Z7k87/fxOZD/STzNvOqIxMSEmsaLKyLsbMjXYiumLpA9yTJnMvOjjRL6uMFjddkkbOVqL0rZSmRvF+GHjE05tVEAFF4aDuux872FM/t7SkYQ1bHQzQkQiTCozskF1fluJ5Hd9rmro2HuXdzG8fOr+bYeVX89vmD9GVtmivD5CwHKURBV3OgJ4OUI98Hk0WQtvNkqZP2YGiaKHh+MQZ5Gqlf2lRhukhTsc4JBvRzw1UCTtPlOOoY99fyCaYrlW3JVF+X4FmwuD4+5L07Nhzml8/sJxE+uqQpQMjQaKwM8ezeHm64dzufvXT1rGD8FY5Z4jROrJ1bxUsH+kqEyEcDI5EbFSwYMCOUUnKwN4vjScKF6EfpZwPHZl0MNdCcCExdw9A0/vDiIWpiIRbWlW+SORwips7i+ji7isiTpglCQpnS7e5Ms6QhPqGy4gCelHT4dgeO66EJgaFB3vFdtjXBvu5sCel0PInnhxx0TU2kPWmL/qxNVcRkbk10RELn+RGtnoyKarkyaFHicN/mNu7b0qaiPEBXyoJAnyXwSZsqe3c8qUrmoSCsH7gvB16fTgTO2kEZflBtdqQmhyD1ecSOx8i/+8BxPIja/aWiYJyLIjlTjWTOoTpmDiFOh3qzfO/h3QBHJT03EsKGTnXM5P6tbZy5rJ7zVjWO/aFZzFiURZz27ds3JQdbsGDBlOznaOKE+dX87Ml96JqmWp0cBfKkNDtjTBL+oLK2SyrvYI5i7BZMuFnbJRaefJrLdiVd6YCAjK+j/EiIhVS7g92daXKOV2gKGzKUh9HB3iwLa2MTOlbGctnfnSaZdwsieuUOrSD8ViKBsFwI1YesWITt+vmqgLh2pS3SlmpxUxMzC+OyXY/OlEV3ysJyPcBvyoyKrjkeeGKYFJBU4nu36KXgmCUb+fCK/imYGJEp2fMYgnPhk6aQoRXOjZzgcceDaU/NMb7f92A91KuBOgkYn0+XT96VOBy60haNlcP7vE0EqjLY5R0nLygRhnue5H/u305HMs/cmpnn4l0RMUjmHG58cCfr5lUNaTc1i1cOyiJOixYtmvTDSQiB4xx9UfVkccbyemIhnYylSv6DTu5H8gE5WmdyZdo30IesO2XheWCOcqWDfeVsd+SNxoFDvVksVxne9WYdWlxvUtGgANGQzrLGBAd6svRlbVzUMQxdozdtUxWxxy2+7Ezm2dedUR3gGXodA8G9ZKCiUBa9B+reDuq3gvJ5KSUZy2VPV4asFaalKkx/zuVQb5ac77GkNGWqR1ve9nCHiWKq6q3Jl9QH1WHlEg0pS9O5koFoynAI3Lk1oXSAtqvIZjGBmmo9ULnfZTp/n4ObB8tpYk7jaVI81Rjvo1/6n1Fmqsobri9rUxObGmF0MucQDxu89pimktf/uPEwj+zooi5hThlJm2o0VYY50JPhxj/vnE3ZvYJRFnFasGDBiBf44MGDBUJkGAb19fV0dXVh2zYApmkyZ86cKRru0UdjRYTTltZx75Z2DF0gpfI8OpLkaTQS4kkVuQgZypCxJ2Oja+VNMCoCMjkUi5Z1AXlX0pexqa+YmtVVyNBYUh+nM21xuE9VlelC4AGH+nIkIsaYJE1KSdpy2deVpj83PFkUArTA/JNg1V1q3hgEfIojOkEiNLBCsB2PQ71ZejKWargLhZSpimwps8qiivdhtTNTBW/QeMeDUaNO/sAdTxIxNMKG8vhyPBW9O6r+Z9P44xRFFgXTddiBe0tOOvs33c+pwN+q1EfOozttTRlx6s85nL28nkVFabpU3uGmR/agCYiFZq4CRdcENbEQD7zczqXrWzhhQc3RHtIsJoCywgB79uxh9+7dQ/679NJLEUJw3XXXsXXrVvL5PIcOHSKXy/Hyyy9z3XXXIYTgsssuY/fu3dP9XY4Y3nf6IgxNtTkJ++XtRXPstEITowuCPSmJmjpCDLSAKFe3NBVzW3syr0TLhdSgirxMKQTUJ0KsaKqgPhEqpMcylktbf27EcnzH9Wjvz7HxUD+bDvaPSJpAnQulO5Jqf6OU+UtfQF38vvDTb6AiUKm8aiAatDQpWCc4XmGFfqRWn8ONdzCGIwJB1GokCAa5ggvVDiNqakRNfdRWQBNBubfrVBxVReBkwUi1+NhBA+wAge5t5Ljw+BDcFkPViUcG5R4zKJowNVFyrTUhSOfdKSHPedtFE4JL1rWUvP7gyx20J3PUJ2Z+uX8irJO3Pe7c0Hq0hzKLCWLC1Px///d/ufHGG/nZz37GlVdeWfKeEILly5dzww03cPrpp/POd76TY445hg9/+MOTHvBMwKlL6jhufjXP7OnG8ydDXRPkHW+gwmiaMFITTaBQIh2suLL2QAPWcjDZeTudd8hYTgmx0xCkrelJ0YYNjQW1MVqqJD0Zi0O9WTr91GRgFxA2NCTQm7Hoy9pYzviuz4CMaOxPeVI5XBcbLxZ/ynElji7RBQX39sGE6UjGZQaPtxwUZ6KGfd9P8ZVWoanooyE1HM8tNMktTkuOxO1Hi7bJsQYzhRiJSAYkaXB6dSST2MlA+PYPk0FA0svdzeBegSPu1ydNIb9rwGDbCtfXJU0mGiSlpCNpsWZuJacurit5/faXDoFgwi2NjiSEUHYlj+zooL1/ccFgdxavHEz4Lvv2t7/NggULhpCmwbjyyitZsGAB3/72tyd6qBkHIQT/9bZjqYgonyQpVTl/zNSnRMszEgxt9IaWnq9hCTxTspay/S7XmNDQJjf2rrTll64XPTQ1geWqlNR0wdQFjRVhVjVXUh0N8eYT5nLlSfNY1VxJzvY40J3x7QUGKn1g8kRxOASRnOF6lUnUNck5w5MmOPKFWMNFniZqoCn8+j53hM9rovjcq3/omii8HlSjFarSykA5Y53OSN5gcjwdmKrI1cD+xrGYGuP94gresD68uWygz8rZk3sG9GRs4mGD6y5YXlKtuuFgHy+3JamJzZwqurFQFTXpzzr8aUvb0R7KLCaACc+UO3bsoKGhoaxtGxoa2L59+0QPNSOxoC7GR89fhiYEOb/cVgjl2j1cd/DJQqAMKEfbr+OqNF2Fb5bouLIschA8+CNjmFuOug+pmvbqovQxL1APV+cIKFsjphKj7u5M43oee7rSHO7LYbmysMoOJjrB9JEURUaGf0+iqg6HTc0dJR3QWGm7Yoy6lf91RtpVof1O0WvGMK9NB16pGlxR+B9TdpLKDCKNWU0XRBc18HtYDthReEWpzeA+z06i+MRyPDJ5l7efPJ81c6pK3vvT5jbytjslxrdHCpofEb/jpcPTEp2cxfRiwnHTRCLBpk2b6O3tpbq6esTtent72bRpE/H4UKOyVzquOXMxGw72cftLh8kW/XCDJrnFj5zhsj2i6IE42lpMoEiBPspDLPjt1SXChQdtuWF9JXBmUg+evOMNq6cqfMVpfjbkbY/OVJ6uVJ57N7fxgJ86VfoTieMOjOdIRAnG2v9wUYSj+fwsTtuNOowy0mNyhI0ERW7jvojY1LWSlj/ThSNZvDGVKP7JT6XAfjRR+3DHLkZxxaXq/6gWA/lhxidQhFlK6M86NFeWr7ksPl57f541cyt516kLhrz33L4ewqb+iqtQq4gYtCfzHOzJTroR+CyOLCYcYnjta19LNpvlqquuoru7e9htenp6uOqqq8jlclx88cUTHuRMhRCCr739OF63thlQfkBBuizka2sEwp+8lYli8X+FtMQoD5Ig0jRaik6iKuJiIZ3aosqVch8kAeGJhCZOnLK+EN1xlR9UOq/8o9KW6m13oCdDR3+e/CTD9YPhSTjQnWXjoT4O+DYIlquaGUupvlvQqPhIEKZyMXgSDDQir3bo/iSqCgg0VewwBaarY0GIqU54HRl4UumovEEMR/iEJUh1TuQUjnZOgtRpMaRfLFEsjnel8h4bKT3r4Wv7PEkyZ7PlcD+HerNlR5+klLT156mIqhTd4Ia+XWmLzpRFdBLR8qOFqKmTs112dqaO9lBmMU5MOOL0xS9+kbvuuou77rqLBQsWcMUVV7B69WoaGhro6Ohg69at/OpXvyKdTlNXV8e///u/T+W4ZwyEEHzzncfzhTu2cMuTe8laLiFDER3HVSvpchJ3wwk2hVCtPsbSTTmucv2eVxOlWKZk6GLMNheBJqU+FprQBOZ5ktb+PIf7sr6GaOjxpITutE1P2gYB8ZBOU2XEr4ib+HTWmbLY353BCpyJB+2qpB3IDEMhAumHQmZCtD6IOo2GcoY52hU1NIHlbxAUERi65jdlnhqz1BHHNQ5R9EyChELPQ8vxhvhXBX/XKO4bWB4C4XYxVGTQP7b/XrBJ8ZZCDE+wBu8LMWBT4PjPi46kRUXEoKUqQnSUBVtHysLUNf7hopVDUnSg0vI5y6W+4shU00mpFmY52yVrqf/yjvJgwy+K0DW/Z2ZIJ2KqxuLDidaD1PXujjTnrTwiw5/FFGHCxGnBggU8/PDDvPvd7+b555/nRz/6UWl1kP9LO/744/nJT37CwoULJz/aGQohBJ+97BguWtvMJ3/9Ivu7s1iui66B5wai7VEmBDnUn8XQBBFTG9PIzfWUnqCpMjKkga5KvYlRJ6QgQlY7ga7drX05DvRkS0whR0IgSJVSleanO9Ic6M6yqCE2bn8Xx5Ps68rQmcoX2pIEJpXFmKmkKYAyhhyb3M4klEdrRt5KK/K6Coh6EHWyvdJ03ZTrBF+hzEmg7mVDFz5ZGf7MBBGk4H4aiYwHVaIFgT5DyZNXvIOARPnvTdStXQhBSNcK/R97MxapvENzZZj6ilJncSkl7ck8uib46AXLuWB107D73N2RxvWLc6YTrifpzdh0pfNkLW+gYbr/bC8+HZYDacuFtDp1uiaoiBjUxUNUREp7WApgW1tyWsc+i6nHpJzCVq9ezbPPPsv999/P3XffzbZt20ilUiQSCVasWMFFF13EBRdcMFVjnfE4ZVEtd//d2fzvgzu59dkDtPbngAFPoODnUvz8LlnB+X+GDYFp6GNOHK4nsT1JbTxES9XQktaILyYfSZYSCJUTYYPEOLqXW47H9vYUqZxTcLaG0eekYHUVjMPzJHnXY1tbitpYiKX1cbQyfH4ylsuujjTpvFM4dyOtsmf6FBk0hZ1Jc3lARCcE/x4frTjTdj1ChobnUWJbYOjKqqDkRaEaxU7V6ZloteDRhhJcq3NXjsYsmJh1URQxoug+8++5Et8xBn4vKg0o0DS1sAoKYifT3kZSfFkFhgBdaNie5GBvjr6szfzaGBFTx5OStr48YVPjYxeu4PWDPJuKsd9vdj1dkUrL8ehI5unJWKrIBEWEQqO0sAoQpN8934i4L2MTMTXqEmHq4iE0TRA2Nba3z6bqXmmYEovV888/n/PPP38qdvWKR8jU+diFK7ju/OXcs7mVXz97gBf299KVtgoi7OIHmOFXV1REDGriIQ715gptXEaChEI7i7p4iPm1sWGFnFFTRw8asA5DShz/QRAP6RzoVi7cnlQVX6auEQ3pRE2dWEgvCDozlsvWw/2FSjUdwDd0HAnDjU0JRlWkrSttkbVdVrdUjmqSmM67bG9PTrqseSbh1aRtGohIDH8Ng8jk/Ooorf35AomCQKsj/NT2NI3vFXyig9RuULVWbkuRYHIX/udCusDQtRKNneepCFBFWMeRAyaTrk+aignPZL7A4M+rCJRKpydzDjs70rRURkhbDnWJMB9/7QrOWzl6M9x03p2WikkpFdkJ2kfpgqIm6eUhiABqusBAnees7XGgJ0tP2mJuTRRdiIKlzStN3P6XjJnrTf8Kh6YJXre2hdetbUFKyUPbO/nqPS+zrytDOKSRCBuEfHJSrGESCPZ0pXFcb9i8uOfn2A1NMKcqQmNFeMQHh6FrVEYNutM2xQ4nUioxueWqdiVtybx/7EHVR2n1h6lr1MZDxEI6OztS2O7QnmclnxuEEQWofojb85Tr9+ZDfayZUzWsM3o67/Bya2pK2sLMJMzEyXy0IY2acYYhdhQBPKmiozUxk/qKMEII9nVncKUsfCZsamSt0klkqrJrrzaCOt6JVvqrNl1TjaqDeLbjhxgbEiEW1EaRCNr6shzozeJ6qnpo0hO6f+yRsmmaJggJjYzlsKcrwzkr6/mXy9Ywv3bsSrO84055StdyPA72ZOnNqrZh4yVMI0HTBGFNVZWm8i4729MkIga18RC2KwkZs8TplYJXXinCKPiP//gPTj75ZCoqKmhsbORNb3oTL7/88tEeFkIIzlnRwC0feA0fOHsJlRGTrF9tNvinUhVVuXBXDrgPS9QDLud4hdTa8sYETZUjkyZQDwBT0xQx8SvcUnmHZN4h76iwv+G7a6v+YsrALlz0d1PXcDyP1r4sL7cmhyVN5Xz/0aD5TYuztsf29uSQ6FXe9tjamnzVkSaY+enE8WK4UvOA7FdGDBb4k2FdPERV1MR2BwiNLkShGjVgS2PdZeU2LJ4J4vvJYrJfQaVR1fmSUmL5FiIBaQr64VmuimjpAmSQ7pvkwQUMa6cSPNssV3VgiId1ejN22dYLUx2kSecdtren6MnYGJootEiaSmhCEDaUtrE7bXG4L0cqZ0/pMWYxvSgr4rRkyRIAli1bxj333FPyWrkQQrBz585xDm98ePDBB7n22ms5+eSTcRyHz3zmM1x00UVs3rx5RvhIJcIGf3veMi5e28w9m1q5e1Mbbf35gmwhYuromtoubbkkc06BpOhCUB01qUuEqIyYoz4wkjmHrpRFX872U3r+xDHMw8hyPBxXYvoh/MHiXCFUw86s5w5oiorFpYVth485lavZDCrg+rMO7ck8TX4bAttRpClw/Z7F0cVIlzOomhocLXSlavJbETZYVBcfIFYC5tVEyVgutjOQsiutRgVG8Rv6S85sjLddjvQXSZoQvkWHh6lrNFeVVrd2p22606qSTTcFtuthOxLPzxOqZ8L4TvxwKVxPguN5vs5PUBMzmVMVxdAFB3uz/Pc9L/OVK44rcQgfDhFDnzJ/q1TeYU9nGsuRhI2piTKNhKAllCc9MpbDZ3+7kS+8eR01EyjSmcWRh5BlKCY1X+25atUqNm/eXPJa2QcSAted4mavY6Cjo4PGxkYefPBBzj777LI+09/fT1VVFX19fVRWVk7r+FJ5h6f3dLOrI83W1n52tKewHM93uJZkLZeejI2pC+ZUR4mN4bNku9IPMavWJ4Yflg+8lQIIigTdlD7YlANw6QPD8YZv1Ds48jRcFdt4o1Oup9KQ6+dVYWgaL7cl6c/ar7rIzEzHcDS4OGIxGJ5f2RSYqKrCA3UvV0VNFtbFho1Gdact9nVnEAw0hvWk32cx0PL4VViDUc699WqJNg2HQMQ9FoJHfNjQCu75lRGDuTXREl8ky/HY1pbEcWUJYVGaSkW2gmqy4KgCMWZY0PPTsWFTFQUERMfUNeriIWrjIcJFPkw526UrZXHtect4xykLRtotAF+/dzu/emY/82qjY56H0ZCxHHZ1pJXuTp/6KNNIsFwPQxNURk1OWljLF968lorIK6d1zEzDkZq/y4o47d69GwDTNIe8NpPR19cHQG1t7Yjb5PN58vl84d/9/f3TPq4AibDBeSsbSzw8AtF3MInctbGV7z68i9b+HNVRc0g5a4D+rMP+ngx5x8PUlOgSFJmxnFLSU9y4M9A1IZWtQc52MYOeU/72eWd4wjt41TtYjzKRKhwNRdQO9WUJ6TrJ3CxpmikY8VL6FyjQ5BXr8JqrIzQkRk4pB/qOQ71ZbFfd95pQFaE5v+xbm+LqulcLggXW2ORR/el6ctgok9pGcqAnW4i2FEOgroup64VKXtfz+zEGinVGqNwN3va1jJomqAiZVMdMqqOhYSswI6ZOyND48eN7OWlRLcsaEyN+t0X1scL4J0p2bNdjT2fG/+5HjjSBOj+JsElTRZhn9/bwtT9t43OXHTMrFJ/hKCvi9EqElJI3vvGN9PT08PDDD4+43ec//3n+7d/+bcjrRyLiVC4O92X5vwd38vjOLlJ5R/WjixiFH3lvxlZCW89fKfqTjOv5OgZZahkgRiI0/uckYGqCsKkjfSHjaNCLwleBH8xkSpeDqJMuID+bops2jCa81kTRpEdRlHKYa1qIKBhaoSdhhR/RKLeNz+G+HG19OYSgkDJ2pSRn+5WelPoSlRttmeleXpPFsL+zIguC4JxFTY2Wqig1cXNYQ92+rM3ujnRBPF4OPDnQl644klQckVIFA6q3ZyJs+s+ssfcdELmzljfwpbeuH3G7lw708nc/f57qmEnYGH/nAykl+7uzdKbyR5w0gWpVNac6SlNlmFTOIZV3+Nxlx4zoWzWL0XGkIk6vWuJ07bXXcscdd/DII48wb968EbcbLuI0f/78GUWcAuzuTPOnza3ctbGVnoyN5ajKuN6MSs0VP/CCvwXVeSFdtbpQKZBRyBMDFUimb1Y3lr4omMQ8f6YNHpYTFaG82ie7mQK9yBJiSIoVVJTAf2OkCdqDQpGBrgliIYO6RIjaWGjcl789medwbw5PqsiI5h8/Z7sFZ+aBtHJ5xPwvoYFqMc+RPmsRDCyS4mGDVc0J9FHkFbs60vRmbSJjaIrGA4kiBg2JMPMnkErrz9nYjuQ7f3USi+uH16im8g5X/N9jIKEqNv4UV2/GZk9XGk2II9L6pxhBdfPShgSVUZX8OdSbo6kyzP9edSINFeEjOp5XA2ZUqm682LdvHz/72c84dOgQJ5xwAu95z3vGrYmaDD760Y/y+9//noceemhU0gQQDocJh18ZN+ji+jgfPHspf3XaInZ3ptl0qI9v3reDjKERC+mFH3/E1AkbOgd6MoDSNoB6iEZNvUCeBgu8AwQOy47rlUVgpL/yFAJMQzU49ph4yeZUlaDPYmwElhD4aZ+AZwSEKEBQEFDysv8XUxc0VISpjYeGuNePB40VYaKmzoEe1css0OhFQzq246lK0HGgnDXh4HtNFL02U27BwcRopHFpQqDpKlJb8MQSgsX1sVFJU85WhShTTRxcb+JdCQAqwgYHMjnu3tTKh85ZOuw2ibDBvJoY29uSVDE+4uS4Hod6swXh/JFGcH2K++w1VYY52Jvlxgd38C+XrTniY5pFeZgwm7nxxhupra3lG9/4RsnrTzzxBOvWrePTn/403/zmN7nmmmu4+OKL8bzpLyWXUvKRj3yE2267jfvvv5/FixdP+zGPBiKmzuqWSg70ZHE8yermCpY2JFhcH2d+bYyGijCelErvNCgsr/kTkepjR6FT/WAIIcbd9yqwNIiYur/indjUM1MmrFczhvBlMUCiNKHc6w0tcHgufl9VeJo+qamIGKyfV8382tikSFOAiojBiqYETRVhpFQRC9dvN2LoSkAepO0GN74dDwqpx8HpP98Reqbdg8G5V+OjcB4EEAvpJMIGsZBe6G0ZRJyaKsPEQqNfl+60het5TCV3CGwGamIh4uGJNQ8XQrWduntTK6m8M+J2r1lSp2wtxvm86cnY5By3oAc90nA9qXz8iqJ8uqaqpx/e1snOjllH8ZmKCROn3//+9/T39/OWt7yl5PVPfOITJJNJTj/9dD72sY/R0tLC/fffz89//vNJD3YsXHvttdx888389Kc/paKigtbWVlpbW8lms9N+7PFASkl7f44nd3Vx35Y27tvSxpO7umjrz5X949/XleGPGw5TEdGHNcrsSlvA8HYAmhBEfO8mjYGI0eBjj/dxEqxqdU1ZGyjiNf4p6C8p2nS0JKCjHVf3yYOpayxvqmBFc4Xy9tIFcb9xKUIU/MSmerWua4K5NVGWNsSpiZp+itlDIFjekGBZQ5ywf38FIuXxeA0J/3+y8A9VEl/QTM3w+y8gjsGEPzgdqcT5HhVhY8x0j5SqB5smprb83nI8wobGnOrJVbtVx0y6UhYv7e8dcZvXrm4iHtZJ5kYmV4MhpaQrlUcwvbYDIx9f/Vk3TDSuImKQsRzu2dR6hEc1i3Ix4SXi1q1baWhoKEmF7d69myeeeILVq1fz0EMPIYTgmmuuYf369Xzve9/jXe9615QMeiTceOONAJx77rklr9900028973vndZjl4PdnWnu2dTKn1/uoCudJ2d7OH4kztA01ccoHuKclY1cvKZ5xLw+wD2bW0nnXebVDO1R57iSdN4ZVeQZ+IgEzVUdVxaEngV15xgTSLGMSaJCz0bgAm0ofZTjSRhPxcsMn7SmElowec+Q7xyQj+ChPrcmQlXMREpJQyJMezKPdFWxQczUWdwQL1ktTzUSEdVDsbUvR3/OoSpikrZdXFf1Z+zLqohBMF5JqQ5qMIrvV10TGJrmV4l5JUxypinsisXWhdekxDR0bM/FdiWGPtBWxXKUSe7C+tiYAnrHUxrGkWwmJgLHU2n7udXRUVsolQPTbw+zqzPN6cvqh91mQV2MUxbV8udtHVRGy0vXJXMOWVtVIB8NOJ7KBlQPo8sSQtl63L2pjfectojEFERyZzG1mPAV6ejoYPXq1SWvPfDAAwC84x3vKEyUa9euZdmyZezYsWMSwywPM1Xn3pnK838P7uTPL7eTzruEdY1oWKexIlQgN66nKojaknl+8vhebn32AGetqOfD5ywbsmrMOy53bmwlbA5fBZKz3ULp8VgI+kWZmvLKUX2rJJ7nC3+HbF/k4TKonNnzBsr3BCqlmLdd7IA8BTsYBTNt0ppOlPayP8LHHraqUv2h+5NefSJc2LalKkwyZ5PMu8RDOkunmTQF6ErlQcDfX7SCtxw/jy2t/ezuSLOjI8VLB3p4uTVFf9bBk55PEtT30nWB9BtJG34fvKBxrSYG2sK4R0BCMF0QQqVLNVSEx9CUYWU8bLCoPl7W7z9rKb+sqSIQnr9YqouHhiUFE8WO9uSo71+yroWHt3eSt13CZVRydvu9Q6eSMJYLtciEhrg54uK2OmbS2p/noW0dozY5nsXRwYSJk+u65HK5ktcefvhh1V7knHNKXq+treXFF1+c6KFe0fjl0/v52p+20ZWxBjQZQuVIQ4bqWVcdC1EZNQorbClV08u7Nrby0v4+PnL+Ms4tana5pzNDT9oqVGIMRtZ2S7qRl4OgY3lAfKQvDs86A9P6WGXK7jCpvrCpo7keluMLxoNSnxHwl0KbgnSRCFrVl7M9U3N+hruM0q+Q0zW1gq/zSZOUqjFpVypPS1WU46si7GhP0ZezqYuHpi3N4UlJW38eXRN86OylvP3k+QghOGFBDScsqClsl7EcHt3Ryfce3s3ergzxiE5dNISmCzpTefZ3ZwvFEa9GaEJQGzPpTFvkHEl1tHzSBBQaZpfbNHg0eJJCa515NZNL0RUjbGhsOZwc1avplMW1LGmIs709xdzqyKj3pZSSZN6hzFM05XB8j7Pa+MhpVENXZqUbDvbNEqcZiAkTp0WLFrFjxw56e3uprq7GdV3uuusuIpEIp512Wsm23d3do5pQvhrxzJ4u/unWDezqSI+4jeW6pPMu7ck8EVOnuTJMg98AtTJqEg8btPXn+cIdW+jPObzh2DkA7OpIkfc1BMPBceWAseUEoYSoGqA8nMbaVyBGHe71kK6ha4K87fll5UXjG1LiPolBv4JQTF6CsvvRt1ehvil3wvatJ4Jg4fyaKHUJVVzQl7VJ5VxChsaJC2u57oLlLK6P89On9nHLE3s50JOlsTI8If+c0ZDOO3SlLRorInz43KVcvKZ5xG1jIYPXHtPMqUvq+OGje7hrYysH+3LKHiFII4+aKh6Uk56hUeth4d8PeUfSWBHGdj2ipj6u6jjLd3efLALT08Tg1jpTgLCh0Ze1Vbp2hFScqWt85PxlfPLWDfRlbapjI1fy5R1PmXEeBW1T4H3VUhkhYo7O3EKGYPOhI2fIPIvyMWHOfemll5LP53nXu97F7bffzgc/+EHa2tq49NJLSxzG+/r62LVrFwsXLpySAc90WI7Lx37xPG//9hOjkqYAwaSVsVz2dGXY3pYqtEfRNZUicT3JN+/bzgMvtwOwvyczug/TFH2X4jC20uKMvufR3tWFquaLFD3YPXzPJln036RHPfMxmDCKMWipFrDMIGBZxvNeF4HX0TDHZiC16vnHDxqaIgX7u7Mc6s2hCcGl61v46pXHcsPbj2NZYwJdE7znNQu54R3HsX5eNR1Ji45kHmcKGjBbjsdhX8907opG/veqE0YlTcWojJhcd8FyfvzXp3DdBctYUBMjZ6uKvKA5tltk8Br8V7BiCIwcKTL9PFrK/UEYaRh528WVsKQhzvffezL/8Zb1REMGB3tzZV8PZVo5uV9d0KS3MmKwpD4+5cUCgUecPcZ3OnFhLW86bg7JnDPqtln/vB3pLJ1EEdVYSKexcqg2dTCipk5bf47ejDX9g5vFuDDhiNOnP/1pfvvb33LXXXdx9913I6WkqqqK66+/vmS7W2+9Fc/zOO+88yY92JmO7mSeN3zrUQ70TqyKz5OqRDZrJ1nakCDht1dpqAhxuC/P/9y/gzUtlWQsd9RH3VQ98IPMXbkRjnKiUqYmMDUdV6q2DUpTNbo+rQyd+isLg0+Un7od7jwHD/fxmoIWJv9B/y4Wowvhd6z3s4W18TDz62Ic01LJiqYKzlpeP+IDflVzJTe84zh++fR+fv3sAVr78wigJm4SNfVxNJ9VzvR9WVXZNac6wntes4hL1jZPSH9Snwjz9pMX8NYT5vHYzk4+eesG0nmncL85ReQ8EFMHUG71quQ/V9TbcSbde0HEURMQMnRiIZ0vvHktK5srWdVcSXXM5IY/bWdXZ4rKqEnlCC2aivc38bEoIiAENCRCzKmOTmmkKYDwiyjKMTN97xmLeWZvDztGSdnlLG9CzYonC8eV6Jpgfk2sLNIWMXW60ha7OtOcsGC2+e9MwoSJU21tLc899xzf+9732L59O/Pnz+d973sfLS2l+dhdu3bxxje+kbe+9a2THuxMRl/G4oKvPUhPxp7UfiRKd7CzI8XypgSxkHrwNVWGOdijWq9URUf/EQX6huGqccYLQxNYZbQ9kYxvBacLga4L0Cnyi5J+paE6XkgH251ZE9dkIaBgNln84BaitB9boIGaaFoucIcvnhc14QujfW2Vpqk0qutJjp1fzdeuPJbGytH1IcUIGzrvOW0Rbzp+Ln9+uYM/vHSIHW0putM2SAiZGlFTw9C0QgVhMNnmbBfLUdVXEVPn1MW1XHbsHE5fWjclqT9D1zh7RSOvWVLHs3u7aamKknd8rZ1/njXA9iT7uzMFs80AuiYK1WFHO3vnSQicpYLFTENFmMqISSyks7RhoJfbiQtr+da7T+AHD+/mDy8d4lBvjoaKcEnT3mIEKeDxICAxjieJGBrzaqJlV7NNBKonpiBUhigpETa47oLlfPq2DbT152mqDA+5n23PO+KFRI6nIpotVRFiZfpamboS+/ekZyNOMw2TqnOsrKzkE5/4xKjb/Pu///tkDvGKgOdJLvvGw5MmTQEC8rSnM8PK5opC/6jqmMnD2zu5YFXjqM86teIfS9tRHkK6huWO3qsuwEQrVNTqT/1N83MngTbK8aZGgzETEETvNDFAFIPrM/hBPhGbgmBSDQhK8S4NXZlWFt8PnidJWw66prGvO8M//volLl3fwuvWtoyoJRkOFRGTy4+dw2XrW9hwsI8th/vZ0Z5i8+F+OpMWOdspjEWZN2osrktwzJxKljbGWTe3mqUN8WmJABw7r4qndncBkoipDdGVSAmtfTllAFn0qwruw+nGgGv7yFCNjweqAh1XGUumLYdj51cP8XGrjJh87LUrOG1pHf/zwA72dmXwpKQqapAIl0ag9EIeeGx4fvuloPFy3Dfe7E7bdKaswuIpbOhETI2oqavikEleVtdTkZpImX0PT1hQwydeu4L/vPtlOlIWDYMaGntT8FwcD1y/KXJ9IkxzxdgpugBCCAQCa5yO+bOYfswaREwB/vHXL7K/Nzf2huOARPVhau3LMrdGdQCviBgc6MnSnswVTCuHEzhGTM1vuTD5PH7gVBxMxMM+b/yn/tSILaV/XNA0DUOTZUW8ZhqKp93isxKQJ10MCEWDRb9paOBHZCZyvBLSNOiYEaN0ApNS4qBI9pKGOJoQ7O3O8M37dvC7Fw7xkfOWcdrSunFNMEII1s+rZv286sIxutIW/Vmbw305ulMWUkiqoyGaKiPMrY4SMjTlgj1NE9kFq5v46VP7RhQWC6FKv9uTeQwGrpWuiaAuYtpQ6Lc3KJ9a7EcVNrWSSIvjk4iYqZHMKWI4Ek5dUsdxC6p5bGcXf3zpMC/s7+VAJoupawW9YVBgUrzICu5Lt8jfbegvUDUQ783a/r0nCtFMsAskytQ0av3eheExxNAjIWe7rGiqIBoqPxJ50ZpmsrbLN+/fMTTydAQfJ45PmmrjIVVpOM7bXEwi6jyL6cOkidOGDRv4xje+wYMPPsjBgwfJ5/M4zoCD67e//W327t3Lpz71qRnXNHcqsK21n9ueOzgt+/YktCctGisjqo2CEIRNne3taUKGqlIb7mGia4LKiElPxpoSBaQhwJEU7AQGT3ISiUb5XdVHQuABE7TCkKjoRLkRr5kCjQHhsXKkVg/QYkITNGUOyG/Y0PAk5F133JquYtI0+CEbjCVnu0T81X9QARXSNRbXxwotOVqqdBzXY39Phs/+biOXrmvh2vOWlb3SL0bGcnhoWweP7+piy+EkPek8/TkHy/GwXa/QODrk91lcUh/n5EW1LG1McOLCGub5i4XJYn5tjFMX1/HA1vYRo2i18RBdqTyeT0pAXRtNCJ9QHKF0nQj+EHhINBjirxR4JGUdj0TE4ILVTaPuMmzonLeykfNWNrKjPcWfNrfyzJ4eDvVl6UlbysfJk+RUPlDpDsv8rsVRURdFsAJjUUP3Bd2eEvy39+epihq0VEfHbQ9hu5JjWsY/d7zxuLlETJ2v/WkbB/3mucFzdLpTdRKw/YrFhkSYuTXRCWlPpWTSJqKzmHpMijh961vf4uMf/3gJURo8qebzeb785S+zZs0arrrqqskcbkbi4794YVoXMLbr0Z2yaKpSId6YqZOzXWpiIXoy1oirsLpEiN6MhSulEgBPEJ6UaJpGfcxQ4fhhok6K4IxVGzY2crZHyNBoSIRp7c+pHmWaGDeRONoIGRp1iRBVUVNVHPnlzznHoy9rq4onIVhUF8PQNQ71qqa2jhtE24RfZTj29w6iFp6//XDvCT96kLUcTEP5w8RDOgtqY0PuH0PXmFsdpS9rc9tzB+lKWXzusmPKXu33pC1ufe4Af9xwmI5kHttVlW0Za8AIFQRCqD9zlkvWculOWbx4oI9YSKc2HuK0pXVcsraFUxfXTjoa9fp1LTy8vYOM5RIb5nvEQjrxsEEyN+C2L1D3dN6R03L/FaJNwyBwcDeMUoNb1RRWEb2+jM2FxzSNq6XJssYEyxqXAdCfs9nTmWbr4SRfvHMLqZyD9ErvoSCFPhaRKhAof4HgeC66qxYDoaLWON0Zm2TeoaUq6nuAjT3mgOAsaUyMseXwuHhNM/WJMN+4bzs72pNUREx0bXqF4a6f0jQ1QXN1hIZEeEJi06BJ8qxz+MzDhO0IHnjgAa677jpisRjf/OY32bt3L6effvqQ7a688kqklPzmN7+Z1EBnIrYe7mfz4dEdbScLTw70nQOIhDRyjstx86uxHFlSFVSMRNhQXeXdyZX4O67ShiyqjxEP6yoVVPQklb4nU7mGeyMhqGK64sT5vO3EeYR0Ddvxxi06P9oQvnB3fm2MyqhJbTxEc1WEOTVRljTEWTe3kvm1UXQh6ExbpPLOgNmkv4/gmmrayGRUExR8irxBE54SgQ9MDkGRgCvVw7i5KsLyxsSoZKgqalKfCPHgtg6+dNeWMcvbpZQ8tK2DD9/yLDc9uofejEXI0EjlHfpyDq4nCelKpxIxNcKGShNFQzrRkE7IUCL1ZM6mK5Xnnk1t/PNtL/G5326ktW9yafBTFtdy8qJaOlP5EX8vgUt6ceWWoWkDLvmTGsH4EEQrh0SbXEnU1NGF0qxNxhixMmKysC7O/p4Mjuv550Udr+TeGsfDI3A2UPeaJGu7BX1OYHfh+mL8PZ3psqrkMpZLxNRYPkHiBHDiwhq+ddUJvOOUBTieLLilT3XUSaLS7I4rqYoYrGiqUF0fJnjzZP0o8aJRWm/N4uhgwrPdV77yFQBuueUWrr32WubPnz8si29ubmb+/Pls3rx54qOcofj+o7uPSCQkmXPY05lWD35PPdxXtVRSGTHoHUGQLgTMq1ETtDNBjVCgbaiLh9A1jVXNFURNreC/FJgnhgxtwuRGoh4QnoRzVzbw/964hov8VaLut5CYjhLnqUJAUnQtqFYb6qBeDEPXaK6K0lQZYk1LJeeubMDy+62ZmiqFR6oJyx3FgkD62xRHpYYQJt+bKJgTdT91WB01yxLyR0M6tXGT+7e0c9vzI6ejLcfja3/axud/v4lDvVkaK0KkLZeDPVlsVxLWhX+PDH9MgTp/YUND1zSSOVf1WhQa97/czt/e8ix/2tw25nhHgq4JPnr+curjYTqT+WG3qY6aVEdN7KJzLpF+OnVqI07lRJtCulZyjYIKv+bKCJ1pi5MX1XLiwpoJj2FPZ5qP/uw5bnvugIoKyYGIloAJf+cgXRyMPO9XUAa0LKSrNF5P1mZ3Z7pQQTsSejM2K5sqWNVcMYHRDCARNvjo+cv58lvXsag+gZSQc1QF72SvrStloWJT1wTzaqIsaUhMWNMVIGe7VMdMWqrKF5TP4shgwlf2iSeeoLm5mUsvvXTMbVtaWjh4cHp0QEcLUkoe8Q0pp/1YQGt/np3taV7Y30tbX47bnjtAc1WE7lSe9AhdweN+d3RPylEn82GP6RvORUytEBExdI01cyqJhfRCvyWNiUebghQOwMVrmvi/d5+IEIJVzRWctKiGaEjH8wbE0zOBPgUVjsF/QgwVNpfT/iwaMkjmHf7uguXUxELMrYmwtDHOwroYC+qiNFeGqUuEqI6qkvOoqRPxhdRBIdTgFFIgDC+OQAWtfWKm8vzxpKRjBPIwHOJhg5Ch8aPH9rC7c6ihq+V4fOnOLdz2/EEipkZDRZi93aolUECGxpMWMTRB2NTIOx6H+7NUR026UhZfunMLv3x6/4SjBAvqYrzvzEXYfgPsIRAwt0Y1pc3ZLhk/hTjRRcdoCEhx8F9gAhtcN10TJboWKYu0TbZLXTzMdRcsn/CCYmdHik/e+hI721NETI2Mpc5HsLepIIpF3aVwPFkgT6DIe0gX9Occ9nZmRvy9BFHOy46dM2WptRMX1nLTe09mTnWUWMhASuUkbrmebxkw9ncProfleuQclYqOhXTm18ZY3VLpd3+Y/Fhzlseq5soj7jc1i7Ex4eRpKpUq2w3csizcV5jAdyy09ufoygxPWKYTwQPpiV3dhbL2zrSNqUPUNIiHDaqjZiH90VwVIWe79GZt0Clb7+T4LQnm1ZSa2hm6xurmBFtbk2RtlUqzHK9QMl3ed1C6H9eTVERM/u7C5bz39EWFB4QQgr89bxlbDvdzoEfpfwpE4SiKncqdp8rZLmxoZC2X379wiN6sTUtVZMSJMDA99Py0KCjB7KHeHN0ZS61+ij6q+YJ0PfBsGlR+3pu1aXG9sglvfSLEgZ4cN/55B19+6/qSiNbX793GPZvbqImZhA2NXZ3pQpuWiVZZChTZsxyPfd1ZljbESVsO//fQTkKGxpuOnzuh/b7h2Lm8sK+XP21pG7a8PWu7eB4FsiTEgN5sOiubAsIbQAhViCF9UqVMJgWdKQtPShorJJ+67SWOaalkWWOCNXOqWDOnvAn2cF+Wz/12Iwd6slRETPZ2ZQBBSFd95qYyuhZYbwTkKW97BTsITahj9udsWvuzw2q1ejI29RVhzl7RMEUjUqiMmhw7v5oX9vVQlwjTk7boy9p+ms0bcJUf9Lni1zQhMHWNirBBTTxERdiY0pWdJ1XYblXL5CJts5geTJg4tbS0sHPnzjG3y+VybN26lcWLF0/0UDMSKsx8ZP01Bj/Qih/mtgu269Cfc2jrz2HoGlVRk7p4iAW1MejO0Je18TQKguuRoDQP0FQZpiJSWomUtVw6UnmOnV/D20+ez3ce3Mn2jjRZy1WNgv1ITHE6wvNTRq6HH5pXFV2nLq7jy29bx5zqoRVUSxsS/NVpi/jm/TsQSPrzbuFBPGPLcyWFjvVjIWgjce/WNrQxPiOE6rtW7DMkhNKQmHp5xoABAkPTnoxNY8XITUYHH786ZvLcvl52tKdY3qQe5vdvbeeODYepihrEQjr7ujOkcs6kSFPhmCjylHc89nVnWN5UQWcqz40P7mRZY4K1c6vGvU9dE3zqktVkbJfHdnRSnwgTDem4nuRQb5autCp+MA2tpGWHEAKN6SVPhWOhiJtdtNBUqUwVpUpEDBJhjcN9OfZ2ZkCo87SyqYLL1s/h3JUNxEcQE3ue5IZ7t7OnK01TZYRdHSk86fkCboHtuVP+HZX1hoqNOp6H44lCy6WA4HckLSqjZokI2nI8crbHu18zZ1rE0Rcd08Tz+3owNGipjtBSHSlExnK2S9bycD2vQCSDhUjYVNHfqKkp+5BpQjLnEA8ZnDPFpHEWU4MJ35HnnXceP/rRj/jBD37ANddcM+J2X//618nlclx88cUTPdSMRG/GnrETuCfBdjy6U3n6szYVEYM51VEipkZH0hoxQiR9OwBPQkNFqCS37niSrlQe14MzltXz8QtXMKc6yhuPm8uze7v5/iO7eWxnFxnLxXG8ghcN4EeLFDmoi4e48JgmPnT2EhbUjS56fOuJ89h4sI/7trbjSUjmp/7BXi5UhdEoZMBfIQpB2RVoric53JujIjL+n2Fv1sZ2vXGRJsAvxfZUerdM4gSQCOv0Zmzu2dzK8qYKOpJ5bvzzTqRUBpi9GYuejI2hT540FcaK0sRkLJf2flVOfqAnxzfu28433nn8hGwSoiGdz1++hi/csYUHt3UggO5MnrwdKJtVGDfQ+YjAZ0sIBEMrF6caw+3e0FXksCpqsri+tIGu9EXYGw/1sfFgH794eh/XXbCckxYNbap++4bDPL6zi/pEiPb+HFnLG0ilTuMXU5W5aqGQdzy0IlNMQ1cGjwd6sgUHdM/zaO3Ps3ZOJe88ZcG0jOnclQ187+Fd9GbtQmGAoQkSYWNGVLH1Zx0uPKZxymw5ZjG1mPAd8slPfpKf/vSnfPSjHyWbzXL11VeXvN/b28s3vvENrr/+euLxOB//+McnPdiZBG+GsabBkRiJCvc7nqQ/65C1UsyvjbG0weRAb5as5SJR5f6aELie760jlCli3nbZ2ZECCY6nHnCNFRE+cNZi3nDc3JKH94kLazlxYS1SSra3p3hiZxfb2pLkbBdNCGJhg3Vzqzhtad24yqdNXePTl67GciWPbO/A9sP9R+PMl8sFtDIdjh3PK3jmRCcgIg2KAibCUXRNqH6H43BQFkIQNTXu3dLO35y9lFue2Muhvixzq6M4nsfBXmXKOvUNXlVkoj2ZpyYWoqkyzKZD/fzqmf2857RFE9pnxnJZ1VLBw9vbOeCPOzhW8I/gtUIazRdOB68dSTiupCJisGgQaQJ1XWIhg1jIwHY9dnem+dRtG3jD+jl84OwlBRLf1p/j+w/vQtPU9+lOWwQBE9sNWtFMz/jV6ZMlzXoD3zLX13X1Z202HOxDF6JQbbenK8PnfruRlc0VrJlTxcmLaoa4pJccxzdcPdiTJe9X84UNjRbfEqD4Xq+ImFy8ppmbn9w7JR0WphI528XQBZesnXjV5CymFxMmTitXruTHP/4xV199Nddddx0f//jH0XX1I12wYAGHDx/G8zxCoRA333wz8+fPn7JBzwSMd6U/3ZBSVU2VaFn9ShmhKfKztyvDwroYK5sq6M/ZdCbz9GTsksoWASRdh2KThaDqCeDHj+9lT1eGi9Y0cUxLqa5CCMGKpgpWNE1dXj4WMvi3N6zhq396mTs2HKa9P++n/qbsEGVhLJeq4qqhcohTzlYao7zjjjoZDHssqQwmJxrZ0YQodLQPG+XvIxbWSeZsNh7s496tbSTCBrqmtDeW4xGaJqM+QxfkHY/ujEVzZRhdwM+e2s+aOVVURAyaqyJDUsrDwfUkt790iB88spuOZJ5kzh7ith5EFoVPooIqMTg6KeKAJ9muRzo/vPt5AFPXmFMdoS/r8Itn9rO/N8O/XHYMFRGTuze10pmymFsT4UBPFteTvhDeU42PpzuS5gfzBAPGkI5XtAjySZSmqWrGWt/n6YldXTy+qwtdEyysjXHZ+jm89pgmauKqX2fOdnlkeydP7u5i06F+ulIWeWcgMq2JwFctzDEtlZyyuJazlzcQDelcvKaZW587wIEe5aYetJMpVHn6KbmIqR+xyl4pJR0pi2OaKzhpElWTs5heCDlJM4sNGzbw+c9/njvvvJNcbsBvxTRNLr74Yq6//nqOPfbYSQ/0SKG/v5+qqir6+vpGdTrfcrifS7/x8IxK1xXMEAcNSqI0EgKlKahLhPD8VZ7tykIlU85ycQqra1+rpA3oLjxUODsWMqiOmZy4sJaPnr+M+bXTH06WUvLAy+18/vebOdijtB2ed2RW/6OVj/uDU67qQjC/JkpzGeXDB3qyzKmKcrgvy9ya8qNwoCaLra1JVdk3AfLkeRJHSlY0VQxrCDni56TkUE+Oi9Y2c/fGVuZUR9AEbGtLkbHccTtCj4TgkVTc+sP2JEKq4gTp643q4iESEYOwrjGnOsq6uVWcubye4xfUDJno2vtzfOWebf4krPQq+3uyfsRVie1t18ODQsYOKKSxjlbXH12o35xEEaPlTYkyiblLRzLP6Uvr+czrV/M3Nz9LezJHbTzElsNJHHcg4glH7ndUSlBLrTOCiGVdQukyixcGOdulJ2PjupI5NVGuOnUBXak8d25spbUvhydVe5qo7xEWWDl4niTvuORspZkSQt03C+tidKUttrUm6U7b6BpDwrfBGDUhqPI92cYSgduOR8ZWx8taTsFHL9DsRQKNVEgf1hG82/fs++8rji20LppF+Sh3/p4sJk2cAti2zbZt2+jr6yORSLB8+XKi0fFNCDMB5Z54y3FZ+693z6g+aoJS12lDA9PQ/RWeqmDL2V5BU+N4kibfc6cjqVzGQ4GX0DAIKuhAUhMLo2nKOPBvz13K68oMK1uOx/P7etjRkWJHe4rOZB6JqnRZ1pBgSUOcExfWjBhBaO3P8vGfv8gze7pwiohTEDkojHWKLktwTkeD9CMTYUNjdUvlmAQi0DYdO7+aFw/0qh5W40Bf1mZXR5qQoY0RBxseQWub5Y2JEYXEI+FgT5aqqElfzmZudZR03mF7ewq9TFH8cGMplOYHbullVnbpApqrIgWBt+V4mIbG0oYEbz5+LpesbUHXBPu7M3z2txvZ3p6kPhHG0ATb2pLKY6roWgUavyDyIKHQ+udoIpjAkVAZNVjZXFFWakmRJ4uTFtbw/P5e6hMh+rJ2oelvcZXY0VgAlmi1PLX4SIR1jmmpHPE353qSPZ1p+nMOhiaoT4SprwiVVSEaFAF0JC1cz8PQNJoqwyTzDum8S9gotRYJUoyuN+BxFTV15lRHS3SJUioxd5ffVmjwwtW/dEO++2AyZjkebf15rj59IR88e+mY32cWQ3GkiNOUqeBM02TNmjXDvvfSSy/xxS9+kZ///OdTdbijjpChM68myq7OzNEeSgHqQR/k69UqOSwgYurkHUWYamIa+3sy1MRCLGuIsb8nR3faUl3Nx2i2KlDkwPYkPRmLpoow/Vmb/7r7ZVJ5l7edOG/Ez/ZlbW5/6RC3v3iYQ73Zgq9UUGHjeMp5WgB1iTAXr2niDcfNZe4gTVRzZZQf//Up/PfdL/PrZ/fTn3UKfeCGawUzGZRDmvAne02D+ni4rKhLX9amMmqysrmCFw/0jntcky0ZH9D0TIToQEcqT3VMEduMpdIiw8m0im0UhvZAkwUTz4FXxobA1/MFY0laKkoRDzGnOorleGxvS/Gfd73Mgy938K5TF3DDvdvZ3p5kTlUEQ9do7cupNGWJV5IiEroQaDpIP3LrFCpBjx6CUUqgL6uI6tKGxJhENWLqVEYNHtregaEJQkaEnoylNERiIC05kpv6tEOqtJwEEMpzLGrqo5KmAz1ZknnH10pJknmbukRozEMlcw4HezJkbA9dU89v25W0J/PE/ZSz7UpCRanr4PxoOpgIXKl853Z1pKlLqOKZjOVy0NeMgiJEYy1opATH12P1ZCxiIYOWKnVtjmmp5D2vWVTuGZzFUcK0lg88/vjjfPGLX+SPf/wjwKuKOAGct7KRXZ17jvYwSlC8ipS+bsDUVTl7Z0qFgT1PragP9ynSpBpzlj+JmprAltCeyrO4Po7tePzfgztpqAgPWz77+M4uvvXADvZ0pTF0QW0iNCLBcFzVcf0nT+zlro2t/PVZS7hsXUvJw9TUNf7pdatY3VLJdx7exe6OFLYr/dRVoFERSIL2CmV/tQLUBD02afJ8whYPGTRXj52ik1KSyju8+bi5LGmIq8ljnOLUyaotAqHuRMqpXc8rtP4A5X0U2DAU778kclNUXTnZOTrQHAmh9mfqytm7LZknmXOYXxtlTnWErOXy6M5O7t3ShiZgcX0cQ9fwPDVhBc2Pg156nu8gXSwKnymQBPeiOpc9aZvtXopF9bEx03aVEYM9ncp8Mms59AVFBRSnyaZ1+COi0FrI1yEFFYLD/R6cQZGmkKnhSUkq57K7M82ShviwUSfpG74e7svj+tYLwe86bCghejLvENKFb+kysr+ZLgSa/5n2/hydqXzh3I3Hx04IMIXA1BQZS+Zs+rM2zZUR/u6C5WVX5c7i6GHcT8777ruPa6+9lksvvZQrrriCL3zhC3R0dJRs89hjj3H++edz5plncscddyCE4K1vfeuUDXqm4L1nLJqxnasHPJTUv3VNI2+rzvRhUyeZc2hPqkjTeEhTAFMXSKlSN9WxEJbt8a0HdtCVGnClllJy8xN7+dzvNrK3K01zZZjmysioURlD16hPhJlXE6U/Z/Pfd7/Mf9y5lbxTaqCqa4I3HT+Xb7/7RC5d30JlxFDpGtfDQ5WQ60IQmWA6C+GvhkeaVXxdk5q8NebXxso6j11pi8qIyZuOn8vi+jim71U0Hmhicg2VPakmqrHG60lFPNN5h3TeIWu7BaIRXMOs5ZYYfjqeLGg8gqhiYCQ5Vb+UgDwFCwNdU5NvMu+wtTXJjvYU3WkL22+qnMo7pP2IQF/OJm+7uJ5HxnLJ215BvxekCGcSaYIgkuxHP/yUdCrvsMv3TxsNwe/fcTx2d2YKWq2ZUkVmaMLX+6h2O0HKtRieB3s7M/TnFMEp9oEKGYJ03mF/d3bIb1VKSWt/jkO9OUASHsYqQ9eUi3ne8TB8El7s4TUYwYLKlarAQxGt8knTYATSKl1TY/jeI7vpKepNOouZiXFFnD70oQ/x3e9+FxgQcN522218/etf57777mPVqlVce+21fP/730dKSSQS4eqrr+Yf/uEfWLr01ZeznV8b54QFNTy5u/toD2V4iIGmpUHbFUOovnI511MPnkn0UwoZGjnHoytt0VQV5kBPhh8/voePv3YlAD99ah/fe3gXIUNV+4znYa0JQVNlhFTe4Y8bDgOST75u1ZAKtPm1Mf7rbceysyPF9x/Zze0vHSZruVjSKUSpNG2gxLlcFOtsNAICIApvBrszDY0FtbGyvJgCkerfnL2I5U0VZC2XWEgna7nj8iQKm2oC8Dw5QV0RxEdY1VqOR0/Goj/rkLNdRX6KIka2K9GFSpHVxE1cT/rWR2rCs4vSpoOjUFOd8ZKopqqWOzBE11ORVcO/5kqXJ9nWlmR+TZTejCqIgGCMA/uaaYSpGBKpKjt9PymQ5ByP3V1pljUkCI2wGLH8RtnSJ5ZBqrOw36MVg6b0IgABAABJREFUbkKRpog50JIn0AINvk8O92Xpy9mEhiEogYN3X9amO12atutMWbT15VWEZxQNlCZUa6C84xEPGeQdl7xfJTqknZIMemvKAonN2p5KMY7zp+hJVdka0jUVEdUET+/p5tO/2cAX37yuUDk4i5mHssXhv/71r7nyyisBOPPMMzn55JPJZDLcf//9bN++ndNOO42lS5dy8803E4/H+ehHP8rHPvYxGhsbp/ULTDXGKy576UAvb/u/x4esko4WBjt260IQC+nkbNcvP9cKPj5Bt/rJwHI8Qr4ouidjYeoaN//1qezsSPGp2zb4mqXJPQDSeYferMNHz1/GlSeNbmuRzNn87oVD3P7SIXa0pwrXxXJccs7wt3pBfMvoIlltgDcBijguqI2V9f0c1+NQX47j5tfwtbcfS9hQ5/3/3b6Juze2Mb92fALxTQf7cbzy26YEgnDHT5/FTB3T0AgbGomwQcTU6Erb9GVtHFf61UR+dMv/3m5R+s3QVcTKdj00f1q3/c/B9JOmYgQtZ4rve8FAyw+k0kSVfEYEZqCybDH60UZAkoNHdiykYzmS6pjJ4vrYsAuTQLyvIoUDGrHgQk33tRkOAeEI6VpJ9Dm4R1c0JYiF1EIkmVORNTFGZNzyI0bLmyoK7Yy2t6fwPDkiqRwMx5cwNCTC9GZt8o6HqQ0UPah0p1pMqHtO+PeWxNS0QjuZsRCksl2pxPDza2KF9JzleLT25zhlkeqqEDwnZlEeZpw4/Ac/+AFCCL74xS/yyU9+svC6bdu87W1v4w9/+ANPPPEEp5xyCrfeeitz506sn9QrDevnVfOuUxfwo0f3zNiHr/JMGehzNtCLa/Lh+sD5N+V7zBzuy3Hnplbu2nCYvO0ypwzdz1iIhw3SlsuPH9vDyYtqWVw/suN4RcTk3a9ZyFWnLuBAT5YdHSm2HOrntucOcKA3W2L0F8wfxedhtNYaxd4wFRGDBbVx4uGxH2y263G4L8eyhgT/ctkxJQ/DS9a2cP/WdrK2W9ANjQXXjzRlbNWao2TtI5TtRLEPkTuMbUPKcqGQ5skHH8XQVAGApg2dBBzUJOR4kpCuIjqOG3SXHxAHDRQpFP17GuEBxWdO84W8EFxbZWVQPI5gjK8U0gQUBIxBZEZKlTIfLtpSjBKd2SBMt2v4YBQT1iEo/C59AuyLwT0px/TNM3VB3pV0JvO0VEc40JPB8UoLAMaCoQnyjqQva7O0IU5rf47etPK5MzWB7Vd/FhNPBAjJkHYyw0H6thaOpyxg5laFaagIl0TRQoZGY0WYZ/Z288tnDvCe1ywse/yzOHIoO0/z3HPPUV1dzT/90z+VvG6aJtdff33h739JpCnAZy5Zxdo508dux4OSn60MHMVlyeTgTuGDUomwVfg6WJn9ccMhdnWmaawMTwk5A2hIhOhOW/zsqX1lj2t+bYzTltSxuytN1vZY2VzByYtqWVQXK6x0PTkglpd+pGK0kLsGtFRFWdlUWRZpSuZsDvflWdlcwX+8df0Qj6cTFtSwrCFBd8oaM21iOR4He7JsOdxP2nKKyvgZ+M+vArNdie1RYtkwFiRge5Cx/WanUuL4rtI5x8N2PCKGBv5EMfi+CvZR+PsRJCVukbK7eFRBRGXIOOXkqxOPNEq+F35E2deOHe7LDlv9p1K6paL3mfqdPRRpCtzne7I2OdvF1MfWKQb9HHsyFp39eVJ5l5A2epXwcAjpKmWXyrssrI2xsC5GxNTIu15Bizj4/AXPwLwzfFcDKZVHWN5Rz5iqiMHyxgRNlZFhtVERUydiatzyxF62tSWH2eMsjjbKJk7d3d0sW7Zs2Btx1apVACxfvvwvjjSB8kr66Qdfw+K6o9tXSEBJCB5UeN8LnpYiaMWlCMJUUJpg9ZuzVfQipGtsONCPNoauYNzHEYKKqMHD2zto78+N/QEftzyxl8d3dFFfESJq6gihvH+Om1/NssYEVVGjKAWiJuDhIk66gIihYegqPSXE6NNP3vE41Jsla3lcvr6Fr15x3BBrBVDX52/OWUrY1OnLOiXvBREd1/XoTltsa0vS1p/D9VeswbmfanhSkadk3iVjK9JkOR6uhO6M6iKfsyX5EVKfRwuuHKrZeaWRo9FQ+B6DCj9MXTVu7ssMFRWHDK1AuI6Q+XXZGEwaPL8COIjadPlVwOWOO2hg3ZpUz4cxrUSGQTCkrlQegaAmHmJlU8Kvxiu0MixZbEmpIpqBsF2ltBXRyjkelqt69TVVhlnRVMGShviYlXN18RDJnMP/PrDzqOrQZjE8yk7VOY5DODx8U9BQSIWIa2pqpmZUr0BUREzu/NhZvOf7T/HMnp7JewhNIII+mNMGrreFtIX/34CPzyQHGRwHcP30n4ckazksHKdmpxxURU0O9eZ4dGcnbz5+ZM+oABsP9vGLZ/YTC+tD0mBCKO1VkN7IWi79OUeJaYvK9fO2S2/WLgiNdTF8akT6vjJZ2yWZU+1QFtTG+eDZSzhref2oK9+TF9XyhvVz+OnT+8hYagxpy/W9j1TUR1nvCAw9iCodnZ59Mx0zycl/yuEvfgYjaEDcmbL8ViVFqedh2PXg3RzJbJ1ADER2B62rJJJ4WEcIQTrvkrGccVX8CiGQnke+yC5jIjB0oX7HeYeKiEEy7+J4ShcIKmIf+JIVPLD8lJ3temhCFW8kwjqxkE4kpFMRMcf9XWrjJhsO9rK1NcnqlpmR0ZiFwtFvA/0qQsQ0+NWHTueGe7fx7T/vJFskGC/+yYz2jAq2KyY85WBwBElKtQLTNYHrDkz6QVhZExNbkY01cMtvwjsRj6CxoPlj39GWKmv7nz65l3TeKcuZOxrSR1wFznElvVmLzpTll6977O3OkLGckklK1wRRU+eMZfVcuq6F1yypG1aYuqM9xbN7u9nZnmJbe4q+jM3h/iydvnu7hjp/AvzWGOpzEkneUX+bxV8eAl3WcJ2dDU2Qs11yjldCGvKOV9AUFZ4Rg5jTdEUuh0XRwYojTiqqIoj6ovBU3lHGsuO0e/Fkkc/XBKELgSMlaZ84daUs3+RW7VRDEJziYnG960k8JAvr4lRFjUnLFGIhne60xd0bW2eJ0wzDuIjT9u3bueaaayb0vhCC73//++Mb3SsUH7twBVeePI/r/7CZR3Z0+SaMRWJVXyQoUJNtEM0wNTAMnbxvAqf0SeUdUwyqlFEluKU/XEMXRcRsYs7RI8H0l4+BDmC6mmKGdMHmw2Pn/Xd3pnlmbw9VUXPSDzBD91s7JMJYjkd/zqYrZXH60noW1MYwDY2GRJjFDXGW1Mepjg0V6UopeWp3N79+9gDP7+8lZ7tIT+J4Hr1Zx+8Sr0S8LuDZw+spZvGXjWLOU3xba0Lp03JWaZFBYBdRQPD3EQjYdKLY+sHUSnVLjl/wUO03MQ78qcYzQqVIGChVmOy3y1guluORzDmMtA4MtFWgiFXeT9VNhbZTCNUX9L6t7XzwnCWFSsNZHH2M60q0t7fzwx/+cMT329rahrxfWO38BREngDlVMW5890ns785w96ZWHtrWwf6ejJ8KglTeJmt7qi1CxKQ3a+G4EkOAo6nu9eXGbIotCILJ19QHymg9vxJE9yM2AibUHHY4BPKpiB+tyTueag48TQ9lQ9Poy45tEPfI9g7SeZd5NZOv6itGyFAGnTnbIxbW+egFy8f8TFc6z9fu2cb9W9v91jc6dTGD7oxNX1p560QMgeMJcJWWaJYwzWJE+Kp715NkXLdQNSeBnR1pKlN5YiGDunio4DquiVJ/LU8OPF+CVN90p+uUTEBFvoxBizpXQl3MKERoVTR3fPuXskgEP0nmpAlFnIJFb6iMyFcQ0cvao5uSjgeJsE5vVlkyrJ1bNWX7ncXkUDZxuvrqq6dzHK9azK+N8f6zlvD+s5aQzjsc7stiOYpu3PLkPh7a1kHE1KmIRNnblVX9knQN13PxYMyoU3GKLiBNmqYmeCF8AqYJQn5ky5NDI1GTQWAEF/OJUzmlw5NBuXqMl1uTQ6wGphIRQ2Pzof4R26W4nuS5fT3c9uwB7thwmIzlFjRnqbzDwZ6cWmUL5ZaesXzNklAVGzPDFWwWMw1SDtwbgZFnMRxP0p1WGrxDvVnChoYrPQwBllQLJkNXZffFUacjka4rJmwaSickGLBKqY0rDa3rKZ+j8S6+ihsXT15jqqQSacsp/LuszwGZ/NQRp5ChYbseuztnidNMQtnE6aabbprOcfxFIB42WNZYUfj3v16+hp8/vY+fPrmP/pxNXdykK235Pjkali9uGelBoImBSrpi0hQ1dDSfNLmepLEijOep9gPRkE5VLExHMjfuHmnDwXElsZBBLKSTd1y/mej0ESfH9cZ06ZZSsqU1WbYh3WhwPVlw0BaoSsGwoREJ6fRlbVr7c7RUlWqotrUl+fq929lwsI/2fkWQTF0rhPsdT2L5bNiRqh0GDLRzOCLmR7N4RaKc20LXBNJ3cM/aA/dWAFPTsIU84lGnwL3fBVJW6dJAA/Z1pamMhqiNmRNKtU3l2IMimqw1yCdtrM8JVbgxZePwTTZ3d6anbJ+zmDxmk6ZHESFD469OW8Qpi2v58WN7eGZvDznboz/nKJGwT34GQ02wFBEmtY2hCcJ+C4PAMbuhIkxjpTKEC/rA1cRMulOqS/rgkPl4EOi26v3qsu60TWNlhKzlTAkpGw6WK8cUSuYdj4zljGmHIOXAtkEK1dAVG7Ucj1TOIe94JQaCmhgQgeu6Rk/aLhAnKSW/fGY/Nz26h2TOJm97eChfloLrOEW9sAYxYunvY5YzzWKyEEFvQF9PGdxTnlQC5rChKZ1d0e/0iIrEB8EDknmXZD5La1/W10EJDG381XFCDE+6lOeZ9K0EBp5fUgYLUKD47wj6/Qq6nO36+1UbFc6ZGGgs7h99GloLKVPOWcwczBKnGYBVzZV88S3r2duV5uHtnWw42Msj2zvpSlvK6M4bEDwGUN5MspDaCfmtVFyPQhfw5sowIUPjcF+WJfUJFtRGeWRHJ7omqImbdCbz6NrECI5EkZhE2KAmHlJaAE9y6XHN/O6FQ1iuN+XtAoIH3bLGxOhjK+gclK9K3lHNXLO2KvHP2i45yy30VRvpOSdQZNQ0NHRtwK3Z9dSDzJPwhTs285lLj2F1SwU/eGQ3P358L6YuiIcNulIZTE2UNsF1VfNbMUIK9lVdTj+LIw8hEEVk3JPKcy1mGhi6SgMF7x+tW6/ETVxSaEScdyWedIiY+rifUQPtkWShVZBbtAAa/F3l4Bf9F1zfq8wtpEUH/gwIVhApNnzvB01M7XOveCE8i5mBWeI0g7CwLs7CujiwEIDuVJ4Ht3Xw/P5eHt7eQWt/Hst2Bzqco4wZBX4Zrqs6xddETaKmTsZ2QQjeeOxcPnj2EjRN8JFbnmNXZ5qmyjCpnGrkGja0cT2YJGA7HoYmmF8TRUpJRyrP6Uvr+Zuzl/L0nh4O9WZprpraB0gy6xAPG5yxrL7wmuV47OtOs6sjTa+/KnNcj85knmTOKUR4JuJiLQHbkzj+OTJ9EzwdgaYpc8qdHSk+/osXOHFhDY/t7CQS0qiOhni5NaksIIpYkxqLGsjsY3AW04HhfsaDdYGuBxnbIWoaeL6e6GhFm4oLW4QfKtIZSOvZHniWSzSkj6l5KnRBKRLA520Px//x/3/23jtOkqs6//7eCp2mpyennc05r1YZCQUECEkgBBIim2TMa2P/jG0cMMbY2BiMwTY2NjYGTDQYkwQSygHlgNLmnHcnx85d6b5/3Kqanhw3SMzz+YB2ZqqrbldX33vuOc95npALOkdjlyjtJgC3LMgSwgttkebkOlIO8/Sbx9nHfOB0DqM2GeXN5y/kzecvREqV5fjV0T62nRzgyUO9HO7Ohe3/hi4wNY2IoZGI6CRjBq9e28S1G5pY01QZTk5/eeN6/vwnO+gYLNJSFeNEf8F36J4aAVKighXNtzSJGBptAwUW1yb4g9esIhE1eP3mFr780KHQk2kuIKVksGhz7fpmFlTHaR8scM/ODu7c2UFPthTuyLJFh1zJwZ7D1I2UULQ9HFcSj+gqUPXUPV9cm6AzU+RHz50gGTVYXVVJxg9IR5ZBPSmHBPPmMY/TgIm+beWGx54HJcclamp4lntWMp3lQdNIlAd7rlSE60R04uBJKys5Or5yd6DpFGR45/ptBufTAOlfw3I9DnRmaK1JTMrHnAoCBfN5nDuYD5xeIhBCUJ2I8Nr1zbx2fTOgSnhtgwUOd+cYLNhIoCKis7S+QukLjcHxWd1UyWdv3sTf3L6bIz1Z6ioi9OYsSn7wNNHE5Prq2KYuWFSTIGIITvUXWFyX4NNv2sjCGmU58/pNLdyxrZ2TA/kxbUZmgr6cRSpmcuuFC7nthVP89+NH6M2WiBoalTETPQZH+woUbDckzc/1JOl4krzlkojoeFKSNA00TYTGwTnLoS9nkbdUR2RklKUEM8p8zWMeM4ZfhjM01SWmaQLh68YhCbl9ZxoTBU0w+vvroYjaicj4ZbtAv05KKPq+ccGhYzQgzhmkf/7AksXUNAq2y+GeHItq4tTOIuiRPh1jImPzeZx5zAdOL2FommBhTSIMWKaK1U2V/Pu7zudrjx7mrp0dVEQM8pYiQgftyoFKt/RJlIGuVFXMpCEZIWs55C3BFasb+MirV7GgLECqTkT48KtW8Fc/38VA3qIqbpYJwyk/O2MakgUFy6Vge3zg8sX8+PmT3L+7C12D1po4mhDYfsksb7mYvgjd6ZonXU9StFw0TZDy39dAwSGiC1wJbQNFpWM1xmvns03zOJ1Q/SIjgnUIO12DDjFNBJ6MSjcueCrPhPVKeWPLxMeN3vq4Ekq2S2wcIUiV4QbbDe6F+u/pDJrK4fnBk64LNNS8dKKvgIAZZ4xKjuKrzgdO5xbmA6dfU1TFTT567Rpu2NTCvbs6uG93J+2DRTJFx29hlgQ647omSJgaEUPH1DXytsuKhiRvuWAR121sVu3PUnK4J8vTh/tU+c92SUUN9nZk1GStiVCUThOCiK5RnTCpqYhMWL8vWC49WYsrVtVzvC/Pfbu7qK0wqYj6j66EE3158paSQshb7mnP6NieJKoJahIR+nIlXFcSNQS6EJRsD4kcM9t3Ngm483j5Y2Qs4vmduVFDdXVGDE1ZsFAWUHgQMzVsV5WR55oHVI7JskzDEGSNRwzE9sAcgz+kyuCef34ZnOKMlyAlan5T0iWqgeZEf4FYZLRf5lSQLTlUxc35wOkcw3zg9GuOdS0p1rWk+NCVKzjck2VfR4YXjvdzaqBAT9YiW3KI6BoxU2dZfQVrmyvZuriGDQtSPHW4ly/cs5d7d3dyoi8/TJBv5HwlXEnM1NB90mbRdmkbdOnKlGisjNJYGR3mnSelpDdnUbQ9rlrdwHmLq/m3Bw8OD5qA3pzFQMHG8yT5M9h54kkl5ZAruaj2ZBUoaRqUHMksPEbnMY/ZQSqzbU0IYqYWdpiZuobjd5cFWSdXQkITmLrmd5+pzPBcS4lNK2jyMVa5XXEs3dDTDvzuWVeiCQ0plaisx1naqEjFrzJ11XAT0VXW6FRfgRWNFdNrwpGSguVyy/kLic1PKOcU5gOneQDK5HbDgio2LKji5vMXDvtbudaL60nu2N7G5+/Zy+HuLAN5e0qpcIkS4zM0QczQMHSVpXI8SdtgkUzRZml9BboQDBZtskWHVNzk/Zcv48pVDfze955H1xgWNHkSTvYXzkqrruNKBvKKz1S++zU0jZJUi89IYvzcq1q9NHA29YF+XVDe0i9RCuHl+mGgPoeYqVOw3VDiBPwsCaqkZ2h6qHHkBbpHMjDh9c/jZ1QCJfygy7b8M9bEkHwHqO/qdCXjxAgphQCON5RNUz8PZcp0TaBrSqPqrHSuCsUbM3QtLJ1GdI1MyaE3Z1GfjE75VNmSQyJihJzWeZw7mFLgdPz48Tm52OLFi+fkPPOYG1iOy4vHB+hIFznWl+dQZ5ZsSekTRUydmoTJpcvruHpNI1Vxk/6cxd/fvZcnDvaQKdmkC46q60MYFYyVGi9P/wcEa0MXamIUIJAMFBx2taWpTUSoSpi8cUsrt1zQysrGSr7z5FF6shatZb5zUsK+jvSc+kJNFUEg0J0phYri4d/C+zD6Rpwu/75zHYFt0JkOnsrtikYu5C8naGXPnEBxCCOGNmagrgmUVInlDHWteRKtLKoJDcCn2BFruaODJhX0qDb92UDzrU/KIcvGHNhIJSI6OcvB0DQQAs0VoaTBmULQlOIxlHUCxUXFk/RkLeoqIlPKOnlSMpC3uWJVw6S6dfM485hS4LR06dJZq0ALIXAcZ1bnmMfsYDkejx7o5ge/Os7TR/pJ+5145VC1eUFV3CBi6Dx6oIevP3aEK1bVs/NUmgNdGQSQLqiJt3ynO9485VOb0P1JUKLKBjFTwykT0XalZPPCKv7mTRtprFRBkuN6/GJHOxFjyDjYk7C3PU26eHaep4BEmy056NpwLlOwEx9r0tZ+DaVYhH9DNIa8xM4UgudzSPVdnPExTAczJWcHpGRT04aZe48HTajvXyBlYrtDGZLpQqKyr+XnDtcKoTTPgsBnRm4CwvduHHFfVKOJyljXJgxyJQ8NMUwF/UxiGDHf7z429KFxGJqgaLlkSw6VMXPS8/VkLGoronz46pWnbczzmDmmFDgtXrx43Af+1KlTYUBkGAb19fX09vZi20qM0DRNFixYMEfDncdkkFLSNlDg4X1dPLSvm4GCRcn2yFoOXekS2UkMKCWK0NiTtYkYLq3VMfIlm28+fhTL9WipitE2UAwna+HP9pNN+IpvIMPgqeh4tFTHhqWuBws2B7qynOjLh4HT8b483ZlSqIfiSdjTniZzloImGLJosF3VxTOyJFC+QIsRv5/MtPnlBlH2D40zF7gIlM5W1NCxHA/b14I4E51jM4Hut4BN9/4YmjKJNjRtqgkiYGgzo1r2hd9Rq0rNU4ltguyxyvioEY/JYxKgSV87Sipz32lznYRAY/jGzHZV4FSfjFCfjLC/MxsGjJKh7NvZ+KiFf30phzLQuiawXY9McfLAKW852K7H+y5byuK66XVMz+PMYEqB09GjR8f8/e/93u/x1a9+ld///d/nwx/+MKtWrQqzDwcPHuTf//3f+c///E/e8IY38KUvfWkuxz0PHwN5i52nBvnZi208uLeLPt+mZbaQKFLj0d489ckIjushpeRkfyEszwUT4FRJmIrnoIipnic51V+kOhEJuUCpmMHJ/gI/39bGBUtqAWVuWbI96nw/vCPdubMaNI1ExNDIW8OD0SBw8kZ0/wjUwhSYN7/cMWwX7v9CGyc7OZeLnBAQM3RMv/wUNTWkLcf0fQwaOl2PYYHuXI1lGPdoonKl30I20XWDsQ1JeoiZl3/LLtRUGUMI6MvbQ8bi/mcVtPSXS5MEgaeuCep9HbgJeYZCKWzrmghFYLWgbW6KGBk8SWBhdYz6yqhqDpEQeHoH/K2gPHumNypBua6chwXqPeQm2bgWbZferM3Vaxq46bz5hMO5ihmTw7/85S/zH//xH3z/+9/nrW9967C/CSFYtWoVX/ziF7nssst4xzvewfr16/md3/mdWQ94HiqrtLcjwx3b2vj+M8fpy58+A0hPQlfGQhOKWBoECcMWmWlMTB5DgUXJcRnMW9T5WSchlDbS04f76EoXaUzFlLmlP4n35Sx6sqU5fX+zgUAQj+jkSsPNUhEqoLI9X3Cw7DUR49cncIIhUrGYZKFUbdwqsHQ9b8baO0o6Q2dEvEbM1CnZ3pDBMoqsHPd90GxXYjluqDQ9WVfZVAOsIOsQ8PnGK2l7nhxqwR/vmkK9v6ihzQlfLvgOJ2M61YkIzVUxBvI2OcshX3Kxgg674PooonNF1CAR0alOmOiaRv8U5h8hIGpoobK2V2aDMiXHghFBpS4Ud0gCJdsbdp6ATxf8bmS26nRg2On9tKYny2dJ9XwXbXdUQBUgbzn0Zm0uXV7Lx29YNy2tu3mcWcw4cPrKV77C4sWLRwVNI/HWt76VP/uzP+MrX/nKfOA0Tbie5OnDvfxyfzeHurKUHJeYqSupgEyJvpx1RsXdbGfs3dJ0hjCk5aT+3Z+3w8AJVNdc52CRg11ZGlOxoQVQwrHe/LnBT/FXN01TgqB9OSvsGgqmyrqKCH05G8eTmNrwydPUxTDphpcThP9/EV2VfGxXqmDBj0RCvlHZC0xdI27qRA2B5UocTyNXcnzneVH2vCh/wPJFMKSVMNRJNtY6LICoIfCkCDNPhi5CtTLFDTIoOe6kpOIgi+SNSCEF/LbA1iS4F+VBUXiPGP29CUjZY9kFaQISpj5MsmM2CO6RJkTY2q9rgrpkhDpUdtdxVZYu2BTomgizeAGms2lSqtoCQ9dxXCV9MNKGqPzs5adWn5EW8p1SMQNNCNoGij7Rvbw0Loe9yYBOcKYx8pLqmRlNxvekpCdjYbseV69p4OM3rBvWPTyPcw8z/nQOHjzIhg0bpnRsQ0MDu3btmumlfu3Qn7P44bMn+N4zx2kbLOK6EulP8WeT3GqXJUrk8P+bFqRU70UiyZWcYdmaoGx3rC/PZSgVcoCuMj+6s40gK2DqGqm42n3nSg6a0MKMRW1FFE0IujIlXOFzWHxEDR3Hc85Jrs1YmG4ZLfBMFEBEx18sPH8RhripDJNrKiL86XVr6M/ZfPvJYwwWLOorIySjOm0DRTozJSL6cO5ORFeLecm3CvFjEgzdD5pGjCXI8AQBgKkLEhEd1/OQiDADJVAZDFPX0H0D57FKe35FDTkiJRV0VCHUc60BMUMLS0VBa79/yLCyW0tVDFNXIpSulHQMDnEIgyAsasxd0BSMF9R9i4yjE2DoYpTf4kgIP7tanKC7VeKX9oPXoAJVU9eV3IE35OMYxKLCH6OmqXKk7mfsbFdx1da3pPjsWzZz/+5Ovv7YEQYLTjg/BAFtMFOerq/ZKL7i8ATTKJSXPEE9m9mSS3/eorYiwvsvW8lN5y2YzzS9BDDjwCmZTLJr1y4GBgaorq4e97iBgQF27dpFRcW88ul46EoXuX9PFw/v7+Zwd5bjfflwEjB1jXhEiakVbRfvzHffjwsVzM0Q/ibQ9VRWImIMP1MwES+vryBm6nQOFs+NbFMZUjEDIQTNqRiHe3K4nsSVkIwaVER14macouOpcqM+FDxpQi2qRXtia5ihNnP137nkAU0VKiAQw0olE5WSTF0jOrIVXqr7omuCiohO1NBZ01LJH75mNZsXVgNw4dJavvLwIV44McBA3lYLqyaUEW3Z+YJ7oftK9EGJTxGcXQRi+AIlghZ8jap4hJLjctN5rRzpybGzbZCKiE7B9siXXIqOG5KlI4ZA9wUhR3apqUVdhD6FblngH3CZDL+7bWQZqlwPqeRKGpIRWkdYJlm2S0/ODhdinckDmOkiGEal/wzPBsmoTqZojx83SBUAjXUdXQh0nfFeOQqeBF3T2LCwitbqOO+9bCmGLvji/QeojOoUHY90wcbx3FBvStOEz9EkDD4n6gKeCsYqAwaE9JGZxQBBGGc5LumiTcHyiEd0rljVwIevXsGSuvk18qWCGQdOr33ta/ne977Hu971Lr7zne9QW1s76pj+/n7e/e53UywWufnmm2c10JcjTvbn+faTR3n0QA/pgk3J8ejPW5RTYBzPw7PVJO1451ZXUHnXyFwj2HUtrEnQlIpyuDt7ei40AwQTcFBiTMVN6isidGZKCKChUv1e02BpXYJjvXkGCzauUFYsKkOiYXqqbXmsj7O8BBWUfwKS7Zn4+DVUsKGP2P26nuqI9LzR4zY1FexIT4bkWNc/TtcElVGTpqooN25ewLsvXTKsHLGyMck/vGUzh7qz3LOrgycO9SKB9oEiBVsFL0HAomsa1Qmd2ooIiYji3RVsj6LlUvKbGJTViCoBxiI6pibozJTYuriGD79qJSf68vzR/72IlLCwRvksBpkhGNIP2t+ZwXK8cW2BhKEMXYOsaRDIRQ1tzEAh+F3gQdaUio06prkqRm/eDr/nEUPMfIMyDly/ccGcgyxW3DfelUH6rwxBoDgXgZ8KSiURU2Nlw5C20eqmShKmTk1FBFNXnnz7OjNKDNO/3wU5PIM4a+6TGDqPQD1vht8556HmCMeTyLIsueup47Ill+pEhJu3NnHthmZWNExPUXweZx8zDpw+85nPcPfdd3P33XezePFibr31VtatW0dDQwPd3d3s3buXH/7wh+RyOerq6vj0pz89l+N+ScL1JM8d6+fune08fbiPI705bFdNoJUxg0zRDksP5d0sridDdVx5Dn2/5mIBDwivAYIFOVjMdE1wzZpGnjjYOwdXmz2CkVZEdCqjhsqaSUldMkpvzgoX7AC6JlhWX0F3tkTHYHFY23fU1EH4hOURAVHIBfJ5Ja6nykdBIDVW8DwVUnOA4JYHwW+QnQkMYW3Ho+RKcN1RnVWBUaz67FSGKbDrCAyWg2c4ZurUJiKsW1DJa9c1c83axnENT4UQrGysZGVjJR++eiW9OYv7dnXw1UePMFiwqUmYVMYNnz819MxUxjQqR8cfIdIFm66cxZaF1fzNTRupiptUtVbxrksW8zX/3FVxU5WGyoUgEbRWxznam8MewVULoPvlPcv1kIGJ9STkbcdVZOYF1TEiYwRkFVHDz+K46DCm7+FsECzuG1tT9GatMIiaKVIxU2UHy/hQAYJAcqSK/kygghzlEXnZyrrw98vqK4hFdAqWixlX3ytNCDwPP5ulMluOHB3YzRQjT2P4pP2IofllXo+6CrWBkn5glSs5bFlUzcdvWKfGPG+j8pLFjAOnxYsX8+ijj/Lud7+bF154gW9961vDvzD+zL5161a+853vsGTJktmP9iUKKSXffOIo33ziCN3pEo4nQ76HqatMUlemNKRyzNDONCA7hjzUcyTbFEKMbYswGaSf1o4a2rBJO2+5xE2dFfVDO8rzFlefnTrVODB0QWXMZG9HRi2YvuBdzNRYWJOgM12iIqpTn4yE3VSNlVGqYiY92RJ9eWuos06qz7u8AqvhO6yLITHDeNQgZmrkLYe8pQjMAd8m2NMGwdREt6o8KAeB0BSpvbkqxpu2tvKeS5ewrzPLthMDPHGoh8PdOQq2i+V4aEJQETNoScW4dHkdFy2r4bxF1XRlShztyZEtOvQXbIqWS20ywoLqGE2VcZbVVxCPTG+REEJQn4zyjkuWcNGyOv75vv1sOzmAV3CoTZhTymAUbZfenIWpa9x0Xiv/31UrqIoPaej8xqVLGcg7/Oi5E7iepCZhjtr5VydMmqwYHekiDmMHAIrsrz6HiK5NGOg4ruoYbKyMUpMYX8+nImIow+ogWp2jjIQnla9bY2WUL771PP7kR9vpSpdoqZ4g8pwEEUPx1TrTxWFDlf6kFbgEzBa266FpgletbaClKh7+vq4iwtrmSp4/1k/KD4CTUUOVyP0nXQtIaHN0L8MzlJWOg99LJDFTZ0ldYti9ONlf5HUbmlnXkpr19edxdjEr6v66det47rnnePDBB7nnnnvYv38/2WyWZDLJ6tWrufbaa3n1q189V2OdEh555BE+//nP89xzz9He3s5Pf/pT3vSmN53RMZTjnp0dfPoXuznZXxhzMbNdiSaGp4wlqiQTfDvPkXhhXEy3fBiQ3EHxhMoxWLA5f0kNi2qHJsbaiiiRMqXjcwHd2VIZ70YSNTRqKyKkC7bqkslapAsOqbhBVdzE1AVRU6O1Jk5zVYxM0SZbcskUbWxX7VYbK6PkLTdUctYE6EJ1pzmeh+ep3X1zVZymyigl26Uvb9OTLYWvK+9a0zWlAL+kroJFNQliEZ2T/QUKloOmCT8TlOKy5XVcsLQ2nPzrK2NcvrKeD79qpW+g6ikuyjg8ldqKKGubT99isLIxyT+9bQs/fu4UP3ruBJ3pEhJlsxE3dUxDhM9UyVElu4LtYeqClY1JfvPy5Vy+sm7U2DVN8P+uWUkqbvD9Z45zsr9IUyo6KgvUUhVDAl2ZIiVHDrMzCTJtMV8m2vEFIUdmnAIjWoEKmhZUx8a8l47r0ZEu0VAZ443nLeBbTxyjYHvEzbFLf9OBRPlFRnSNT7x+PcsaknzoyuV85s49ZEsOyVl0ctUno/RmLf8Z9Nk8UpWrx8qqTReOn4muTUR489bhXppCCF6/qYXnjvVj+1YndRURBn19J83PagcaYqLsdYLJxXtHQqgXA0PZpOHim/jWKkOvyRQdKqI6V65qmMnbn8c5hjnpebzmmmu45ppr5uJUs0Yul2PLli28//3v55Zbbjlr4yjaDn/0g23cu7tzzO6cABJGSQqoL1/Z5HuORk7jkSAnfY0faJm6oDY5VLbJW4rQeePmBcMWidqKCBURPSTMn83bIcSQhozreQhUC3drdRxT18JOmZ5M0e8Ugr6cpZ4BqUqtwn8TpiFY25zihk0tXL+xOdSteuZIH4e6s+zryDCQtwDVXbimuZIVDUkuXlYbZk76cxYn+vMUbS8U/EuYOromVFZjit5Y479fpb59thE1dN55yWJuOm8Bjx7o5v49XezvzJAtOdh5GfKaIqbKfly9qJpr1zdzwZKaCctQmiZ4/+XLuHBJLf/ywH72dWQAqIqbJCJ6mKlYUB0jbuq0DRQo2m5IQQ+0xxbWxNE1wbHePJmig/D5bPjcGtdTXKUF1fExM1tSStJFh3TBYUldgj+7bi2bF1ahC42vP36Ygu0RM2eu3xRw00xd8AevWcXrN7cA8Nr1TTx+qIf7d3eGxP6ZoCKq01wV42R/Piz7Ku0mffYBn5QhpeHdly4OGwrKccWqBhZUx+kYLLKgOkYqbhIzVQNG0Fxg6oKSIxFlWaeZJLLLJVIkENGHOGiOX/YsL0dLKRksOFy9pmFeCfxlAiHldOPtlw6EENPOOKXTaaqqqhgcHCSVmtkuOlty+OA3f8XTR/pmtcgL4YtFjkHEPVswBDhlJaHpdqmUe4fVJSMhMdL1lFXM5Ssb+OzNm0Ytdjd+6VF2t6XRtLOngRTo0AihrFMqIgb1lRGq4mMvhF2ZEgLBWy9cRGMqSvtgUS0AhkZrdZzl9UlWNSUn5Tp4nuSFE/28cHyAbMnB9SSJiMGSugRXrm6YVabgpQzb9Tjelw95OkFg0pwaO5szGYq2y2MHerhjezu72gYpWK4f5PvEb6k2NNmSan3XNUFFVKc6bpKIGGGnX3e2pGQo/C+EqQtqEiYtVfFR2RfH9UgXHXIlh3jE4LoNTfzWFSuo8st4Ukr+9YEDfOWRw5Rsl4gxcSlwJCRKcNJxVAfXR69dw/svXzbsmHTR5i9+uoPnjvXTWBmdMffG82Bvx5CHZMzUiMySnyX9LCLAJcvq+M/fuGBcjaMH9nTyt3fsJhk1SMYM+vM2x3pzYbZUSsiPIUA5HTNggc8P9HW8NKHkLQSE4p6NldGQowkwkFd6bp+7ZTMXLKmZyW2YxxQxF+v3VDDrGbezs5Ovfe1rPPzww5w6dYpiscihQ4fCv9922210dXXxnve8h1hs5nX004VSqUSpNKRGnU6nZ3U+x/X4sx9t46kjfbMdWrhzO5cQNQSuXdaa7i8qgsl3bwHFQKLa8RfXJsqCpiKtNQl+/9Urx8wQXL+xhb0dGV8b6Mypb+uC0Iw46fOM4qZOIqqHqtNjQQhBUypGx2CRn29r44tvP4+bz1845rHjYbBg89DeLm7f3sbh7mwYMJYTcP/rkcO8bkMTr9vQzPKGyV3UpZQUbSU8mIjMPhtwNmHqGisakqyYo+pHzNR5zfomXr2ukRN9BQ52ZzjcnaM7U8J2VeaipVpxtmoSJjtPpXnmSB8HurIqoPV3BFFDY3l9BRFD81vjVTmoM10K+WWe/xlqQpCKG1y/cRHXbmhifUtq2GcihOAjr1nNK1bU8bEf71BSJa6D4Rv6jpeB8nzeneN6CCFY3VzJ59+yhY2tVaOOTcVMPn3TJv769l386mgfcVOntmL0ZmAyOJ5HIqJjuR520Hmpz3wKC4ImCaxvSfGZmzdNKAx5zdpGHj/Yw927OoiaGjUJk8FChL6cFW52or7mVPl3aDr+kUHQVM7RDOY92/WImzotVUPrXOBP97YLF80HTS8jzCpwuu2223jf+95HJpMZslYY8WXbvXs3f/mXf0lDQwNvfvObZ3O504LPfvazfOpTn5qz8932/Cnu3NExZ+dTX/CzL0EgUF5QtgdqEynC8lNQsgjaeycaqkRlbZY3qIUlV3Lozdksqonzt2/ayMKasVPZN2xq4ZtPHKUvZxEzFRn3dN6SYDJdWJNAorJjMyljNKWinOwvcMe2Nv7o2jVTft3Brgyf+vlujvTm0ITKWIwkWDuux0De5rtPHeNnL7bx21et4KbzFoz6Drqe5NmjffzP08d49EBP2L0JiuxcXxnljVsW8IHLl+FKSWe6RN5yiBpK+2h5fcWcii+e6xBCsLguweK6BNesHf+4ja3VvP3ixViOx6mBArmSyrRURA1aq+OhMOTejgxHerIc7s6RLti4UlIRUdyzZfUVrGupDIVex8PFy+q48yOv5GuPHuFHz52kbaBAwZIglJjsEAl5qDFH1zSWNyR520WLeO9lSyfMVFUlTP7+lk387zMnQr5XKm6EWmUTwfJlVGxXsqm1indesoT/ePgQLx4foGC5RHQxbVFH25PYfkPClkVV/NOt57GoduIylxCC/3fNKk72F9jVlqa5KkprdZyi5ZK3XaK6akQxdC0U0lTNG1OTJigPmlSJTsPwbV9sPwMZlGxBfe86Bkusakry/lcundb7n8e5jRmX6l588UUuueQSpJR85CMf4Y1vfCN/9Ed/xPPPP4/rDvUIHTlyhBUrVvDOd76T7373u3M28KlgKqW6sTJOixYtmlGqr2Q5XPh395OZxMhxOghSw2fboSNuaiyqTXCkRy3krdUxOtNF8taQ8nJgKxEQJMdC1NBYUptA0wTZooNpCF65soHfu2blmJo25fj8PXv5+mNHwtLl6SrZmbogburkLJdkVKcyZg5LvU8XfX5n13d/85JxW/HLsbcjzcd/soPOdJGWqtiki46Uku6shZTwwSuW8a5LloS/v2N7G//1yGH2d2axnIkFN1V2TacyZih7C6GEF1c0JHnDlgVcvaaB1DjO7lJKBvIWHekSuZJDKm7SWh2jIjqxE/w8pg8pJY/u7+GBvZ3s68hwtDcXlrNips6y+gRrmlO8bkMzlyyrnXbmaE97mu89fZynj/T6ivhKlT3gWElU0F60XUqO4vS0VMW4ccsCbjl/oe/f6PAfvzzId546TrZko6FkNXRdGzcDJX2hVNt/TpNRnbddtJjfvWbluM/dWOhKF/nEbTvZ2TZITSJCxNA40p0jb7thlq5ku9h+Z+qQx934RPFhZs2ooCkouwZl28W1Car9EqvjerQPFllUm+Afbtkyz206QzhTpboZB05vfetb+fGPf8zXvvY13v/+9wNwxRVX8MQTTwwLnABaWlpoaGhg+/btsx/xNHCmOU6fu2sv//HwockPnAYCHtHZ5DmZGqxoSJIpOTRURllUk2BnW5qi7VKwHDJFZ9JMk0AJ5VXFTKKmRjyic9HSWq7f2MKly6c2uQ8WbD74rV+x7cQgri+ueDoQNRRJNltyiBgaKxoqqJzGxD0SridpHyzykVev4tYLF014bMdgkT/8wYsc78vTWhObFhm4N2vhScmfXbeWa9Y28u8PHuQbjx9hsOgMaSuBT9wdn5tmaIKl9Qmq4iaW4zGYd/CQ1FVEeNelS7j1goXh64u2y1072vn2U8fY15HBcSWBWqepC7YuruZ9ly3jilX1vHhigJP9BfKWg6lrVMZMzl9SPay1fB7nDk705XloXxc7Tg1yoDNLruT4JUalQ9ZYGWVDaxUXLa3hshX1Y3Kjtp3o50sPHOTpo30UrKESmebLdARlyyBoET5n6MKlNfzOVSu4aFnd6IFNAf05i3976CAP7u3E9aA6btA+WCJdtH2uoir3264XWsIET275iugnmdQ4/Z8jhuJuuZ7E9iQRXWNRbZyquFlG8rdZ2VjJ3960cT5oOoM45wOn5uZmPM+jq6sr/N14gdPFF1/MwYMH6eubPe9nOjjTgdMrPvMA7eniNEc5ORSx8fQ7fI8FQ1MtwFFTZ01zJX914wZaq+O8eHKAu3Z08OzRPgYKNgM5i7ztKmsDf8zJqMGKhiRrWyq5YHENpqFS202pGMsbksM0daaKQ91Z/ugHL7K3I3Pa5AkqIsooNldyiZoaWxZWzZoLdLK/wJWrG/jMmzdNeNyXHzrId58+Rmt1fEaihG0DBVqqYly8tJZvPXGUTMkdZktSjomeKUMTrGioCDNkjufRl7VxPclbLljI71y1gu88fYyvPnKY7mwpJMqGY5b4FjRqoTR19TzEyxZXlVUwuGxlHTdsbGHr4ok74OZx9uC4Ht3ZEkVbSVOk4sak5cVynOjL86PnTvLU4V4O92TDzRaoTGdF1GBZfQWvWF7Hm89fyLL62duPSCn55b5uvvLIIdoGimGA1p+3cFwZBm+2O7QJG8nTDH5W3bRKNkSinm0hVPel6qgVZEsOA3mHmKnxhs0L+MArl81ojpvHzHHOk8P7+/vZtGniRSCAlHJYOex0IpvNcvDgwfDnI0eO8OKLL1JbW8vixYtP23WfP9ZHV/b0vMeRLuxnCjFD0JiKcf7iWm7c0sLlK4d2lecvruH8xTW4nuRUf4HBgtrJ1SejNFZG0LTTY1S5oiHJl95xPp+9ew8P7u5U6tZziED/yHI8hFAL+1wQqA1NMJi3JzwmU7S5Z1cHiYg+4wCiPhnlUHeOvR0ZspbawEw3aALVVn2kJ0/U1EhEDJVhSEUZLNj837MneHh/FztPpbE9D1PTiI1hMeJ4EtdWYp2uJ7Eci9bqeKhh5ElJuuBw785OHtzbxcVL6/j4DWuntSDP48zA0LVZZQYX1Sb4w9euBtSzlynaDORtPCSpqEl1IjLnPDohBK9a28grVtTxxKEefrG9nV1taXShgpyC5aoMqa+EH0yzwo+WAm5pkHGSKKscXRMkIzqphImpa2rj4CldsctX1vOWCxZy8bLRFmTzePlgxoFTQ0MDx44dm/Q413XZv38/CxYsmOmlpoVnn32WV73qVeHPf/RHfwTAe9/7Xr75zW+etus+ebg3FHWca5wpYrhA6bGsb0nxihV1NKXiXLi0hlWNyXGDB10TZzwVvbguwb+8bSv/8/Qx/vHefWTnkFMWEMBtT1IVN+fMFiEQsZwIv9zXTW/OorkqOuPrmLpQopqOX9odI2iCqXUR2a5Hd6bEkrqhaaIqbtIxWOTksQKaBnHf3mL0ayUl3zRX91clV8KpgQKagJbqOJoQVCdMqhMmecvhsYPd/OmPLD5786bQB/BcRVe6SFdGCY9GDc1Xio/iepKKqDGuV9088LWvIqTiZyZAjpk616xt4pq1TQwWbA53Z33/SIvOdInBgq3I4kC6YJGzVAkvV3IRQmI5Xvh9KjquIoX7XK24qbN5YTXrW1JcubqBlY2Td7bO46WPGQdOr3zlK/nhD3/Iz372M2666aZxj/vmN79JJpPh7W9/+0wvNS1cffXVzLD6OCukC84Zv+Z0ETPg0hX1XL2mkZZUjHTRQSJpqoyxrK6ChbXx05YpmmtEDI33X76MVY1J/twnUluzzD7pAkxDddwI4KKltexun508RQDXk5MSXB/c26UMgGfxGQQ6T0GINtaZpvr9kEBfzmZBtRd2ZPXnbAbzdsgLGStocjwVNFH+dyHQCYKnIsmYSWWZanwiYtBSpbGzbZC/vWMPn71507RtWk43HNfjuWP93Ol7TRYsh4LtUbBdSr4RcGXUoDJusqy+gjdsbuGq1Q2z4sfNY25RFTfZuriGrYtnJg2QKdqkiw6uqxTk65ORaXcMzuOljxkHTh/96Ef54Q9/yIc+9CEMw+D1r3/9qGO+/e1v85GPfATDMPjIRz4yq4Ge64ib+rlkpzYKGtCUinPZigZev2kBDZXn9o5+qnjlqgb+7s2b+Ie797KvI409Q9pTQF53PaUd01od512XLOavb99FwXJntYhLqZSjVzVNvBvtzpRmbU+hVMrVv8s7hoaPZ+rns12P/pxNY0o9L53pYkg0dyWjxASDcobiVY24tlC+hq4n6coUqYwNvx+mrgjHzx3r455dHbxpa+vUB3qase3EAF+8fz9HenLKt09Tm6WS44WE56LtUrRd+vIWPZkSO08N8rVHj3Ddxmbe84olJCK/nkKlLydUxsz5QHgeMw+cLrroIr7whS/wx3/8x7zxjW+ksbGRYlERo6+88kr27NkTksH/7d/+jfXr18/NiM9RLKlTWjfe2dYNGAcecKyvwOfv3sMvtrfxt2/aOKZ1QcFyeexgD0d7cspaQqjsztrmFNUJk+aqGI0TWdGfBVy5uoGldRV84d593LOrnZIzvc8gKFG6UlKyPWoqInzj/RexrD7J8oYkBzqzswqcMiWHRFTn2vXNEx5XtN0ZW2qE1ypOnPkM2qmnCilhsGDRmIqSK7lkfa2iQMzUcZVidwA38Gobp+k8kNYYyNthlqYcMV9U9I7tbbxxy4JzQj/qkf3dfO7uvQwWbOoqTPrzNl2ZkrIN0sSwLK0nVWYqZznETZ1syeY7Tx5jb3uGT964ntopyFHMNY735rl3dwdPHu5VOlKeJBk1WNuiJAu2LqpG8xtQdreneWhvNz3ZEpbj4niSJXUVbF5YRVXcZEldxTzheR6/9pi15crdd9/NX/zFX/DCCy+M+tvGjRv53Oc+x/XXXz+bS5xRzJSV7zger/j7B+jOWqdxdAqan9qaaU9ZxDc//cKt57F+gXqPvdkSt73Yxl072ulMK2uQvOVSsJVDu+Z3Rml+t1zS53E0V8VYVKNcwJtSMdY2V9Lo//dMczyklLxwvJ9/uGcfzx7tn9AjMICpC3SBn6mSNKfifOP9F7G6qRKA2144xRfu3UdLVWzGhO2T/QWuWFXPZ2/ePOFx7/n605waKMw4G+hJyY6TgxTsIW2tkYHHdLszBcqIed2CFMd787QPFhVZ1rcCMnUxjAdWsNViO1EA6PkDWFwXH5NwXLBc0kWHL9y6mQuWnF2S7QvH+/mLn+4kW3JoTkXoyli0DxbRBBMKSjo+Ib61Ok4qbtCdKXHBklo+O4n69VyP/cfPneSZo33kSkrDyNCVIXKwSYgYGsvqEyyojrPj5GCo9+WNML8NOt8WVMW4flMLr13fhONJ7t3Vyb7ODJmijaFpVCVMLl1Wy2vWN82KTC59eYJzIXCex0sH57wcwUgcP36cHTt2MDg4SDKZZP369axcuXIuTn1GMZsb/8mf7eQ7Tx47reW6YDGcjYaRLiAeMdi8sIr/ft9FdKaL/NXPd3GgM0PE0LAcj76c2plqmlroyvlDYYuu/3Pwb00TGJpqVd68sJo3bG4hZurs78iqiVUX1CejXLm6ISScu54kZzlIT2V95oovUCjZfOXRI/xiextHe/OjxDJ98fOwnFWTMLluYwt/8JpVw4jJg3mb933jGXpzJVqqpu+BNliwKdoen37TRi5fWT/hsR/78XYeO9gzY7HNkYGTBog5CJySMYMNC1LsakuTLTrDvLoMTYQSA56EvOVnpCa4T8GiWFthssoPUEfiRF+em89fyEenobY+1yjaLu//xq840Z+ntVpxAo/05HzD2MmfU0U4FqxqSqIL6MpY3HJ+67QU5GcCKSW3b2/n3x88SLbkUBU3qBxDAVxKSV/O5khPLtxklH+ny30lg0dGExAzdECiaRrJqE48oqOXCWM6HlTGlMzELecvZMOC0TYvY+FYb457d3XywN5OTvYXyBRtpFRZyNbqOBcsqeH6Tc1sXVQzH1DNY0y85AKnlwtmc+NP9ue57ouPzGmX10gEIoazUTAKPJtqEhE+eu1qbnuhjcM9WZpTUTrTJbqzFpoI2vIltqfI0uNluYIpTAnjiTCQkhBqvqiFRh0ZMzWW1lVQl4ywuy1Nd7ZErqTMN6viJssbKnjTea28Zl3TMKVtxbexKPpO8bUVUydmdmdKfO3Rw/xyfxeZgoPl+0o1Vka55YKF3HrBQkxj7HLcEwd7+NTtuyk5Lk2p6JSDp0zRZrDg8PaLFvG7r1o56evu393Jp27fRWMqOi0j13LsODlAzldzn4kMwUgIoDphsqa5ku0nlfFtGDiNyDi5nqRgu4ggIh0P/hhScYN1LWN/x9oGClyyrI7P37pl6oOdYzywp5O//vkuGiqjRAyNQ905Bgs2sSny0AK+V2D62p+z0DWNb//mxdSfxq7BO7a38c/37UdKaKiMjPvcZYoO+zszozYVY2UqgWEivOrZUkbXyxuSxMzycqWSmcgUbVJxkz98zWqu3TB+mXr7yQH+95njPHGol96sRclxw2e03G5KE4pjtHlhFW/a2srrN7Wcs8Ts4Hs2r0t2ZnHO6zh9+9vfBuD1r389dXUTq7vec889dHZ28p73vGeml3tJYGFNgs+/ZTO/+70XTqtY5WxP7UlVSsjbLl/+5SHylkNrTZyBvE131lJ+Tpqg5HhDQRMTB2uapjIQri+960p/xyokBdtjQXWcmKljOS5HevIc683j+lwYoQ0FhN2ZEt2ZEs8f6+erjx7mjVsW8PrNLTx2oIc7d3TQmyvh+eeujJo0V0WJRww8T1IZM1jdXMlr1jWNsm9pqIzy5zes489vWDft+3XZyno+eu1q/um+/ZwaKNKQVIKg48HxJP05C8vxuGnLAn77qhVTCrZeuaqe5qoYvVkrJGNPF/GIQc5S5eLyrOCMIZQ+DeOcS4wghoc6OBMgeH7FBKPThCBnnb1OVSklt29rV/YahkbBcskWHYxpLIQCtXHoz1k0p2JUxU1ODRR5YE8nb7vo9GjKbT85wJcePIiUksYJLIwKlsvBLmUcXa5hNC5G7K89CVFdUHQ8jvTkWNlYEQb7gcxEVdygM13i8/fsAxgzeLp7Zwf/8sB+ujNq8+R4HoamEdWHPx2elDiuJF20lbFyZ5bnj/fzp69be8ZKnxNBSsnejgz37erkySO9ZAqq8zQRUfIu121s4aKlNWMGelJKDnRlOdqTI2+5aJqgMmawqbUqDLCLtku6YCv5C1OjOh4557pOf50w44yTpimdkiVLlnDbbbexefP4/I3xFMXPRcxFxPrP9+3jXx44OPmBM8BcGf4avgZPyZUsqolTn4ywryNDwVaEXU9K8tbQ5zVZIKj7q2XgEB9YGEQMgUTZKCyvT3C4J6+sGzwVXAkgaioLAxjaqdmuF5b+NCGoiBrETI2KqEHJ9vwslYPngaapICoR1ZFSlQmuWFXPb1y6dNoaU1JKjvfl6cmWVGu/K2mpjlNXEeFwT45/f+ggx/2grzJmkIgoHSPlRu8xkFe2FLUVEd520SLecdHiaZUVvvH4Eb726BGaq6afdZJScrg7x2DBwfG8IfG+MUx/pwpTF6xtrqQiarCnPU26oEp1wRliph4GE1PNOAWlurpkZFzdm7OdcTrYleG3v/s8MUMjGTM41V+gM1NSC/o0yrUS5WW2qDZBfTJC+2CRxTUJvvH+i05LtuSvf76L+3Z3srBm4rLyvo4MA3k7DHJHPhIjs5Xj+bjFDA1HSqrjJisaKsa8ZsdgkXhE5x/LOJWgMnp/f9deX3HbwpMqSJ3o7rqe+p4lIgbxiM5Vqxv41E0biI6TLT4TeOJgD//37El2nBqgYLvETB1TU98B15MULQ9dFyytq+CNWxZw03kLMHRlAP3YgR7u2N7OzrZB8pYTcgOlhKq4wZZF1RiaYPvJQfK2i+fzByOGxlWrG3jF8loeP9TLA3u6Qj2qmKHTmIpy8/kLeftFiybc5I0H6c//OX9MyagxZ5p2pxPnfMYJ1Bfr6NGjXH755fz3f/83t95661yN6yWNP3ztGkDwLw8cmPNza8BchZ+WK/E8STyikyk6FG1PfeFRAoYyyBpN4Vwje7WE36XjuJKYKfwdrurU8zw/jS2GFhZD08LJWhegCY2c5VLyxxCU1QYLNqcGCjiuVEa0BiFPKhnTaa6OkS7Y/GJ7O9tODvLJN6xnY+vkHIui7fL4wR7u2NbGc8cHGMwrCxlQO+iooREzdariJhFDI2+5dKWLRE3F7/D8NvuGZJQLl9Vy1eoGXrmyfkxy9kQL2s1bF/LEwR52tadZUB2bsqaTlJLOdInaiggLquPsbk/7vnGjMZ3gOxk1woxTdTxCuuAMaUQJ9RkOndef9JETZpM8P6BLxcafflyPCTMmpxsn+gsULJe6CtVBlrPcceUdJkJwdMl/llIxgw5fPHNB9dx69J0aKPDk4V5SY/CZylGw3LD7MpCVmBATmN8WHZWRViU2j4bKKDW+onaAplSUk/1FfvrCqTBwOtiV4Z/u20/Bz6RMJWgCVfoSaORtl4ghePRAD195+DC//+pVk7xy7iGl5Ae/OsHXHjtC0XKprjCpT45dGi3aLkd7c3zxgQPsbk9z/cZm/um+/ZzoywNQlTCpq4iHr80VHY715dnfmQVU5mphTRzT1PGkZLBo89+PHeE/fqm8UYXw5T+EKsF2ZYrsakvzLw8c4Nr1TXz8hnWkptANmSs5PLK/mzu2t3G4JxdusgxNsGlhNa/f1MKly+tmJJtSclz2dWTIFBVVoiJisKh27AaRcx2zCpwuu+wybrjhBj7xiU/w9re/ne3bt/O3f/u3czW2lzT+8LWraUhF+cRPd87ZOQXMWcpJMNTdpAlBf0Ht+DRtiOQpyrgsk8GTw5MMUsqQiyWlykRlS8rc1UOGPBmBn4b3vDDrBEq5OzinrgkGCzad6SJdGQvXk0SNoZ2/pgscT9KVLhE1dOqSESpjJqf6C3zq9l184dYtLKkb3/vqZH+ev7l9N7vaBhks2IoIL5Xru7IK8Sg5HumiQ0+2hKkLUjETQxM4roem66E5aH/B5r5dnTy0t4vFtQmu3dBMRcTgsYPdHOlRLvaJiM6mhVW8bn0z8YjO9pMDHO3J05uzMHXBxtYqOtIlTvUXaErFiJl6mImTSHQxPOvheipoipkaf/jaNZQcl7/+2S4GCrb/qAwP1gL+2WQwNEFD5RCnqzYZoW2wgO2qz9YcoY4d8OIc33V+TPjPbkTXhvHXylH0XeyvWt0whVGeHuR9nmLw/lzPm7QEOR4kQ5nY4JnKlea2DCml5CfPnfTLglEl9aCrGnjJ9ujPWxR8+5u85Yaf0XjPgSdB85+byZ6V4HtesFxO9hfoGCzSnIqGz44QgmRM57GD3XSll9GYinH7tnYG8haaENieVErrU3yvmibQpSRTclmQMrhrZztvv2jRGQ+0/+/ZE/znw4cwdUHrJBm+mKnTUqWTKzn8/MU2bnvhFDFTdSWPzCxnig7HevNYjofpZziLtkv7YJHlDRVkSy6n+gu4ZdyJoGHBLNvJOK7HYMHmh75H4Lc/cDGLx5kHS47L/zx1jDu2t9OVKYVNIRFDA6lcDx4/2MOTh3pprY5z64ULefPW1iltJNoHC9y/u5M7d3TQnlabXunzv+IRnUuXK7P3C5eMXco8FzHr4vDHPvYxNm3axLve9S4+85nPsH37dv7nf/6HZHJeev7dlyzhtesaedtXnuJob37W5wuSF1Nd+CaEGCJxG5rAcocWhnKtn+lUckceKYRA+iW5oDzjBN/2EQu57UpMfei92Y4Ms12uJ5EC2gaLyp1cH21nYWiCkifpyqisi64JWqtjnBwo8N+PH+FTb9w45pjbBgr86Y+2c7hHtWFbjsTQVXnQcqVaYMoqT1KqbEimpHR6ciUHx7OIGhorGpMkfb5F0XbZ3Z7mqcN9CKEI1qmYiSagL+fws+fb+P7Tx8NypetJP2snfPK+jqELjvi7PrXzG8roGJoKOi3HRSKImjqXLqvlUHeWlQ1Jbrmglf95+jhF2xsVPAlfiHKiT1YTilhckxjapUYNjVTMoDcXOMyPnjQNXcPx3HEJVkEwXFthjluK7MtZLG9IcsGSmglGeHph6gKJHJ4hnMWXbpg8wxjl04nguB6/OtrPkZ4cecshamjUJaNcvqKeiKHx6IFu7tjezoN7OynaHumijUD4zzFYjm+27J8vMMcOgv0JMZVmAlFWmvc3MacGiliuEpIVQih+V3+R+/Z0csPGFh7Y20nM1OlMl9AmruyOCcXBVHNLuuBw/54u3nnJ6fMiHYlnjvTxtUePYOhiWvZAQggyJRvblSyKjQ6a8pbKTDmuJGoOBZOa0MiVXA50ZMlajh/YDnXNSqnU+oUYKp0buoahq+fneF+et3/1KX7y4ctoTg3P8GSKNp+5cw+P7u8hamo0p6JjBjDVCfXstA8W+OL9Bzjak+P/vXrVuN9j2/X4r0cOc/u2NjJFh4ghqImr770QQaXA5f7dXTy8r5sVDUn+7Pq1oRTMuYw5YdW9/vWv5+mnn+amm27i9ttv59JLL+XnP/85y5cvn4vTv6TRlIrzyz95Fel8iQ999zl+daR/8tT4GAgyNDD7wEn307pSKtuAYFcRYIi8O/PrlK+bnucR2LQFZZpRx/uBlRBKVNEjEFFU9iGaUMFUzBzfA8zU1c4sXbSpiptompqwnzrUx8n+PAtrhvOdXE/y6Tt2c7Q3BxKyJZeIr1VVcrzQemX49ZTAo+34Oji64l+VHI/jvXlWNiaJGBr9OZts0UH4eji5kkNzKkbU0DjRXyBTsv33qRA1fJ6XUAtPyXbJW0N3PwgiPW+MABWJ6zk8tK+bJw71Uhkzaa2OsXlhNdtO9FN0/LKrlOGirWliWJdUOTQB9ckIi2oTw9677Xc7BWRiV0r0Efcn4KSNJYIZBOSmLsbVqrIcD0/CjZsXnNWOpMqYiaFpOH7noKFpFGfQyxrc34ADaLsejuPx4N5Obt/WxoGuDOmCQ2XMoKYiQmt1jFetaWJdSyXpgsM9uzv4xfZ2jvaqAFqUndfUNCxXZY8iuubv4v2snyvJFt1QViDiP1+eVPd4qt/r6SS3VZZZqODJ9ejOWJi6RlMqhiYEugbPHO4jZugM5GxiprI3mkkHqRACTUj6chY1CZNf7GjjLRcsnLXy/lRx2wsnyVsuC2uml+U61V/Ak2rT0ZO1aKgc0ofzJBzzpVNGZuA0ITA0j7SfqRwpNRKYZhdtl0TEoPyrY+gaMSHoHCzygW88yy9+/5Xhd7bkuHz2zj08sr+H+uTkhPNAuy9dtPnJC6cwNI3/9+rRHcNF2+Uzd+7hwb1dJCI6rTWxUdpuhi6oimtUxU2Ktsvejgx/+qPtfPLG9Zw/Q0ucM4U5a0dYs2YNzzzzDO94xzu46667uPjii/n+97/Pa1/72rm6xEsaqUSU//3QZQCc6svxZz/ZwVOHe0N7jIkwkqgpNDE1l9ZxIASYhgCphcrNhr/DhuFaLjO+Rtm/pQofwkBs5NQW/D7IuIRmuEJ1XklPhov8RDt1Tajr9OfsUN24MmZwqr/I/bs7ed/ly4Yd/9yxfna3p0nFTY715DFE0B3IOEGTX5aQQx2Gnr9tjxoaRVuZ4kZNjc50EaEJIpqmdoOu5GhvjnhEpzdbCruYgoDIdj0MTUcXapG1GfqIDU2g+4GO8FUdXHco6BFClQLUeZTzfIdvsbesPklfrkR3xsLX+AQ5fpnG1AUtVbFhmlX5kkPbYJFMURFFUzGTwYJN3vLQ/UXZ0FRJQaB+LtnusGxleXt5fTJC1FDlx4LthlwsAfTlLc5fXMvrNjYjpcRyvTEzjKcbmxZWUZeMMJC3aaiMUhkzyJTsYRkoKSWOBNdVwV55plaIoGtQHV8R1ejLWZzsK+BJyb/cfyC0a0GIUB8pamr85PlTLK5N0J0t0ZdTwUdNYrjhdHe6xIn+Aq6nlNtba+KqDCgFnuc/v2WZIMtRmcfyUs5UMN05IMxi6xrS9ehMl6hJRNQzomsMFmx2nBpAorIrwXdgJtD9THnM1GkfLHK0N3dGshVHe3I8e6yfqvjEXLKRyJcU2drUBEKo7+pgwQ7V5NMFm6KtTITHOmu5ndRIfTYg3LCMpD2AmkNcXeNAV4YH93bx6nVNAHz/6eM8cmBqQVM5UjETKeEnL5xkbUvlsI5Jz1PP9wN7uqhLmlOyGoqZKrhqHyjy6Tt28w9v2XJOGybPaR9nKpXijjvu4GMf+xif//znueGGG/jc5z43l5d4WaC1toLvfvBSAJ4+1M3XHjvKoe4sjm+FsGlhFbWJCP/37Al6c3a4OIe7jFlwnIKyk6lpLKpN0J9TuimVMZO+nI3nLwzCz0hN+byMnmSD14+aW0ZqC5WdA0bzpYb9To5TA/KhCUKDWfWzQNNgV9tos967drYrEnzJxfWG7D8cbxyvtRHj1VBZl4DormuqzBRoKwSlLCEEER1yJZe8pbrOwhJgGc/Lcj1imk7JcZVUQ1mpUqlxqx1fUGoJShyeVCTduKkTNQWW4zFYcFhSG2egYLOmOcVHX9fC9546wa72QcUxKPsodKG4BlE/AALoTKvgLltSejygOA/NVXHipkZ3xuJkfx5XQsH2QgK/rglMTeDpSgNs5DOhC0Fv1qLPL/eFAotS3YPKmEHM0PjI91+gM11Uu3NdsHlhNddvbObiZbWnnQdxsj/Pw/u7qYgYHPSVtE1doKH4SbqmFj3LD5jGhAz/D4HkQFdOvUdPousCz1VlLV0ryzK6KsupCcHjB3vwJLRURWkeoR2WLti0DRbRNBWkOq7kZH8hbFIIyuFhaRb1XVSbgWl2ak7z3pUjKKf15y2aUjEESqpjIK/EcPOWN8E3eXIIAdJT/3VdOand0Fzhvt2d5ErOtIVq+3JW+DwHRfeebImahIkQgp5sCRg7kPQ8b1izx3hNJoLhtIdymLqgYEm++fhRXr2uibzlcPu2diKGNiNpg6q4SbbocNsLp3jt+qZwPA8f6Oaune3UJKYWNAXQhKClOsbJ/gJfvH8/X3rH1jO+YZoq5lwAQwjB5z73ObZu3cpv/uZv8id/8ifo+rnfxni2cMmKBi5ZMTYJ9oNXLOcL9+zj9u1tSiAShmWapltKE4CO0vpZVl/B3715E5/+xW5O9hdorIwS0VXqPGIIn/fkB2tTidVGDCYIvIRQE6jtyqF4KajJjTzFGFySIPgKw6UpfJFGjlUXgswIMu5g3uapw70koxptgyW0IFiEkPw85rlH/luqxUDXBIau9H6AUE07fG8MCQhqfmA1krAdtFo7nvSVzX1TXP+YsMwih8sMaKiMXLDTVBkfj56sxaLaOAe7sxzvzXPb711O0XbY35HhWF8BiaQmbrKotoJFNXH2dGR4cE8XJ/rzZEoOg3mbvR1pquImi+sqhmUrFlTHSEZ1TvQXyBYV5yJnuSH3yhlRBgyCvoDo6gVBNSrgDCx9siWH2148ha4JmlIxKqIGBdvjoX1dPLK/myV1CX73VSu5ZPnE2nFSSva0p3lwbxcd6SICwcKaOJevrGPDgqoxJ+RtJwb4yfMneepwHznLwXY9CrZLYdBVGT8psRwVwU834VsuMmkiiBjDCf6mH3DarlpMhRBENEFXxsLwy13qfSmun+eX2VWGTwXLJdfDKwvkyxF8Hy136uXGmezPhlG5/HJab9aioTKK60lScXPo3s2FrgpA2QbjTOC5Y30+T2fqi7rnqQBSF0P9promKNhe+L3Pldxxy9POiBL9OFNouAlzPTlKcyzYRD57rJ/2gQLbTg7SmSnSNEPNOFDczb2dGXa1pcPu5Tu3t6skwARds+NBE4K6igi729PDznmu4bQph7397W9n9erVvOlNb+LkyZPnbOR4LqMuGeWzt2zmb9+0kR8/f5I7d3bQn7MQwILqOK9d30QqZvCp23dzaqAw4WQuUItXMmayoTXFX9+4gVVNlbztosX84737yJYc6pIRNSn7vA67jOM70ZQkQO3G/aNUUkzxagxN8WkEajJ35WjesOK9DKWnRwZqomwAk6X1g26N4b+TJEYEMv15JVAZM3UVqIQky4kJ8cP+4o9LlgUBQxm74a/zZFCOHJvnFXAULGc4eX7kSAJhUTF8hUIgh+00DV2QLjo4npIUeGhfN++/fBl1ySibF9WweVHNqPe2sbUqnKgOdmX5yP++QFXcHFctPRU32RA3KVgubQMF+nLWsMXL1AXVvnxDpuj4Zbkhfs3Q5y2oiJrkLQddE0R1Ddvz6M1ZVMYMqhMRaitUS//hnhx/9fNd/PG1a3jN+qZRYyo5Lndub+dbTx5lX0cm7JAMrvOlB3XWtlTy3lcs5doNTaH+z+3b2vi3Bw+SLSm169bqmC+NIejJWegauI4cKndOA6MysUiEGC/zI8MMs+t/j072qU7GCj8rULRc33NuCKauStxhZnbMbIRQ3EFtcsumoU3O5O9PoErXpjZahMLQVVCXKznYrmRtUyU9uZKfudNm1+QSfI+k4k9VRM/MBj09TSFUGOoSLlcXCTKBgf6ZK6XqhBwDU/HdVCcVPqF/7Mx8xKcU3LWznReOD4TdeDNFIqLTl7O5e2c7G1urONiV5YUTA7MyglbntLh3V8fLL3A6cuQIsdjExLjzzz+f5557jjvvvHOml5kHii/wtosWj6s2/Op1Tdy3u5P/fPgQu9rSw8ifAiV2WRWPsLalkrdcsIhXrW0MH+wbN7dwoi/PD351AkNXOjPpoo2paZi6prrtJhnfyJJWMJEKoSZ021G7Y89TbCeP8i41v7W9bCLSNYHrZ30CwuuQdtD4owkCk8r40GMtpfQd3ocTw4OMh/TJRlOO60fOX2LoV/56N2ZwN3KhGnMjIQmJ8EPjH33YWEMdudPUfYJ7f06pkLcNFHlgbxdvvXDRuG+tHL/Y3sZA3p5USBEgHtFZ0Zhkieuxuz1D1NBY2ZgcFsAWbY+9Henw/gTBpS6U+nS6YBEtE9OMCA3LVWKkq5oqiRoaUVOntTpGR7rEP963j7pkhK1lJNL+nMWf/Xg7j+zvxvY8dCGImdowH7WS4/LC8QH2tG/nwb3N/PUbN/D04V7+5YEDeJ7Hwpr4sPe7sDaB7UoGCtacJUgsV2K5zlDgiAowQGK7w49TkJzqL2Dqin/nSUlcUxFykK3wJGF7umRIamTkwzJJpTtEUAKeynFD72H0AhzsebIll3hE49qNTTx/bIAH9nSGNi1THNIoOJ7qgLVdj8qoOar543RhJs+B53fNjqdvFgS8U8l0j/XzqOPHOUD4L+7KlDjUnZ216roQgqghQirEQ3u7KFgOdRUz12ZSGymDB/d28cErl5OKzTwIO12Y8V1bsmTJlI5raGjgve9970wvM48pQAjBtRuaQ4JewVLiabvb0riepK4iQmMqxvqW1ChBRiEEH756BdUJk/956jgFXZV7Ah6NLpiQwK54OEO6HIEiuCaC1mRVSmitjnO8T5FZPc8LAybJEPk5gOFnuzx/NtE1DeHPBJ6U4wZPQdBQmxjSB1IWBXpIhgwQdE15fjlRTnVFGQk5+lXjxERTRvnkOuXXjdhpBpNwznLQtRhCwAvH+6cUOA3kLe7fo7phppMptl2VMXM9ScdgMeQtab4OV8lnt3r+7C2EQGrlemLlb0fxwkqusq9proqFv29ORTnZX+A7Tx7jvEXVqsW7aPPRH27zuUEqwziyFKp0bhQvzXI87t7ZQdF2Od6bw3E9GlNRf2evSq+aT9peWp/gUJdHX96e8r2YCsoD7nIT7fGODcp9EsjbbrixCN7gqDLysH8MIejOm+iK00lweKgAWA+ztjIM8NTGRT1TV61uZE1TJbWJCN956qgvfCvGLCtNBuk/67UVUYq2x01bmmaV5ZgOKuMG7YPTi540IVSjS9nvgjz1lJwFRkRCM63fCP//8paL6wUB++yga1rILzs1kA85srNB3NTJlhx6MqWXV+A0j3MX8YjB2uYUa5unJjkvhOBdlyzhteuauH9PF7dvP8Wxnjzpok3J8Qg6fD1vRLaI8s4vv4auD6WVXQlxU2NJXSJs2W8fLKKJobZ6o8wkNoDuL1iOBEMQWphkiw6Oq7qIRkKirltbEQlbkpX7u8XWxTVsWDD8XtQnI6xrSfHcsT4qojqDBQeDIe7QuOW68hXHj7XKFwx1yCSTxmRzyhxVtYUYynQZmiBdmBp59qnDvfTnLVr8YMUJidDSz+Loo4LDvpzF0Z4cjk9kP9FfGPf8IT/D5wwFt1O1YZcFO0KgIenNWTRWRsMFRghBdSLC9lODHOzKsqqpkv96+BBPHe7Fk5JYmTCn68kwuwhDsgAC1TJ9984ONA0qIkpTKIAmFH+jtiJCIqJj6lpYaj6bKKcHBaF+8My6M0mFzALl2SbT0EBKbE+5BbhySG08yDgd6cny4+cVkfjKVQ3csb2dVMygL2+PGzhJ/5yu58uVQNjgovnPoicl124cXbY9XdiysIpdp9KTugCUw9BVhrWcf+Z6kkREZVkDc/Txtm9iSkTT8uPH/n1whuqEOZR+miUkQ5tZ1Xk761P6HaLDbb/OJUwpcPqbv/kbAOrr6/nwhz887HfTwSc/+clpv2YeZw6NqRjvvGQxb71wIX05i7zlcGqgQJdvwHmiP8/R7iyDRYeOwSK9WQvX7+IJ9H3iEYOooWE50i/VqeyVJ23ipkZFRGewqKYINfkNH4PnqYlS8Uskngd1SZMltQn6chYn+gs4rjesLCAllFzVVbagKiDRSrozJSqiBr9x6ZLRsgJC8IbNLTx3rI+quKmsRPxslqmrbqDxSmKy7AcNhnm16eOo+QUdcuFcNc7kMtnfx8UYk6oqi4nw35Np3JQcl6cO9/GtJ47Rmy2RLthhR184PqEESOuSUWp9a42D3Vl6s9a0puAgeCp/jeV4o2w3Ao5MuuiEGbSBvE3eUvyt1/7zI5Src+gCHNdFCA17jAU8fB9lP7sepItuSFQ3dbUYd2dL9OYsklFDKX2LoXLKGeIhD8cYaaLgUZmJ5ehkWaepImJoGEJ1djreUOk7+HyFhLqESbpg88X793PH9jbeefFiHtrXRa6kgnHFzxv65AO+n+PJYVk19Ud13oiuOtFetUZlss4UXrehmZ++0Ea64PiZQC/MuFdE9TE93XRfU643Z2FqIpSuqPMtWiqihu9EIMeUjBg5T44bGPmZ/PFI5rar7vcrltXxwJ6uIUHiWcBxJSmfHhGP6HNS0g504KJnSJdruphS4PTXf/3XCCFYs2ZNGDgFv5vsCzvUXSXmA6eXCAxdC+0LltaPr6VRsFx6cyW6MyVO9OVVK7q/qG5oqWT7qTR37mjnV0f7/PKAYHlDBSsaKznVn2dXW5ps0SHvd7wFwY2uCSqjBo0plYYvOS59eYuquIHlRulMl/AcL9yVeFKldpfVVxAxNCxH6SnFIjq//+pV43ZgvXJVPYtqExzrzflt/kpDxdA0LLzJd5QSDD+7IVHZiOqEScbvMhtWevL/F4x55LmDDkR12iEuxJiL2xhjChbQIKOisoHqle0DRTrSRR7Z38WrPv9LYhGN9S0p3nHx4lCd+55dHXzriWOcGigwWFC+Y0XbG5bViOiKL2Q5nh9QF9E1QWaKmayRGBl8SJQ9SMB9UW9VkZ6P9uQoud6Yk3L5eVwJajhlkg3BfS07buRpgvfoeiDxiJsaBopTNOgHkNPiwp0GjBfojCcqOxlmu74FwYupCYq2NySx4e8SPL+En4waLGtIIoQKMg50ZvjmE0d564WL+J+nj5GMGQzmLRCakrKQkqLfbRYEYKLsQ3TxG008j4KltMrOJBIRnYqIzp72zLD7ruyQNCpjBnXJyCjPwNqKCP15tdkMGnCqfWX+oJGiJ2dhjJGzjuhiWDl3vHkppD6M83fH81hRn+QVK+s5f3END+7romZ8N6pJEXRqXrJMzbF1FZE5yXxajucLZJ57ZTqYYuD0V3/1V4DKOI383Tx+fRGP6CyMJFhYkxhG0g1w8bJaLl5Wi+165Esuui5ImLryw5OSXW1p7tvdyfZTA5zw+U81CZOVjUmuWdvIFasayBQdfvrCSe7e1UlnpqQ65CLK6sR21O6pKm5SnVBdWT1ZF00IFtUm+O2rVnDlBH5nMVPnY9ev5eM/3RHKAFiuJKKrIKHkelAW4AS7xKBkE/C4JMqKIGZoLKxJcKg7Oyx7EhDUI4bigGkwrOSpzk2Z1UsZId9fLYcfOzroCsilRdsFlBCoJ1UJrTdngT/GvryNkLC/M8udOzpY21zJxctruW9XJ47nUZeMkinaw3wC8d930VEm0Lou0KQkbw0FMnMVT6jOMC3MIhV9f7XZtppPiejsdyd6nlq4Y6aOroGBCPlF4iwGTxO9hemuVcLPlgqfQJ+33GmRwctLhqUg0+SjXGrC0AVL6xLhPTN1jQXVcY725th5apAPXbGcrz92BMvxKNgOjiPx8MVeRwRM0r+eLpRQbSJiUJMw+dHzJ1hQHePm8xdO7ybMAC8c7+fvfrFHdTEjMRDDqAGuhIG8TbpoU1cRobUmHmZ9K6MGMd+mSQANldFhJt61yQh9eUtpfY2UEtA0dM1jwgRRSJsYvzNPILjV5zlev6mZR/Z3U7TdMbNkU0Gm6JCMGly7QZVKX7GinttebJvVOUF1Ll62ov6sGn1PBCFnkuN9GSOdTlNVVcXg4CCp1NQ4QvM4/cgUbR7Z38OJ/jxF20UXSvPneF+eE335kIS8YUEVN2xq4dLltWGr+WR47lgff/eLPRzrVfpFyCGDX3sEqUXThC92Kfwdsdohx0yd5fUVxCM6/Xmb4715Ak85y7dQWFAV40R/Adsp252LIXuSWERNeAXLHbYwBTDEUHdhkMktX+ymUnoJyqMRQ9mJBAFJbUUEU9fIlRwyRWco0+S/6EyUpoJrBVpUBd+M9kxAwBBJVyouX2CD40lJrjT0mQSf/ZnGbEtrwVIcNVVWVQgl8eB46vn0pMpWxExdbST8Uqftr9aBtIjhq+EXHQ+NwItyKKDUQ6V7qIobrBhDATpXcshbLv/2zvPpzpT47lPHePHEAL3ZUsgjC7hM5aU6DcWnqo6btFbHMQ2NrnSJeETnWx+4mPpp+MZNFztPDfLxn+6gL2exoCpGZ6ZEx2ARzdfgKkfw3apPRoZ1avZkShztzRMzNda1VCoB1DIc6s4xWLCJ6NqI7lqpvg9lJemREXzAQYxH9FEbGc9/fVUiwuN/dg3xiI7jerz/m7/ieG+Olurpd8FJKTnZX+Sq1fV85ubN6n27Hh/81rMc6c2FHMnpwnI8urMl/vamjVy9pnFarz1T6/c8OXweLwlUxkxev7llzL95nkoXR42ZWXNcsKSWL73zfO7a0c5Pnj/Fib4cRUeRoQVD2aFAXiFQtx4s2BRt5bVVXxHBNNSCUh03yCcjtA8WsR2VIVtenyAeMRRxuk8ZPgd6PaDKGkpVfIj4OwpCleKUu/hwgcnJFtUgMAiCLaVhpZH3VcR7shamLnyzYYWArDonRJgpQuDvjF3vjJOdhwahhEdDXSy/WeFsEsOn+lRP9BwE2dJyzTQg7IATQlm3BBYgAXIll8M9WZ9/479WKE86T6p7FQhCquurzG0iqrOkbuw6UKDVc8/ODv7gtau5YlU9Tx/p5SP/+2LIl/NkYLOkgrGooVGfjFKTiBAtK+fWJSO0DRR5cBpyG9NFyXH57F176ctZocZXSyqGlNCVKVLyzcGDElnAe+zJWlREDSpjBv15G8vxuHR5LW2DRbrSFk1V0WFdwktqVcY6Z/m+mWJI3y0RNYibGl0ZpUAupBxWFg3I8uMFTVFT5/Nv2RyqhBu6xlsvXMQX7t3HYMGedllMvTedWy4YyvQZusbrN7fwLw8cmLEPYU+2xMLqBK9YMbHI7dnEjAOn5cuXc/HFF/O///u/kx77jne8g2eeeYZDhw7N9HLzmMe40DRBTJud+F1rdZwPXrGcd12yhKeO9HKkJ8futjRF26Uqbvq8qWLYNVYZM7loSQ1L6yvYfnKQh/Z10TlY9F3o1SS/ZVG1IjYXbNoHS5ScAgXLGWZ5EiAIUMZa9HQRdA2GR47CZGu6itGCEp8Kngr22GavwU73TCdVZNn/2e70y09zCUUAH9LFihgahUBOYQrt/HM+HjG1+xFkacb77KJjLKz4x7ekoqOCJlDCksvrkxztzVFylL2OoWmqrOy4aH4mypNDGdrKqMHS+opx292Fnxn55f5uPvKaVQghyBYVx3Dzwio0TRkFB+85UOYfi/Os/ia4Y1sbN29tPS2WPE8c7OVEX57GyjIxWKEU9GOmRlemRNF2cfwGk+AQ198o1VVEaKmO84bNC3j7xYt48lAv/3Tffk71FzF1QU1FRFke6YLlDUmOdGfJlJwwi1QRNVhalyBq6iBydKVLoZOE8DdUMVMfdn+Cz8NxPWIRnU+9ccMoWZY3bG7hWG+OHzx7AulzNCeDlJKerNI1+52rV3DBktphf3/dxmbu293JzrZBWqvj0zLr7ssppfz3X750yhWDs4EZB05Hjx5l4cKp1ZQ7Ojo4evToTC81j3mcMcQjOq9a08ir1kx8XLpos/3EADtODvD0kR5O9edIF1Q5R9egqTLKq9cu5F2XLOa/Hz/Cd548RslfZOQ0UheGr401+94XtThqgX7SiDIfEHphaf41zxbCII8zG5wMgx+pBPpehqahdLfP/JhUtnPyRpxyRXmN0Z9vkLkB9R7KOybrk1FaqsYv11REdVY3JunNW/Rmlep+YO8iPRkGVImIHnZcTqZPpDpuXYq2Rzyic6ArqwjngfH4NDZDlTGD9sEiPdkhza+5gpSSO7a3hTY3I1FbEaEmESFbcujLWaQLdviMKI06jQ+8cjnvuHhxmO25ek0j61tS3Lenk19sb+dkfyHMIgsgFtHRdS2Mlk1dY6BgoxUdEhGdVMwgU3LUnyUITZlNu36ArQjo6vNeWJvgb2/aOCbfUwjBb1+1Al0T/N+zJznVX6AqYVIxhoablJJ00SFdcKiI6nz46pXcdN6CUedMxUw+eeN6/vRH2znam6M5FZu0ozcIxjwp+c1XLh9mGnwu4oyU6orFIoYxXxWcx0sDUkr2dmTY257GQ7K4toKti6o50V/gx8+d4LED3RzoypEbR2PE8eDUYIkv3LOPL//yIJVRk5qKCCsrTLafTCPB96KbPKvj+NkNDWXXoCbFmb+3IHga6xTBpI0/trMRtQT3JrQOOcsI6TV+ict2x87SnVaIseUGRn5EckRddSSRW6CI3MHrgvKX5Xq0VMUmJb2bhkZzKkZjZYx0wWYgb9ObKxEzdGorIlTGDJJRY9ofXHDdguXMOMsYeAnmrbk3+u3P2+xqS5OawHtNCBW8VfrHBCVvDTg1oLJKI410G1Mx3nXJEm69YBFPH+nlaG+eXEnZuSSjBlsX17CsPsEzR/q5f08nbYMFckWHeETnFctjvHJlHR3pIj95/hQHurI4fo1foLqbL1xezfsuW8ar1jZOSGEwdI3fvmoFa1tS/OyFNnacGqA/ZxMxFFdNSjUPOa6kIqpzzdpG3nx+K+eP0RAUYGFNgi/cuoVP3b6L3W1pEFAdN0eJ6jqux0DBpmApo/nfvmrFmMHYuYbTHs309PSwe/dumprOnEDZPOZRjp5siZ2nBinaLi1VcTYvHNvk1XY9fvCr43z3qeMc6cmFBGABRHxCba5kT6ikXg4PJfyXLbmsba6kL2+HC9d0CNfBIhc3NdVub6nMVcxQdiXTlWKZbHEKfAbPFAL+WHA/pBzq6DtT5HD1eZSp0oedYUPPieZ32AXSBHORBZwImoCooeN43phk9CCjk4zqSgm6vF0dVb4yfeHFou1RnTCJGqqcY+oaVQmTY715NMedVqdgIA5atF0aKxUZu6V6+lkey/GoTkRCrZ7oGMKqU4XnN2pEZ9HJNR4yRRvH86iITH25LC9PCaG6xMZDxNC4YlUDV6wa+++vXFXPK1fVj/1H4AOvXE7HYJFTAwUyRZuaighLaxNUJUaXXceDEIJXrWnk6tUN7OvMcO/OTna0DZIp2mhCkIqZXLSslmvXN7GodmrWNguq43zxbVt5eH8Xd2xvZ3d7mn5ffV9pzKm5rT4Z5ZbzF3LthmZWNJxZaYmZYspPwre+9S2+9a1vDfvdjh07uOaaa8Z9TaFQYPfu3WSzWd7ylrfMfJTzmMcM8OThHr76yGGePtwXusILBE2pKFeuridmaNy1s5OuTGkYKVow1NklfU0Zu+QCM1exPdSdJWpoIUF3uovuUFlFTciKfyPCIGM64cWkfKizlGkKEDGC9v/TP5AgaFOZlyGV8aCjUNd8fpnrYTuSyrjBVavqSRcdnjnSN27WcS4Q8737TF0PtX+KjuL9BFpXArW7782V6MvZRHQRkrQDWK6SVlhWXzFsQS/ZLomITn0yQn/eDoOgqcDzO06v3dDMA3u6QvmNqUJKZWz7lnVD2ZCgCysUkp0G8pbiItaNwdGaLVQwLcbJ004N030/00VzVWxOSpRCiGm5TkyGeETnuo0tvG5DM7va0jx7tI+sb/hcEdVZWJPgytUNKlP5EsKUR3v06FF++ctfhj8LIRgcHBz2u/FwzTXX8Pd///czGd88fg0Q1M4Llkvcr98Hk2nbQIH793Ty7NF+8pZDKm5y6fI6Xr22kboJWo//7cED/PtDB7EcT5FXfY6I43mc6C/wP0+fGH88gOV5JHR9Ug+xqcJ2Ja7nhuefdnAiCLu8gkgpUMWephvDhNCm2Gof7BZncl3hvz4QbjR1LQxOWqpi/Pn16/jLn+3Eclwc6zTndQS+WryGoYHtef5nJdFE4CGnyqWVMYNPvmE9b97aCsBTh/v4g/99ns6MNeZ7ZJLPJe7bhZTrdpUroJfzqjWhGFampiGl549P0FIdozJmoAlIFxy/842w/hUobzelosMWb9eTdGZKbGqt4oIlNXzriWPT6oLqzVlUxU1+85XL2NueoX2wMK2FO1tyqIgYw7gsV61u4OuPHWGwYI9JUh8Pwebm1gubZ6UdNB6qEiYRXZlmTyOJE44NVJnq1xlCCDa2VrGxtepsD2VOMOXA6X3vex9XX301oB6Ga665hk2bNvGv//qvYx4vhCAej7Ns2bJhwpnz+PWB60kKls1TR/rpz5UYzNvYrsehnjy92RLJqIEnJf15m55sKbQt2NhaxbUbmth1apC7d3WSLTroml+6cSVPH+7jW08c5e0XL+ZdFy8eRUL91hNH+dKDB1VHlC5wPbXrnlZWRkLOcoe0ZObgfsyGtxN0eQ21fA//21xACXpqFLyJsygBWVnAjCQDgrKcJlRWRaLKpFFD5/2XL+MNWxbwxKEeHt7fQzzi0pMdHZjMFAJCX7DA/8z0MyWBOrpA4mmSpsooUT+4yZYcXrehmTdvbQ2D+lesqONr772YP/jfFzjckws5YlqQxvIv6HmjcxVRQ8PUhdKIF0oxvTzjqWkC25MYmuK0ub5wak2F6vDMlVS2KGghr4gatFbHOdmfx3IlpgaOHAqaGsqySSXbpTNTYmldBZ+8cQMJU+fpI33sbU/TXBWbNHjqz1k4nuT/u3wpC2sSvGnrAv7toYPkSg4VU8gc2K5Hf97mVWsah5Vm6pJRXrWmgZ+8cIrqhDmumfdIpH3C9OtOE6E4FTO5bGU9d+3ooGZqVapRY7t85fwa+HLClAOnJUuWsGTJkvDnK6+8ki1btnDVVVedloHN49yGlJKjvXmlTJ0tcbK/QE+2xK62QY735elJl4a8qxg78AimRSEgZiibF0PXefJQD/fs7MCVkgVVcVprYsMmUdeT9OctvvrIYbJFm9++akW4mD1/rJfP3rmHkk9EcrzZBT6hsN8cZXSGEbBnAIHKnrmyzEvP1x0qX3inOtxynzdTV+3QEU8LS5tjjiGkAckZZZ6Ce2roGran2q0rowZ1ldFQq+vGLa08faQPUxf05awZSyNEDI0FVVEG8w5ZywkNVV0pKdjSV8/2MwNiqAV+QXWMxsoo2ZJLf97iwiW1/PHr1ozixm1aWMUX376VP/3xNvZ1ZPB88r4ouyEjhy7wNxW26sKUfku5oQkSEZ2YrlF0PAq2S8FVY4xFdOKmTn0yyqvWNNKYinL3zg5O9hfwpBWaxdZWROjKlCg4HrrQaEpFqU9GKTkeJdtlsOigC8Gm1io+eeMGWn3hw0+9cQN/edtO9nVmSEYNquLmqPJSwXLDdvH3vmIJt/r6PbecvzDkxbiepHKE1Ug5gqBtXXOKj147unX1lgsW8fihXtoHiizw9ZImQt5ySRcc3rx1AcvqZ+EdMgmu39jMA3s6w6z4VCClJF1wePW6xinzgubx0sC8cvgI/Lorhzuux8n+PIMFh8qYQXNVjJih88KJAe7Z1cHejjTd6RLZkkPRdslbDpY75F4+k4cp0IXRNcHCmjgSyfHePB4qxb28PslYLgIDeRvL9fi7N23iZF+eT/9iN4MTkDBnivLgYk7Ox/Q4TuUJjLipY7mqVGPq2phlnqkGTuVdV8FnYOiqk2Y81e5gLEEAGDV0DH3o+PGurfklMcXxUtcwNKVfUxHVSRds3nReK39y3Vo1Jin5xuNH+daTRymUHHpmEDzpAtY0V5KKm3hS0tZfoDtr4bgqUEn6Ja5cyQ3Lk5oQ1CcjJHzCdSJi8IrldfzJdWtIxcYvt6SLNnfvaOerjx7haE8Oe4QxcipmcOOWBVy2oo6fvdjGiycGKFoemqba2W/Y1MIHLl9GyfF45mgfmaJNyXbpzVm0pGIkYyaVMYPzFlWHJerAlPnOHe3sbkvjeh6aEDRXxWipinO4J0fHYCH0fDN1jQuX1HDDpgVcsrx2VGapN1viW08c5YG9XQwWFInX8LvVXE8SMXRWNFTwtosW85p1wzu1So7Llx44wJ07OyjZHsmYTipmhoF1vuSG59yyqJpP3riexsqxS3vPHu3jb27fTW/Oor4yQnyM8pvnSQYKNvmSy1VrGvjkjetPq+6P50k+8r8v8NzxfhZUx8a1NSlHT6aEEIK/v2Vz6Ak5j9OLM7V+zwdOI/DrEDgd7Mqw7cQAtq9AfbQ3z9NHejnYlSVvuSHh2DQ06pMR5Q5vub71hEOupP4dPDliFoGFBkih/hsI3JmGRsn2MHVFEl5Um6A+OTa54GS/WhjaB4szG8AUMFcJJ92/T9M9l1YWqMRMDddTxqmq28dvexYiLAmN7FIbiZF/T0YNWmvi9GVLZEtuaEI8llBn8PqIL9anB8rGrvIZTER0ujMlAJpTMbqzFjFToyYRIWJoxP3SnDrPkC7Mxctq+bs3byRR1rkkpeR7zxznO08eozNdZLBgT9lPrSkVZXFdQhlCB1lPqexBTL98GwQFjk+8FkA8YhA1NGKmzmvWNXLthmZWNSanrEgvpeRQd5btJwbpzBSImQYbW1Oct7Aa8zQu7FIqLaVy9XzH9TjelydbcjA0jdqKyJR4SP05i/v3dLL95CADeYuIodFSFedVaxvZuqh6XH0mKSXPHx/g7p0dPHawm2zRCcvLMVNnU2sVb9jcwuUr6yflIu08Ncg/37+fw91ZbEcSj6gAPWzWcCWpuMENm1r40JXLz4hYYme6yB//cBuHu7M0+mXcseBJSU+mBAh+5+oVoTfcPE4/XjKB07333stdd93F4cOHyWaz44q0CSF44IEHZnOpM4KXQ+A0kLfY35lhb0earrTFqYECEV3Qk1W/78qUhvmUTQVRQyMVM0gXHXRNESXnyq8r0GCJ+v5pSHW94DqJiM6apsoxa1zbTwyQt093Y/jcoCFpki66YRlxqgjetuF3TNUkTJbUJmgfLNIxWMT2hsp2epmtShBEjVUq0jWIGHqY5Qu4MgVLZQYUQVpxUWy/K6shGaEnp8QPDd+PzPUUz6kyqtNQGSVTdKmMGfzBa1Zx3cYW7trRzlcfPRwGUzG/5dx2PSxHddZcvaaBj7x69bj8mBN9ee7d3ckd205xrC9PujC2JEREF5y3qJo/ft0aLlpai+tJfnW0n8M9Wd+0V2NFQ5ILl9SQKTqc7C9QdFzips7S+gpihkau5IKAioh+WhSof13QlS5ysDurrD4MneaqGCsaKqZlieR6kheO93PnznZ+daQfx/MQqIzg9ZtaePW6xnGzVqcL7YMFPvXz3exuT+NJSVXcCG1OHE8yWLCxHElV3OS3r17BjZtbZmQDNY+Z4ZwPnPL5PDfffDP33XcfMLZA27ALCYHrnr7W3bnCSyFwkj5Z9UBnlt1tg/xiRztHe3PkS6pcYrte2E0zV+nE4Ksf7GiLjovG3Ph3BRkVzfcEC4TWNKE6vFwpWdNUOYpb0JUpcbg7N/sBnCGctzCFK2FPe2ZK+kQCFSwFNhamrjgsi2sTIf8kU3Q42jMkxhnxS21RPygSIiDpuxi6xpaFVaxoTHLJslouX1nPvz54gIf2dmM7qrwSZAJKjkfGL3umYiaup545T0ryJYe87eJ5StsobuokffHDi5bWcuuFizhvUXX4PrIlh0f2d3PXzg5O9uexXY/qeISr1zRw7fpmFtdNjf9RtF16ssrawvPUvamOR0jFtHmB3Zc5gkyT0qY6uwFtUCL9xfZ2XjzRT8mXiNA1QaPP03vNuiYWzMA4dx6zwzkfOH30ox/ln//5n0mlUnzwgx/koosuorGxEW2C2u9LgUh+rgVOUkoeO9DDd586xvPH++nNWtPmx8xlLdbUh9qcVafX7M9Znvk3dU0ZWkZ0PxOlshOrmpLDtD4cT4blxjOB2fKcklGdqniEeERDF4KjvfkJM0+aIFTt9aTE1ASpuElLdZyEH0C6nmQgb5Mt2XieRNdUxi5uamG3WsEPqFqq4/zxtWu4eNlwXynPkzzv7+qfPNhLySeFR3SNi5bWcv2mZi5eWktfzuKBvV3sbU+HBqSmrtHk2ymk4iaXLKsd19S1HEOeefOYx0sbJ/vz9GYtHM8jETFY3lBxTnusvdxxzgdOixcvpr29nccff5yLL754rsd11nA2A6f+nMU9uzq4c0c7e9vT9Oass+rIPhaC9vwAcxE4lZOfI7pGyVGlIVP3OSieZHVTZRgwgHLmPtiVnf3FpzG+mb7X1U1J/vVtW3lgXyf37uokXXRwPdXllCm5FG0V3AghqIjo1CQiWK6H4yrBxXdevIjaRIRf7OzgcHcO2/FCgnZNIsJr1jXy5q0L8aTkvt2dPLivi3TBxtAFK+qTXL+phVeurJ+0G6gvZ9GXU7IQNRUR6ifQyZrHPOYxj3MN53zgFGg07d69e67HdFZxJgOnou3wk+dP8cNnT7K3Ix26r5/rKA+e5j7jpGw2dE0j5vtoGZrG+pbKYaTUIz05OtOl2V98CmPThZI1mG67f8TQuHJVPf/2zq3ETJUtyxRtTvQVKDkuyajBsvoKBgo2D+zp5K6dHXRnSorcXBXj+o0tXLO2MRQD9DzJtpMDnOwv4HgeqZjJBUtqqB5DlS/4Ws9nduYxj3n8uuBMrd8zJgYsXLhwnlcwA/TnSnzl4UPcvqOdtv7i2XN/nyEEQ4GDNoeFQAlKFRklQZAtOTieIjnXVURGdfI4ZzAV53i+wrUmqIor1/dM0aHkKK5NGEgKQUQXVCdMrl3fzG+8YikrG4d7L1XGTNYvGN7WXp+M8raLFvO2ixaHHWBjdS5pmmDr4hq2TmCuGWA+YJrHPOYxj9ODGUc+73rXu/j0pz/NoUOHWLFixVyO6WWJO3e08cmf7ZpTFeSzBcNXNQ6sKOYihAnKYbomaK2O0ZUt0Z2xMDVBdcXwQMP15IQCjXMFXQN80mfM1HwrGMXha6mK0ZKKsqw+SXXCZGVTkqtWN1ARNWdFXh2v1Xse85jHPOZxbmDGpTrLsrj22mvp7e3l29/+Nlu3bp3rsZ0VzHWqb+epQd711adOizDj2YAAElGdouXiwZwRxHVfv2lBdRxTF6TzNkIIIoaG7cqQLB10owmgO1Ok6JyezJMmYGVDkpLr0ZUuUrK9SUn5uvDtLZIxElHVgh2U2+Zb2+cxj3nM4/TinOc4feADH8C2bf7v//4P13U577zzWLFiBRUVY3fVCCH4+te/PqvBngnM5Y3/2sMH+PRd++doZGcfQgSGqMr2o2i7sw6agkyToWlUxpQmSipucNXqBt564SKSUYP793TxwvF+8pbSCLp0eR3nL67m7f/1FG2nSfhSANUJk7zl4rjetIUrBepe6ZpgcV2Cj123htesPz1eWvOYxzzmMY+XQOCkaUrPZ6ov/3XTcfruk0f5xM92zeHIzj7ipkZDMkp3Vgloep5qlS/HeE9DeSkuZugkIhot1XHWNqc4f3E1FVETV0oSps7mRVVTErb79B27+fpjR04bT0wIZQ/ilqmkTwcxU1MK3B7UxE3+8g3ruWlr65Rff6Qnx1072nn6SB8DBYtU1GTrkmpu3rqQpafRl2se85jHPF6KOOfJ4d/4xjfmchwvK+TypZdV0KRrUB2PkIwZOK4kFTdDZWllLqoRMTQaKqNURg0SEYNEVCNmGqxsSJJKmKSiOrXJKOuaU3NWtvrT69Zw9852Tg6cnqyTlOAxcxVRy/GoiBponmSgaPNP9+1nQ2vVKML4SGRLDv94z17u3NlRZnCrxvHk4V6+/cQxrt3QxJ9et3ZeMmAe85jHPM4wZhw4vfe9753Lcbys8I6vP3O2hzAlKFf4sp8Z3nJvGhqrm5J84PJlXL+xhY50kWO9OVxPUpeMsqGlEsdTWaSIceY5PBFD50+uW8uf/2RHKPQ419mn2ZzPk0pCwNAEjgu9uRL37upgZePKcV9TsFz+6mc7uX9PJ3nLRROCqCFCg1zH9chaDrdva6czXeKf3rolNH093XA9SVdG8b0qYypAjpnafAffPOYxj18rzOsJnAZsP5U+20MYBYGy40jFIxi6wPH1keorI2xZWM35i6spuZLKqEFjZZTWmjhNqdiw7NCy+gqWjSgRje8Xf2bwxi0LONSV5b8ePUzJ9ogYKhq03NmrpgfhwGzO4XiSqCYwNKWIfveuDn7ryuXjdt797MVTPHagR9lLaMPtJQRKWV3XJJbj8eKJAf7rkcP8+Q3rZjHCyZEtOdy3u4M7trWzvytDpugoCxff0qUqbrKgOs4VK+tY2pCkN2tRtD2SMYNLl9WychomufOYxzzmca5jTgKnEydO8Oijj3Lq1CkKhQKf/OQnw7/Zto2UkkhkbHf7ecw9AmJzfTJCYypGSyrGlkXVrG6qZEVj8mVV3hFC8IevXc2S+gr+6d59dGVKeJ5AIIcFPDMJojTBtOxtJj+XIFdyyBYdaipGfx9s1+OO7e0UbBcp5bglTU0INE1gOS4P7+/mN1+5jMbU6TE77c6U+Kuf7WT7qUEyRZuC5eJJietBID+aK7l0DBZ5/lg/QkA8YpCKqZD6W08cZcvCKn7/1auG2bF0pYt875nj/HxbG52DRRxPYuqChdUJrl5Tz43ntbK+JTUfcM1jHvM45zCrwKmnp4ff/d3f5cc//vEwknh54PT+97+f73//+zzzzDNccMEFs7ncSwKOc+ZlB1IxnQsW15Au2BzpzWO5HgJYUB3n49evY3VzJSXHCw16X24QQnDL+Qt583kL+MWODu7b3cmp/jzHenMUbBfXU5kf15NTDp6CbIrnzU6rKrjdEsDvSjT0sT+DfR0ZTvgmuMqgd/zPytAEtuPRm7N44lAvb5oG6XyqsF2Pv7ljFy+eHEAARdtDE74khADdD0+lHDJ7NoCS7SKjBotq42RLLk8e6uVEf4HP3bKZZfUV3LWjnb/6+S56cxZe2WdScmBvZ4b9XRlue7GNV61t5GPXraMqcbbzmvOYxzzmMYQZB06ZTIarrrqKPXv2sGjRIl7zmtdw3333cerUqWHHffCDH+R73/seP/nJT34tAqezoaaeLro8tL9nxG9dHt7fw8P7HyXql+hcz6M6EWFBVYyl9RUkYzoHu3JIKamOm7xmXROXraqnKv7SzA5qmsaNWxZw45YFgCoxPbCnk58+f5IXTwyQs9wpmQKbumBxbYJTAwXFU5pZ46l/LpU1cj2JpglWNg43Ky5HpuhgOx4S1c03EYQQBIZ16aI94/FNhKcO97LtxCA1CZMjPXk/aFLj0/zxCcSw++OhFNb78ha1FRGfC6Vzqj/PF+7Zx60XtPKJ23YyULCRgUq6YKhDVypuWHemxL27Fc/rszdvIhE5N1kFx3vz7Dg1SNF2ScVNLl5aOx/ozWMeL3PMeDb6h3/4B/bs2cMtt9zCt7/9beLxOFdcccWowOnKK68kHo/z0EMPzXqwLxWYGpxLtnMlV9KdLaEJ6M/bHO7J8dih3lHH/fiFNgCqYjpL65Osaa7kNeuauGJVQ2gQW7Bc2gYLeJ6koTI6pk/auYJk1OCm81q5cfMCenIlDndneexgD/fv7uJQV9ZXP1cQQCKiUZ+MUnTUh1cdN1VWZIbXN3XhC4RKpJQkTIMbtywYN5MUj+jovnL4ZKGalIEfnSRymsQ179rRgSclectTpTRN4PoZuKFxDL+HalwqgOrNWSRjBromqEtG2N0+yGfvyjJYsNGQOAI0CNNywveu0XyrnZLt8tzRPu7Y3s5bL1x0Wt7jTHG4O8s3Hj/K00d6yZVctDLT5WvXN/Gey5ZSFR8eQNmuxzNH+rh7ZweHu5VB9YrGJNdtaObiZbXjlmZ7siV2t6WxHI/qhMmmhVVEjYkNm+cxj3mcPsw4cPrRj35ENBrla1/7GvF4fNzjNE1j5cqVHD9+fKaXesnhfZcv46uPHjnbwxiFqYpVDhZdtp8c5FhvnicP9bK4roLfvmo5e9sz3LWznYGCDRJips5Vqxt4w5YWKiIG9+3p5MXj/fTlLTIFh1TcZHlDBVesbOC16xvRNLUwWI4qRelnyF5E0wSNlTEaK2NcuryeP752LY7r8dSRXp4+3IuUsKSugstX1lOXjPC9p49z+7Y2So5H3NTJeS7uNLNOmoCYoeNJScn2MHTB1sXVXL2mYdzXrGmqpLEySl/ewnY9DG38xdH1PHRNoyJqsH7B6dEr2duRJm7qDBZsBCg9K4ayTTC8KzOIqFwpMTSNdGEoExY3dU71F8hZRVUClYqHxlhBpF8bLdguyYjBndvbuXlr6zmjvr6nPc1f/HQHHYNFqhImC2tiSqfOkwzkbf73V8fZ057ms7dsDoOnznSRT/18F7va0jieJGaq93KsL8/D+7rZtLCKT75h/TCu2sn+PN9/+jgP7esmXbRD3tuCqjg3blnALRe0jhlApYs2d2xr4ycvnKKtv4AQgiV1Cd5y/kKu39TMkZ48L5zop1AmKFvOP5vHPOYxMWYsgBmPx1m9ejXbtm0Lf3fFFVfwxBNPjBK6fMUrXsELL7xAsXh69HbmEnMloLX2E3eFmYuXKnRNsKQuTrbokrccEhGdyphJMmYgUNmndMGmYLuAIFeyx8y0aQKaUjG2LKxmx6kBOtJFXM/v9DME5y2q4Q9evYpLltcN82qTUtKRLjKQt4kYGotrE5i6EpU83VytvOXw5KFeOtNFOgaL7G5Ps+PkAL05O7R9GQ/B+/L8slPE0LhkWS1/f/NmmqsmJnF//bEj/PuDB8mWHCK6GNO7TkooOi5xU+fylfV8+V3nn5b7cdO/P0bBcunLWWSKDkJAyfGGBU7lHKXg14YQmL48xabWqvD3u9vS5EoOhq5h+16D4407KP+1VMWImzpf+Y0LWNlYOefvcboo2i4f/NazHOnJ0VoTG3YvAliOR0e6xOs3NfMXr1/PYMHmj//vRXa1p2msjBIz9VHn7MqU2NRaxedv3UIqZnKwK8tf/HQHJ/rzJKOGMpcWYLmS/ryF40quWt3AX75h/bDzPbyvi0/+bJfKCsuyzlD/OxN4LmpCCyq9JCI6Fy2t5feuWUlL1fib4PFQchSP7YlDvfT7WcYLl9Ry1ZqGsCzdPljg6cN97O3I4Hoea5oruWhp7ZgBm+N6DPpBd1XcPGcC5nmc+zjnBTBjsRiZTGZKx7a3t1NVVTXTS70k8dwnXs2WT93HabJSOyNwPUl32kIiKVguFVGDhsqhjjxDF3RlSgwWnAlLS56E9sEi7YMdw34vgZIjefpIH+/++tO8Zn0Tn/N36Y8c6OH2bW1sPzmA7UocVy3YQqjsRWXc5OrVDVy7oXmUoOTx3jwvnuznRG+eZMzggiW1rG9JTctANxExePW6plG/zxZtTg4U2Nue5tmj/Tx3rN8PJlQmpjdnkS2p+xE3NZbXV/CuS5dw/aaWcblN5bh5ayuP7O/mmSO9lFyPCNqwzJwnJSXHQxeCplSMD16x7LQFkYtqEmw7MUBE11SmiSlcR4LQ1DhNTRuWUJLDD5v8fP7C73qSgnVubEIeP9jDsd4cTanomEETqEA5FdN59EAP7YMFHtzbxZ6ODC1VsTFlKGKmTnMqxq5Tae7c3s6btrbyN3fs5mR/gdbq+LDPP2oImlMxCpbLL/d1s6j2KL99lTJZf+JQDx/78Q66syV0TZ03eKXjehRsj2zJpeR4rGlKkoyZSCnJFB0e2tvF0d4c//CWLbRWTz14euF4P1+4dz/H+3J4nkTXBK4H9+3u5OuPHebWCxeytyPD3Ts76M/buL45uIYgGTN41ZpGfuvK5axrSdGVKXLPrk7u3N5OX06ZodclI1y3sZmGZJQH9yrrpcGCTczUWdGY5JbzW1nTnOJXR/voTJfQhWB5QwVXrWkIOzvHg+dJTvYX6PczvE2pGI2p6HwZdB6TYsaB04YNG3j66ac5duwYS5YsGfe4F198kePHj3PdddfN9FLTxpe//GU+//nP097ezoYNG/jiF7/IFVdcccauD1ARi7DzU6/jrf/5BNvbphZgnovIWU4ocJkuOmF3HkBXukS2NDddhK6E+3Z1IuU21rakuH1bG7YrScV08pZLd8bC8fk1MVOjzo7wP08f57YXT/Ebly7h3ZcuYVdbmq8+cohHD/aQKTrhjtvUNVY0JvngK5fSWBnj7l3tPH9sgN6shdCgqTLG+UtquGFTM1sX1UwYYCVjJmubTdY2p3jT1oWj/i6lpCtdIm+5VER16pPRaQVsNRUR/v6WTXzipzt56nAvRccL7WqC3LChC5bWVfDxG9ZxwZLa6d3oaeC6jc28eGKAypjievkUpGEZv2Eiqn7lzdA1HE8Ok1ywXRXsaZoo61SUiPGCJ0mYLjF0jWTs3CCHP7i3C+lnESdCKm7SNlDkl3u7uWNb+yhNrpGIGBqGLvjF9nZqKkyOdGdpSkXHLWfHIzrxiMadO9p5x8WLSUR0/uX+A/TkVNBUvvhLFM8RAUKC40pODhRY02QghCAVN6mIGhzpyfFP9+7jC7dumVIwvv3kAJ/82S768xaNldFh98RxPdoHVXlSSnBRDQ9xXzDVdjwyRYdf7GhnT3uaD7xyGT987iSn+gtEDBE2Axzvy/N3v9iN6w17JJDYtA0UeOxAD4amgrDy9/y1Rw/ztosW8/aLFo36/hUsl3t2dfCDZ4+zrz1D1nJBSqKGTkt1jHdcvJjXb2oZV+IjyLA9e7SfTMmmImJQETUwNJVlrquIcMXq+jB753mSXW1p9dkIwaqmZPi3nmyJgbxN1NBoqVK6eVJKvzP67AgLz2NyzHg2eve7380TTzzBhz70IX7605+SSCRGHdPf389v/uZvIoTgPe95z6wGOlX84Ac/4A/+4A/48pe/zOWXX85XvvIVrr/+enbv3s3ixYvPyBgCxCIGP//9K3n2aB9fffQQj+7vJm+/tFJQnlQEXkMTlFxJruQQNSK4nlR2INNo8Z/0WsDD+7t57tgAjakoTSmTrnSJ7oyFJiBhakgEluuRLbqsaKigP2/ztceOcKK/wIN7Ojnel8eTKriIaqrjy3Y99rSn+ZMfbSdmCDypzhEs+F3pErva09y9s4MLltTwidevm5IukpSSe3Z18O0nj7G/M4PlKC7Tgqo4GxakWNOcYlFNgt5cicM9OYq2SyKigqk1zZVsXFA1pp5TS1Wcr/zGBTxxqIdvP3mMHacGyRYdIobGwpoEt164kOs2NJ827aYAV69p5HtPH+dYb464qZH3RTltTyKCVWzEh68JgespcdXasvfWk7FYVJugM12kL2+hoTwAx1qeA/aA4QdZKxoqWFo3en45G+gYLGIakwcVQTbqcE+WzkxxFFF8LKTiBm2DBW7f1oZk8uCsJhGhfbDI4wd7qIqbHOhShPPIiIyJ60k8qbI8Uij5iFzJJWe5YRZU1wQ1iQjbTg5yoCvL6qaJy6KeJ/nXBw7Ql7NCjlc5dE0jb7kqYJMq0DPKApiIoWH6JeejvTn++ue7qIyZLKodyrA5rkfbgIPjSlw/KE+YqoFCogKgQGZEWA5NqRiVMQPH9ejL2/znw4dIF23+vyuXh+MbLNj89c938diBbsXVZKirs+i4HO7O8Y/37ueunR38zU0bWNs8vNzz1OFe/vWBA5zsL+B6kpLtki46eFJl21Jxg4iu8/XHj3DlqnpWN1Vy964ODnfnsBxPvYeIzvL6JIYuONiVxfKz6Q3JCItrK+hIF2kfLJAtOjieJBHRqUtGuXBJDddtbOa8RdXD3s/D+7s53J3F9STJqAogJWo8KxqSXLyslv6cxa72NCXbJRUzSUYNDnSpOWtZQ5LzFlWPKiHPY3zMmOPkui7XXHMNjz76KMuWLePWW2/lJz/5CYcOHeKrX/0qO3fu5Lvf/S49PT1ce+213H333XM99jFxySWXcP755/Mf//Ef4e/WrVvHm970Jj772c9O+vrTWSP1PI87d7Tzd7/YQ3u6NOnxs1W+nitEdI2YqVF0XJbUVlCXjDBYsDnUnQvb5+cScVNj88IqXE+ypz2D68lhi4grJa4rWd6QVIvNQIHuTCkM4kbqVUkgb7l+mQAMTS0uuj9hehIsVwUFlTGDza1VfOHW8yZsKx8sWLzvG79i56lBHF/iYCRP2tDVuZGqS6ycCxTVNRpTUd64ZQHvuGRJWB5JF21+ua+bB/Z00p0pETV0LlhSzWvXN7G8XgWKjx7ooTdboi9vYWgaS+oS1FdGuWRZ7Zy37e9pT/OXt+3keF+eTNHGcSWOf5+HddcF71kDXddorY7TUBnFk5LuTAldE/zJ69Zy98527tjejvRFNIUYznOSZYbK1QmDyliEP3ndmlBi4mzjw//zHLvb0pNy1QBO9he4YWML9+3poDoRCTO146Fou6QLDjUJk/6CTWPl5EK1p/oLfPCK5WRLDv/24EE8KUddp2h72N4QN83zJELA4trEsPchpeRkf5HfumIZ77t82YTXfe5YH3/8w22kYmbYcVuOTNHhYFcG21XPftzUxsy4OX7wIYEldQmayjYDneliGKAE352IrhE1lAp/yder86R67ipjJqubhlTqB/I2tuvxD2/ZwgVLapBS8onbdnLvrg4yJUdlDvXhemmOp2gBMVNn/YIUX3rH+SE94clDvfzNHbvIlhwaklHSRYeT/XmkxC9RqoaNJXUJpAenBgq4UlKbiFCXjBAzNTxPcqw3T1/eRgiltVeTMMmVHI73FXBcieF345Z/z0xdkIqZJKIGV69p4KOvXc3PtrXxg1+d8DewHpmSQ9FWG0LFZVPzl3p/Es+TFB2PXMkJeZpKTBfqK6LceuFC3nfZsjE3c6AybU8c6uWnz59kx6m0v4nWqE5EaEhGqK2I0lwV46KltWRLNsf68niepDEV4+rVDad9owcvAY6TruvccccdfOhDH+IHP/gBn//858Od4m/91m+F/37rW9/K17/+9bkZ7SSwLIvnnnuOj33sY8N+f+211/LEE0+M+ZpSqUSpNBTEpNOnzy5F0zTesKWVN2xpZeepAb780EGeOzZAd7YUdrzpmiAZNWitjpMu2nQOFs66tIHqglJllWDX6HmSGcbck8KVigSbKSgidmSEYKQuBDYq45WKGyAVaVmUlQLK4bhyuNaQ768XHKUJFWyVHJUe392e5icvnOT94ywetuPyG197hl3tg+hCoGvgeuo84TUkY2pGBS37ll/K+M5Tx/jV0X4+c/Mm+nMWf3/XXjrSRQRqTK6U7O/M8JMXTlGTiJAr2fTmbHJFR2XNIAz4ltRW8IYtLbzzksWjeBqO6/Gro/3cvaudfR0ZPAlLahNct7GZy1fWj7nblH627g1bWnjiYC+729L05UtIh2GLmcpIguqFEFRGDTQh6BgsYruSqrjJb1+9gtdtULvlA11Z9rZnAOlnNP0z+TIGilyvETUMrlrdwOs2NI/5OZwNbFlYzbYTg5M2KJRsF10INram+OX+LizHnTRwCjKWUVNH5q0pj0nXhB98yDGbFEflhP1jRuqTDWUxJi+/P39sAMuVYwZNoIKWoLwG+MrwY4zd37gIXyolCJw8KenNWqG8RfC+HFcS0VFZT3/Mwn+OCpZLruSGZd3qhMmJvnyYSd7TnuGpw714/kYmqo8WmTU0gZTKkupYb567d3XwG5cuoWi7fPH+/WSLDguqY1iOpG2gABB+rrrQsFyPUwMFGpJRSo7rbwKG7lN/wWKw6GD6m6rerEVl1KAjXfJLwIKiHWSmDOU4ICWWKynYLjUVJvfs7GDbiQG6MyUihkZjKsLJviKWI8N5zXKlr1vn+fOapCJikC05lE9LAolAozNT4j9+eZgnD/fxL28/b1STwOHuLJ+6fRcvHB8gb6lAV/r38US/ug8RHaKGwVcfPYQQgqq4ialpIOAbjx/hmrWNfPjqlVRMget5rmNW76CyspLvf//7fPzjH+enP/0pO3bsYHBwkGQyyfr163nzm998RkUve3p6cF2XpqbhpN6mpiY6OjrGfM1nP/tZPvWpT52J4Q3DxtZqvvzuCwH1APblSuztyGK7ykB1w4IqutIlvnDvvtDw9WxAL5uwzDKuiRYqW5+G4MnXKMpZjr9AjV5wNKHa1ZHQX7DDBXgswq5dVpbzT4/rm+8GEKhJPF20aUhGQ+7IWAHF9391gt3t6XBSsG05lDmRjCtdIHwCOVLioRaEkuNxqDvLH/9wGyXbI1O0aa6KYmhD79l2PfZ3ZjnWkyMR0VV5IswsSBwPsv7u9+uPHeFAZ4ZP3rghHHtPtsTf3rGbF08M4Lp+K7yAtoECTx3uZUVjkr+6cUPoQyil5MG9XfzgVyc40JUN75+mweqmFBsXpMhZNoe6chztyeFKdT91XWUEirZH3nJYVJvg9ZsXsLElxS92tvOfvzxIT6aEK6W/QKjs0sgmRV0TtKSi3LS1ld+5euU5xfO4dkMzP37+JIMFe1wNMyklvVmbJXUqMH14///P3nvHWXKddd7fU+nGznF6ctAoj6IlWZItOcnYcsQYAbbxa9glmN0FvOxilheMjQEDy/ICu+yCMdiAwSzYGFuWbDlKsmRZkhUmanLq6Rxuvrfief84VdX3dt8OM9MTdX+fz2g0t6urTtWtqvM7z/N7fs8k3z86Q9syYuVCzePubb30tSX4wnPlZclZzfXRwnRMzVUNoT0/gOUyLmEYYzH9VMJc/npXHH/JRz+qmox0b4utsQIiiwtU9Do8Z9sNwnR6qM0KDVIlEi8IwtSjQrQY8aWkZHsNerhswuCJQ1NUHZ9v7B2nbHtUnABjXqSzHoauIlpeEPDQzlEeuHU9TxyaYiRXpa8tgRCCmbKt+lDW3ZtCKB2b7apFkQgXVbMVl8GOAE0TTISZBjMsuLC9gOFcBdsNSBgirsSWKMKkCdXgO6FDzQuouQFJU2PncD6O6o7la+SrLkadxYsuJYWaiyYEaUun5vrka4oQa/G7KnwPoWQQthfwwolZfuOLu/nf770ljhCeylX5b1/Yxe6RAo7nYxkafqDIXL3+0vHB8T1FkKW6R7b2pbAMQb7q8sXnRxjJ1fjdd16/KOG+VLAq1O/666/n+uuvX41drQrmPxBLvYB+7dd+jQ996EPxvwuFAuvXn1+zPSEEPdkkd21rDGVu6Enzpz9+E0cmS/zfZ0/yzX3jnMrVcD1fMfq0xSu3dLP7VI4jU9Wlj8HpUxxdUzoK5eOjTAyjBzOT0DE1gbfES/FMoYUvdbUSXVpP4ksZp+Ca6mWIomWN569W2/NWm7rA8QIsQ2OyZHNgvMiOdZ0L9vm5p0/GnjpV149f7Op4i18MZYyt7kUhVRQsCNT9+dJogbRlsK0/s+Ccxws2thdg6hol28fQBck4HalC7a6vQvUbM2keOzjFZ586zk+HKZzf/Lc9vHBylr5sYsELy/ECDo6r0vc/+tEbWNOR4h+ePsGnHj+K6wd0Z1SKQQgRWxM8uGsUDRUVEprAjVaggUrhJ02dQKoJ42u7R/m9h/ZSWaQqrv5MdU2QMFRKR9c1irbHaL62oLE0qJf5N/aO8819E+SqDilT544tPdx37QDrOlN858Ake0cK1FyfnmyCu7b1cv1QO8+fzHF0qowvJb3ZBK/c0s1o3mY0X0UTgvXd6abHi7C5N8Nbdgzxf589iRAu7Umj4fuKUpOWqfFTr9qMZei89YYhngurwRbTOuUqLqau8ZYdQ3SmTb6ya5SSrXyWFsN0yWFLX5ZXbOqiPWXQ9pjBTMVpiNBE1zVKzczpxzTa543FdlXj5uvXdix6zAjZpAFi8XdrQzVlWGm5FKIJONpXELrI1z+40f/Of8JE/J+FUTRTV1GgsuNxaLIUvw/mR7EX7A9V9TlVspkpO3z/6ExsLQIonZ5Y+M7RhCAIAjw/IGXpcfSnUPPQhAifYzF3zkgKVZXyClALkMgmot7LTQiBhmS67JC2dKSU2J5PEKjPBI1E2A8ZkWqJNPeOjPYV/g9CqtSkpRskDI2aF/D8iRxPH53hrm29AHz2qeMcmizh+j6Grmph3TBNKiLD3oaVqSBp6dhuwEiuypa+DF1pi5Tp88zRGT73zIlFo/mXCi79mFkdent70XV9QXRpYmJiQRQqQiKRIJG4uJvebunL8uE3Xc2H33R1/JkTPoDRQ/DNfWN89Et7OTlbndPSMJfuiVqHrJTkaILYc6ZQ9TB0QW9d7tvQNLoyJnY+OKuWJM2QTRiYuqbK4EPX7fkvZ6Wb0BGI+KFt9gI/06EFgdKGzEfV8Tk6VUbTxFwa4QyOJ5hrIFyylcg10eQ8PV8yW3bClMacnqx+O6WBUCvGiqtSQl/ZNcqP3baBr+0eY+dwjsH2ZNPIjWVoDHUmOTZd5p+fGeYVm7v56+8eRdcE/e2N4fqUpVOouZRqngr9J0yqriJ00Us7kBLbD0j6AadmK+wfW7qitP5etXRVSp6y1D338K4xXjiR4+PvuL7B5PPfXjilhL9VlfKwDI2y7fHPz57gH54+jmCugk2Ek/vfP3WcIJBYphZH/WpeEE5OGglTQ6BW5zeu7+Tdt67nts3NKxZ//t6t+IHkwZ0jDM/WMHWo2D5FW1WdgvIf+tRjRxjJVUgZBkMdKZ4/mUMTKoXUnjRpSxq4vko5Swk/dtt67trWA8C92/v42p4xNMGC1IaUkqmSg2Vo/OQrN2LoGtesaeeWjV18fd84tueTqLMiMDUNh4CgbvLsSBmk6qKp0T439Wa4fZHzrsftm7v57PePh9WjC6eRTMJQlgIh26mPoM5HpFOq34/RpFfj3L2y8PO44nReFM0LlNluytSXXNQ0g4z/lhSqLpFES4YR1sXsKCJyN/dzRVxcqe6Nxt9T76+o2jT+PSkbvi9QxMjx/LCXpUax5lG0vXgumH/e0Vhcf957v45ZK42niuJZuno2yrbHV3ePcde2XqZKNt/ZP4nnqxpYQ1NRscbza4QXqLEbuqBY8+IoWdLUsQxVCfpjr9hwSUedLiviZFkWt9xyC1//+td55zvfGX/+9a9/nbe//e0XcGSrj/mT4OuuHuR1V89pQbywUWzR9nju2Cx7RwucmKmga4LRXJUXh3PMlN2mr5JIiKhrGtmEyY/e2suekQJjhRopU48NMBNhhUu0mlkN+mRoYIRVS51pM9Z/1b8X/DBM35O10LQwPbSI2WjTZ1s0f+gDGWlE1EPfbLVve36s91JbLhRJrwjhy1GE54OU+P7CcyjU3FAfInActX3Q5FQFiuzOlB22D2SZKNh87/A0X945giaWrtDSNUHGMvjGvnGOz5SpeQHruxZ6+XiBZKJoY+jqOy/UlJ9O/UpXEwJTg1zVjUXzK4XjS07MVLhysE2Ri5TBqVyN335wL598/61kEwZf3T3Kn37zIFKywIByNB8wmashJfS1JdgYVuJNFGwmSxX8QJJ0dbb2Z8hXXIo1Dz9Q2rgOYbKpN0PV8Xjy8DQvnMzxH167jbffuLB5sqlr/NLrr+C1V/XzB1/dx7PHczjziiRmKy7fPTzNdw9Px9EAP1y4lGwfQQ1LF7SlTLb2ZfjRWzfwwzevjcnCr7zxSrxA8uj+SWYrLpmEji5URLTqqnT+z92zNfYaE0Lw4TddzdGpMgcnStRcH0MDKed6CUbjSxgaSUtnvFDDMjSylsFkySFtGfz8PVtXZDh57VA7Vw+288LJWVKWvuB56kpbjMxW8MKFxWK79H2JroFE0J2Zi4BZhkYmoeNW/LnICYoEGrpA8xoDUprWPIpWrPncc2UfmYTBlt4sTx+ZQRNKR7lYcWT999iWNOhKW7QnDaLHU0XGmj+HC/YTphejYy6GlWQEokssJXGLH0VoFr7PIt1YFGFbbt8RsdKF0ioeDlsC7TqVJ191sD0/7p/p+/OqYeVCjzZfKmmH4wXhe0IFJ7oyJuMFm+dPzHJnGNG6FLEi4qTrZ88MhRB43up4/iyFD33oQ7zvfe/j1ltv5ZWvfCV/+Zd/yYkTJ/i5n/u5c37siwnRy689aXLvVf3ce1X/gm2klBwcL/LssRmKtsdQRwrXl1RcVQLck01w97ZeujIWp3JVvvTCKR7ZM06+qghX0tT4kVvWcWKmwosnc5Rq3hn3dQNVpnvvlX3sGs6Tr6o0SMYyKNpu6HQsYtF1W8IgmzBigmiFYks/NOGLEEVjnDpipQTdC9+ani9JmTq2J9nWn21akp0Jo2F26Ja+dCJxCUSTWRR6EiJuSTN/TNF51K+Am0FZAch4dX94ssTwbHVFpfAdKYORnLIK6FgkPZSrKDJkGcr5O3o5LxiHJvDc01vfR1N7zVX+PsopW2mdTs6qtiSvuaqPv3r8KF4gWTOvqq1se0wUnDhSkas49GVVVd9ovoYuBAlTw/YlR6cqOJ7SBCUsA1+qVMpkwWZNZ5JsQhGJ//XtQ6zrSnPLxq6mY350/yRHpytxhCEir2qyajw3L1D3lq6paLEf6YyECNunNHqCpS2D33zLNTx1zQwP7RrhhZN5AilpS5q88+Z+3njtmgXGrxt60vzF+27lv/3rTp46Mo2qtl/4LThewEiuFt9Tuibob0vwX3/oyhVPZkIIfvkN2/nVf9nJqdkqPVlLRYBDLVKx6jRcl6qjIqF6+P1EqagAGVaCKjG47Qahw7lOd8akWHXxxVzEJOr/aMTP9NzP0pbeULlXslVE8s3XrQHg9VcP8OWdI3HqThcLC0lAPXNa+N3cd+0gSVPnFZt7eHj3GK6vIqztobeZyXzCEumS5lz1daFaI1VDnWq0DUSpzihyPbevpmQoUAs2IdT9ZGkaWhwFWxitPpuFbLQn2/UbJBPqO23cc9MnvS4SXx85M3UtXnRdylgRcVqN6qlzVYE1Hw888ADT09N87GMfY3R0lOuuu46HHnpoSZPOlyuEEGwfbGf7PK+SZljbmeLn793GT75yEyNhmW1fNkFPNoGUkt2n8vzTMyf5/pEZRvJVFQEKdUAbulNcMdDGM0emmSwvfGAEsKYzyS+/fjvvunktf/6dw3z+uVMUazW6MyaOF1ALK1Q0AdmEyYbuNLMV5dJ9zVAHhi74/pFpHD8gIbSGl46hCey6Y2naQsITRc3aUgYSeOsNa5qSK1PXuHVTF48dmISwiqm+tcVSQth6xJEqqcbn+gGpJqLc+MVYf70WSxHIqLJPxkQk8pdZDromcH2JFixeKVUNtUzUpXybSMXiFObpIpAgAkmu4sRkL9JUPLx7FF0TjBVqDLQvTK3PlB18GZDQNRAC21MpME8qIX0yjLgZmiJZkZ4K1ATpC6UV6Q9NJ/uyFqdma3zx+VNNidNzJ2b54ounqNo+bujPUz8ZNoPtqbRW0tTxA2XrgIDPPHmca4c6uGlD43EMXePuK3q5+4pebM/H8QLSlrHk99mTtejJJujOJPD8IL6v/UClUNV3owojkqay5NB1jUBKnjw8zT3b+1bc4mRbf5bf/5Hr+e9fO8CB8SLTJeXAXaiphZeuCdoSyv/LDyQVN6iLPqlzaE8abOhOM1NxGMnVmC45aJoSRKdMjYSp49SUE3990NTQBbY3d59JlFnvnpECHSkDy9DxvIA371jDdWvb+dKLI3z7JSUOL9keQSCxCbC0xgWLH0g838fQdaSAXNnhSy+OcNumbtZ0phiZrdCRNtGFspepuhJdqIppZIATSCxdx9I1yo6PQNCRUlWmCVNT1ae+jFsyAWQsA8f3sXQ9FLqrH8y3b/AC6EwZBMBs2aE7Y8X3gx+mxiLoQsS2E7om4sjUAoQfRveuL9U7JyLl2YSp0p9ycbvapp+JuXdWvQFpFP28mAo+zgQrIk7BIjHJ//7f/zu//uu/zpve9CY++MEPcvXVVzMwMMDExAT79u3jf/2v/8XDDz/M7/7u7/Kf//N/XtWBL4UPfvCDfPCDHzxvx3s5IZMwuGJeJEYIwfXrOrl+npA6CIKGl5LnBzxxaJp/+cFJDk2W0IRgS1+W+68f5N4r++MqsF94zTZ2rOvkwZ2jvHByls6MSbGqIk2WoZGydCZLNu1Jk3feuJb337UJgP/2hd08eWiKqjvXAkWiBNh6WAFohpNEpAuQCFWlE0jSCYMgkLzu6n7esmNx36Cfvnsz3zs8jePJuIomFn2z+EqvvppFQlwV1J4ymA378S243pZ66QYhKfIkmItMnL6UdKQsKuHq/tqhDkxtBMcLljW3s71ApUjlyptBL4azsUQVYqGNQ8rSGZ6tsnM4h5QLJxQpJbmqiy7mdDGaUOnCQDZWT0aeWvNffKamRMSFqkdXxkQIQVvK4PtHpzmVqy5oQ/LwrjEqjk/JiSqV5kjTohVkMqpOFbFg23YDKsLjyztHFhCneiQMfUWtQP7uqeM8e2yGtZ1JEuF3Plm0GZ6tYuoaRpgy9HxJd8aKSWjZ9nhkzxjb+rP8+G0rNwre1t/G/37vzbw4nOdre8b40gunMHWNoU6LvmwSIRThnijWQmKlrk9vm8UtG7qYrbicmCmTMnW29WeZKTsUqi6+lBRtH03App40AcrXyfaCuSILwgWImIu2elI59+ua4BWburllUxcf+JtnmCjaaELpIi1doxL4+J7ERZIwwqo+P8ALvcUIAnxf8uCuUR7cNUpnSunSZqsuo/laXVRRopaCc1XPggDPDxciQlJxPPaF9hsRYZZSVRRmEwa92QQnZyrKODaMpOmaaCBCrh+gadDTZjFdctFC4pswNDpSBjMlB12bizoZusDx1aLM1AROHNWiIUwsUcaoynNO6UnbkiZvvE7JPm7a0ElvW4KS7VF2fAwEhqbhBsEcYQpF5jFREsRkThPKniRCoerGVeOXMs5Y4/RP//RP/Oqv/ip/9Ed/xC/90i81/GzdunWsW7eON7zhDfzJn/wJH/rQh9iwYQPvfve7z3a8LVxCmJ96MnSNe67s454r+5b8PSEEr97ex6u398WltpahkTI1XhzOU3WUA/fNG7vozc5FH/7sx2/iG/vG+fSTRzkwVsTxJbrQ6G0z+aHrBtnUk+E7ByZ4cThPseqGLu5qm7SlBLz371jDv3vV5iXbY7zqij7efct6/unZEzieeqGptYVcnDVFCEuAkaoixQqr47b0ZSlW3TgVECFl6WQSetj0VHnWNGvhol5S0J0xmSk73Lyhi7u29XLjhk6eODS1QPsxH7mKy8auNGXHp1TzSGQXltrHAtRIWEpzrdhZJDChyT6lVMS36vpNU4OBjPSu9SlaEXpNNRKn5l7lc3OJW6czy1g6E0WH0XnEqer4fO+I0i559eHGFcALAsxQ+qCEtj6daYMnD00zVbIb7ufTRSkU9aZMPSZNSvRtx8eDughbyaavLREL0Eu2x7+9cIofvnntafVrE0Jw4/pOPv+DYaSEqwbbGqJiKUtnY0+GjT0ZHC9gvGDzk6/cwHjB5oXhHAN1/eE60yY1N8DxFBGpOMpy4TfvvwYvCHj66AxHJkvsPlWg5vlKiycEs2UX21MRnpSlYWoaByZK/Ma/7iZtGazpSMSRtL62BFNFm9G8ImJ2XVsjTah2OWs7U7GtgecHHJ0qs2+sGGoSl74eni/RNLVRIKHiBJg6cWpQhgUUuqYKcNqSBuWMxUTJRgZKZ6SJuZShF0aOerIWxZpPR8rg6jXtHJoooWnQn01QqnnYvoq4RqlhldYUYaXeHLmJ0noy/LdlKFblhF54N2/o4rZNqkAgkzB403WDfPKxo2j48X69oHl6EIjTsZ4XqCKEMIIdSFVBeP+ONQ1Gp5cizpg4/fEf/zGDg4MLSNN8/OIv/iK///u/zx/90R+1iFMLp43BjmSDu/HgEt3bU5Yq/X7LjjXUXFU6b2iC9pQVP7zvuWMjL5ycZc9Igf1jquXA+q4063tS3LO9v6FNyFL47XdcS2fa5O+eOkYpTCXURxqieUPWcakokhOlCyOz07u29fIfX3cFH39wL3tHCnSkzYYy955MQunKpCST0HF8JY7XwtYT0Sq2K2WqNhpJk5+8cxNCCN6yYw1PH51eshS+Grqqv/PmtYznbT737Am6pLmAwHSmLcYLNp4/N9GIBfL4uXM83bhTFN7PJhon7arrc+umLjpTVtMKzjnR7NxYpJSYhqYiHCs4drRNM2I2/7Oy48Xl2MzTeS13rGDePeIGxGXq0yXnrIjT949MM12yG1KZkZv0/CiloakqzFLNUyayhILuXI2nj87wqiuWXtzMx4npCt8/Ok17ysT11SRsqBArVUf1jYyKEJKmxr+9OILjKXPU+SRNVWCFGs2UyfBslYd2jfKH776BN1wzyF89foSXxopc0ZON9XzzG2j7gerHF0jJuq5UQ/pR1wQDHUn625Pkqw5TJYfBtgRjRZs1HSky8+6/XNWlZPtoKEIS9R1UEarGb3zuuRBYhlpCRBYDCIGGijArryqfqZJNxfXDVk2q2EG1lPKoukqeYOjquhlCsLW/jQ/ctYlbN3bzR1/fz3f2T5JzXNqSasFUcQIQqgCgN5tkqmQrixVdkE4bzJbduJsBqMWQlDJsp6Rx68ZOfvsd1zVcrx+/bQMvnMjx3UNTVF0VBTTC85dNwtO6pu5nVbGr3teeHzBasBnsSPITt1/6spkzJk579uzhmmuuWdG269evZ+/evWd6qBZaOC0IIUhZBmubtB/RNcEtG7vPujmuEIJfeeOV/Py9W/jb753g+ROzFKouthewrjtFd8YioWvkKg4/OJFjLF+L++NZhkZHyuSGdR288+Z13HtlHwlD5/fftYM/+9Yhnjw8xfBsLZ6QdU1wzVA7FdunZHvkq25YRaiIghCKNCpNicGH7tvOK8IV493bennHjev4/HMnsb2A7rQZvxT9QJKvupRtn3u29/KOmxRx+s6BCUZmawx1JhuiW6qNg85kWAovUJVwlt4oHnXClhVVd+WmrVH0ytS1hpYPkbHjm69fQ8LQ+dfnh6m5fkPqUROKgCovpFCcDXRnLGbKSnejx2kP2TRSFlVU1pfolx2flKkvcFGOKgmbkaTlCON8Xqbm0zAStAIt2lKYLiu38fpJLyqKmB+ljP7pBgGeLxXBcnwmizU+/uA+tg2cZGN3mnffun5JX6sIX9k9ynjBxvcDvDBdGfurhSlqgaqA7UipallT09jWv/y+O1IGL4T+W4PtSR7ePUbC1Je0OMhV1EJDoIjPQJNUtRBqMVCq+RydrrC2ayFpCqSqJIX6BZCqBHT8uvQ7c9qkiCwlQ+sLJ/Rg29afQdM0RWKF8uHyAsl/feOVDHYk2dafJWXq/OD4LCNhr7rpsqP6z5k6Vw22cfOGrvg++fU3X82P3rqer+0ZY8+pPNVQyF1zA2quj6kL7trWw0B7kv1jRQ5PlEjoOrnqXMo0itSu70rxwCvW8xO3bVzQaqotafJ7P7yD//H1/Ty8e4zZioMfBA0BdgEkjVD6EOrbujMW1XABK4ENXWn+37dcvaL76WLHGRMn0zQ5cOAAtVqNZHLxsFutVmP//v0YxmXlfNBCCwBkEiY/f+/WZbdThnXqhVZzfRKGTmfabAh192QT/NbbrmV4tsJ3D07Fuqer17Rx26Zuyo7Pt1+a4Ku7xzg0WSIfmh1mkwb9bQl+6Lo1ygCya64hrhCC//jabfRmLf7luWHGC3bDxN6RMnngFUP8zKu3kDB0NvSk+chbr+VjD+7lVK6GZYh4NV+2fTRNoy1pYuoCUxfkKoosRl3d/UCtYnvbLMbyduxrtBwiM8H+tkScqnS8gImizc0burh9c0/ctPSlseKCxrJR/0Q/dFU3NEFPSMAiTUqkb1Lmqo30xvNVM9XoXGWYVnj91f3xqjlCNmFw/dpOHj0wEWs5FtHrL0B92jDSgPh+QEfawtQF+8eKSKnaa0Ral46UKpA4PFWmUHU5MVMhm1A+TN0Zi1dd0YsvJd/cO85ovsZIrhq7WKdMPdauzO/fKKVkpuQwPFNR3jzhJdk/XuTAeBEh4DNPHuOWjV38xluuWaBtjPDUkWn+9sljlGw3/u7mu/UbuuoP6QYBEyUVtWxLNt7/iyGTMMhXa5yarZKrOEyV7GUjw7mKE++7UPMYWKL+RQhig9n5KNa8sNJvjlxL1L1Z714eoT7CHLWLUnoj5bHWlZ4jZl0Zk1OzNabKDm+6fk38+e1bepY8t7lxC7YPtC3bkFmNSxU/OJ6ysijWXHYN57E9yYaeFFevaV8yPduRNvno26/jp+/ewoM7R3j22AyzoVt50tQwNHWv9WYTDHYmOTlT4cBYCV9Ktg+08UPXDXLP9r5l3fMvFZxxk9+3v/3tPPjgg7z//e/nk5/8ZFPLAt/3+Zmf+Rn+5m/+hre97W188YtfPNvxnnOcryaBLbSwGohaQ0Sl4EuhZHs8fmCS4zPK02hNR5J7tvfR0yQ9NJav8dXdozy0e4xcRa0YO1MmP3TdGu7e1ss39o3xtT3jjOaqFG0vtk1Imqr0ujtjcdvmbg6OF3nm2GzTvn0wF6HRBfRmLdZ0JAlQ/dL8QHLtUDu//fbr4gahe0cK/NoXdjJVcuhts+IIkZSSI1NlZsouuoD13Wn62hLKGT30NYraV/RkTKZCt+Uo5QCwqSdDZ9pESuX+begav/+uHU1F248emOQ3vribmbKq7NTC9MxSnjkC1c5ETbqNP7NCI087+pkETUgsU7lER6t7L5BxoUDK1EmZetxqxI1sDlgY+TJ1JSaO7pCoh5kmRNN0EyLSlqnPBjqS/O/33MwN6xuvxe5TeT78+Z0Mz1apuB6mptz04+KHOi2NqWlxo9uSoyIiN6zvXGBaOR+BlHGrDlPX+K//8iKDHcklI3T7RovYnvKASloqWrMYTs5UGMvX2D7YtiCdPZavhe1TiK9XZCcQBAv1hvVdDAxdxPdnzQsYaEuwdp4/2miuxjVD7fzv956/1mSXM87X/H3GxGnXrl3ccccd1Go11q5dy0//9E9z9dVX09fXx+TkJC+99BKf+tSnGB4eJpFI8NRTT7Fjx47VHv+qo0WcWmhhDo4XzBGndKMeJV91ee74LLmqw1jeJpAqatOZNrlzay8D7UmklDx5eIpPPnaE547PUnGDeOJJWzoDbUmuXttGxfY5Pl3GC1S5+trONPfvWMObrhtcsErdO1Lgj76+n8OTpdAKYK702g3N+QxdI2WpVEnJ9pgqOkhUJVl/WJk0UbTjaFHSVEaQUff4iEtEYuE7t/bw/juVtkTTVE+4j3xpD4/sGQutEJa/lmei+5r/u7ogbmnjqX49SqgbbqeHhQpCzDlyRz+zogbCUlXRRTx7PomL0k9z7VlUJd6mngyf+5lX0temiLaUkv/8f1/kqaMztCd1jk6pyrC44XV9hEtGxFrdP1HEZlNPOibFi0H1l/P58/fcgu35/Kd/fJ6utBkL4Jth/1gxts9oSxoLPK/qcWK6wnixxpUD7bHeK8JoSJy0FRKnyLtJCHXd5oiTT182wfrudMP2k0Wboc4Uf/fTty95DVpYGc7X/H3G+bPrr7+ehx9+mPe85z0MDw/zsY99bME2UkrWrl3L3/3d310SpKmFFlpohOq+3nxi60iZvKaJsWo9hBDcta2Pu7Y1io2llLHQVhGfgJOzVUZy1dDDRydA8vjBKQwNRnI1CjWX3myCmhtwzWAbNcfnyFQZz/fpTJncsL6TD9y5CceXfG3PGD84Pqs0Z11p7nhlN44f8PjBKU7OVshVnTg6JMPKp4rjLBi/L5UL+Fd2jfH1vePctrmbT7xrB+u60vzam69mpuzwjb3jizZ2bjjnZbdY/ncD5jRkEtUoGULjzViz0uihE03mji/RtQA3ZEqRd1c9Ij2S+n9FEoKwqnF4tspXd4/yvlduAuDgRImdp/J0p03SCR1LF5Q8YiF0437VviLPq7akTrHmM1G06WtLLpnqzFVdbljXyfaBLI4fMNCeZKJYa6pbipANqwQFLFtRGqVMmzU3NiLPt+gy1emYQtOl+FxlfbRRzlWXRkULTU13A0nmEm498nLFWQmPXv3qV7N//34+97nP8bWvfY0DBw5QKpXIZrNs376d++67jx//8R8nnU4vv7MWWmjhkkQQBDx7fJYjk2WSpsYtGzsp1HxOzlTwAkl70mRjT5qnjkxzfLqC4wVkEzopy+DgRJG9I0VmynbYigQc34/bW9RrkSKXrCiKElcwheXoI/kaPzie444t3XzoDVfy4TctTEEOtCf4s28diuc7KzRjdFYQMnJ8yROHpnnPX32f1189wNGpEs8em8XQ1aRbcxurrJQYWmCfZuuZpSCl0mN5WrCA9GhCESsz9IhSl65xm6j/oq6xoCWOoLl4PZASU9dx/YDPPXOSH7ttA6au8fTRGWqOT0/oe5VNmhRtH9G80BIkeFKSjAX3NYo1j4rtkVnErT4f+nO97YYhhBAkDJ37d6zhLx49ssC6ox7dGYuxQg1NCLrSixMnGZobtSdNqo5HwmjUTnWkTEbztdC1e66ViWloBGFKsv5URV1YMfJhilKr7fMip4FUDXbvWKGmqYWLB2et2E6n0/zUT/0UP/VTP7Ua42mhhRbOE2qOx2TZwdIFhYqL7atJbX13ioShU6y5PHZgimPT5dB5WBk2HpksUQrdt6fLNkenKnOu4iEMXVX4pSydUs3DDY0f05aBH6j+VX4wl4KKjEqXphhy4b+kcpQOpGq0e9wuc3KmzIMvjnDFQBtDnSlu29zNG68d5Mhkmb987CjFmqeaKhtaXIW0Ukjg+HSFv/7u0fjfEYEzDY3ujMlgexLTUGaTo3mbEzOVFe9/pWOYr5OKRO+E0aWUqeOEzuGh5yoQVdNFFZBzO4iCIfN1clGkSIYu+RMFm/FCjXVdaUq2B3URqrSpWqpIKePUaTOs7UzSnjIRAo5Mlhkv2nQHkvbQYRuUBmum7OAH8O5b1/GGa+aatL/thiEeOzDJ3tECA+3J2AE+vj5SmU6mTNVDT5mONrmOoXaqvy3J1Wva+O6hadJW0GBEG1XATpecBgNaQxO4QqUwRV3kUosKDwTxtXCDgIxlLKjYy1dcskmT11/TvAF9CxcvWqVuLbRwGaDq+ByeLLJ/rETRdulvS5I0NaZKDuOh0V+u6jBbcjg4UWQ0X6Ns+7EIWNOU5qgrbTHYkaQzZTI8W6FQ81SFWc2Le20ZmkqFTC/SJBpUNGO24ob+U2qyr7rEQmoAJLhnGYyJUlD1/w4CKNo+z53I8cKJHI/sGefPv32ITMIIu7WrhqWuJ+O01ZkcN4rQRMTE9dRkX3MDNvdmKFQ9RnLVszvBRdA0iBVGQ/xAopmClBZV1CmSoNr66JimqoAaydXiaMiy1W3h8QIp40hXch5h0XVFnAwhcAMZC6Xjn4eEI7Kb0ITyU7ptYzc7T+U5FfbPi0Yy2JHk3beu5923rGsYX2fa4rffcR0f/dJe9ozkAUgn9Lj0v+b6ZBMmv/yG7ewbKfC9I9NoFUFn2sQytPh+LtkePZkE/+3NV3PNUDsf/vxOXhzO057UaU/N+ZgNtCkftZpL2DhZVSlahkbN9fHl3H2gCTDDlJ/t+gihnLbXdqYazqFQc6k4Pj9x+4aGKtgWLg20iFMLLVwkqDo+e0byjOSqjBVqJA2NnmyCzrTFzRu6mvaQG56t8JWdo/zTsyeVV5QXzLkDQ9iTTcf2A3w/WDjhhv/2A0mx5lGseZycqcRC5I3dacpOQNX28OPKLqh5K2vSOZ+XBPLsW7qcDgLADwImSzbjRRsrFDoTOiqfDST1pCNqo6G+xyNTJXy/MdV4rtGsnk8LVeJSgidVX7aErpMNe5zJlaYRw9CgqQvawrTalYPt6JqIfbWyCQMjjLLM2SBE41AEN5OY67WXr3hctaaNT7xrB+PFGo8fmGKmokxrN/dmuGtb76KtgtZ0pPj/fuxGnjg0xUO7Rtk3WkQi6UxbvP7qft547SBb+rLYns9Xdo7y4M5Rjk2VlXGpUOfwwzet5R03rYuF45941w7+/NuHePTAJKdmaw1q/qHOJCCoOj7TZTuOUkZELyLShibob0tS80L/IinpSVnxdbI91cTa1AXvuGkt//5VW1Z2/Vu4qHDGVXVbtpzeFy6E4PDhw2dyqPOKVlVdC6uFiUKNmYqDLtTLtCNtUrI9Ht0/ybPHZyhUXdKWQXfG5NhUhccPTqgy/LqSclNX2pGN3WnecsMQb79xKHaXfurINL/70D4OThRVv7ww4nA+icmlAiPU/cyPq5ztpRLMmUtGfeosQ7WkUKJiiXeevg9dCKKeifMFx0EgcQJJb9Zic2+GE9MVyo7HbNltEITPRzQ9JEIX9vuuHeDP36NK5z0/4Kc/8yxHp0qx19Xx6TLTJYdE2EooPr5U6beNPWm6M1bs0fVf3nglb79x7Vmfu+MFuH5A2mpuy+EHkn2jBQpVF9PQ2NKbaWrDAcqC4Dv7Jxgr1BAI1nQmuffKPnozCV4YzvHVXWP84MQs4/kaXhCQTRhkEgauL+OKu4H2BHdu7aHq+jy6f4pcVXmumYbGKzZ28abr13Dn1p4V+Vi1sHJc9HYE8/uQLXqAsKxVCIHvr9xJ+EKhRZxaWAp+ICnbLt8/MsPzJ3M4fsCajiRDHSkmizZf3TPKocky5ZqH4wfoob8PIuzo7gbh6lSia1rcWHQpCAFpU6ctaXDlYDsfe/u1FKoev/ovL3JosoQTluBHkYUWGtHs2qzm9dLrqsgCKRGReF2o1iaOv3IN1ZlCMCcOt3Rtge4n6sd2z5V9vO2GIT7x8EtYhsbRqXJMuJtN4lGTZIkiT3/+nlu4Z/tcheRDu0b5g6+9RCJ0fK86PocmS3h+gKVHvdnA9gMyls4V/W34MmA0X+P6tR380Y/euKBdyqUMO+yxV2/bUXV8RvNVvEDSmTbpb7u0+7RdzLjo7QiOHj266M/K5TKHDh3ik5/8JI888gh//Md/zP3333+mh2qhhbOG5wfkwia6mYTRUOEyW3b47sEpfnBilt2nckyVHBzPx/YktueHxoJz9TNRCkIsMvHWf+TWfzI/u7XCCVWVy/uYhsaB8QK/8cXdmLrGkalyTJqiOa/FmxaiSXFZ08/OZv8R5aj3apKRYPscrBfrZGLxB3G6SG8kQH6gIiFtSZO337iW11zZz0O7xnjuxAztSTPWoYGcFyWSYcW9+vye7X3cubWxAuxN1w0ylq/xd08d59Rslc60io6emKlge5KwpTUpU2ewPcl4sYYfSK4b6uC33nbtZUWagKbu2ylLZ0vf4j5SLVx6OOOI00rxiU98go985CM8+uij3HHHHefyUKuCVsTp4oLnB3EFV6nm8tTRGYo1j46kyW2bu9k7mudvnjjGvtECFUeJMduTBmvChpm2p36/YvvoukAToGsaVw5kGWhP8uLJWQ5NlqmeRmVVPeonynMNXVM9pcq2T8VxqbrBXDUVc+Z7LZwfxNoWMdf7Toa+RxH9SCd0JSBe5aCTVkfa67/zhDEXbZJhmtD1AhKGxgOv2MCv3381uiaYKNb4rX/bwwvDOWbKTl0ktHF/UUPXe7f38T8eaB4dklLy7f0T/Muzw7w0XsRxlZt9xfFxw+rFjGWQMDTWdqV4644h3njd4KJNp1to4Uxx0afqVoogCBgYGODWW2/l4YcfPpeHWhW0iNPqwvF8TkxXOJWrMltxmCzalB2ftqTBFf1ZNvdmePDFUR7ZN87IbBUvUBGhSAtxZLJCruIwU3bmmsbKqIT95Qc12QQUqupa1KdYzlbsfDnjXKQydSFi40tdW5w4eb6MRfurjbSpDESrsVhZLQ5keK4C5Zz93js28h9fe0VDqX3J9vja7jH+7cVT7BspkK+6ccWcECrld81QO+9/5Sbu37GmoXlwM0gp2TNS4MhUGdcL6EybXL2mnamS6lmYTahnfrn9tNDCmeKyIU4At912GwcPHmR2dvZcH+qs0SJOp4+S7fGd/RPsOZXn6HSZUzNVZioOM2WXmus3nTDqy7iXugF1sUjp9csUpi6wdI2y4zcYQEKLOC2HqCHvaiBqShwZItan6yJIqdJmhqbRm7WYLNmn5Rm1HFKmxrquNHdu7eH6dZ0cHCvw9X0TTId9+PraLO67ZpAfu20967sX70jv+QGHJksUq27oqC7IJnQ292YY6myVyrdw6eCi1zitFJ7ncejQITzPO9eHauEMcHiyxDf3jjNZtNk/XmQsX2OqZFO2Ve+EpKEx2JHkzdcP8f/ctakhvO54AX/3vWN8eecoI7lquGJd2MC0GSLDuHpoTYhUXGEWpkNe7uQgCCS+Vld218KKYYQ32NkS8fpebppQ3eHdQLUTiSwKqPPGWteVpi1psKYzxXTJZiRXW7CgqF9IRPuP7nktPJYvJf3ZBF7YE/BXf+gqbt7Y1SA2/rX7rzn966JrXDXYWiS20MJKcU6J0+zsLB/60IfI5XK86lWvOpeHetkjCALGCjaThRq5qsPwbJV8zaMrbZFNGHSlTZ4/mePJQ1MUbWVmWKy5zFbc0BW6GSS2F5CvlTg4cYC/+u4RfvKOjfzKG6/E8QM+/uA+vr1/AsLu7H4gzyoVshQnUoTq5U2aIkR6Gg1VRdVMmHy54WzObS4yp8rBEyh3Zz84fQNMtS/FcCQqAqhrIoxAaUiUMWR/W5I7t3Xz7f2TsZeTJqCvLRE3yQXIVxwOT5YxdI11XSlGcjUcP8DUFWEi7OkngZ6MhSYE7QmDD71hOz903ZozvCIttNDC2eCMidNrX/vaRX8mpWRycpIjR45Qq9UwTZOPfvSjZ3qoFlAlrc8em+HgeJFjMxWKNZdj0xWOTpYo2l5T8akmmGuiKiWWrtGZNqm6PrNLuD43QyChVPP4y8ePMF1WHb2/9dIEnWmDEzNVXN9fNu12tniZB5sARZrMUE8TNXCN8kSLVfldDqhPhZ3uKUrUc+AHkoShc/OGTgTw0ngRJMqoEJVWEwhsz4/vNQHousCvC1P5oR+UrgssQ2tw085aBuu7U3zs7ddx7VA7/W2H+cLzpzg5U6U9qVrQCKHsAfIV5aH0uqsHqDgex6crZBI60pYNLVW00I7C1FVq7mfv2cK9Vy7dXLmFFlo4dzjnPk633XYbv//7v88999xzJoc577hQGifHC8hVHBw/YHi2wjf2TbDzZI7RfI1CzaNiu3jL9vJaHBrqRQ8sEWFawX6E0or0ZizaUiZSwvGZCrpQPb8u03n7okFXykTXIF/zQKqS8YC5KNSlWllX774Mc/d5W0Ln+nWdpC0dQ9fY1JNmumTz6IEpijUXOzTBWopUayiSaeqCG9Z18ofvvgEh4Le+tIeXxorUXJ9SzcOXMk4Xu+EzErmvJ0MnbNsN4l5k8RtQCHShGsu+YlM3H3zNNq5eo94dUkqeOTbLQ7tGeerItCpwCI0Qr1nTzv071nDvlX3oQvDs8Vm+unuMA+NFZiuqdUtb0qAvm2BDT5p7tvfxyq09TUveW2ihhUtAHP7oo48uvlMhyGQybNmyha6urjMe3IXA+bjwtuvxheeGeWj3GDMlh5LjY7sBCEmhqnppNSs1PltEqR0489RHNLHpmuDGde0cma5Qtn2CM0h7tHB6EMCaTtXUNGXqHJks44cpJwlo9T5TF3SkC7FUMUDK1NA1LeyzFuCEVts3b+jk7//d7VjziIKUkod2jfF/Hj3M8ekyVcfHD6vZmh1X11SLjddfM8CH3rCdNR3K5bpQc/nmvnEe3DnKwfESxbB/WDSmhKnTljDwJSRNjaShsX2gDYCxQo2xvI0QMNSZ4ob17bzuqkGuHWpf1A16vFBjvKB8jLrSFht70i3n6BZaWEVc9MTpcsW5uvAzpRqf+u4xPvv94+Sql7ZQPiJdV/ZnORk2MbXDZpctnDtkLZ3ujMX7XrmRdV1pfvehfcxWXNVuImgMR57NV6EJSJo6GlB25kTMGpC0NATKSdr1fSKHiKSpsbU3i64LTs1WyFW9JYX8DRWBdW6UQggyCYO37FjDb731Gswloiv5qst39k/w5RdHODBepFD18IMgbKwK2aTJmo4Ur9zSwztuWsum3uaVZX4gOTpVoljzkFKdY9o0aE+ZdGessEGuxNRFi+i00MJFjIueOP3t3/4tAwMDvPGNb1x220ceeYSxsTF+8id/8kwOdV6xmhdeSsn/9/X9/Nm3DrPK/ncXBda0J8hVVbf7quu3NEjnEIYGW3ozvO/OTbzp2kGqrs+/PneKf35umFoYcanYvhISh9VeuiYwdMG2/ixpU2fPaIGy7at+ZgBCEPiy4d6MIjSg7l9NU1VjKVMnV3GVlk7ZSaNpgq60xbVD7dTcgIlijSCsCutMW3SnTQ5Plhkv1qi5gSJepsbVQ+28/85NvHZ7P5975iRPHp6m4nikLJ1bN3bxvlduJJNomSO20EILp4eLnjhpmsarXvWqJVN2EV7zmtfw2GOPvax61f3g6DTv+ounVnFkFx8G2iyKtg9SVd+1Ik7nDl0pnfU9WYJAMl60yVfcuAdaFL2xQmPBKHVn6oK1nWl+4TVbeeuONXxr/wSffPwoe04VqIU9tTShPHtesakLEOwczlN2fAxNsKE7xQfu2szbbxxCIvjO/gm+c2CSYtic+LbN3dy/Yw2mrnrunZqtUnV90pbO2s5UbHTo+QG61orWtNBCC+cWlwRxuvvuu3nssceW3fbee+/l8ccff9kQp+8emOC9f/3MKo/s4kGUqhvqTOL5klzVRUAs1D3Xx325QA8r5aJI3ulULcapMIjFy6pn2cJ9mJpKzVXD1iCxSFvAmvYk73vlJv79qzY3OD4fnizx7Zcm2Dda4Ph0BYD2lMm1Q+28YlM3d2zpURVngWTvaIHJkk2h6pKruHSlTQY7UnSmTbb1ZdG05oQqErrri/y8hRZaaKEel40BJsDY2BiZzOLOtZcTPM+7rEkThF3YpYpoRE1CdTH3+bmCCCuZLvXIlh4SGm8RMXPS1NCEUhK5/pz4e/52mibiFh/NkDKjPmmyoc9s5HodXUc3ANee2yKubJMwkq/x+199if/17YP8n/fegq5pfOG5YZ44NMVsxYmrz6JqhscPTvKZJ4+xqTfDVYNtTBRqHJ4sk6+6VMOiByFUM9S2pMHVg+287cYhXnNVPx0pk0MTJb6+d4xHD0xSrCktYNrSeeWWHu67tlF87fkBzxyb5fmTs5RqHlJKMgmDnkwCoUHN8dFCYfgtG7rZ0LPQBTtXcRjN1yjWPIo1F8vQ6M5YICGbMEhaGglDV9onUydpaq3IWQstvMyxYuJ04sQJjh071vBZPp9fMuJUrVZ59NFHOXDgALfffvsZD/JSwgP/5/JOz4GKSHSmTRxP0pXWyCR0SraHoQmcs2Q1S5Gv+h5glzJMQ8P3JULKhZVmoVZa1wSuv3ilomRp6wGJEnY3QyDrSukX+V09DFfJ8Bgl2+cn//pp+rIWFSfADlN9CUObc9JGWV1UHI9dw3l2n8orrVXdOemh95Tj+UyVfJ46Os2+sQJ/8ehh+toSjORrVB2PhKljhvYZM2Wfzz83zFd2jXLNmnbec8dGTs5U+MrOUY5NlxV5k5KaF1B1fNwwNZi2dNKWjkCQTujcvrmHN103yG2bu3lprMjX9ozxyJ4xpssOpZoX68OU+7dA0wAp0ISkLWnSnjIZ6kjx5h1reN3V/Q2O3ZcCIv+pxSJ8LbTQwsqw4lTdRz/6UT72sY/F/5ZSrmjlFe3+H//xH3nggQfOcJjnD2cb6tv04a+cg1FdPIi0NL/+5qt58vA0O0/lyCR0Jgo2FdtXjsyrGBHSBWQSBrYXxI1SL/WUXf28VR/5if6taYKUqVF1fAIujKnl/Am2vkLO0MAydNXCZB78QC4oFNDEnOVAw7ZhtZqli9jwcU1HkqHO5IJ3i5SSiuMzWbSpOD6WoZGxDLoyJromODZVoWR7gBLGB2ETubSls6knTc0LKNY8BIrsuUHAbNnB9qRqYyPloqlQAQgNDKGRMDSySYPOtMm9V/bzc/dsbWhDdDHBDyQ/OD7LV3ePsnM4HzfJTls6g+1JAgk116PqBqRMnYH2BNsH2ijUPNWM2/ZIJ3Q6UyZtSRMvkOTKDidmKziepCNlsK0/S1fG4vbN3Wzty57XaJwfSBVpRJJNGK3mwS1cfKm6TZs28epXvzr+96OPPkp7ezs33nhj0+2FEKRSKbZs2cIDDzzA3XfffdaDvdgxPFu60EM45xBAd9rkX58/pb5jU6dS8zGFquCyPbliYmNqgsGOJB0pk/FiLXwJQsYyuG5tO++4cR2GDhXHR9c0LF3g+QFVN+AjX9rNOZZUnTNEkbO4En8eovL3AC4YQ5TMLY7mr60CSVPSpCbiheRWSnB8SWrevKYLgRRQtlXDYlMXTJcdOtIm2UTjq0kIQcJQqcdyGFUaaE+ia4LDk2Uqto9lCDQRHkRX4yk7PkemKmzrz5IydQ6Ml6g4HqYuCKQagx9GmZZ0XpeAkNh+gLA9UqbOvz1/iiOTJX777dfR337xRJ+CQPLgrlH+9blhjk6V8XwZ20gUai75qstzx3NhylSjPWngS8mThz1cX5mApi3lch6Zg0amn/PvR13TSFs6nWmTWzZ28ZYdQ9y57dyZdOYqDt/eP8FTR2Y4MFZU6V+IPbZu2dRFbzbB/rEi+0YLjOSqBBK60xbXDLVz3doOXr29l7R1XlQqq4J81WU0X8XzJSlLZ11XCkvX4kipJgR9bQkCKSnbHkIIutKK6NpugBBqMWEaWss8dZVwXsThlxLOhrF+5ruH+ciDL52jkV08iKMR84wWT1e8rIXEIYpOGBq0JQ1ee1U/r9jUQ8lWZqCjuSoj+RozZQfHC8gkDTZ2pfn886dW9bzOJ6IGrvPTbZEoW6NOFH7+hxePJWrrMn8MbQmD+cEF2wtw/GCBDi0iiWlLjx3OQRGzmhvghSeasnS8QNKZMtnSt1ATeXSqzGzFxdQEXhCQMDQsQ6dQ87Ci3m7zIKUaV1vSiCcWKSVuMEf+fCnj673YtY7OIaFr+Khz2didZrJkc+O6Tj7xIztoT174yJPt+fzZNw/ypRdHAUlXxiJl6thewLGpMmXHV+7/4bVyfVUNq85PYmg6gQzqigRkmBaeuza6gFRIPLwgwA8kuhBkkwZpy+D6tR185K3XrCqZdP2Az/9gmH94+gQzZSfUAupYRnQektmyQ7HmEUh1L3WkTBKGMlZ1fWWsGvUL/LFXbOCdN6/FvEijVKP5Kt/YO863908ykqtie0G4oAqwvQCBas6srGBUNB6kirrJOW0kzLUcSpo6a7tS3Lmlhzu39XLd2g6ePjrDS6MFdo/kOT5TUVHuQGLqGtmEwRUDbVw71K6KPjZ3N71efiDZO1Lg4ESRo5MlTuaqFKrqOUuZOgMdSTZ2p9nSl+XaoXZ6sokF+1gtXPRVdY8++igdHR2LRpwuVZzNhf/kdw7xO1/df45GdvFApV50HD+Ie3TVY7VSaVFQ43L0h4pISTOTyKgaTkV9zvfIGqGL5mL8hC5ImHOrVwlUQo8oWPidRSkyy5h78UZpvej3TU3D0AVSwpWDbSTNuW2rjs+B8RJCqEkgCMLoD2Dq2pKVd34gY+sGQ9OwvUZnfj3s5bjcpY6KE5KmjhtIBsKGveMFm/fesYGfv3fbMns4twgCyf/4+n6++MIIHSmDtpDIuV7AockyVdfHCidbUOdedZT3V/334wYS223s1xdxUgFxi5+UqceLH8cL0IRgsCOB7QVs7cvyBz+yI3ZpPxvMlh0+9uBenj02g2lo9GSshu87kJKR2SpTZYcgkOFYBdmEwabedMNk7/oqRev6kps3dvHrb776oooW1lyff/j+cf752WEKNRdT10hZqjhhLF+j4nqKxMq5iLTQQATqe1nsHtYjs1nUezW6JklLx/dlWFE7R7SiqxtpBdsSBht6Mrz71nXcf/0aDF3D8QIe3j3Kl14c4fCEMpAtO55q6VUXoYwyE+mETk8mwWuu7OOdN69lW3/bql+/i544Xa44mwu/Z3iW+//nk+doZBcXRPyfCz+5t3DusJhYX9dUSjWC60tqnkq5Ldb6RAv1ahFqro/ry4bIVdoycPyAwXaldYowkqsyVrBVBCH8rFTzQEDG0pfU1ihxuxcL1d1AIqSaaKJxrUSXFx0hInSaJrhmTTuzZYds0uTv/93tC1KM5xNffP4U/+PrB2hL6jFpkhIOTahG4Aldi6+1RF1/L0zNRadv6RqOH8Rm7nGUqZ6YhpWcuiZU0+Jwf64XoGmCDd1pijWX69Z28IfvvuGsInHFmsuHP7+L50/O0t+WIGkubL9zYqbCdNnFEMR+YYGUOL4kY+ls7cti6I33R831mSjaXD3Yzu//yA56z2EUZKUYL9T4rS/tYedwnrSl05Ux0YRgsmgzmq/hBcq9PghoaES9FOpJsi5EWMATNPyuHhIpo45UgyKkUV/TqNBCE4Lbt/TwrpvX8Q/fP84LJ3PxAihqV2RoorFgJJBhVFJlFHRNoyNl8p7bN/Cjr1i/qunD80WcVjVOeeDAAX72Z3+Wm266iWuvvZZ3vOMdfOlLX1rNQ1zUuHZd14UewnlD/GJtkabLGot9vX4AxZpHIfwTWQ0s9TKPdFOEf/uh2CtquxJIcDyVKpgt2+SrrmpiHMBM2Y1tHGCuH5+MxElLwPMDNbZApTDqCUF9qnhZCPXH9SW6JvB8yWzFpTNtMlWyeXT/5Ap3tPqIUllCEJMmUMSjZKtUZv1lCsLJTIThJKVlI0wJgZiXtmxYXwsRkk01sYK6NKah4QWSiaLNQHuSPacKPLRz9KzO668eP8oLJ2cZbE8uIE0Ak0WHmbJK3xq6VhdVEVi6RtnxORW2hapH0tRZ05HkpbEi/+ORA6qY4AJiqmTza1/YxYvDOQbaE/RkLTQhmCjYnMpVCaQkYWgxaYI5W5GlEOkpNVR0uxZ9v3Xb+FJ9l/MfI00ILEPD1ARl26NY88gkDL6zf4J//7fP8vTRaVKWTqHmUg6rqhOG1mB2K1Ba1kQYac6HbZFcP+AvHjvCxx/cR3WR6t+LGSteHj3yyCO8973v5fbbb+fLX/7ygp8/+uij3H///VSr1fgh27dvH1/+8pf5L//lv/CJT3xi9UZ9EWNrb5rDU5ULPYzzgouRM+maeuCbpRBbOH0sRYzP9gpHc1V9mizyhSo7PkcmyyRMtTr1/AC9LmpQP89F3lALxy7xwsliqfGu9Dyia+FJSTXs4Teaq5Iw0iAlX987xv071jQc//Bkmf1jRY5Nl6k4HroQDHWm2NKXZce6jpgM1FyfQxMljkyVyVccEILejMXmvgybezJMFG2OTpXJVV2A+GeD7aoC8emjM5yYqdCdMeNj217AaL6mrq8UBDKImu3EUQcN4vRqdB0EIOfl29W2IUlSTQZDLU2AoesRp8TUBRXHCz8XPLhzlHfdsu6MtETPnZjlwZ0jtKfMhhRvhJrrM1aoIURzk1QtTOvOVhy60spOoh6mrtGTNXni0BRf2zPGm65fs2Af5wNSSv7kGwd5abTAms5kfK2KNY/RfC1OR/uBjElTFFVbyb2rCkxlw2KhHgJiIXl9ejyCpgkSQqPm+pyareIFftiIW6fsVHF8GWrJFqdx8TlISa7qoWsafW0W33ppAl0T/OZbrrmkbDJWTJy+8Y1vMD09zY/+6I8u+JnjOLz//e+nUqmQyWT44Ac/yJYtW3jiiSf47Gc/yx/+4R/ytre9jTvvvHNVB38x4gs/fyc3/PY3LvQwXrYIAkgldJKmWj33tyVIGBrjhVqDELmF84v5r0S5yEs/evdqQmDqAscNGHNqeL7EQqBFUYUGRlevylD7djz1XS8l+D4bRLdRxfU5PFFG0wT7x4vxovHJw9P887PD7B7JU3N8EIogClTkRxeqovTV23vRhOCb+yaYLts4YeoMqSYzz5e4QYCpq5V/NLkIlAB6c2+Wt96whu8emMQLAhxfMlaoUKi5eL6M3fxdv9HgNLomzSo3ZZPP6s+ZKDohIUDZOUTERRMCV0pmyg797QlOzlR4+ugMd23rBWCiWOPpozMcDklizfWx3YCEqSGl0lklTI2eTIJdp/IUqh6be5vrpKZKNp4vSRiq8tOXjd5mURo2CKNghq5RqLpUHNWAWhOqD6PtST73zAnuu3YwjCQGDM9WOT5ToRIWE/hS7Sth6JiGxpqOJBt70iQMHT+QjOSqTBTVfZo0dTZ0p+nKWMveRwBf3zvOYwcn6claMWkKAsnwrIo0WYairHZox6KFla4rjfYvp5WUqAijFwR4gWhaMSvCqryyo0xpk6aK5mmoNN5KbSj0UCg4U3ZoSxp0Z0y+9dIEt25SFZmXClZMnJ544gmEELz97W9f8LMvfvGLnDhxAk3T+NrXvhYTpJ/92Z9l06ZNfPzjH+ev/uqvXhbEqSOT4Ffvu4Lff+TghR7KyxISlbaIjBlzFZer17TR16Y0DMemKsxUHCxdw/NVFZipq7RLK0h17hCgQvaRvUFtES8JEdZxaUKEqQKVYvB8H8eXCGRcSVX/OxEaKvXCwAjngDypCUxNKLomsL2AI5NlPv6VvQjgWy9N4ngBnWmTnoy5YGKxXZ9jUyWeOzGLJgS9WYv+tgRWuHIvVF1OzlTmUithQcbarpSKwAUBNSdg70iePSN5ZisOANOhQFoTxGm0ZmM/6/OXc38rw1EVOROoyXG24rK2M4UXSL750jgbutN89vvH5xzhQw1SyfaUP5vKuaJpalJOmga5soMQcHAioK8tQVd67jr6gUqTCiGxPRVZbEb4on9OlRymS86iPl1TJZsP/M3TXL+ug6cOz5CvOnEKuhZaHoCKYKVNg/a0gS4EGctQ7vxhJZtEVRgmTZ2B9iSvvaqfN1wzwFBnc/InpeRffjBMEMgG/d9sxaXm+pi60vS5vgyrP0XD9V8tROTK8QIMq7nmKGrZpAnww5R3gPpzOiolPSyKGcnVuGpNG1rN468eP8odW3ouCq3ZSrBicfjGjRtJJpPs37+wauynfuqn+PSnP81rX/tavvGNxmhLPp9nYGCATZs28dJLF3+p/mqJy/74kb38ybeOruLIVobVqmi7lKEJ1S5D+QcFbOxJ052xcLyAfWNFVcobrqrcsNpKVV4pAWNUhH0xB6eiafgiHuICpC0dXUDNC2LRaT2iCIFEaVCi70hCaCMQtWtRLWkqYWl9OmGo+76ONIm6KqLgNFbnpwtdE2QsVWEaRQKEgI09aTpSzSMOUkpG8zUmCnZo4aHKyDf1pGlPmUwU7DjFZoWCbilleAyNtZ1JetvmJpjpos3ByTKgro2hEZOJ8wFB+N1qc6QmkHD1mjamSzZdaYsARU7aQsuC0VyV2YpKOxpRJC1MrfqBRNMErhdg6RoRxe5ImcrDyNAo1lz2j5Xi77ael0bfuwwkzei5Huq6mm2jCehMmQihCgokAg01Homq5oyOKUNGrmmKQK3rSpKyDKUlcn0qro/rSdqSBm+/cYj337lpgX/UzuEcv/S5F0Irhzn6cWC8RNn2Ym1QxVHkLLrHzsVXG12WlKkvSH3KcAxRRE/U/ZKla/E4VwqJImnru9N0pU1GczX+4+u28cArNpzVOVx04vDJyUm6u7ub/ux73/seQgje/OY3L/hZR0cHGzdu5NSpS9dz50zwy/ddw7c+9GraEufXJ+RSyhOfK8jwT/QyjUrRc1W3Ia0A6qXt+nJOExV3xl0cuhBzf8IKkuhzo+7foCaU/rYEq/21aOLS+6411KQYEZv5wxdirtS9/juK9BFROxolYA5ichRtaXsLSVP0+/V/ryailGMg5zRVri8p24sLXieLDuMFW6V+TI2EqdI9x6crjORqjOSVmDnyIAJ1PpauIZGcylXjCFOp5nEqX4v37XjKIDZqr3I+ICHuiagGq0iFH0iKNY+XxosUay7rulKkLYOjk2Vmym6jmDg8RzOchD1fkQNFHtVzlau4HJpUhOLkTDVskcPcfSDmRMnBIqQJwgpKOTfWegQSZiousxUXXdNirzBDC1OlQkWnozSwrglMTem6jk5VKFRVv8P2lMlge5K1XUkCKfn7p07wH/7heY5MNpok7x0p4PgBKbPeMkFVqUXPQHQdzvn3GT5fzQi3HxLG+iq9SNfmRVWYp3coAGZKjmrFpAse2jW2wGz3YsWKZ3VN05iYmFjweaFQ4MCBAwCL9qPr6urC87wzHOKliy39bez66Jv43ofvYajj/IQgLV2ctxfmRYv54frwDVpfARQhSh1FqZeV7V7OvTWY+1/TENy6qYstfVkShha/DDd2p8MISv1xiY0IdSEWPXbdYRrgS5p6QIF6qBf7vQsJt66qrZ7wzEeUnqiHEd3XMkwp+GCF6Vi1ApdNSVMDlufEp40oNSxDQmgZGoYmmCw6lO2F77yKowTNmiBuESJQ5+L4gaoAk8R9+hqGL9QkHUg4Nat6+p2creAFQfx9RySuLqhyXqBc43018UmVPs1VVLrL1AQD7UmkVCamFdePCVMzCKG6EEjACVS/Rl0TJAxB1fZ4aawYa220ugqueCxNDFvnw5dhtGmRDYMwbVW/Z2U+6cdidIG6p71AkTsvkJyYqTJTduLf0YSgO2Mx2KHczD/8hV0criNPRyZL8fMQoeb6Ybq1LmLKXEr6XFGLiLMETchL/Fndc1tvbXEmhEfXBDVPEe5swmA0X2WyaJ/+wC8AVkycNm/ezMmTJxkeHm74/Bvf+AZSSizL4tZbb236u5OTkwwODp7dSC9hrOnM8uSvvZ5jn7ifB//DndxzRS9JY/XeaglDI2looZFf85fuywrzTj+KzDR7uFdzhSPDSd0LI1zRy9AJy+G18KWjhytXEUW36rQyuqaIVESsUpZOytLJJgwsXbVSyCZ0erOWWg3rKlXUl7VY15VU95Woi7qxsrLl8wHHk/PKnutewqhrF5lgzkcU3Yt+IZCSoY5kSDhUdddiX2VMiuXqkoloV44XKJ1HSIINTbVxmSwtnAQiP575Atzo/GOLgMWOKYTq7ecHHJkqU3UCErqGGRKNCPI8fuFK66XIhu1FHkGSyaIiEOlQuzOaq6k+g3V+Ukshjhh7YQRNqJReTL6b/I5cAWmKsFzHJq/OONUL5oT2cam9mCNPvlSLVimVqLviNJJmU9cY6kxyarbKx768N+yrqDRp81o4qnu57vzj+zo64XMYlBE0t+eot2uQdX/Xk/XTRdQ5oeb6pEyNmqvu6UsBKxaHv+ENb2DPnj38wi/8Av/0T/9EMpmkUCjwe7/3ewgheP3rX08isTCqMjMzw9GjR7nrrrtWdeCXKq5b18VnfnouMjdZrPHEwSkKtkdP2mJdd4qdw3n+8rEjDM9Wl3xGIkPB69Z28K6b1vF/HjvMsalyPFGe66Dn+TjGmUAPX2jRKikqsW22wlUvKHFaasvFYiV1VdrhztVMrUjMIm/65gdAhKvQhglWKDfklKXz2X93Ryx4r8dIrsKvfn4XL57M0R222+hIm3i+0tXMhJVbEWE0wtSI4wXxxNAMkS7kbPQV9eLdWB8SksZI12IZC6NNESxDww8bH+tCkEkYrDd1jk6Wsb0wmlg/I0tV9aUJQdJQL+Zmq+kzRXSoQKrrE0eQhMAQknxVCZ+jUvqqo/q+GU2iJH4YNRMQGh0udVyluynbfujPFEZv6sTgEVE/H0+oiEN5kUhbVQG6fqA0Q2mLsu0zXXYWpLIXQxRtifykouvo+rJxcq8TOMVu2qsI2w1i8b+sG1eEKGLteAG6pWPqAttX5Glbf7Zhe11TzuqHJor8zRNH+Y+vvWJpkrzK53I2OBd3kQgXeH6gNH5RavdSwIqJ0y//8i/zqU99igcffJA1a9awfft2Dh48SD6fB+BXfuVXmv7eF77wBYAWcVoEfW1J3nHzuobPbljfxXtu38jhiSJf2TXKD07McmSyTMn28H2JaWj0ZRPcEpZw3hb2ELp9Sze/9Lnn2TVSQBPnoUrsImVO0UQVlQZHzsWR+DKQc2Fwz1duvJGgdUXBunnbRJcg8uSJIlxBuAo1NKEml9OctOsPEy86RdjuYpHKl6HONBu60xybKjPYMee8beiC9d0p1ncv3gLDdgNmyg6nctWYAOqh0Dh6wwuh3LejcuhmZxSliaKUUf3467URmqZSMm0Jg6Spk6+6MXlTJnrh79SlJVOmDkhqnmSiYDPUlWKgI8GJ6eqClIGEuMJJCJVKtd3VuWHrxxafT90XpmsCx5cqwhLej4WaMvS0mjAHPxLdisbqpcUhw+srGgfUsMX5IE003KiR0agvwjYupuoZNzxbwZeSxAr9nKLFT8TJfClxwlY50b1ZH1VVB1+105o7H4gJ92KUPiJyrheQMHUsXTWuzlfcBZYEpq6RTRp8+cUR3rpjiDUdKfx5bC9KVUf3wIKv9hy/d88/YYvkEudPl3e2WDFxWr9+Pf/6r//KAw88wPT0NM888wygtE+//du/zT333NP09/7n//yfCCF405vetDojfplA0wRXDLbzS4MrrwxY353mn3/uTp48PMWnvnuMZ4/NKM+SVXzIBIqAuIv0qbvQ0EL9QSBVKL4nY8UvnrakSdJUHd8j75cAWNOWYKxgq0k7fDMLIRBNvIaaTWbRy7w/jAClTD3ed3fGwtCV7sULe3yoyqslXhGR5qruYHGJeSDpzlhkFiFOAO1J44yiQglTY7AjyWTJjleC4YAWbCuEWHK1DCBCD5poxR4EkoSp0Z5UhoaGLuhImjEJXNOZolB1mS45lEOvHVDkIJsw6MladKRMJHBovERH2mS65FBx/DnbATmXmjPC1KcXBCEpFnRlLCqOR80989hEPRk0dQ03WLgvEQ6o5vmAIu5Vxw+/++aNUqN9BzSS+2YIQofK6MgyFIM3pOvOw+M5v5ptztFd/d2TsZBSkqu4c2Rohfs1NHVtozSmF7Kk6NpGqfE48reaJ1aHOYf1xcaqqnC9QGLF31vAdNmhM73QiqIzZTI8W+WRvWNs7cvGFaHRdklTtTaJ7oEoxR9tc654UxQBalZ0El3zhs9olAOcLoIwbW/qKv1q6tqKva8uNE6rsdJrX/tajhw5wkMPPcSRI0dob2/nvvvu44orrmi6/fT0NB/4wAcQQnD33XevyoBbWBqaJrj7ij7uvqIP3w8YL9q4vs/wdJUv7xrh4HgpXgUnDEG+4jJZsqk4QZxbr590o7SfJgQBEhmocvIoqjD/5bxYU9jzhags1vED0pZOd92DKIR6kZ/KVePqLlMX9GQTuGEqq36l3+z8Frz6ww0ShnK4BtWPyQx7fql+U9CdtRjJVRteNosh+rlZ9zbyAtV3SyC4f8eaJYlX5Bmz3OTbDJHw1fZ8BEqMfCZyzSjyIwgrF4W6N7vSFht70k1/R6V1TDrD1GJU3aNrokG3J6XyvPkvb7yShKHz5RdHeHj3GGlLyeL9QGmeopYuhqbRmTbpTlskTI3ZssPhyXKcdjyd2zW677WwAszQBW4toAkXAhq1ITU3WPT7qI/ORQRwKURpvSj16EfXu+6ePecB55jENI4JVEuebNKgJ5uIxc7GCqNNEUw9XGwwdy7RHup5zPmoxFruKYoIr0o7CXRNo2yrXowLfMeEapD9jX0TfOKHrydl6ZRsL26VY+rKmLPi+A193851ZV30btKb3KO6AHfeZzIisrD0QnARBIE6VsLUKdVcUqbOlt7MGYz8/OO0O1K2tbXxwAMPrGjbnp4efvEXf/G0B9XC6kDXtXgS3diT5a7tfUtuX3M8CrbHZLHGD47l4uqXKwfauG1zN98/MsPfff84e0fylG0fXVNRnP5sguFchXxVGcYFTTx6zjU0QWhqKfECn7Sls7kns0Bo3J21mCnbFEN9yIbuNJah0deWYKqk9D9BqLeZr31asOoMJ14hoL89GWuovCDANBp1Vd1pi4mCDUQeRotEncKVui5EQ8oPlFC8PWXw+qsHlrwWr7mqn79/6gTFmheTudNBR8pkNO+TTajoUNmpLh8la4KIhEmprmlvNhF7Ei23L0MXTUXioATIliHob0tyw/pOujMWzx6foSttNW3N0Wzfiowpt+pAKuLh+0FM+iOBfuTXI8TcBGZqc3YJS93nKvVWR/iW0rmd5gMzp6Or+7eoW+Cc4wcwWkxFiCZ109CwvYCEDpt605i6IF9V4vnTnVuj78iZn8uqG0QUmREXOPgdaZ2C+P5RFYFV1296T2YsndmyQ8LUuWlDF08cmiKbMOL7pSeboDJTiSNqpi5iHd+5QnSsZs7hWlhFGNRFRqPfMZfQJS6FQEraU2phWax57FjXcXlGnFq4vJG0DJKWQX9bkmuHOhf8/K4rernrit6mv5urOAzPVhnNVxmerZK2DKZLNZ46Ms102WVktkrN85X/jqbhugGLvQcEkDBUee8SeuW5cRsavW0JHC+gWHMRQihd07yn2fMDclWXhKnjBZFZoHrhqfYVGQ5NlpXGJCJP1OmL6ncWvSSFeskNtis9keMFjBVqXL+2A8dTrRvWdiVJmFrcDDYKidOEQETRpkgkLVHRs4ShEUi4Z3s/A+1JlsK6rjR3bO3mG3vHz4g4daZMxvI1sgmDgfYko/nastVe8yHlXJd0Nyyt/pFb1/HV3WNUHL/BJfl0MVtx2dST4dohlcZe25kiZRqUbQ/LWP7FmzD00EhQTc46YCLwNBE3HE1Z+srTD03571wkMoIikUvso+5GW/Zai8Y0VT0iMnEup9nIsLJeZ6RS5IpA9bUnQz3aHKk6k8nVMjQCOeezFj8vIauNUuD+OWaKi13rxo3mIoBRamuxgouEqZOruByfLvMTt2/g+ROz5KouXWl1/3alTSaLSlagGu1quMi59B2ra4IZnZu5SMVjVNUaifN1DbwgTImfQRV3dJ16MlZsQnz/5dhypYUWlkJn2qIzbXHd2o6Gzz/4muZpXCklsxWH4ZkKzxyboWR7tCdNtg+0cf26Dp48PM1E0ebUbJXvHZ7m6HSJqqN0MoSroqSp05W2SFk6CVPjdVcOcMfWHg6OK1H98Gw11lpE81JPxuKHb1rHbZu7+ez3T7BzOMdM2SGTMEgYGuu7UgzPVmMHY1ACb19KgmBOuwHqpdHXlmBjTwYvCJgtK3Hz9Ws7+Mhbr6Vse/zq53dyarbKmo4ka7tS2G4Qi4QbyFPdfiMvIEnYAkETpEydm9Z38sHXbF3R9/GWHUM8cWiKmbLTkK5cDlJKCjWXtqSBH6gXpCJ8zoqjTjJUTEcvVNeXdKdNPnjvVk5MV3jhZO6MiZNqvyK5f8eaOPXTlbG498o+/u2FU001JfNh6qqVS1QxFSE2Ml1h5ReoFXiz1EaU8k3WlcdlLGNRY0xdQKRbnx/NaYbIfCDaThMqPVbv72CE1Yqw+mm7WJMl5ibVlKmTSehMlZyGKMvZpJcE6hr6vjen/Yqr+NTxU2Fa61y4aZ8u5g9hsTSiLtS5VB2fO7f28sM3r+Wz3z9B0vBJhS7saztTHJ0qxQUslqFhe/4ZpSbreXnTcYeLCGuJdGpEnIyw4MULArTQPuV0oBaDyrtJ+TfV2NST4Z5lMiIXE1rEqYULAiEE3ZkE3ZkEO9Z3Lfj5D123fKdy2/Op2H7Y8kCPJ9LbNnfz7lvX89SRaY5Pl6k4KuU42JHkrm29sZbglo1d7Bkp8MieMb61f4JqOJGu60pie5Ky7alWB5E3TLTKh9gdOKFrnJqtogkY7EjyQ9et4UduWRdHev7gR27go1/aw9HpMpoQrOlMIvKqVD3ab70BZ2QM6IQaHU0oYfQdW3r4zbdeE1cILodbN3bx3ts38tdPHAu7wy9PnqSUjOVtUpbBB+7azD8+fYLJksNQZ4rZiosfSPRlzJCiajtdUy9X2wvQgHfdso5MwuQtNwzxwskcNddvIBUrxUwouH3dVf0Nn7/x2kG+unuMqusvaGsxH+reszg1W2sggyq1dnopJS9Q0Uon9C+KCJcXSNKW3uAInWpS1RlB0wQEc9duWeF9GNGIjqeFdgT151MfAWq6Q9kYqRHhfuobyCZMLR6r7we4gVQtOXQR2jyoEvz2lEk2YTBVsskmjNjLDIgb1y6n7Vv0XKNxhc9DIGWsBFdp1vBcz6W4coUDn7/Z0nL4uZTvB+7azPBsle/sn6QzbdCWNGlPGQx0JBnN1ULCouFLZfOgyPXK/JOieyT6Tpv9XvTuWey+C8KFY9JUPT49X5l+Rj87HS2l66vF4PquFPmaclr/hdduO6so9PnGpTPSFlqYh4ShkzCaT76WofHq7X3A4qsYIQTXre3gurUd/Ow9W8lVXRwvIBOKyr1A8tXdozx/IkfJ9rAMjYG2JH1tFsenK3Gvra6MxSs2dXP3tt4FNgHb+rP8r/fezLdfmuArO0c5OFEiaRpIVLsM12/s/eT4aibQhYpQbOvP8s6b1/KOG9ee1otFCMFPvnITjh/wj0+fZGS2RlfGbGpjIKVqtjpb8ehKm/zKfVfymqv66c5Y/Ok3D1KoumzqSXN0qqwmqUXIUzThqpewiM0Q79nex39541WA+v+vbe7mqSPTDLYnV6RJipCvuni+5H2v2kjPvGagO9Z1cOVgGzuH8yS79GVf5F1pi8miHYt3JcqaImXp+KEwvZnWox5RW5M1HUlGcjW8QPVWi6IxStM1t4+OlBk3lJ4vGDY0DTtkA82c05uhwf5A1Ns3hHqjsJH1ooRFEPskwdxXGul1DH1eBEIKNF1j+2Dbor3Jaq7Ptv4sw7OV+LNUVCUWNLY7Oi0IRZ5SpoYvVdrdD9RzEkWlPN+Lye9qZ+5WNGoxFwGMokKL3d926EsVebElTZ3feMs1tCcP8rU9YxRqVXoyFoPtSQSCsXxN/Y4uECjftZWcYkya6v6/GWmq7w05H37o3p5O6Ay2Jzg2XSEIJBt70kyWHCrhu3G5Z04y1xt0qDOF7flUnYD33bGBO7b0rOBsLh6suMnvywXnq0lgCy8/BIHkxeEcx6crYcWM6os1Uaixf7zIdMkmkCqdeM2adu65sp87tvScFrmYDyklj+wd5/8+e5IjkyUcT5KyQsNEqdJotqeiNDdt6OJ9d2zk+nVz6dav7h7lT795iHzVxfUDpsIxChq5kwz/o2lqEo8MLV939QB/8mM3NhDc2bLDh7+wk12n8vRlE4t6UtWfw0yYBn33rev4D6/Z1jQdt3+syH/9lxeZKTsMdSaXTdlNl2xOzFTjbu2GJtjcm2GqbDNTcsIVePN9BFJpz7rTFpt600wWbYZnq0r74SvR69a+zILfH8vXGM3XMMOITf31i1q0ZCxjyYhTfUWo6wehE7fSZ3lhFDNhKGNT2wtwPGVEuRjZnRM0i9guA+Y1WpYS25d0Z0w29TSvfKo6PoWax0/fvZm/evwIHWlT6Zwk7B8vxpHf00V0vhIwhDIatb2ApKlz1WBbmIaSvHAyj+3VpV9lo5dV9F0s1qpoKUSFAYshihqnDC02cwyk5MrBtqaR1VzFQROCf/n5OxsipFJKHj84xV89foTj06qdjorYSaZKDjU3iFP80XOoicjCYuG4ohHrGvG4Ip+wSKsUdS0wNa2BfAdSRU4FqlI4ZelICdcOdeAFAS+NFTE0yFVVZF4PJRTNrlOkU9M1wWB7Ejc8rwduXc+/f9WWVeu7eb7m7xZxmocWcWrhckQQSJ4/OctDu8bYOZxT3kdAe8rkVVf08oZrBtnWn236u4cnS3x19yiP7BlnNF9rMKqMIML/CKm0TRu6M/zE7Rv4wF2bmr5IcxWH3/nKPp4+OoMXSDpSBm1Jo2FbLwjIVVyqTkAmofO+Ozby3js2LjmBPX10ho9/ZS8zZYf+tsSSpFNK1Vh3sqQcrbf0ZehImbh+wOGJOduO+SvpQEocX9lDbO3Lqr5qEg5NFJmtuKQtnW392aYTZhBIDk6UKDs+CV2EHkCE5EbEBpiLOagHUuJ4ks60SW/W5OhURVk+6BpeoDQzQqiOAgI1mUbtP5pdN1k3AddHajSNMNoUkg0p0VAR1GxyYeRTtRqpcdOGTv74R2/kZ//+BxwcL7K2S1X1TpUcTs5UMHXttD1/bE9Zi1i6YLbqkdA1bD9gXVcq9k4DODFdYSRfi1N7i2G++/1y+h9YnjgF4fVJWzpCiHjM2weyTX9veLbKK7f08IfvvqHp/jw/4OljM3z/yDR7RgrKKiWYE5vbno8mBDXXp+xEDZZlbBYraexZGN1blq5sU3qzFm4gKdU8ijUv1IjJ+PpEPm2GppG2dNKWztrOFD98yzreedNaAin5v8+c5B+ePkGuoghdJfQp07WwIjiMZvqBSiEnTNU6ShPKjPeD927jVVf0npGVwWJoEacLhBZxauHlAD801Dydl1ah5vLYgUmOT1cYL1TZOZznVK4ap+eyCRVl+X/u3sydW3qW3bfrBzx9dIaHdo3yzLGZmMxFpfWgom/3XTvAfdcMcsVA24rGuWckz+98ZR8nZypIVJVgJqHPaZmkcvTOVdxYyI5UE0VP1iJp6tiez9GpSsNKGgRuoHritSUNNvZkVI84qVpFzFRcHE91tR9oSzYlGABV1+fIRBnbC0KvIhnr35Awkg8b/c4jTxFpSls6Q51JbC9gLF+j4voq5VbHAFSGTZGylTS9XQl0DZKGmvy6sxbtSTOOUEwUbRKGxp/82E1sH2jjO/sn+OiX95K2NNqSJn4gOTBeiqvEVnrXeWHkZlNPBl2Dw2HVa8rU2T7Y1pBesl2fnacKKoW3QuK0WPqqHlHvwcVSUVGK2tKVJ1EUXVnfnaI3u7AtkuMFTJUcPvr2a3nNlf1N9rgQkS+ZqatocRBIRgs1yraHJlSxw3TJoWz72K6P7fnMVBzG8jazFYe0pTPYnmTbQBtbejOs60rhB5IfHJ/lpbEie0byHBgvUa552L6PEIKMZbCpN821Qx1cM9TOnVt7FkgjhmcrfH3vOA/vHmM0XyVfcZUlTd31NXVFvjpSJuu70ty/Yw33XTNIR/r0K36XQ4s4nQF+5/4d5zAAAEbwSURBVHd+h6985Su88MILWJZFLpc77X20iFMLLZx/HJ8u8/0jM+SrLo4fkDJ1BjuS3H1F74oF8fWouT5PHJriyy+OsnskT9XxG0SyCVPjmqF23rpjiFdd0ccLJ3P8xWOHOTpVjquYDE2Qqzrkqx5BoFbhpq7Rm7Xozlg4fqBW67YPQjm2m7rGqdkKVW9h0+Fo9S+EEjrXx+w0QA/9pYJQwyNQ5MkIU4nRxCkhdmI/ny9vM0z3RJNi0lSalyj1859edwXvuGktoMjE7z70Eg/tGqGvLUHS1CnWPI5MlgEZC8aXQhCoyF5P1mJD2Cro4HiJQs1ja1+mqefP8ekyo3l76aiTnGtHFRn8LmaEqlr2aFRdVQ25WBpKQ4n/BSqFmzR1tg+0LSBwUkpO5WpcMZDl/7z3lkU1mpcagkByKlfl+HSFqZLNdMmh5vpkkjppy6CvLcHW3ixru1JnrnNbAVrE6QzwkY98hM7OToaHh/nUpz7VIk4ttHAJQ0oZRw9U+sOPRbKaEPRmlQXGUgiCgG/sm+DJw1MMz1aZLjkIoewzrhtqY2t/G1cOtnHlQBt+IHnm2CzfPzLN3tECI3kVTbMMDVPXKFZdvEDG6ZFK2BYmCFa3L2Q0rdTvUhOELXeW3u5cIUrFakKQMFS6LaokbEsa/PLrt/O+VzamUUu2x//7r7t55tgM3RmTTMJgomCriBpLi+CV+7ukPWWwuTeDJmC6rFJCSVOn4ngMdSQXuJEHgWT3qYKKwtGEPMmQsMq56jKxSNRJAOmEjh6m3hw/aLBCULtT5DUZ3iOR+HlzX6Yp4Z8pO0gJf/AjO7hpQ9cSV7yFM8H5mr8vq6q6j370owB8+tOfvrADaaGFlwn8QFJ2PGSgojhnYjEQwfZ8vndYaTr2jhY4Pq3SWaWaF5ZDK8F50lDl8JauMdCe4Pq1nbzmqn5uWt8Zl9OfnKnw5Z2jfPfgZCiylaqFTTjh7x8r8vjBydjYMG0ZbO/PcMeWHjozFkOdKaZKNvmqy3TJji0oirZHqebiB+eutVCz3QZybmKP9WQ0Vo+tRKtzuog4Quh+gB96D+mhe3rSUH8/eXiaN12/Jq4SA8gmDD7+zuv4w6+9xHf2T1KoevRkVe/I0boqsfkO5JHJYnfGZH13GtcPmCw6ZBJ6qIvp4df/dTeHJsv0hIQsgqYJtg+2sW+0EEfltLpQY0SUkqHBaTX0fxJiYZl+0tRjjyLLmBNWa4hYdC5RrZF0odJpgVRVls1IU67iUnMDPnDXphZpusRxWUWcInz605/ml37pl1YUcbJtG9ue68ZVKBRYv359K+LUwmUDKWWsozmTMHnV8Xnq6DSHxku8NFbk2FSZmYqN7QZqv6iJKGXqrO9Oc82adm7Z2MXarhQVx6dku8yUHBCCXMVhpuyQNHV6MhbtKZPB9iTPnpjh4V1jjORqSqQqZRjV8RuqoKKWEB0pk/akgRso3Y+pC/rbEvS3JTk+U+bYdEU11UUpfQTKIPJ0GsFGGjCVylldp+bFIMI/0ThDg+4FhMgIP49amQjODZELNb4LBqAJGGhXpq5+IBkr1LhhXSefeNeOBW71UWXnX3/3aOxCrwnIVV1s16fRt1PpdXoyFqauUfUCDCG4crCN//S6K2KD3YlCjT/71iEeOzhJEEhltWHO6dhsN+BAWMkX2y2g/J4irzRQEaqaF8x5tdVtlzS1eaROpYCjHopaeC/W69QG2pMMtDfaUASBZKKoOgY88IoN/Oyrt6yqILqFObQiTucJv/d7vxdHqlpo4WKC5wfMVpTLeNREWAjBeKHKN/ZO8MThKUbzNVwvIGmqvnJ9bUkgYHi2FjZvVkJRHdVSpzNtsbE7xZrOFDeu72RDd4ZNvWlsz+ex/ZN858AkB8dLnMpVKdle2FdveUTTwKHJEt/eP4EMJEITsX4kIh71VT6aINb0+EFAJmGwpiOJH0hG8zZOaJRXLyaOSOBMxaVkewx1pkiZguFZ1eonbu8hBAlDVbvZnly0vc9SCCRoYZ+68+VKHfkQRZYOix03Op+YaK3S+KL0ViSgtnSBpmlzTZuFavfhBYr49LUnlB6tPcnO4TyffOww//m+KxuIgRCCN147yD3b+3jy8BRPHJpmz0ietKVTdnzKtofrB+iaslBImRpmKEK/a30Hb7x2kNs2dTek5frbk3zs7dfyzX0TfP65YfaPFZkpuyDnHOs70yaaJijbXkNkLuoKoCrP5Fz/NaHE790Zk6LtUXP8uEehFrbL0TTVoifqYCAhNgVd25VqiDR5vqoKrbg+a9pT/PtXb+GN1w60SNNlgIs+4vRbv/VbyxKbZ555hltvvTX+dyvi1MLFgJLtMV5QK2xL11jTmVwgBpVS8sLJHN89OMWhyRJ7R/JMlWxqbhB3Wk/oOh1pEw3JdMWjWHPPeqKMJsiEoSbF2B/mPCEiUPXVN1qYgwqkSqtZpr6oBkZKVZrtB40NeCNjQF0oIfNKjQIvNpxO2m21U3TRtYxIaNrUF2iFouvfnjTZ2q/8qgpVl5oX8PG3X8ed25r3tKz//XxoOJswVKuW0XxNVToi6UxZDHUu1DAttq/dpwrsHc1zaKLEWL5GIKE7Y7GtP8v67iT7x0p8fe84x6bKlB0/TtFahsbaziR3bu3lvmsHePFknkf2jJOrOor0OH6sW4qinenQZ8v1JZ4fxClqvW6hAOp76ckmeOO1A7zr5nX0L9NjsoWzR0scHmJqaoqpqaklt9m0aRPJ5NxNeTrEaT5a4vAWIviB5AcnZth1Ms9s2abq+kyXHIbzVWbLKhLUnjTpylj0ZhJYhuBUrsbhyRLTJQfXD+KVuq5rpAyN9d1pXrG5ix1rO/nOgUmePDTFTNk9501KLwbE9gehQFfWTTARZN22iVBw2wwR2YuMEU1tLlXVLLXVwulBr2u9YugibthbjyB0lN7Yk477IQ7PVrlysI1Pvu/WVTM1XE1IKZks2hRqLklDVW7OJ2eeH3AqV+XYdIWy7VKoqehTIFU1oKFrrOlIsqU3i0SRtqNTJU7OVvF8FTnd3JthS1+WWzZ2kb2EWolc6mil6kL09vbS27v06qWFFkAZ/R2frlC2PYQgDpufmKmolJav2hz0ZhIITbJrOM8je8c5OVOl5p7bJqF+6OCcHymwe6QAHD93B7tIEae+EA2NShcTQ9thSf98E8t60hTpe9ygLs1EizmdLeZ63sm4cnA+EYr6602XbLrC5so9GYsjkyWeOzHLrZu6L8zgl4AQgv725JLRH0PX2NiTYeMiDunzsdLtWrh8cNETp9PBiRMnmJmZ4cSJE/i+zwsvvADAtm3byGabuyK3cP4QRBOdEIzmqrxwMkepplZ07SmTtqQRhs7TbOxOcWymwr7RAkcmyowVlGi4PWWypS/Ltr4sN2/spOYGfPulCb6+d5yjUyWqbkDV8SjaXlxVA2HFzGmKg1tYfShpyPKsJko/OX6AEDREntywl1zsiRQ5HgPyPHsbXa6o8yBFSqXjSTSJIBmaiEX8mYRqyzFdcvjanvGLkji10MJq4LIiTr/5m7/JZz7zmfjfN910EwDf/va3uffeey/QqC59SCkp1JQJYMrSsXSNkbwyOyuFzrXdGYutfZnYV2emZPOPz5zkiUNTHJ4sU6y5cTlvVCU1f4LTQs1B2lLd1aMJ09K1WPDpByDEeFweXnN9am5AoebiLlFWdL7EvS0sj5V8FRJlCilR9gG6psrW/UDi+Cq8FIls67/bFjFeHUTu7aoljGyobKyHJlS0LyJOAElT48XhXF3UqoUWLi9cVsTp05/+dMvDqQmi1EbN9Zkp22r1aCjX35OzVfaPFXj66CwHJ4pMFGxqnq+qokIFb1Seq2uCqhNge6raxNRErA+IdBAbu9OUHY+dw/m4d1Ek+F1uwlTlvgE111H71ASGFtCWNOhvT8UeQa4fcHSyzPCs24ouXMaIqvACVNouaWihbmzOtPAil2he0oh7lqGqz5oRIfXvgKrjx58lTZ1cxWG8YDPY0RJEt3D54bIiTi8njOSqPLxzhMPTZYpV1cQzbepMlGzKtkfZ9pituNQ8P9aDBIFED6M6CIHvB3hS4vsrcz6uLyVHqMqlTMJkqCOJZWhMFmt8Y994vK+EIdCEdsYVW17oGp2vquqW9d0pMgmDl0aLlOte1C1cvojmaT9Q6bn6FB20pEznE4FUz/x8aAgq7tzzmDA1ijWPU7lKizi1cFmiRZwuIkgpOTZd5vEDk3xr/wSHJ8qUQg8SyxBkEgY112eqaOOeYU7CA2y/OelYrqxZokL4AknS0EGokvvDk2XSCZ1cxcWXc9oIx5OcreJERRqUwdzx6QquHzS0nWjh8kbQcD81RpuAFnM6T1DPfr3yqQ6CWEsIamEVhHYFLbRwOaJFnM4jolLY507Msm+0yHihhhcEJA2dI5NlXhovMFteIv1UdM7t+Fa4nS+Vm3TK0kkYGrbrM10Km2DSaKC3Gqh5krQpqJ5nr6EWLi5EpLw+XdS6H84DwoscoFJ2UfpuPhwvwA8j2F4Q4C0Sxs5XXfIVl9mqQ83xsQyN7rRFW8qMq/POFWzPZ6bs4HgBAkHC1OjNJs5p49nLBZ4fMJqvxd5WlqEp09r25EVpPXEu0SJO5xgnZyo8fWyGb+4b5/kTOWYrDm5953RxaQqXAwgbbmpxCwJYvGHm2aJFml6+kPP+PwiNmlr3w7lFEIWYQ9hugBM+35Hzu2SuIe++0SIS5f0USMlvfXkP2/uzbOrJECCx3YBnjs0wXlCeaMqVXta1ONHpySa4fXMXN6zv4lVX9LKmI3VW52B7Pt8/MsPe0YKq0J0sUXMDdQ+hFnlZy+DKwTa2D7Rxw/rOuOfhyx1+IHnuxCwvnsyxf7zIwfESJdsLCwWUrYiuCdqSRtwo++aNXVy/tuOyLwq46A0wzzdWw0BLSsnTR2f4wnOnePTgJNMle0HrirjU96xHfGHRLL03v1lmCy20cOlDg7jNyPxZQxOQNDSEEHih4/hAW5JcxaFc128wbrejqb+j90cQmm3KMKqYMDV6sglef/UAb75+kJs3dJ3WZDxRqPHI3nG+snOUU7lq6EOlhOsJY64HnS8Voau6fuwZtq0vw1tuGOI1V/U3bdZ7uSNXcfjmvgm+smuUI5MlpSuEOMNgaCJ2lvcDGVc2R9fvysE23rJjiHuu7Dvv5p8t5/ALhLO98Pmqy18+epiHdo8xWazFbSEidUBkyd+66C200MKlBF0s/e7SBSRMHc9X9hEScL0g/p2I9mhC9R80myjNo16EEdGyDEWg7rtmkJ+/d2vsUL4Y/EDy5RdH+OsnjjJdcjANQXfaWmCi2gxR9XHUH3JDd5pfeM027tzac9lHUECd/1d3j/HJx48wUbDRNUFn2Dx5pb9fdX1mKy5SwrquFD9/7zZefUXvebt+LeJ0gXA2F36qZPMbX9zNi8M5am4QCrtlzNhbrSBaaKGFSxHLFY7M1+vrGmHKLmy1A3EeX4bWJIYmSBg6zbJiMoxmeBJMTZC0dLb1ZfkPr93Gq67oazqG4dkKf/rNQzx1ZBpdg762RBxZOl14fsB40cbUNd583SD//tVb6UhdvtGnsXyN//mtgzx+cAoh1LU7G92X5wdMFB10TXDfNQP83D1b6VqG9K4GWsTpAuFML7zt+fzK/32RH5yYxdI1RvM1hFCCSWilrlpooYXLF7omCIKFcgQt8jCZh4g86UJpmxabo6VUhqea0MgkdLrSFr/wmm2846a1DdvtHyvym/+2m+HZCr3ZBClrZVGSQEqqjk/V9amGDuheEHpWIeKq4M29GX7x9du5c2sPaevykgbvPpXnt760h5F8lZ6MFRuZrgaKNZfZiseW3gy//Y7r2Nx7btvTtIjTBcKZXvjPPHmMTz5+hM6UydHpclhZIuM0XQsttNDC5YiI9MxfHEYVtotCQoBcEXlyfeXf1ZEyySQMfvH123nbDUMAHBwv8uEv7GKsUGOoI7miSInjBeQqDtNlR7VmUnrnsBF1/bGVDioIJJahs60/y9tuGOK+awcuix51z5+Y5SNf2sNM2WGo49xUx3lBwGjOZm1nit/94evY1t+26seI0CJOFwhncuFHclV++jPP4PnKaPJUroahiXPeOLaFFlpo4UIiCigt9p6LDXMXQ0iejLCqbrEtVeRJGeJ2py3SCZ3f++Hr2dCd4Rc/9zzHpyus7Uoum5rzAslYvspM2cULJBqEYmeW1OFErX4SukZ7yiSbNHjl1h5+7p6tZ135d6Hw0liBX/v8LqZKNkOdyXOqQwrCeXFDd5o/+JEdrO9On5PjnC/itLxiroVl8fW94xSqHl1pi+mSgybUg9YiTS200MLlDFURt8TP5TJtcUL9kxdIXH9xw0whBJaujHDLjuqM8KffOMiffvMgx6fLDHUuT5oKNZeD40UmCg5SShK6EqlrYZXYUtA1QcLQcAOJFVaWfX3vOB/87HM8vGv0kmv9U3E8/uCr+5ko2qw5x6QJVORxqDPJ8Zky//2R/XhLfNeXAlrE6SwhpeQb+8YxDYEb+pnoYTPSFlpooYWXO5bjFJGhphOlzJbYztIFZcdH0wS7RvJ8eecIXRlryfSclJKRXJWjk2Vqro9lCExdO22yEHlXTYSi8XWdKWbLDp94+CU++uW9Df36LnZ85slj7B8rMthx5gL604WuCfrbEjx3fJYvPHfqvBzzXKFFnM4S02WHiYJNxtLD1JyMu7i30EILLbzcMdeuZXEIoewLnGUiEZoQ6AKmSw6VsCenqS0+jUkpGZ6tMl6wAbB07ayIgqFroRyjiqYJBjuStKcMvr53jN/4t92UbO+M932+8MLJHF947hTZhI6pn18KkDR1LEPjM987xpHJ0nk99mqiRZzOEiO5KrbnkzD0OSG4aNkOtNBCCy1EWEkmS6DK2Jfb1tAEjjfXs3K20rwVlZSK4EyVVFn8mUSZmo3R1ARlW1XgAWQSBn1tCb53eIrf+cpeau7FHXn67FPHqTg+nekLY6/Qm7WYrTj887PDF+T4q4EWcTpLuH4Qe5Wcr5BnCy200MKFxOm+6U4n6uQGy+hf6lyrNaGi/s1+ZbbiMlV00IUiW6sFTRP4UjJTniNsSVOnN5vg8YNTfPrJY6t2rNXGoYkSz5/M0XmOewIuBSEEbQmDRw9MMlGsXZAxnC1axOkskTB0dE01IDV1LWw30oo3tdBCC5cvzuWUu5zMIWrPAqAJDccLFqTIHC9gJFdVRpurnI4SKJf02YpDUDfWlKWTsXQ+/9wwL57MreoxVwtf3ztG1fHJJlbmc3Wu0JEyyVddvrVv4oKO40zRIk5nifXdaRKG0jelTJU/X27B1EILLVw+iI0eX0Y4k6XhStN1y3nfBUH98dX/1afHpJScmq3ieBKrSVuX1YCuKR1r1W182XemTaqOz59+8yAV5+LSOzlewCN7xkmZZ5+yPFtomsDQBV/dPXbJVSRCizidNTpSJuu70pRtD00TtCcN/EvwRmihhUsFKi1+bqMepwNdFxihQFnU/xEL/9RDE+oFHEUwLiWcEXE6nW2X2DiQMr6WUcCnWkecSrZHvuZi6svbDJwpVJPbxuNGn/e3Jdg/XuSru8fOybHPFCdmKhRq7qo6g58Nsgmd0UKtIeV5qaBFnFYBb7h2AF+qlVJ3JvGyW322cP4hLiLisFpYyflERoWRHuZCwdQEhgYJQ2OgLUlv1sLUBUlTI5s0yCYN0pZO0lAd5RO6NtdZHkWURP2XeLl9mWeI6HtdSu4Qp/JCvzwhiIXaADNlh0ByVr3Wlh1n+HetiQWBZajMw4M7Ry+q6uojkyVsNyBhXhzTftLUqTk+R6fKF3oop42L4wpe4nj91QP0ZhNMlWzakwYdSbNZe6YWWjhrRHPt2s4Ut23upj1pkDQ02pIG7UmDbEInZWqYmtquXhQbRUI01MRtamDpgqShkTTEab0M6iUScUQFFUVpS+hkEzppS5GG6NhLQQ/dm5c9//Dv0w3va0IdY8Gf0JsnaWhxJKvpdvH26lx1XWDoGmlLZ313ioGOJIYWmikSRZEEpi6wdA3L0LB0TZ1jXf+2iDzFXKD13lgWUjbeTwIREy3HC8hXPYzzcB0FLGra2ZUxOTJV4rkTs+d+ICvE0akyXERFTEYosj/SIk4vT3RnLH7qrk34AZQdj7VdKZLGhRXftXD+cL4WcNH7TovLsZXhajRZg3opmrpGyjKwDI2B9gRpSydl6rQlDdrCaEgmYZCyjNhXxTJ0DD2MhixBHIRQ0ZaEaYSpkMgYUBEAQ1P6CU0IjLAEfLmFfxx0uQAv9FhNI1amwUEorxE/UALllKmecz0c+7Jmj00opFADaWGFaKaAiq57rqpaqZzLaFM9FouMpUwd15MXlfh5NF+90ENoQPS8TxbtCzyS00eLOK0S3rJjiNdc2cdM2cEPJFv7M63o+2UIXagoTcrUaA/TMet70uflu44jGZpaYXt+gEQu2RwVlA7Pl8s3mw7kyiIe0Ro7XrlKGU/8xjyxjuJTS+9URvtg+chUHHFafpgLj7EIVEFHePwVXAAh5gTKSUsRJ0NX0aXlKmovksX+JY2Fl3DuGVCCbHneSPhSx0mYGjtP5S4a8XPNDS66+09KsL1Lr5qqRZxWCbom+PCbrubeK/uZLjvUXJ+NPeemkWELF04SogkV8UlbBjdt7OQ1V/ZTtf1zvsINAx0q3cMKozPhJt0Za0U2GSt+vYf7iSJUqrG8csyffx1EuN1K973UaYnlNlgKiwxAEhFRTuumkkgEcxEngLRlLBtxanafRN9lRIwvV6zk3KSUYcp3qRshIuyE97WyhZFSUrH985aKiu6dxZAyNaZKzkUjfr7YSFOEi3RYS6JFnFYRKUvnI2+9lp+/dyumruH68oL7ZVyOEOF/TF2Qsc7f9VXRHo1swuC2zd384btu4MNvuop13WlV5XWOBNtRKkcXAtPQ5gjU3PyxxHiV2Vw2YeD6y0edVjSe8MB6SJRUI1f1fTQ7f2ORz5uPefEtV/vFH03S86NkK/tdJQzP1lUopS09JJGLQwv7sjWNQojLPGO3wsssWFrvptdpwrSQuKQtHdcPU9fnK9qEEjgvhotN/Jw09ZWlo88jhFBi+ksNl96IL3JYhsZ7bt/In7/nFn7i9vVs6cuSvEiqGC4XRO9FQ9PQNdX4MxLjRgLfc0FkDF2wtivFB+/dyh8/cCP97UnWd6f57XdcR2faWn6lfAaI9qZrIn5Jqxe2FuqHRNOXoZQqJpI0dRCwriuNoYmlO9CvZEDz0nlRryst1DM1gyJYy+w32uki39mKo2yngShioAtxRumU7ozVcC060uayDb6jDgPNttDCsOKFXIGfy2OvKOIEaNrS20ZkqV7onLJ0XD9AysVT16uJ6HZJLUGcjNDr6WLR8Ax1pC70EBoQPXP9bYkLPJLTR2tGP0fY3JvhF15zBZ/7mTv45599JXdv67loQ6WXGqRUL8woUmCEpj4y1DZEfzQRiZcV0UiaimidztegyJCKprz7lnX8xftu5afu3tKw0rxqsJ333rGRRFiZtdqePBFp0kQYJRFqotA1QcLQGtyLI0RtgKIXe9LUWNORRErwFpnYdW1lKbVYCI0SSRu6CMe2+O8staqcf7maPSdnOxnO32cUbbJCRnc6pEyG5LE7YzV8njA0OlLGotc3Qkww522ma8xV3V0gnMt31LLXONLJLdG0F+bIUhS50zWhon3y/EXs/LCZ+1KL4qhicrnGxecLm3szSHnxdLbwAokuBFv6Mhd6KKeNi8MJ6zJG2jK4fl0nf//v7mD3qRy/8s872T9WXLnmI/z74rjVLzyid69Vl/7RNVVKH7BwzpGoiT6aIC1dfWZ7Ad1pk55sgqrj4/gBNdfHC6ulFFnSSCd0KrbP9es6+J13Xr/oy/+tNwzxpRdHKNsehaqL7QXLOiAveZ7huVq6hmlo8Xl5vsQyNTKWenQzCYNyEy8ZP1Db1Xu29LUlcP2A8YKNlAtTaDE5kbLpDCrDOnAtTCk5XoChCTZ0ZxjN16i4Pom6sdbD0DQ0EdCMU8w/lBACDTmXjhELN4q0VfM/o8nnC09kTi8WaVQ0AX6zG2j+r4Yi+2zCaEoGe7KJuLJrsf5ohi7QPBHqpOaiXboQBGL5liPnClFUr/7ar9q+V0DIJBINsWzqNDI/FagFQnfaxDJU65XzBT+QtCWb3wPzcaFduiNs7suQNDVsNyB1HiUOi6Hq+KQsnS292Qs9lNNGizidR1y3tpOv/tKrGclV+IvHjvDMkRmOz5SpugsnlHjiNDQ6UiZdaRMZwMGJEqf7eogeW00TmJrA8ZtPYBc7Iq2PEXroxJ8LgWVo1LwgjMiEEZEwqjDf8M31AixdY6gzhRV6IC2GYs1FIHjfHRuXfAFu7s1wy8Yunjg0xdVD7eQqLtMlm7Lt4wbLd3yvP0cRkjZDF3F0Jzx1AqAnk4gnoo6UyVTJxpeyriRehttZC1KHQ50pNCEYL9g4XtBgFxDZGiymk5bMhahtLyCha2zsSZNNKluDw5MlauG1bcYZDH2Fk9u8i7WSGKEIxy/r+pjN/3l0EgHqWtVPepomwJcN98/CcRGT6q601XSTtqRBT8ZisuQsGt0UEN6v/lw1YZh2sgyh2oecx+hJPK44A9aMlp7lvlewjWRxnVw9gvAdoAinjCN/kZ/YuUb07uzJLp1iiu7Fc9X25XSxoTsd94i7GIhT2fbZ1p+lK9P8WbqY0SJOFwBDnWk++rbrGj7zA8mp2QoHJ4qM5W2qrk970qQtabC+O82Wvgxpy+CZo9P8wdf28/yJWZabg9RkAilDoztrUbEDiranVtnB6q8qzzUkKi2XMPQFL1dDU75Bnj8nz5Wo9Ek9+YjSKGs6ksuuFj0/YLbicv/1Q9yzvW/Z8b3jxrU8c2yGiu3Rm7XozVoEgaTq+lTdgIrtUXU98lWvIagjQm2Wrom4Mq3ZqzYifPUporaEIi1Vx0cPXf/cMNqx2OQ+2JEkkzAYnq3GPb5Mfe7YXiAXRu7CSUBoggC1yl/blYrTTglTY2t/lqNTZSqOqjI05p2HoQncJim9hmNJGdsiJA0NL5D4UiLkvJW7bPz9OH3TJGIyR5oUodSFSn02RtuWMeAMUxxa6GeVXmLiWdORoljzsL0Aa5EInKkLvEDE92OUEhahD5fjB4jzSJ6EqLu+IkqDnYN9LwIpVbRpMZ1c/XZeIOlIGeQqHpau0xYK9BOGFrdCOZc6J88P4gXtUnB9iakL1lwk2iJT13jjtYP87feOL71AOA/wA4knJW+8bvCCjeFs0CJOFwl0TbChJ8OGnqXzva/Y3MM//9yd5CoOD+0c5Vv7Jzg4XqLiegSBqi5Z25Xitk3dXDPUjhdIvntwihdO5gAPifI6UZVQq1Nlteg5CYEmJF5wdhNAfRQkYYimL0UhIr2Pjx8eLBG6NUdwA0kQSAbaE/Rkl17leH7AaL7G9oE2fv7erSt6ydyxpZs3XjPIv714inRCj52kMwmDTAIIjzlTdjg+XcHQFpbvL4Yo7bemI4lZv4IV0JdNcGKmEhMMKWGwI7EkMWxLGmwfyDJddpguOSGBCu+HMCpTn/qK3JrbUyYD7Ymmk0bC0LiiP8t4ocZk0cEOU3kREdSFuif8iNjKuf1Tdy9G2i1dE5gQp1CJXvZSIgUxsZivC5pPniIrhyhtG+nF6qGHZKFpujccW2QCahka7UtMmoYu2NCd5uhUGWcJ8pQwdHzHiyMo0T1mGRp+SBjPB+qJZwRNKE+q5Uagq0Ddae17PqLrG2kEl4LjSyxdI5swAUX2vSDA0DUMXcPSBbYbnDPmFPmhDbQnlz1E1fVJmTqbLyINz33XDvIvzw1TtD3ak0sTv3OJfNWlM2Xyuqv6L9gYzgYt4nSJojNt8RN3bOQn7ti47LZv2THEbNnh6HSZ4dkqVcdjvFCjbPvMVlxeGsszmq9Rqnm4viSIVv3MEZbT0WQNdSR4z+0bOTRV5nuHp5kpOzhecEbkSaU1BO1Jk6rr44QRpeaEQ6h0TaAm2EhjIqUSaAqhXnhDHcklj1lxfKZKNlf0t/Hxd1y3QAS86FiF4GdevYWdwzmOTVdY25VsOml0pU3yVZPZihunaJZCIBXp60qZ9DQZS3fGIld1yVUcBNCWNOldQaWKrqmGpH3ZBMWaR8XxqDh+bOJKGCnQwyjRUGeSoc6lV8+6JhjqTNGeMpkq2uSrXpyei6od/ZBIR19hvZbJ1LUGqwWBKqN2vADXV7qxKC1nGWJR8zwhBCKc5KIIVmKeXmz+9qauYXtBXGRQTyBNTbVNcfwgTIEufW2zSYONPRmOT4fkqe6cImhhKt4On43oWYvOuer6BGehk1spFrv/RJPo4Pyfs4wmatn1hpyLJJvLpLQ8P0AAvVkTP5B88N5tfPulCY5NlxnqTCKEIGMZVN1zU8UmUVGkjkWew/mouT6be7IXlKDMx+beDLdu7OKxA5O0JYwLEnUKpKRke/zwTWuXTXderGgRp5cJujIWXRmLmzd0LbqNlJKa6zNRtJFSUrJ9ClWXYk0RrULVYdepAgcnS8yUbGrhpGXpgsGOFFcPtvOBuzZxY3gMzw948vA0X945wuMHppgu27hLLU9DaEDCFAihhX3EdLoyJgNGksmiTb7i4oZtFTTmqrtAiXb725JMl2wKYbpECFVdtq4rtWSkwPMDpsoOQQB3b+vjP9+3nYH2pUnWfHRlLH7rbdfya1/YxanZGms6kwtEwkII1nWlsL2AiuOFmqDmL7BAShxf0pYwWN+TbioWEQLWtCcVcRKCdYsQtsUgBLSnDNpT6nWwpiPJwYlSXLHkeJKOtMGaZQhnPbKhd5TtBuSqLlXHo+z4SII4RGHqgmzCxNBVirXq+uH5LiRDkS5IF6q/VSDVboQIXbzDasMIUYWVZajmum6o63N9FQUTYmE61NAFjh/9rhqjFkYyjVAbaOpixUS6PWWwuTfDiZkKtTD6Vn8vSKkWKe1JgyCQcYTO0ERcEdmMPM0nnGeC+kXRYqKi5YTiYpntotTjopiXOl0KKmWrFh2OJ3nDNQO875UbuWaonf/3i7uZKbv0ZC3SCR3KYtVTUVExhKkL1nWmliWEUkocL+DG9Z2rNobVwntu38gPjs8yW3FXfC+vJqaKNr2ZBD9664bzfuzVgpAXix/8RYJCoUBHRwf5fJ729vYLPZzLBqP5KocmSjx5aIoXh/OM5KvMlhyVPguFzSlLpzdjceumbq5f18FN67so1Fwe2j3KU4enqTg+rhfg+AEVx1crdQki7FLfljBImHrYR0xScwM1GYVGme0pU/VmC9Mi0cut6gaUbQ9QlWfvv3MTb9kxdFZu4AfHi3zkS3s4NlWmK2PS1mTVaXuB0gTZHmZdhReoF7UXTvZtSYNNPZlFq42iCFlX2qLq+ni+ZE1H4qwmjomizfBMhUCq6MnWvsyy+pOVIF9xmSypqr6OtNng4RIEUPN8qo4fevIAYRQqaWqkTD3WYOUrLhXHp1RzKdpeHCGN9TQSskmdK/rbMHRBzQ2YLTtMlx28IIi3jxCRCM8P8GXYWqeuf58vJZ4vWd+dpneZNO98eL5kNF9luuyotFyY8vNCgqi83nRGclVmK05c8agBXgC25zeQkrMlTkKofoNGGGELwiKKxe4XKZuTp4bnQ8oFKbuo+m2xCs0o0pQ09EWJSKRpCiS0Jw1MXePeK/v5jbdcEwucP/v94/zlY0fiZtf7RosEUq7K/QpzpEnTBJt60stqmwDKtore/tmP38w1QxffPPKpx4/w108cY6B96ZT+aqMaRrQ/dN923nnTulXf//mav1vEaR5axOniRLHmcnSqzNGpMoWqi0RVZTieT8XxGclXqTo+hiYY7EhyxUAbW/uyXNGf5YnD0zy8a5Rj02WV7vOCuHLIMnSSpsa2vixvun4Nr97e1+AGfTaYLTv8xWOHeWTPOI4f0JEyySb0hgnK9QNOzVbJVdQ5GbogCOb8kQbak/S3JZpOLK4fMF1Sk/EdW3r4pddfwbGpMr/38EvMlB362ywSy6zkm0FKSaHmcWq2iutLhjoS9LadHREDKFRdCjWPN1+/ho3daf7y8SMkTW1REftKkas4HJuuhBWXKp2WCr9Tc96kEASEYn2fmuPjBUGYNhRxdGosX6PmBiQMEYuNHT+gM2Wyuff/b+/eo6Mqz3+Bf/fck0wuTAK5kEgSCIFAgIQgd1GpgkbQIireKtIupEsLgl2V2tWD+rOg1D+KPRVbtFQWLaBcDnA8gKgEEKJU5BaCIZAEck9ISDL3y97P+WPPDJlkAhOSMCQ8n7VmiXu/e+/3nXeSefJew2565pbR5kKDyYFmmxOiKEEkQqROjfgonXdwerPFhXqT3du1rRTg3pBZiRarEzbn9Ze5uF5Q5RlvpFEpvN1inr3CvO8D0GGg0zZ4834e3OcIciuiUhDglCRIUqs8edO26v5UKjoc/yWXQW5t9bQ6R4WqMWNEHJY+MNSnhYqI8K+jZdiQXwZBEGB3iqg3Orz11xWeoEmpEJBkCEW/0MC63SqvWjEmKQofPJ112yxH0JrNKWLx5hMoqGxGYlTItUVFe5BLklB11YbJQ2Lw7uOjemSbKg6cgoQDp77LE3zVttghShJUCgXiInVIjgnrtmCpLSJC/sUGbD9RiZPlTbA6RHkMi0Ze+VvuaiJctThx1eKEKBEUkLt5BoTrEBFybRwCkbylhNUpwmTruIWsuNaIv3xVjFMVTdCoFOgXqg74r2/PX4QalQK5mfHQqRXYfqIKdqeI2AitzzIQgRIlQm2LHUqFgFmj4rF4ehqUCgEfHy7Bxu8vQ60UEB2m6dIXTG2LDVVNNogSIVSjRGr/sBt2/3TEbHfhYr1ZDl4VApzuew7ur7/hOJxAWBwiLjdYEK6Tuz+bbS5vV7NCAMK1asToNWixu9BossMlEexOObCxOUVYHC53S1H7e3tyR22OKd0ru3e0/Y3L3VXoWRxRHmsl+DTLkUQdrpUmj8tSICMhAk5RQsVVK4zucnk3j3YnbN396Y/kbt2TILeMhWiUSO2vx6+nDca96f39fk6ICDtOVOLjw6W4YrKh2eqCUsBNfV49RInglAhapQJJhut387dmdYq4anbiD7nDMWPE7Ttr7EKdCcu3nUZNiw0JUZ3r3u8sUSJUNVmRGqPH6idG9dhMQw6cgoQDJ9ZTLtSZkH/xCs7XmnCuugVmx7VlCWL0WqTF6iFAQE2zDSVXTLA5RThc17aQ8HTh6NRKDBmgR667hSzMT9Bnd4nYerwC245XyFs+CPKMyxC10jttG5B/odncLTBWhwiNSonB/cPwyympmDg4GgBwrLQRf/26GCVXzNCqAw/EXKJnfJOEgf1C8Ot7B+Peof19AsHN/y3H+iOlMDtExIbfXLcBEeGq2YFaowNOUYIhVIOETo7zaqvJ4kDpFQtckrzf5OD++m7p0nC6Z2sOjtHjvbmjEB+pw1WLEzb3+C6tSikPPndXulOUUN5oQekVM+qNdnlsnyC3gogSobjOiL0FtTDZXd5WIIV7nJTdJUGSyDtD8UY8YwU9g/BbfzF4viUEQW4FIwjeLj5ADobio3TuAcdyINZodqDZ6pSDILq25IJaKUDpHtcn4FprlkjUKoCUA6bEyBA8OCIOz0y4CzEBDCS+UGfCmq/P42BRPcwOETqVAOUNViJv+x54AjcB8iQcedmNwD5LRISKq1aMS47G+0+M6lLgdisUVDbjf+0sQK3RjoRIXY+0Ank+88nRYVj580wkx/TcLEMOnIKEAyd2KxDJLUdO9/RqnVrh85e0ye5Cab1Z7l50iCAQdGol7jKEIjVGj8gAuwzMdhcOF9dj39kanK81weoQYXeJ8LQbCII8gytCp8LYQQbMHBmHrKSodk33LTYnPv+hAnvOVKO2xSZvcqtWyGPGWnW3eFZgtzrkQfnRYRrMGBGHJ8cldfjFV1DZjA++LkZhdQuUCgGGUHVAXYwSEYxWF1psLoRplZiTNRADInT49GgZ6k12xOg1CNV0viVRkgh1Rrs8pk6UoFMrERephVbVtUUDW6xONFmdSI8Lx/88OhKJ/UK7dD+Pc9UteGP7GdSb7D4tB2a7iJIrJnm1+et0ifnj2ZpDJHkJD5e767hfqAZhGnntMLVSQL37fUrsF+IzSUMQgAidGsPiw6FSKFDdbMX5GiPqjPIadZ7lUDyj0z1BlVatRFSIGsPjI/BwZjzuSx8Q8Gfdw+GS8NkP5Xh/XxGMNqd7GQkFFIprmyz7lBVynUvucVoKQd7xYUC4FlGdfHad0Y5QtRJ/fSYbKT0YIHSnohojVuwqwOVGC/qFaq67IHBneLr8W6xOpMXKn/kkQ/d85jvCgVOQcODE+iqbU8SlBgsqrlpgd0lQuMfPJEeHYWCA4xysDhGHiuvxfUkDCqtb0Gh2eAdyC+6uEc8XX06yAfel9/c7MN5f3nadrMLuU1W43GiBS5KgVim8LWTyxrhyS4DNKQdnBDn/E1INmJudhMzESABAxVUL/vrNBXxf0gCXSAgPUSFCd+Op13aXPIDcKUoYEK7Dr6amIjUmDH/9phinK5uhUynQL0zT6b/K7S4JDSY7VAp5AcKF96R2+2rJZyqasWJXAWpbbIiNuLa4q9HmQlmDWQ6e/CyJcCOSRHBIkrweUcy17k8iQoPJAZdEeH7CICyYkgKnSPJAdglQqwSEqH3H8xERqpptOF/Tgov1ZlQ12WB3ifJYvnAdEg0hSI3RIyUmzG8ramflX7yC335+Gkab09ua1XZSgIdn8dfIEBUMYZqben6LzQmTTcQr9w/BkzlJXc7/rXTFZMfavIv45qdaiBIwIFzTpdYyh0tCvdEOjUqBR0YlYMGUlIAG1XcVB05BwoETY4Ehknd+rzfZIbqXhzCEaRAXobvp8UouUcKx0kbklzSgsKoFVU1W79pKgPzlptfKi3dmDozE/cNjMdDP2lKSRPi+tBF7CqrxXUkDzA4Rgrur09NVSSB3V6U8ilkpCBjYLwS5o+LxYEYc+rtn/NldIj77bzm2/LccTVYnlII8I1BeSNN/OUWJ5H0LbS4oBHlBzEXTBmPykOgeGyxcXGvE6r0/obDaiDCtEv1C1RAEAWa7iEsNZr9LInTEM56OAO/uBVp3MGZ3SahrsSFcp8aCySl4IifxthwADQDbjlfgfx+4IA+y16lgc8izcj1fe57xVjqNElqlIrC9Yfww2lxotjrxeHYilkxPuyWDrbsbESGvqB5rD15EdZMVEOTlH9oGwNe73mwX0WR1QgCQHBOGl+8bggmp0T2feTcOnIKEAyfGbh8tNidqm22wu2c26bXygOrO/DVc3mjBj5evoqTehMJqI6qarN4WshC1Eulx4RgaG460WD1yBhk6HMt01ezA1z/V4f+eqkL5VYu8QrX7+8TzPSlK7iURAIRolBiT1A+5o+IxIdXQ5a6+QFgdIv79/SV89kM5THYR4TolIkPUkCR4l0Qg95IInr0JW/NM/xclOciMi9Shv14euO9wSbhqccApEjIHRmLx9DQMj7+9f0cSEbb8txz/OFwCiQgDwrXdOgiaiNDkXhpj9ugELH1g6G0/rulGTHYXDp2vx+5TVSiqNcLhnpgQolZAq1a610GTu3NdkuRd9gUE6DRKZA6MxCOj4jF5SMxNT9C4WRw4BQkHToz1beReZFOlCGzQdFsuUUJZgwUl9SaUXjF79/xTCAL0OhWSo0OR2l+P1P5hQdunrLCqBf/nZCUOF9ejxeqS96xUK+UB+xYnzO6tXpTuMUYQrg0Al/c5VCPaHTBZnSLMdrl8CZE6PJo1EHOyB96SQLC7/L8z1VibdxENZjv667XdssmtU5RQ22JHiFqJeeOSMH9ySo8Mrg4WIkJBZQtOVTShuM6Ic9VGNFkc3okDCgFQCvI+qBnxEUgboEf2oH5IG6APWgskB05BwoETY6yvqGux4atzdTh+qREX6kww2eWlDOSFX0X3MgfyDDKVUgGde1yZQiHIK68rFQjRKDEiIQIPZcZj0uDoXhUwtXa5wYI1X5/HsbJGKAS5W1l7EzMlPZt/25wS0uPCsXh62m25Qnh3IyLUm+ywOSQ4JQlqhQKhWmWXlxLpThw4BUlzczOioqJQXl7OgRNjrM+Q11eyoK7ZDrskeffgUykEmB0u1LTY5EH3JC8Z0D9ch0HRobjLENYtLTS3A5coYW9BDXacqERlkxUSEcJ1KoR4u6D8BwAuSd5hwGh1AgCi9VrMHBGLuTlJNzVzk/WMlpYWJCUloampCZGRkT32HA6c2qioqEBSUu+aEcEYY4wxWXl5ORITu39LFw8OnNqQJAlVVVUIDw+/bZofe4InMueWtd6D66x34frqXbi+ep+2dUZEMBqNSEhIgKITC592FrcxtqFQKHo0Ur3dRERE8C+JXobrrHfh+upduL56n9Z11pNddB69e94kY4wxxtgtxIETY4wxxliAOHC6Q2m1WqxYsQJa7Y03zmS3B66z3oXrq3fh+up9glVnPDicMcYYYyxA3OLEGGOMMRYgDpwYY4wxxgLEgRNjjDHGWIA4cGKMMcYYCxAHTr3Uhx9+iJSUFOh0OowdOxaHDx++bvqDBw9i7Nix0Ol0SE1NxUcffdQuzbZt25CRkQGtVouMjAzs2LHD5/yqVaswbtw4hIeHY8CAAXjsscdQVFTUreXqy4JRZ2vXrsWoUaO8C8RNnDgRe/bs6dZy9VXBqK/WVq1aBUEQ8Oqrr3a1KHeEYNTXm2++CUEQfF5xcXHdWq6+LFg/Y5WVlXjuuecQHR2N0NBQjBkzBsePHw8848R6nc2bN5NaraZ169ZRYWEhLVmyhMLCwujSpUt+05eUlFBoaCgtWbKECgsLad26daRWq2nr1q3eNEePHiWlUkkrV66kc+fO0cqVK0mlUtF3333nTTNjxgxav349FRQU0MmTJyk3N5fuuusuMplMPV7m3i5YdbZr1y764osvqKioiIqKiuiNN94gtVpNBQUFPV7m3ixY9eVx7NgxSk5OplGjRtGSJUt6qph9RrDqa8WKFTRixAiqrq72vurq6nq8vH1BsOqssbGRBg0aRPPnz6fvv/+eSktL6auvvqILFy4EnHcOnHqhu+++mxYtWuRzbNiwYbR8+XK/6X/3u9/RsGHDfI699NJLNGHCBO//P/nkkzRz5kyfNDNmzKB58+Z1mI+6ujoCQAcPHuxsEe44t0udERH169ePPv74485k/44TzPoyGo2UlpZG+/fvp2nTpnHgFIBg1deKFSto9OjRXcz9nSlYdfb666/TlClTupR37qrrZRwOB44fP44HH3zQ5/iDDz6Io0eP+r0mPz+/XfoZM2bghx9+gNPpvG6aju4JAM3NzQAAg8HQ6XLcSW6XOhNFEZs3b4bZbMbEiRNvtjh9XrDr6+WXX0Zubi5+9rOfdbUod4Rg11dxcTESEhKQkpKCefPmoaSkpKtF6vOCWWe7du1CTk4OnnjiCQwYMABZWVlYt25dp/LPgVMvc+XKFYiiiNjYWJ/jsbGxqKmp8XtNTU2N3/QulwtXrly5bpqO7klEWLZsGaZMmYKRI0febHHuCMGuszNnzkCv10Or1WLRokXYsWMHMjIyulqsPiuY9bV582b8+OOPWLVqVXcU5Y4QzPoaP348NmzYgH379mHdunWoqanBpEmT0NDQ0B1F67OCWWclJSVYu3Yt0tLSsG/fPixatAiLFy/Ghg0bAs6/KuCU7LYiCILP/xNRu2M3St/2eGfu+corr+D06dP49ttvO5XvO1mw6iw9PR0nT55EU1MTtm3bhhdeeAEHDx7k4OkGbnV9lZeXY8mSJfjyyy+h0+m6lPc7UTB+vh566CHvvzMzMzFx4kQMHjwYn376KZYtW9b5QtxhglFnkiQhJycHK1euBABkZWXh7NmzWLt2LX7xi18ElG9uceplYmJioFQq20XldXV17SJtj7i4OL/pVSoVoqOjr5vG3z1/85vfYNeuXThw4AASExO7Upw7QrDrTKPRYMiQIcjJycGqVaswevRorFmzpqvF6rOCVV/Hjx9HXV0dxo4dC5VKBZVKhYMHD+KDDz6ASqWCKIrdVcQ+Jdg/X62FhYUhMzMTxcXFN1OUO0Yw6yw+Pr7dH43Dhw/H5cuXA84/B069jEajwdixY7F//36f4/v378ekSZP8XjNx4sR26b/88kvk5ORArVZfN03rexIRXnnlFWzfvh3ffPMNUlJSuqNIfV4w68wfIoLdbu9sMe4Ywaqv6dOn48yZMzh58qT3lZOTg2effRYnT56EUqnsriL2KbfTz5fdbse5c+cQHx9/M0W5YwSzziZPntxuGZ3z589j0KBBgRegS0PLWVB4pnF+8sknVFhYSK+++iqFhYVRWVkZEREtX76cnn/+eW96zzTOpUuXUmFhIX3yySftpnEeOXKElEolvfvuu3Tu3Dl69913203j/PWvf02RkZGUl5fnM/3WYrHcusL3UsGqs9///vd06NAhKi0tpdOnT9Mbb7xBCoWCvvzyy1tX+F4oWPXVFs+qC0yw6uu1116jvLw8Kikpoe+++44eeeQRCg8P9z6XdSxYdXbs2DFSqVT0pz/9iYqLi+nf//43hYaG0saNGwPOOwdOvdTf/vY3GjRoEGk0GsrOzvZZEuCFF16gadOm+aTPy8ujrKws0mg0lJycTGvXrm13z88//5zS09NJrVbTsGHDaNu2bT7nAfh9rV+/vieK2OcEo84WLFjgfWb//v1p+vTpHDQFKBj11RYHToELRn099dRTFB8fT2q1mhISEmjOnDl09uzZHilfXxSsn7Hdu3fTyJEjSavV0rBhw+gf//hHp/ItELlHVzHGGGOMseviMU6MMcYYYwHiwIkxxhhjLEAcODHGGGOMBYgDJ8YYY4yxAHHgxBhjjDEWIA6cGGOMMcYCxIETY4wxxliAOHBijDHGGAsQB06MMcYYYwHiwIkxFpDk5GQIgoB//etfwc4KY4wFDQdOjDHGGGMB4sCJMcYYYyxAHDgxxhhjjAWIAyfGWI+wWCx47733kJOTg4iICISGhmLMmDH485//DLvd7pN27ty5EAQB77//fof32717NwRBQHZ2drtzFRUVWLx4MYYOHYqQkBBERUXhvvvuw9atW/3e695774UgCMjLy8PJkycxd+5cxMbGQqFQeMdwWa1WbNq0CfPmzUN6ejr0ej30ej3GjBmDd955B2azucO81tXV4aWXXkJCQgJ0Oh2GDRuGVatWweVy+Tzbn3379mH27NmIjY2FVqtFYmIiXnzxRVy8eLHD5zHGbiFijLEADBo0iADQ+vXrb5i2oqKCMjIyCACpVCoaMmQIDR8+nFQqFQGgKVOmkMVi8abftm0bAaDs7OwO7/n0008TAFq9erXP8by8PIqMjCQAFBISQpmZmZSUlEQACAC99tpr7e41bdo0AkBvvfUWabVa0uv1NHbsWEpNTfWW7/Dhw978JyYmUk5ODqWlpXnLkJ2d7VMGj/LycrrrrrsIAKnVasrKyqKhQ4cSAHr00Ue9zz5w4EC7a5csWeLN94ABAygrK4siIiIIAEVERNCRI0du+N4zxnoWB06MsYAEGjiJokiTJk0iADRv3jyqqanxnisvL6epU6cSAPrtb3/rPW6z2bzBT1FRUbt7ms1mCgsLI0EQ6PLly97jlZWVZDAYSBAEWrlyJdlsNu+5I0eO0MCBAwkA7d692+d+nuBFqVTSwoULyWw2e895gqGysjL67LPPyGg0+lxbXV1Nc+fOJQD05ptvtstrbm4uAaCcnBwqLy/3Hj906BBFRUWRWq32Gzh99NFHBIBSUlJ8zrlcLnrnnXcIACUmJpLVam33TMbYrcOBE2MsIIEGTrt27SIANG7cOHI6ne3OV1VVkV6vJ71e79Ni8+KLL3YYjGzatIkA0NSpU32OL1u2jADQ0qVL/eZl9+7dBIDuv/9+n+OewGn06NEkiuJ1y+OPxWIhjUZDaWlpPsd/+uknb0tTSUlJu+vWr1/vbVFqHRzZ7XaKi4sjpVJJP/74o99nPv744wSANmzY0On8Msa6D49xYox1q+3btwMA5s+fD5VK1e58fHw8xo0bB5PJhOPHj3uPP/PMMwCATZs2tbvGc8yTpu2zfvWrX/nNy8yZM6HRaHD06FG4XK5255977jkoFB3/GpQkCTt37sTLL7+Mhx56CFOnTsWUKVPwwAMPQBAEFBcXw2KxeNPv378fgDyGKiUlpd395s2bh5CQkHbH8/PzUVNTg+zsbGRlZfnNy+zZswEABw8e7DC/jLGe1/63GmOMdcGZM2cAAGvXrsV//vMfv2nOnz8PAKisrPQeu//++xEXF4eioiKcOHHCG0A0NTVh7969UKlUmDt3rje9yWRCWVkZAGDhwoXXzZPNZkNDQwNiY2N9jg8fPrzDa5qamvDwww8jPz//uve+evUqQkNDAQDFxcUAgFGjRvlNq9PpkJaWhtOnT/sc97xnZWVlmDJlSof5AXzfM8bYrceBE2OsWzU3NwMACgoKbpjWarV6/61QKPDUU09hzZo12LRpkzdw2rZtGxwOBx5++GHExMS0ew4AHDlypFPP8ggLC+sw/bJly5Cfn4/09HSsXLkSEyZMQExMDDQaDQAgMTERlZWVcDqd3ms8M+3Cw8M7vK+/c56y1NfXo76+vtPlYIzdOtxVxxjrVnq9HoDcbUXyOMoOX/Pnz/e59umnnwYAbN68GUQE4Fo3nedc2+cAgMPhuOGzkpOTAy6Dy+XCZ599BgDYuXMn5syZg4SEBG/Q5HK5UFNT0+46TyBmMpk6vLfRaGx3zFOWZ5999obl6GgZA8bYrcGBE2OsW2VkZAAIrMWprfHjx2Pw4MEoLy/Ht99+i5qaGuTl5SEkJASPPfaYT9rIyEgkJCQAAM6ePdvlfLdWX18Ps9kMg8GA9PT0ducLCgogimK740OHDgWAdl1xHna73dud11pX3jPG2K3FgRNjrFvNmTMHAPD3v/8dNput09d7WpY2bdqELVu2QBRFzJo1y6eFqe2z/vKXv9x8hv3wDOBuaWnx2zW2evVqv9c98MADAIADBw7g0qVL7c5v2bLF7/2mTp2KmJgYnDp1iluUGLvNceDEGOtWP//5zzFhwgT89NNPmDVrFi5cuOBz3m6344svvsCCBQv8Xv/ss88CAD7//HNs3LgRQPvZdB6vv/46DAYDPv30Uyxbtsw7gNqjsbER//znP/HOO+90qgxRUVEYMWIEXC4Xli5dCofDAQAQRRHvvfcetmzZ4u22a23o0KHIzc2F0+nEk08+iaqqKu+5I0eOYOnSpVCr1e2u0+l0ePvttwEATzzxBHbs2OHtqvQoKCjA66+/HtB4LsZYD7pV6x4wxno3zzpOer2eoqOjO3ydOXOGqqqqKCsry7tm0ZAhQ2j8+PGUkZFBGo2GAFBsbGyHzxozZoz32qioKLLb7R2m/fbbbykmJsa7flJmZiaNHz+eUlNTSRAEAkBPPfWUzzXXW73bY9euXd7rDQYD5eTkeJ/zxz/+0ft+lJaW+lzXduXw7OxsSk9PJwA0e/ZsuueeewgAHTp0qN0zly9f7i23wWCgcePGUXZ2NhkMBu/xPXv2dJhnxljP4xYnxlinmEwmNDQ0dPhyuVyIj49Hfn4+PvzwQ9xzzz1oaGjAiRMnYDQacffdd+Ott97CgQMHOnxG6xamxx9/3G/rjsfkyZNRWFiIP/zhD8jIyEBpaSlOnz4NhUKBmTNn4sMPP8SaNWs6Xc5Zs2Zhz549mDRpEqxWK4qKijBkyBBs3LjR2zrkT2JiIo4dO4aFCxciOjoaZ8+ehSRJePvtt7F161bvuk/+ZtetWrUKR44cwTPPPIOwsDCcOnUKZWVlSExMxIIFC/DFF19g+vTpnS4LY6z7CERt2oMZY4z1CEmSYDAY0NzcjMbGRvTr1y/YWWKMdRK3ODHG2C2yfft2NDc3IyMjg4MmxnopDpwYY6wb1dbWYvXq1WhoaPA5vnfvXixatAgAvP9ljPU+3FXHGGPdqKysDCkpKRAEAYmJiYiLi0NFRQWqq6sBALm5udi5cyeUSmWQc8oYuxkcODHGWDeyWCxYvXo19u7di9LSUu9ediNHjsTzzz+PX/7yl343P2aM9Q4cODHGGGOMBYjHODHGGGOMBYgDJ8YYY4yxAHHgxBhjjDEWIA6cGGOMMcYCxIETY4wxxliAOHBijDHGGAsQB06MMcYYYwHiwIkxxhhjLED/H3DnugFyCLpoAAAAAElFTkSuQmCC",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1502,18 +1502,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "id": "55c97fef",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.562565Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.562208Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.775374Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.774738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:13.123682Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:13.123300Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.365392Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.364702Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
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│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "id": "ecba7d2b",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.783689Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.783427Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.807420Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.806760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:16.377611Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:16.377313Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.401396Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.400714Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
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│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1666,18 +1666,18 @@
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│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.815688Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.815422Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.838748Z"
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.420729Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
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│ │ │ │ │ │ @@ -1849,18 +1849,18 @@
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│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.845783Z",
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│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:16.438301Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:16.437736Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/predict.html
│ │ │ │ @@ -59,23 +59,23 @@
│ │ │ │        <div class="documentwrapper">
│ │ │ │          <div class="bodywrapper">
│ │ │ │            <div class="body" role="main">
│ │ │ │              
│ │ │ │    <section id="Prediction-(out-of-sample)">
│ │ │ │  <h1>Prediction (out of sample)<a class="headerlink" href="#Prediction-(out-of-sample)" title="Link to this heading">¶</a></h1>
│ │ │ │  <div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[1]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[2]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
│ │ │ │  <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
│ │ │ │  
│ │ │ │  <span class="kn">import</span> <span class="nn">statsmodels.api</span> <span class="k">as</span> <span class="nn">sm</span>
│ │ │ │  
│ │ │ │ @@ -84,15 +84,15 @@
│ │ │ │  <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">seed</span><span class="p">(</span><span class="mi">1234</span><span class="p">)</span> <span class="c1"># for reproducibility</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <section id="Artificial-data">
│ │ │ │  <h2>Artificial data<a class="headerlink" href="#Artificial-data" title="Link to this heading">¶</a></h2>
│ │ │ │  <div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">nsample</span> <span class="o">=</span> <span class="mi">50</span>
│ │ │ │  <span class="n">sig</span> <span class="o">=</span> <span class="mf">0.25</span>
│ │ │ │  <span class="n">x1</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">20</span><span class="p">,</span> <span class="n">nsample</span><span class="p">)</span>
│ │ │ │  <span class="n">X</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">column_stack</span><span class="p">((</span><span class="n">x1</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x1</span><span class="p">),</span> <span class="p">(</span><span class="n">x1</span> <span class="o">-</span> <span class="mi">5</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">))</span>
│ │ │ │  <span class="n">X</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">add_constant</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
│ │ │ │ @@ -101,102 +101,209 @@
│ │ │ │  <span class="n">y</span> <span class="o">=</span> <span class="n">y_true</span> <span class="o">+</span> <span class="n">sig</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">normal</span><span class="p">(</span><span class="n">size</span><span class="o">=</span><span class="n">nsample</span><span class="p">)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  <section id="Estimation">
│ │ │ │  <h2>Estimation<a class="headerlink" href="#Estimation" title="Link to this heading">¶</a></h2>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[4]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">olsmod</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">OLS</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">X</span><span class="p">)</span>
│ │ │ │  <span class="n">olsres</span> <span class="o">=</span> <span class="n">olsmod</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
│ │ │ │  <span class="nb">print</span><span class="p">(</span><span class="n">olsres</span><span class="o">.</span><span class="n">summary</span><span class="p">())</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt empty docutils container">
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +                            OLS Regression Results
│ │ │ │ +==============================================================================
│ │ │ │ +Dep. Variable:                      y   R-squared:                       0.984
│ │ │ │ +Model:                            OLS   Adj. R-squared:                  0.983
│ │ │ │ +Method:                 Least Squares   F-statistic:                     956.6
│ │ │ │ +Date:                Sat, 21 Sep 2024   Prob (F-statistic):           1.96e-41
│ │ │ │ +Time:                        11:58:14   Log-Likelihood:                 1.2217
│ │ │ │ +No. Observations:                  50   AIC:                             5.557
│ │ │ │ +Df Residuals:                      46   BIC:                             13.20
│ │ │ │ +Df Model:                           3
│ │ │ │ +Covariance Type:            nonrobust
│ │ │ │ +==============================================================================
│ │ │ │ +                 coef    std err          t      P&gt;|t|      [0.025      0.975]
│ │ │ │ +------------------------------------------------------------------------------
│ │ │ │ +const          4.9654      0.084     59.175      0.000       4.796       5.134
│ │ │ │ +x1             0.5088      0.013     39.314      0.000       0.483       0.535
│ │ │ │ +x2             0.5651      0.051     11.109      0.000       0.463       0.668
│ │ │ │ +x3            -0.0206      0.001    -18.144      0.000      -0.023      -0.018
│ │ │ │ +==============================================================================
│ │ │ │ +Omnibus:                        0.840   Durbin-Watson:                   2.269
│ │ │ │ +Prob(Omnibus):                  0.657   Jarque-Bera (JB):                0.577
│ │ │ │ +Skew:                          -0.263   Prob(JB):                        0.749
│ │ │ │ +Kurtosis:                       2.972   Cond. No.                         221.
│ │ │ │ +==============================================================================
│ │ │ │ +
│ │ │ │ +Notes:
│ │ │ │ +[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  </section>
│ │ │ │  <section id="In-sample-prediction">
│ │ │ │  <h2>In-sample prediction<a class="headerlink" href="#In-sample-prediction" title="Link to this heading">¶</a></h2>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[5]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">ypred</span> <span class="o">=</span> <span class="n">olsres</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">X</span><span class="p">)</span>
│ │ │ │  <span class="nb">print</span><span class="p">(</span><span class="n">ypred</span><span class="p">)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt empty docutils container">
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +[ 4.44997408  4.96265684  5.43161584  5.82605136  6.12627912  6.32696437
│ │ │ │ +  6.4379984   6.4828734   6.49482276  6.51136093  6.56811991  6.69299498
│ │ │ │ +  6.90156162  7.1945165   7.55756297  7.96376004  8.37794864  8.76252818
│ │ │ │ +  9.08363424  9.31670235  9.45050393  9.48899104  9.45064714  9.36545023
│ │ │ │ +  9.26994764  9.20125134  9.19094055  9.25987342  9.41476003  9.64705998
│ │ │ │ +  9.93438555 10.24417991 10.53906618 10.78298825 10.9471348  11.01467283
│ │ │ │ + 10.98351335 10.86665452 10.69004615 10.4883262  10.29912985 10.15690615
│ │ │ │ + 10.08725815 10.10273638 10.20077685 10.36412228 10.56365745 10.76319271
│ │ │ │ + 10.92540989 11.01799353]
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  </section>
│ │ │ │  <section id="Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot">
│ │ │ │  <h2>Create a new sample of explanatory variables Xnew, predict and plot<a class="headerlink" href="#Create-a-new-sample-of-explanatory-variables-Xnew,-predict-and-plot" title="Link to this heading">¶</a></h2>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">x1n</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">linspace</span><span class="p">(</span><span class="mf">20.5</span><span class="p">,</span> <span class="mi">25</span><span class="p">,</span> <span class="mi">10</span><span class="p">)</span>
│ │ │ │  <span class="n">Xnew</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">column_stack</span><span class="p">((</span><span class="n">x1n</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">sin</span><span class="p">(</span><span class="n">x1n</span><span class="p">),</span> <span class="p">(</span><span class="n">x1n</span> <span class="o">-</span> <span class="mi">5</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">))</span>
│ │ │ │  <span class="n">Xnew</span> <span class="o">=</span> <span class="n">sm</span><span class="o">.</span><span class="n">add_constant</span><span class="p">(</span><span class="n">Xnew</span><span class="p">)</span>
│ │ │ │  <span class="n">ynewpred</span> <span class="o">=</span> <span class="n">olsres</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">Xnew</span><span class="p">)</span>  <span class="c1"># predict out of sample</span>
│ │ │ │  <span class="nb">print</span><span class="p">(</span><span class="n">ynewpred</span><span class="p">)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt empty docutils container">
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +[11.00539682 10.84456472 10.55765996 10.1951886   9.82363439  9.50918122
│ │ │ │ +  9.30150901  9.2216303   9.25674569  9.36337756]
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  </section>
│ │ │ │  <section id="Plot-comparison">
│ │ │ │  <h2>Plot comparison<a class="headerlink" href="#Plot-comparison" title="Link to this heading">¶</a></h2>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
│ │ │ │  
│ │ │ │  <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">()</span>
│ │ │ │  <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">y</span><span class="p">,</span> <span class="s2">&quot;o&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Data&quot;</span><span class="p">)</span>
│ │ │ │  <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">x1</span><span class="p">,</span> <span class="n">y_true</span><span class="p">,</span> <span class="s2">&quot;b-&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;True&quot;</span><span class="p">)</span>
│ │ │ │  <span class="n">ax</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">((</span><span class="n">x1</span><span class="p">,</span> <span class="n">x1n</span><span class="p">)),</span> <span class="n">np</span><span class="o">.</span><span class="n">hstack</span><span class="p">((</span><span class="n">ypred</span><span class="p">,</span> <span class="n">ynewpred</span><span class="p">)),</span> <span class="s2">&quot;r&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;OLS prediction&quot;</span><span class="p">)</span>
│ │ │ │  <span class="n">ax</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;best&quot;</span><span class="p">)</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[7]:
│ │ │ │ +</pre></div>
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +&lt;matplotlib.legend.Legend at 0xadde5de1e8ed&gt;
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt empty docutils container">
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<img alt="../../../_images/examples_notebooks_generated_predict_12_1.png" src="../../../_images/examples_notebooks_generated_predict_12_1.png" />
│ │ │ │ +</div>
│ │ │ │ +</div>
│ │ │ │  </section>
│ │ │ │  <section id="Predicting-with-Formulas">
│ │ │ │  <h2>Predicting with Formulas<a class="headerlink" href="#Predicting-with-Formulas" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>Using formulas can make both estimation and prediction a lot easier</p>
│ │ │ │  <div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">statsmodels.formula.api</span> <span class="kn">import</span> <span class="n">ols</span>
│ │ │ │  
│ │ │ │  <span class="n">data</span> <span class="o">=</span> <span class="p">{</span><span class="s2">&quot;x1&quot;</span><span class="p">:</span> <span class="n">x1</span><span class="p">,</span> <span class="s2">&quot;y&quot;</span><span class="p">:</span> <span class="n">y</span><span class="p">}</span>
│ │ │ │  
│ │ │ │  <span class="n">res</span> <span class="o">=</span> <span class="n">ols</span><span class="p">(</span><span class="s2">&quot;y ~ x1 + np.sin(x1) + I((x1-5)**2)&quot;</span><span class="p">,</span> <span class="n">data</span><span class="o">=</span><span class="n">data</span><span class="p">)</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <p>We use the <code class="docutils literal notranslate"><span class="pre">I</span></code> to indicate use of the Identity transform. Ie., we do not want any expansion magic from using <code class="docutils literal notranslate"><span class="pre">**2</span></code></p>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">res</span><span class="o">.</span><span class="n">params</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[9]:
│ │ │ │ +</pre></div>
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +Intercept           4.965353
│ │ │ │ +x1                  0.508755
│ │ │ │ +np.sin(x1)          0.565142
│ │ │ │ +I((x1 - 5) ** 2)   -0.020615
│ │ │ │ +dtype: float64
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  <p>Now we only have to pass the single variable and we get the transformed right-hand side variables automatically</p>
│ │ │ │ -<div class="nbinput nblast docutils container">
│ │ │ │ -<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[ ]:
│ │ │ │ +<div class="nbinput docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">res</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">exog</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">x1</span><span class="o">=</span><span class="n">x1n</span><span class="p">))</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[10]:
│ │ │ │ +</pre></div>
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +0    11.005397
│ │ │ │ +1    10.844565
│ │ │ │ +2    10.557660
│ │ │ │ +3    10.195189
│ │ │ │ +4     9.823634
│ │ │ │ +5     9.509181
│ │ │ │ +6     9.301509
│ │ │ │ +7     9.221630
│ │ │ │ +8     9.256746
│ │ │ │ +9     9.363378
│ │ │ │ +dtype: float64
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  </section>
│ │ │ │  </section>
│ │ │ │  
│ │ │ │  
│ │ │ │              <div class="clearer"></div>
│ │ │ │            </div>
│ │ │ │          </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -3,78 +3,138 @@
│ │ │ │ │      * _m_o_d_u_l_e_s |
│ │ │ │ │      * _n_e_x_t |
│ │ │ │ │      * _p_r_e_v_i_o_u_s |
│ │ │ │ │      * _s_t_a_t_s_m_o_d_e_l_s_ _0_._1_4_._3_+_d_f_s_g »
│ │ │ │ │      * _E_x_a_m_p_l_e_s »
│ │ │ │ │      * Prediction (out of sample)
│ │ │ │ │  ************ PPrreeddiiccttiioonn ((oouutt ooff ssaammppllee))_?¶ ************
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[1]:
│ │ │ │ │  %matplotlib inline
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[2]:
│ │ │ │ │  import numpy as np
│ │ │ │ │  import matplotlib.pyplot as plt
│ │ │ │ │  
│ │ │ │ │  import statsmodels.api as sm
│ │ │ │ │  
│ │ │ │ │  plt.rc("figure", figsize=(16, 8))
│ │ │ │ │  plt.rc("font", size=14)
│ │ │ │ │  np.random.seed(1234) # for reproducibility
│ │ │ │ │  ********** AArrttiiffiicciiaall ddaattaa_?¶ **********
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[3]:
│ │ │ │ │  nsample = 50
│ │ │ │ │  sig = 0.25
│ │ │ │ │  x1 = np.linspace(0, 20, nsample)
│ │ │ │ │  X = np.column_stack((x1, np.sin(x1), (x1 - 5) ** 2))
│ │ │ │ │  X = sm.add_constant(X)
│ │ │ │ │  beta = [5.0, 0.5, 0.5, -0.02]
│ │ │ │ │  y_true = np.dot(X, beta)
│ │ │ │ │  y = y_true + sig * np.random.normal(size=nsample)
│ │ │ │ │  ********** EEssttiimmaattiioonn_?¶ **********
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[4]:
│ │ │ │ │  olsmod = sm.OLS(y, X)
│ │ │ │ │  olsres = olsmod.fit()
│ │ │ │ │  print(olsres.summary())
│ │ │ │ │ +                            OLS Regression Results
│ │ │ │ │ +==============================================================================
│ │ │ │ │ +Dep. Variable:                      y   R-squared:                       0.984
│ │ │ │ │ +Model:                            OLS   Adj. R-squared:                  0.983
│ │ │ │ │ +Method:                 Least Squares   F-statistic:                     956.6
│ │ │ │ │ +Date:                Sat, 21 Sep 2024   Prob (F-statistic):           1.96e-41
│ │ │ │ │ +Time:                        11:58:14   Log-Likelihood:                 1.2217
│ │ │ │ │ +No. Observations:                  50   AIC:                             5.557
│ │ │ │ │ +Df Residuals:                      46   BIC:                             13.20
│ │ │ │ │ +Df Model:                           3
│ │ │ │ │ +Covariance Type:            nonrobust
│ │ │ │ │ +==============================================================================
│ │ │ │ │ +                 coef    std err          t      P>|t|      [0.025      0.975]
│ │ │ │ │ +------------------------------------------------------------------------------
│ │ │ │ │ +const          4.9654      0.084     59.175      0.000       4.796       5.134
│ │ │ │ │ +x1             0.5088      0.013     39.314      0.000       0.483       0.535
│ │ │ │ │ +x2             0.5651      0.051     11.109      0.000       0.463       0.668
│ │ │ │ │ +x3            -0.0206      0.001    -18.144      0.000      -0.023      -0.018
│ │ │ │ │ +==============================================================================
│ │ │ │ │ +Omnibus:                        0.840   Durbin-Watson:                   2.269
│ │ │ │ │ +Prob(Omnibus):                  0.657   Jarque-Bera (JB):                0.577
│ │ │ │ │ +Skew:                          -0.263   Prob(JB):                        0.749
│ │ │ │ │ +Kurtosis:                       2.972   Cond. No.                         221.
│ │ │ │ │ +==============================================================================
│ │ │ │ │ +
│ │ │ │ │ +Notes:
│ │ │ │ │ +[1] Standard Errors assume that the covariance matrix of the errors is
│ │ │ │ │ +correctly specified.
│ │ │ │ │  ********** IInn--ssaammppllee pprreeddiiccttiioonn_?¶ **********
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[5]:
│ │ │ │ │  ypred = olsres.predict(X)
│ │ │ │ │  print(ypred)
│ │ │ │ │ +[ 4.44997408  4.96265684  5.43161584  5.82605136  6.12627912  6.32696437
│ │ │ │ │ +  6.4379984   6.4828734   6.49482276  6.51136093  6.56811991  6.69299498
│ │ │ │ │ +  6.90156162  7.1945165   7.55756297  7.96376004  8.37794864  8.76252818
│ │ │ │ │ +  9.08363424  9.31670235  9.45050393  9.48899104  9.45064714  9.36545023
│ │ │ │ │ +  9.26994764  9.20125134  9.19094055  9.25987342  9.41476003  9.64705998
│ │ │ │ │ +  9.93438555 10.24417991 10.53906618 10.78298825 10.9471348  11.01467283
│ │ │ │ │ + 10.98351335 10.86665452 10.69004615 10.4883262  10.29912985 10.15690615
│ │ │ │ │ + 10.08725815 10.10273638 10.20077685 10.36412228 10.56365745 10.76319271
│ │ │ │ │ + 10.92540989 11.01799353]
│ │ │ │ │  ********** CCrreeaattee aa nneeww ssaammppllee ooff eexxppllaannaattoorryy vvaarriiaabblleess XXnneeww,, pprreeddiicctt aanndd pplloott_?¶
│ │ │ │ │  **********
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[6]:
│ │ │ │ │  x1n = np.linspace(20.5, 25, 10)
│ │ │ │ │  Xnew = np.column_stack((x1n, np.sin(x1n), (x1n - 5) ** 2))
│ │ │ │ │  Xnew = sm.add_constant(Xnew)
│ │ │ │ │  ynewpred = olsres.predict(Xnew)  # predict out of sample
│ │ │ │ │  print(ynewpred)
│ │ │ │ │ +[11.00539682 10.84456472 10.55765996 10.1951886   9.82363439  9.50918122
│ │ │ │ │ +  9.30150901  9.2216303   9.25674569  9.36337756]
│ │ │ │ │  ********** PPlloott ccoommppaarriissoonn_?¶ **********
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[7]:
│ │ │ │ │  import matplotlib.pyplot as plt
│ │ │ │ │  
│ │ │ │ │  fig, ax = plt.subplots()
│ │ │ │ │  ax.plot(x1, y, "o", label="Data")
│ │ │ │ │  ax.plot(x1, y_true, "b-", label="True")
│ │ │ │ │  ax.plot(np.hstack((x1, x1n)), np.hstack((ypred, ynewpred)), "r", label="OLS
│ │ │ │ │  prediction")
│ │ │ │ │  ax.legend(loc="best")
│ │ │ │ │ +[7]:
│ │ │ │ │ +<matplotlib.legend.Legend at 0xadde5de1e8ed>
│ │ │ │ │ +[../../../_images/examples_notebooks_generated_predict_12_1.png]
│ │ │ │ │  ********** PPrreeddiiccttiinngg wwiitthh FFoorrmmuullaass_?¶ **********
│ │ │ │ │  Using formulas can make both estimation and prediction a lot easier
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[8]:
│ │ │ │ │  from statsmodels.formula.api import ols
│ │ │ │ │  
│ │ │ │ │  data = {"x1": x1, "y": y}
│ │ │ │ │  
│ │ │ │ │  res = ols("y ~ x1 + np.sin(x1) + I((x1-5)**2)", data=data).fit()
│ │ │ │ │  We use the I to indicate use of the Identity transform. Ie., we do not want any
│ │ │ │ │  expansion magic from using **2
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[9]:
│ │ │ │ │  res.params
│ │ │ │ │ +[9]:
│ │ │ │ │ +Intercept           4.965353
│ │ │ │ │ +x1                  0.508755
│ │ │ │ │ +np.sin(x1)          0.565142
│ │ │ │ │ +I((x1 - 5) ** 2)   -0.020615
│ │ │ │ │ +dtype: float64
│ │ │ │ │  Now we only have to pass the single variable and we get the transformed right-
│ │ │ │ │  hand side variables automatically
│ │ │ │ │ -[ ]:
│ │ │ │ │ +[10]:
│ │ │ │ │  res.predict(exog=dict(x1=x1n))
│ │ │ │ │ +[10]:
│ │ │ │ │ +0    11.005397
│ │ │ │ │ +1    10.844565
│ │ │ │ │ +2    10.557660
│ │ │ │ │ +3    10.195189
│ │ │ │ │ +4     9.823634
│ │ │ │ │ +5     9.509181
│ │ │ │ │ +6     9.301509
│ │ │ │ │ +7     9.221630
│ │ │ │ │ +8     9.256746
│ │ │ │ │ +9     9.363378
│ │ │ │ │ +dtype: float64
│ │ │ │ │  _[_L_o_g_o_ _o_f_ _s_t_a_t_s_m_o_d_e_l_s_ _0_._1_4_._3_+_d_f_s_g_]
│ │ │ │ │  ******** _TT_aa_bb_ll_ee_ _oo_ff_ _CC_oo_nn_tt_ee_nn_tt_ss ********
│ │ │ │ │      * _I_n_s_t_a_l_l_i_n_g_ _s_t_a_t_s_m_o_d_e_l_s
│ │ │ │ │      * _G_e_t_t_i_n_g_ _s_t_a_r_t_e_d
│ │ │ │ │      * _U_s_e_r_ _G_u_i_d_e
│ │ │ │ │      * _E_x_a_m_p_l_e_s
│ │ │ │ │      * _A_P_I_ _R_e_f_e_r_e_n_c_e
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quantile_regression.ipynb.gz
│ │ │ │ ├── quantile_regression.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985576923076923%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:07.834936Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:07.834427Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:08.339917Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:08.339271Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:08.343341Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:08.342971Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -24,34 +24,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.805858Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.805588Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.319465Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.318773Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.834936Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.834427Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.339917Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.339271Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.327788Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.327444Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.181451Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.180832Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.343341Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.342971Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.228539Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.227909Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -141,18 +141,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.184556Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.184300Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.216186Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.215630Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.231807Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.231524Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.264349Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.263763Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -201,18 +201,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.219287Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.219022Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.379421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.378759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.267946Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.267668Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.426203Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.424319Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -269,18 +269,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.382747Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.382466Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.654920Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.642756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.429204Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.428951Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.643301Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.642634Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "Text(0, 0.5, 'Food expenditure')"
│ │ │ │ │ │ @@ -334,18 +334,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.661414Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.661135Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.022777Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.006764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.646491Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.646222Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.825688Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.825171Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/quasibinomial.ipynb.gz
│ │ │ │ ├── quasibinomial.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986328125%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:07.811779Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:07.811529Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:09.098877Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:09.095150Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:09.105508Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:09.104800Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -17,18 +17,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.043662Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.043406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.615637Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.614925Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.811779Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.811529Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.098877Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.095150Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -45,18 +45,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.624176Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.623487Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.631594Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.630944Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.105508Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.104800Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.109607Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.109050Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "raw = StringIO(\n",
│ │ │ │ │ │                  "    \"\"\"0.05,0.00,1.25,2.50,5.50,1.00,5.00,5.00,17.50\n",
│ │ │ │ │ │                  "0.00,0.05,1.25,0.50,1.00,5.00,0.10,10.00,25.00\n",
│ │ │ │ │ │ @@ -81,18 +81,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.643763Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.643444Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.690770Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.674735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.113163Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.112860Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.132458Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.131800Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = pd.read_csv(raw, header=None)\n",
│ │ │ │ │ │                  "df = df.melt()\n",
│ │ │ │ │ │                  "df[\"site\"] = 1 + np.floor(df.index / 10).astype(int)\n",
│ │ │ │ │ │ @@ -111,18 +111,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.699706Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.699430Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.786758Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.770728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.137475Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.137213Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.162453Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.161822Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.795656Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.795399Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.060408Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.046783Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.165609Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.164987Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.325964Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.325397Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │ @@ -237,18 +237,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.071811Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.071522Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.102756Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.087805Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.328926Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.328670Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.334530Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.332562Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "class vf(sm.families.varfuncs.VarianceFunction):\n",
│ │ │ │ │ │                  "    def __call__(self, mu):\n",
│ │ │ │ │ │ @@ -267,18 +267,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.113132Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.112856Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.198239Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.182724Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.337826Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.337569Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.367553Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.366833Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -336,18 +336,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.209098Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.208829Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.355426Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.354761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.370592Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.370352Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.497531Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.496631Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/regression_diagnostics.ipynb.gz
│ │ │ │ ├── regression_diagnostics.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986413043478262%
│ │ │ │ │ │┄ Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.613387Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.613021Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.101757Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.101110Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.107501Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.107160Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -24,34 +24,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.427063Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.426808Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.109244Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.106749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.613387Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.613021Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.101757Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.101110Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.113087Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.112739Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.195514Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.194858Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.107501Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.107160Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.909660Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.907664Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -119,18 +119,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.271810Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.271472Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.287451Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.286779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.935100Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.934832Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.945369Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.944848Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[('Jarque-Bera', 3.393608024843177),\n",
│ │ │ │ │ │ @@ -158,18 +158,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.295831Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.295565Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.311448Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.310778Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.950037Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.949770Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.963029Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.962424Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[('Chi^2', 3.7134378115971916), ('Two-tail probability', 0.15618424580304743)]"
│ │ │ │ │ │ @@ -196,18 +196,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.314930Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.314632Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.359449Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.358769Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.965825Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.965578Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.000909Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.000338Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[-0.00301154,  0.00290872,  0.00118179],\n",
│ │ │ │ │ │ @@ -239,18 +239,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.362733Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.362460Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.633304Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.632548Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.004727Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.004421Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.221342Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.220694Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -285,18 +285,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.637990Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.637604Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.644178Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.643666Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.228169Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.227712Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.253348Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.252686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "702.1792145490062"
│ │ │ │ │ │ @@ -321,18 +321,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.647071Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.646820Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.659416Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.658756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.259369Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.259092Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.269396Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.268808Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[('Lagrange multiplier statistic', 4.8932133740939765),\n",
│ │ │ │ │ │ @@ -360,18 +360,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.662746Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.662473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.670548Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.669974Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.272603Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.272350Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.280042Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.279536Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[('F statistic', 1.1002422436378145), ('p-value', 0.3820295068692508)]"
│ │ │ │ │ │ @@ -398,18 +398,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.673815Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.673564Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.691421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.690756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.282948Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.282683Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.293258Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.292745Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[('t value', -1.0796490077808762), ('p value', 0.2834639247547542)]"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/regression_plots.ipynb.gz
│ │ │ │ ├── regression_plots.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9984664351851853%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:05.998079Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:05.997834Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.451699Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.451088Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:06.455518Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.455153Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.279723Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.279448Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.826998Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.826368Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.998079Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.997834Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.451699Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.451088Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.831341Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.830953Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.764553Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.763789Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.455518Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.455153Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.328203Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.327643Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.compat import lzip\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │ @@ -68,34 +68,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.768396Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.768018Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.783141Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.782400Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.331770Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.331405Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.343968Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.343438Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.786543Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.786278Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.800176Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.798166Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.346873Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.346603Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.357872Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.357356Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -181,34 +181,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.803352Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.803085Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.815515Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.814867Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.360744Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.360468Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.371798Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.371102Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "prestige_model = ols(\"prestige ~ income + education\", data=prestige).fit()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.818938Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.818650Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.835429Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.834762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.375116Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.374847Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.388438Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.387774Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -274,18 +274,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.838830Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.838545Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.298776Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.282754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.391629Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.391377Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.664858Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.664293Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -338,18 +338,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.311792Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.311502Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.766828Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.766152Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.670439Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.669797Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.117018Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.116374Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -368,18 +368,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.771672Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.771393Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.235517Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.234756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.121290Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.121018Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.554392Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.552082Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -403,18 +403,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.248019Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.247476Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.287366Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.286729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.557649Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.557367Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.580025Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.579421Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -464,18 +464,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.295709Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.295424Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.838780Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.822761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.583268Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.583007Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.059745Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.059158Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -513,18 +513,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.847771Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.847493Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.254340Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.253700Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.063019Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.062732Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.384281Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.383624Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -548,18 +548,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.257488Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.257226Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.595385Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.594738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.387225Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.386974Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.719293Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.718692Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -590,18 +590,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.603615Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.603343Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.422281Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.421679Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.722576Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.722305Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.421359Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.420803Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -632,18 +632,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.427738Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.427465Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.923370Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.922736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.424546Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.424277Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.689657Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.688643Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -676,18 +676,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.927149Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.926831Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.935376Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.934732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.693641Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.693342Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.697650Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.697060Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# dta = pd.read_csv(\"http://www.stat.ufl.edu/~aa/social/csv_files/statewide-crime-2.csv\")\n",
│ │ │ │ │ │                  "# dta = dta.set_index(\"State\", inplace=True).dropna()\n",
│ │ │ │ │ │                  "# dta.rename(columns={\"VR\" : \"crime\",\n",
│ │ │ │ │ │ @@ -703,34 +703,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.939060Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.938744Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:51.951402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:51.950736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.700832Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.700543Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.707839Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.707312Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta = sm.datasets.statecrime.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:51.954960Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:51.954664Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.034785Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.018772Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.710801Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.710515Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.733608Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.733046Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -780,18 +780,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.043805Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.043506Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:52.808669Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:52.808074Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.737006Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.736754Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.389667Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.389103Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -808,18 +808,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:52.813356Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:52.813094Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.594153Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.593515Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.392574Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.392336Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:11.823404Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:11.822534Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -852,18 +852,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.598101Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.597812Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:53.871827Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:53.871210Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:11.827174Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:11.826527Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.088911Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.088373Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -887,18 +887,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:53.875041Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:53.874751Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.448346Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.447722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.091853Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.091608Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.371119Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.370545Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -929,34 +929,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.451549Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.451284Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.459365Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.458716Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.374224Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.373968Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.377947Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.377435Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.formula.api import rlm"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.462471Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.462211Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.498782Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.498125Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.380834Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.380558Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.407968Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.407404Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -995,18 +995,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.505316Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.505044Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.511743Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.511141Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.411004Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.410720Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.414646Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.414126Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# rob_crime_model = rlm(\"murder ~ pctmetro + poverty + pcths + single\", data=dta, M=sm.robust.norms.TukeyBiweight()).fit(conv=\"weights\")\n",
│ │ │ │ │ │                  "# print(rob_crime_model.summary())"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -1019,18 +1019,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.515095Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.514804Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.531585Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.530737Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.417566Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.417310Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.424578Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.424030Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "weights = rob_crime_model.weights\n",
│ │ │ │ │ │                  "idx = weights > 0\n",
│ │ │ │ │ │                  "X = rob_crime_model.model.exog[idx.values]\n",
│ │ │ │ │ │ @@ -1045,18 +1045,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:54.535043Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:54.534759Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:54.955446Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:54.954763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:12.427463Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:12.427214Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:12.767871Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:12.767230Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "tags": []
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/robust_models_0.ipynb.gz
│ │ │ │ ├── robust_models_0.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.998375%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.632657Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.632118Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.321381Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.320701Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.329884Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.329519Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.260961Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.260702Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:18.814782Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:18.802789Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.632657Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.632118Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.321381Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.320701Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.827787Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.827438Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.699490Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.698774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.329884Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.329519Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.233395Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.232703Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │ @@ -52,18 +52,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.707916Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.707536Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.731442Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.730756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.239617Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.239224Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.247835Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.247283Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "data = sm.datasets.stackloss.load()\n",
│ │ │ │ │ │                  "data.exog = sm.add_constant(data.exog)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -76,18 +76,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.739729Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.739457Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.771318Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.770620Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.251918Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.251664Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.277333Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.276688Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -145,18 +145,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.807652Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.807372Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.831328Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.830720Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.308424Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.308164Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.319640Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.319075Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -187,18 +187,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.839586Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.839330Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.891333Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.890720Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.322773Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.322524Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.351090Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.350430Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -228,18 +228,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.894586Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.894329Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.903340Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.902723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.354176Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.353928Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.369115Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.362617Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nsample = 50\n",
│ │ │ │ │ │                  "x1 = np.linspace(0, 20, nsample)\n",
│ │ │ │ │ │                  "X = np.column_stack((x1, (x1 - 5) ** 2))\n",
│ │ │ │ │ │ @@ -261,18 +261,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.906463Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.906209Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.915326Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.914719Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.375673Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.375410Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.385325Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.384711Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -305,18 +305,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.918499Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.918249Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.939362Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.938723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.388504Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.388254Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.408012Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.407445Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -339,18 +339,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.942653Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.942406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.203448Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.202757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.411209Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.410961Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.669631Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.660682Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -397,18 +397,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.211745Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.211473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.223132Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.217843Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.675458Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.675179Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.689306Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.688684Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -432,18 +432,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.226540Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.226286Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.238609Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.236051Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.692632Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.692359Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.713269Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.712665Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -466,18 +466,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.242252Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.242003Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.476909Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.476272Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.716437Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.716198Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.928236Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.927714Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/robust_models_1.html
│ │ │ │ @@ -174,17 +174,17 @@
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │  &lt;&gt;:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │  &lt;&gt;:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │  &lt;&gt;:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │  &lt;&gt;:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │ -/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │ +/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │    support, andrew.weights, [&#34;$-\pi*a$&#34;, &#34;0&#34;, &#34;$\pi*a$&#34;], [-np.pi * a, 0, np.pi * a]
│ │ │ │ -/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │ +/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence &#39;\p&#39;
│ │ │ │    support, andrew.weights, [&#34;$-\pi*a$&#34;, &#34;0&#34;, &#34;$\pi*a$&#34;], [-np.pi * a, 0, np.pi * a]
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -64,19 +64,19 @@
│ │ │ │ │      support, andrew.weights, ["$-\pi*a$", "0", "$\pi*a$"], [-np.pi * a, 0,
│ │ │ │ │  np.pi * a]
│ │ │ │ │  )
│ │ │ │ │  <>:5: SyntaxWarning: invalid escape sequence '\p'
│ │ │ │ │  <>:5: SyntaxWarning: invalid escape sequence '\p'
│ │ │ │ │  <>:5: SyntaxWarning: invalid escape sequence '\p'
│ │ │ │ │  <>:5: SyntaxWarning: invalid escape sequence '\p'
│ │ │ │ │ -/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence
│ │ │ │ │ +/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence
│ │ │ │ │  '\p'
│ │ │ │ │    support, andrew.weights, ["$-\pi*a$", "0", "$\pi*a$"], [-np.pi * a, 0, np.pi
│ │ │ │ │  * a]
│ │ │ │ │ -/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence
│ │ │ │ │ +/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence
│ │ │ │ │  '\p'
│ │ │ │ │    support, andrew.weights, ["$-\pi*a$", "0", "$\pi*a$"], [-np.pi * a, 0, np.pi
│ │ │ │ │  * a]
│ │ │ │ │  [6]:
│ │ │ │ │  <Axes: >
│ │ │ │ │  [../../../_images/examples_notebooks_generated_robust_models_1_9_2.png]
│ │ │ │ │  ********** HHaammppeell?’ss 1177AA_?¶ **********
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/robust_models_1.ipynb.gz
│ │ │ │ ├── robust_models_1.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9978939636752135%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:05.734101Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:05.733618Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.218805Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.218260Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:06.221936Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:06.221625Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.955638Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.955362Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.478355Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.470765Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.734101Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.733618Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.218805Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.218260Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.491794Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.491437Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.431445Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.430755Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.221936Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.221625Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.071143Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.070493Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.compat import lmap\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from scipy import stats\n",
│ │ │ │ │ │ @@ -67,34 +67,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.440053Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.439653Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.447465Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.446740Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.074448Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.074069Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.078207Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.077684Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "norms = sm.robust.norms"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.455687Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.455423Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.463397Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.462735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.081243Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.080980Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.085834Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.085309Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def plot_weights(support, weights_func, xlabels, xticks):\n",
│ │ │ │ │ │                  "    fig = plt.figure(figsize=(12, 8))\n",
│ │ │ │ │ │                  "    ax = fig.add_subplot(111)\n",
│ │ │ │ │ │ @@ -113,18 +113,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.471387Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.471104Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.506800Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.490779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.088917Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.088662Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.093932Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.093418Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -155,32 +155,32 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.523731Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.523459Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.783442Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.782766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.096716Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.096451Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.290239Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.289716Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │                          "<>:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │                          "<>:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │                          "<>:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │                          "<>:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │                          "  support, andrew.weights, [\"$-\\pi*a$\", \"0\", \"$\\pi*a$\"], [-np.pi * a, 0, np.pi * a]\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_676560/3509132601.py:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306715/3509132601.py:5: SyntaxWarning: invalid escape sequence '\\p'\n",
│ │ │ │ │ │                          "  support, andrew.weights, [\"$-\\pi*a$\", \"0\", \"$\\pi*a$\"], [-np.pi * a, 0, np.pi * a]\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -218,18 +218,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.791732Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.791454Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.798043Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.797210Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.293255Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.293007Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.297974Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.297491Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -264,18 +264,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.802260Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.802000Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.935441Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.934761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.300736Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.300473Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.424309Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.423712Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -311,18 +311,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.943725Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.943448Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.951439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.950760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.427279Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.427024Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.432965Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.432330Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -353,18 +353,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.959703Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.959431Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.211365Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.210727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.435814Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.435574Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.558209Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.557584Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -400,18 +400,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.219709Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.219439Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.227350Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.226725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.561181Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.560939Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.564439Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.563915Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -440,18 +440,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.233324Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.233073Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.404087Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.403480Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.567182Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.566920Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.678480Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.677990Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -486,18 +486,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.413368Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.413096Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.422926Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.422295Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.680995Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.680742Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.686018Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.685499Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -526,18 +526,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.426269Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.426011Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.572185Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.571584Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.688510Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.688264Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.808648Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.807558Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -573,18 +573,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.575299Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.575032Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.580196Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.579701Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.814618Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.814087Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.825947Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.824777Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -615,18 +615,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.583068Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.582792Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.705579Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.704954Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.832485Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.831979Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.999749Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.999123Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -662,18 +662,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.709309Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.709038Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.719376Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.718733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.003095Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.002741Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.008437Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.007847Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -704,18 +704,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.722519Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.722263Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.967423Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.966756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.011800Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.011544Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.249705Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.249125Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -758,18 +758,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.970572Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.970312Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.979449Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.978756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.252899Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.252597Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.256940Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.256388Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "x = np.array([1, 2, 3, 4, 500])"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -781,18 +781,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.982832Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.982553Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.995469Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.994764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.259917Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.259663Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.265901Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.265390Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "102.0"
│ │ │ │ │ │ @@ -815,18 +815,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.998866Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.998583Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.011456Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.010758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.268852Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.268572Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.274863Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.274307Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "3.0"
│ │ │ │ │ │ @@ -850,18 +850,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.014965Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.014667Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.027427Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.026758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.277830Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.277577Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.283809Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.283289Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "199.00251254695254"
│ │ │ │ │ │ @@ -899,18 +899,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.030896Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.030604Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.043439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.042759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.286708Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.286465Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.292839Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.292281Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.6744897501960817"
│ │ │ │ │ │ @@ -926,18 +926,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.046842Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.046557Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.052168Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.051569Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.295720Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.295467Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.300529Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.300020Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -950,18 +950,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.055173Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.054901Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.067459Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.066771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.303400Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.303150Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.309495Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.308987Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.482602218505602"
│ │ │ │ │ │ @@ -977,18 +977,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.070806Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.070530Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.083433Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.082759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.312351Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.312106Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.318448Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.317944Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.4142135623730951"
│ │ │ │ │ │ @@ -1024,18 +1024,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.091711Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.091433Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.103425Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.102760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.321356Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.321106Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.327765Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.327210Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array(1.48260222)"
│ │ │ │ │ │ @@ -1069,18 +1069,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.111696Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.111429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.119433Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.118756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.330838Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.330561Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.337260Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.336727Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "2.219144465985076"
│ │ │ │ │ │ @@ -1104,35 +1104,35 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.127898Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.127590Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.135486Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.134767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.339914Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.339670Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.344442Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.343884Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(12345)\n",
│ │ │ │ │ │                  "fat_tails = stats.t(6).rvs(40)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.143742Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.143470Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.367512Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.366851Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.347468Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.347202Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.508201Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.507633Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>]"
│ │ │ │ │ │ @@ -1162,18 +1162,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.371469Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.371195Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.376909Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.376305Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.511382Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.511104Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.516423Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.515897Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1186,18 +1186,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.379961Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.379707Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.385165Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.384383Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.519288Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.519037Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.524110Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.523586Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1210,18 +1210,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.388265Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.388006Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.409982Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.409328Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.526984Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.526708Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.543858Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.542991Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1234,18 +1234,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.413702Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.413434Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.438779Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.423024Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.546936Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.546653Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.553307Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.552646Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1260,18 +1260,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.447716Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.447439Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.498786Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.482750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.556338Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.556077Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.562630Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.562077Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.115335001165415"
│ │ │ │ │ │ @@ -1287,18 +1287,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.507705Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.507430Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.534140Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.533456Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.565561Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.565314Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.573724Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.573188Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.0483916565928972"
│ │ │ │ │ │ @@ -1314,18 +1314,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.538147Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.537880Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.544779Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.544174Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.576553Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.576307Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.581878Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.581340Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.115335001165415"
│ │ │ │ │ │ @@ -1348,51 +1348,51 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.547996Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.547731Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.563105Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.555064Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.584827Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.584533Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.589561Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.588934Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.graphics.api import abline_plot\n",
│ │ │ │ │ │                  "from statsmodels.formula.api import ols, rlm"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 39,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.566717Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.566429Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.587434Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.586792Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.592583Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.592313Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.604963Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.604373Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "prestige = sm.datasets.get_rdataset(\"Duncan\", \"carData\", cache=True).data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 40,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.590858Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.590567Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.607455Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.606768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.608335Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.608066Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.616213Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.615633Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1415,18 +1415,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 41,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.610948Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.610651Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.911411Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.910742Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.619558Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.619295Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.916926Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.916294Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.collections.PathCollection at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -1458,18 +1458,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 42,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.919685Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.919409Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:48.959409Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:48.958742Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.920007Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.919744Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.940988Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.939911Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1508,18 +1508,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 43,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:48.967663Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:48.967389Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.007355Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.006738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.944415Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.944148Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.967630Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.967031Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1579,18 +1579,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 44,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.015671Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.015398Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.022425Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.021762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.971572Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.971309Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.982997Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.979754Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1606,18 +1606,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 45,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.029445Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.029173Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.037130Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.036507Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.986598Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.986319Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.993737Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.993171Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1639,18 +1639,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 46,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.040488Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.040228Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.061541Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.060960Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.997065Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.996801Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.018436Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.017614Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1710,18 +1710,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 47,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.064727Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.064415Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.125497Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.110756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.022022Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.021760Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.044932Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.044364Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1781,18 +1781,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 48,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.128920Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.128650Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.151387Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.150763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.048099Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.047840Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.067836Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.067272Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1825,18 +1825,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 49,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.154518Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.154253Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.161157Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.160541Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.070957Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.070665Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.077491Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.076774Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1908,34 +1908,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 50,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.164752Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.164462Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.176806Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.176198Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.080786Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.080508Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.092083Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.091503Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta = sm.datasets.get_rdataset(\"starsCYG\", \"robustbase\", cache=True).data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 51,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.180224Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.179956Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.423470Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.422769Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.095204Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.094924Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.327470Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.326934Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -1977,18 +1977,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 52,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.427016Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.426724Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.473926Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.458779Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.331654Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.331392Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.343152Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.342506Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2007,18 +2007,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 53,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.483755Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.483484Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:49.803426Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:49.802769Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.346197Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.345945Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.514155Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.513531Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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1nWO56qqrDEnGoUOHDMOo/e+r4OBg47XXXqvzvih3B1ouamoAeK333ntPa9ascbgcXw76+eefy2KxaPz48aqsrLRdEhISdPrppzuUhsfExOjcc89t1Jg++OAD3XvvvXrwwQc1ceJE2/GBAwfqyy+/1H333aclS5aopKSk1vu49tpr7X62zrT88MMPdsfPPfdcxcTENGqcVhaLRWPHjrU7dtppp2nv3r22n5cuXarIyEiNGjXK7rxx48bZ/WwYht3r66zK4ayzzlJgYKDt/mJiYvTpp586lI7Wx8CBA5Wbm6tx48bp008/1ZEjR5yeU9frvmvXLm3fvt32mtcc++jRo5WRkaEdO3Y0eGwNZTip/nBm3bp1uuSSSxQXFyd/f38FBgbq+uuvV1VVlXbu3CnJnNUtKyvTlVdeaXfbs846q9ZO0ZdffrnT47Nnz1a/fv0UEhKigIAABQYG6rvvvtO2bdsczh09erRdqW7Pnj0lSWPGjLE7z3o8LS2t1ue5Y8cOHThwQNddd53dfUZEROjyyy/XqlWrHJaA1EdwcLA++eQTbd26Vc8//7yuvvpqHT58WE888YR69uxZ7/f6+++/1x/+8AdFR0fb3oeHH35YWVlZDqX8p512WqMqRZrSGWecoaCgIN1yyy169913HZb91KW0tFTfffedLrvsMoWFhTn8zpSWlmrVqlV2t6nt8+Uqjz76qCRp/PjxDXqt4+LiFBgYaLvMnz//pMdi/V0+vhqi5t9XX375pW644QZNnjy51kZzAFo2QjoAr9WzZ08NGDDA4RIdHW133qFDh2QYhtq2bWv3D7LAwECtWrXKIdwlJiY2ajw//PCDJkyYoOuvv16PPfaY3XUvvfSSpk6dqgULFmjkyJGKjY3VpZde6rD9WEBAgOLi4uyOJSQkSJJDaXxjx1lTWFiYQwlocHCwSktLbT9nZWXZLQewOv7Y0qVLHV7fmmtgpWP/UP3+++916623atu2bQ5hv76uu+46Wwn15Zdfrvj4eA0aNEjffPON7ZwTve7WtfD33HOPw9hvv/12SXIa/l3N+qVIu3btaj0nLS1Nw4cPV3p6ul588UX9+OOPWrNmjW0dsPULCOvnpD7vmZWzz9Jzzz2nSZMmadCgQZo/f75WrVqlNWvWaNSoUU6/ZIqNjbX7OSgoqM7jNT9jx7M+B2fjateunaqrq09qR4CePXvqrrvu0rx585SWlqbnnntOWVlZta4Fr2n16tW64IILJElvvvmmVqxYoTVr1uiBBx6QJIfXpr6/p9bSeesSkKbUpUsXffvtt4qPj9fkyZPVpUsXdenSRS+++OIJb5uVlaXKykq9/PLLDr8zo0ePluT4O9PUr4F16ZH1s1VTUlKSJNl98Wi1ZMkSrVmzRrNnzz7hY7Ru3VphYWEnHNuePXsUFhbm8Lmv+ffVqFGj9Prrr+uCCy7Qvffeq9zc3BM+PoCWhTXpAHxe69atZbFY9OOPP9r+MVfT8ccasx5048aNuvTSS3XOOefozTffdLg+PDxcM2bMsG0jZJ3dHTt2rN3+vJWVlcrKyrIL6gcPHpQkh/DubJzWwH1847eTCZpxcXFavXq1w3HruKz69++vNWvW2B07PnRa/6EqSSNHjlRVVZX+9a9/6aOPPtIVV1xhew55eXkOj+fsOdx444268cYbVVRUpGXLlmn69Om6+OKLtXPnTnXs2PGEr3vr1q0lmWtm//SnPzl9/ta+Ak3Juj67rqZnCxYsUFFRkT7++GN17NjRdvz4PcGtn5OazfisDh486HQ23dlnad68eRoxYoRmzZpld9zZnu6uZn0OGRkZDtcdOHBAfn5+J11FYmWxWHT33Xfr0Ucf1ebNm094/ocffqjAwEB9/vnndl9wLViwoNb7r48BAwYoNjZWn376qa1BWUPV/P2v+eeas9+d4cOHa/jw4aqqqtIvv/yil19+WXfddZfatm2rq6++utbHiImJkb+/v6677jpNnjzZ6TmdO3e2+7m+z+XCCy/UG2+8oQULFui+++6r121OpF27durVq5e++eYblZaW2r1nZ5xxhiSpsLDwhPfj7++vkSNHavHixdq/f7/Tden79+/Xr7/+qosuuuiETegks8riq6++0s6dOzVw4MD6PykAPo+ZdAA+7+KLL5ZhGEpPT3c6896nT5963U9wcLDTGcS0tDRddNFFOuWUUzR//nyHbr3Ha9u2rSZMmKBx48Zpx44dDmW7//73v+1+fv/99yXVHeCsrAFs48aNdsdP1KSrLuecc44KCgr05Zdf2h3/8MMP7X6OjIx0eG2dzWzV9PTTTysmJkYPP/ywqqurbc9h586ddl80ZGVl6aeffqr1fsLDw3XRRRfpgQceUHl5ubZs2eJwjrPXvXv37uratas2bNjg9LMxYMAARUZGnvA1OhkbNmzQk08+qU6dOjmUqNdkDTo1w5dhGA5fCg0aNEjBwcF2neIlswze2WxiXY93/BdYGzdutOuu3lS6d++u9u3b6/3337dbClBUVKT58+fbOr43lLPQL5nBPz8/3+5Lpdp+3y0WiwICAuxCWElJiebOndvg8dQUGBioqVOnavv27Q6VOFaZmZlasWJFrfdR2+//8U0na/L399egQYNsFRlr166VdOxzdvxrEBYWppEjR2rdunU67bTTnP7OHP+FYn398Y9/VJ8+fTRz5sxavzD56quvGrzU4YEHHtCRI0c0ZcqUei8tcWbatGkyDEO33367w57qVVVVmjRpkgzD0LRp0+p1f9Yv2KwN+QDAipl0AD5v6NChuuWWW3TjjTfql19+0dlnn63w8HBlZGRo+fLl6tOnjyZNmnTC++nTp48+/PBD/ec//9Epp5yikJAQ9enTRxdddJFyc3P1yiuvOITDLl26qE2bNho0aJAuvvhinXbaaYqJidG2bds0d+5ch7ARFBSkf/7znyosLNSZZ55p6+5+0UUX1bn1klVCQoL+8Ic/aObMmYqJiVHHjh313Xff6eOPP274C3fUDTfcoOeff17jx4/X448/rlNPPVVffvmlvvrqK0knt2VQTEyMpk2bpnvvvVfvv/++xo8fr+uuu06vv/66xo8fr4kTJyorK0tPP/20Q9fuiRMnKjQ0VEOHDlViYqIOHjyomTNnKjo6WmeeeaYk1et1f/3113XRRRfpwgsv1IQJE9S+fXtlZ2dr27ZtWrt2rf73v/81+vkd79dff1V0dLQqKip04MABfffdd5o7d67i4+O1cOHCOr/UOP/88xUUFKRx48bp3nvvVWlpqWbNmuVQ9h0bG6spU6bYPgOXXXaZ9u/frxkzZigxMbHe79fFF1+sxx57TNOnT9c555yjHTt26NFHH1Xnzp2d9htwJT8/Pz399NO69tprdfHFF+vWW29VWVmZnnnmGeXm5tZriytnbrnlFuXm5uryyy9X79695e/vr+3bt+v555+37eJg1adPH3388ceaNWuW+vfvLz8/Pw0YMEBjxozRc889p2uuuUa33HKLsrKy9Oyzzzqt0mmov//979q2bZumT5+u1atX65prrlFSUpLy8vK0bNkyvfHGG5oxY4aGDh3q9PajR49WbGysbr75Zj366KMKCAjQnDlztG/fPrvzZs+ere+//15jxoxRcnKySktLbbsD/OEPf5BkfunWsWNHffrppzrvvPMUGxur1q1bq1OnTnrxxRc1bNgwDR8+XJMmTVKnTp1UUFCgXbt2aeHChfr+++8b9fz9/f31ySef6IILLtDgwYM1adIkjRw5UuHh4dq7d68++ugjLVy4sMFLHcaNG6ctW7boiSee0IYNGzRhwgR17dpV1dXV2rdvn+0LlhN9ITd06FC98MILuuuuuzRs2DDdcccdSk5OVlpaml599VX9/PPPeuGFFzRkyBCH227evNn2e5OVlaWPP/5Y33zzjS677DK7yoOtW7fadqg4ePCgiouL9dFHH0mSUlJSlJKS0qDnDsBLuatjHQA0lrVb7po1a5xeX1tH3LffftsYNGiQER4eboSGhhpdunQxrr/+euOXX36xnXPOOecYvXr1cnq/e/bsMS644AIjMjLSroO86ugyb+18ft999xkDBgwwYmJijODgYOOUU04x7r77buPIkSO2+7/hhhuM8PBwY+PGjcaIESOM0NBQIzY21pg0aZJRWFhoNxZJxuTJk52OMyMjw7jiiiuM2NhYIzo62hg/frzxyy+/OO3uHh4e7nB7Zx2i09LSjD/96U9GRESEERkZaVx++eXGF198YUgyPv30U6fjqKmu96ykpMRITk42unbtalRWVhqGYRjvvvuu0bNnTyMkJMRISUkx/vOf/zh0O3/33XeNkSNHGm3btjWCgoKMdu3aGVdeeaWxceNG2zn1ed0NwzA2bNhgXHnllUZ8fLwRGBhoJCQkGOeee65dp21XdHdXjc7OiYmJxgUXXGC8+OKLRn5+vsNtnHV3X7hwoXH66acbISEhRvv27Y2///3vxpdffukwrurqauPxxx83OnToYAQFBRmnnXaa8fnnnxunn366XWf2ujqjl5WVGffcc4/Rvn17IyQkxOjXr5+xYMECh3FZu7s/88wzdrev7b5P9Ptb04IFC4xBgwYZISEhRnh4uHHeeecZK1asqNfjOPPVV18ZN910k5GSkmJER0cbAQEBRmJiovGnP/3JWLlypd252dnZxhVXXGG0atXKsFgsdu/z22+/bXTv3t32mZo5c6bx1ltv2XVQNwyzu/uYMWNOOK7jffrpp8aYMWOMNm3aGAEBAUZMTIwxcuRIY/bs2UZZWZntPDnpvr569WpjyJAhRnh4uNG+fXtj+vTpxr/+9S+7sa1cudK47LLLjI4dOxrBwcFGXFyccc455xifffaZ3X19++23Rt++fY3g4GBDknHDDTfYrktNTTVuuukmo3379kZgYKDRpk0bY8iQIcbjjz9uO6ch701Nubm5xmOPPWb069fPiIiIMAIDA43k5GRj/PjxDu9/zdeitj8TrZYtW2ZcddVVRocOHYzAwEAjLCzMSElJMSZNmmT398CJrFy50rjiiiuMtm3bGgEBAUZ8fLzxpz/9yfjpp58cznXW3T06Oto444wzjOeee86hk/3xf1bUvDjrtA/AN1kM4yTqfgAALjNhwgR99NFH9Vof6QmefPJJPfjgg0pLS6t132B4jtTUVPXo0UPTp0/X/fff7+7hAACAWlDuDgA4Ies2QT169FBFRYW+//57vfTSSxo/fjwB3QNt2LBBH3zwgYYMGaKoqCjt2LHDtmTg5ptvdvfwAABAHQjpAIATCgsL0/PPP689e/aorKxMycnJmjp1qh588EF3Dw1OhIeH65dfftFbb72l3NxcRUdHa8SIEXriiSdq3YYNAAB4BsrdAQAAAADwEGzBBgAAAACAhyCkAwAAAADgIQjpAAAAAAB4iBbXOK66uloHDhxQZGSkLBaLu4cDAAAAAPBxhmGooKBA7dq1k59f3XPlLS6kHzhwQElJSe4eBgAAAACghdm3b98Jt69tcSE9MjJSkvniREVFuXk0AAAAAABfl5+fr6SkJFserUuLC+nWEveoqChCOgAAAACg2dRnyTWN4wAAAAAA8BCEdAAAAAAAPAQhHQAAAAAAD0FIBwAAAADAQxDSAQAAAADwEIR0AAAAAAA8BCEdAAAAAAAPQUgHAAAAAMBDENIBAAAAAPAQhHQAAAAAADwEIR0AAAAAAA9BSAcAAAAAwEMQ0gEAAAAA8BCEdAAAAAAAPAQhHQAAAAAAD0FIBwAAAADAQxDSAQAAAADwEIR0AAAAAAA8BCEdAAAAAAAPQUgHAAAAAMBDENIBAAAAAPAQbg/p6enpGj9+vOLi4hQWFqYzzjhDv/76a63nL1myRBaLxeGyffv2Zhw1AAAAAACuF+DOB8/JydHQoUM1cuRIffnll4qPj9fu3bvVqlWrE952x44dioqKsv3cpk2bJhwpAAAAAABNz60h/amnnlJSUpLeeecd27FOnTrV67bx8fH1CvMAAAAAAHgLt4b0zz77TBdeeKH+/Oc/a+nSpWrfvr1uv/12TZw48YS37du3r0pLS5WSkqIHH3xQI0eOdHpeWVmZysrKbD/n5+e7bPxoAmVlUnHxsUthoZSbK1VWSlVV5kWS/P3NS1CQFB0tRURIYWHHLkFBbn0aAAAAANAYbg3pv//+u2bNmqUpU6bo/vvv1+rVq/XXv/5VwcHBuv76653eJjExUW+88Yb69++vsrIyzZ07V+edd56WLFmis88+2+H8mTNnasaMGU39VNBYxcXSkSPSoUPS4cPmz2Vl5kWS/PzMwO3nZ14sFvO4YUjV1ebl99/Nny0W89yQECk8XGrTRoqPl1q3lkJD3fccAQAAAKCeLIZhGO568KCgIA0YMEA//fST7dhf//pXrVmzRitXrqz3/YwdO1YWi0WfffaZw3XOZtKTkpKUl5dnt6YdzaigwAzmBw6Yl4ICM2CHh0vBwWbIDgo6FsjryzCOBfzSUjPwS1JkpNS+vZSYaAb2iAjXPycAAAAAqEV+fr6io6PrlUPdOpOemJiolJQUu2M9e/bU/PnzG3Q/Z511lubNm+f0uuDgYAUHBzd6jHCRigpp/35pzx4pM1MqKpICAsxS9Y4dzdL1k2WxmAE/JMS8X8ksjy8okH77Tdq2zQzobduaj9mhgzkGAAAAAPAQbk0oQ4cO1Y4dO+yO7dy5Ux07dmzQ/axbt06JiYmuHBpcpaxM2rdP2rlTOnjw2Bry+PiGz5Q3hr+/1KqVeamuNte4791rlsgnJEjdu5thnTXsAAAAADyAW0P63XffrSFDhujJJ5/UlVdeqdWrV+uNN97QG2+8YTtn2rRpSk9P13vvvSdJeuGFF9SpUyf16tVL5eXlmjdvnubPn9/g2Xc0sZISKS1N2r7dLG0PD5eSk907c+3nJ0VFmZeKCnMN/A8/mDPr3btLSUnmLDwAAAAAuIlbQ/qZZ56pTz75RNOmTdOjjz6qzp0764UXXtC1115rOycjI0NpaWm2n8vLy3XPPfcoPT1doaGh6tWrlxYtWqTRo0e74yngeOXl0q5d5sx5VpZZXt6pk2vK2V0pMFBq184shz98WFq2zFyv3qOHdMop5vUAAAAA0Mzc2jjOHRqyYB8NdPCgtHGjWd4eFSXFxZmz196gqsr8UqGgwJzxP/10syQfAAAAAE6S1zSOg48oLTXL2rdsMcNux47e15DN398M5TExUnq6WaLfq5c5s856dQAAAADNxMuSFDyKYUgZGdKGDWawbdPmWFd1bxUYaJbn5+ZKa9aYz+/0080mcwAAAADQxAjpaJzSUnPmfNs2M6x37ux5685PRqtW5nr6Awek774zZ9VTUphVBwAAANCkCOlouPx8c5Z5zx6zM3pEhLtH1DQCAsz16fn50q+/mrPrAwb47vMFAAAA4HaEdDRMZqa0erX5X29ce94YUVHm1my7d0vFxdKgQWZTPAAAAABwMS9pvQ2PsGePtHSplJ1trttuCQHdKijIfM6ZmdKSJWYHewAAAABwMUI6Tqy62lx//uOPZvf25GTv2VrNlfz9zeqBsjJzX/Xt283XBgAAAABcpAUmLTRIRYX0yy/Szz9LkZF0ObdYpHbtpNBQaeVKad06qbLS3aMCAAAA4CNaUL0yGqyy0myYtmWLlJgohYW5e0SeIzbWLIFfv96cTe/Xz7e62wMAAABwC0I6nKuqMmeJt2w5NnMMexER5sz6xo1mQD/jjJa5DAAAAACAy5Ao4Ki6WtqwwQyfCQkE9LqEh5vb0G3YIG3aZO4ZDwAAAACNxEw67BmGGTbXrzfDZ3i4u0fk+SIizC821q41O96npJgz7AAAAADQQIR0HGMY0tatZths3doMn6ifqCgzqP/6q1n63qOHu0cEAAAAwAsR0nHMjh1myIyJMUMnGqZVKzOor1ljzqifeqq7RwQAAADAy7AmHab0dDOgR0SYYRONExsrhYSY29YdPOju0QAAAADwMoR0SPn5ZqiUzJCJk9OmjVRebn7pUVjo7tEAAAAA8CKE9JauosJcg56VZe6FDtfo0MGcSV+3ztxvHgAAAADqgZDeklk7ue/aZYZK9vh2HT8/8zXdudNsxgcAAAAA9UAqa8n27JE2bza3WgsKcvdofE9wsNklf+NGKS3N3aMBAAAA4AUI6S1VVpa5Zjo4WIqMdPdofFd0tDmr/uuvUm6uu0cDAAAAwMMR0lui0tJjTc3i4909Gt+XmGgG9F9/NRvKAQAAAEAtCOkt0bZtZvl1UpJksbh7NL7PYjHXp+/ZY65RBwAAAIBaENJbmowMs5FZfLzk7+/u0bQcgYHm9nabN0uHD7t7NAAAAAA8VIC7B4BmVFZmNjGrqpKiotw9mpOSW1ioh99+W2t27FBqRoZyCgvVOjpa3ZOSNPmPf9Sfzj5blhpVAm9+/rk+++knbU5NVWZurgL8/dWpbVv9cehQ3XXFFYptjtcjJkZKTTXfg7PPNoM7AAAAANRgMQzDcPcgmlN+fr6io6OVl5enKC8Pqg22caO0Zo3UsaMU4N3fz+xKT9cZf/mLzkpJ0ant2ys2MlKZublauHKlMnNyNHHMGL1xzz2288/+v/9TTkGB+p56qhLj4lRWUaFVW7fq523blNy2rX5+7TUlxMY2/cArKsylBkOGSD17Nv3jAQAAAHC7huRQQnpLkZUlffONFBIitWrl7tGctKqqKhmSAo4r2S8oLtZZt9+urXv3avPbb6tX586SpNLycoU42Wbuobff1uNz5+qeq67SM7fd1hxDN9+L6mrp/PN94r0AAAAAULeG5FDWpLcEVVXmWuiSEp8Jhf7+/g4BXZIiw8J04ZlnSjJn262cBXRJ+vM55zic2+RiY6WCAmnLFjOsAwAAAMBRhPSWYO9e6fffpXbt3D2SJldaXq7v162TxWJRSqdOJzx/0apVkqTeR2fcm4XFYm7LtmuXtH9/8z0uAAAAAI/n3QuTcWIlJdKmTVJoqBQc7O7RuFxuYaFe+OgjVVdXKzM3V1/8/LP2ZWZq+g03qGuHDg7nz1m8WHsOHlRBcbHW/vablqxfr75du2rKn//cvAMPDTX7AmzaJLVt65PvDQAAAICGI6T7utRU6cgRqTlniptRbmGhZrz7ru3nwIAAPXPbbfrblVc6PX/O4sVaumGD7ecLBgzQ3PvvV0xkZJOP1UFCgrl3+t69Urduzf/4AAAAADwOjeN8WVGR9NVX5rrn1q3dPZomVVVVpX2HD+vD77/X9DlzNOass/Tf6dOdrluXpCN5efp561bd+/rryisq0hf/+IdO69KlmUct6dAhs5nfhRea/wUAAADgc2gcB9Pu3VJ2ttmozMf5+/urU0KC7rvmGj1+00365Mcf9ebnn9d6fuvoaI0ZPFiLn35aR/LyNPHZZ5txtDUH0tqsdEhNdc/jAwAAAPAohHRfVVAg7dhhBnS/lvU2XzBggCRpyfr1Jzw3KT5ePTt21JodO1RcWtrEI3PC31+KipK2b5eKi5v/8QEAAAB4lJaV3lqS3bulvDwpJsbdI2l2B7KyJDnuoV6bjKwsWSwW+bvry4y4OLPi4fff3fP4AAAAADwGId0X5eVJO3eapdQWi7tH0yBV1Ya2pOdp+a7D2pKep6pq5y0T1u/apbzCQofj2fn5uv9f/5IkXTRokCQpKy9PW5yUkxuGoUfmzNGhnByNPOMMBdeyl3qT8/Mz96/fvl1y8pwAAAAAtBx0d/dFv/1mlrufcoq7R9Igq1OzNOenPcouKrcdiw0P0oQhnTSwc5zduXMWL9a/Fi3SyL591bFtW4WHhGjvoUNatGqVCktKdPnZZ+ua886TJO07fFh9J07UwB49lNKpkxJiY3UkL08/btyoHfv2KSE2Vq/+3/8163N1EBtrVj/s3i2dfrp7xwIAAADAbeju7mtycsyO7qGhUnS0u0dTb6tTs/TcNztrvX7K+d3sgvryTZv01hdfaNXWrTqQlaXi0lLFRkWpX9euuv6CC3T1uefKcrSKIKegQM98+KGWbNig3QcOKDs/XyFBQeraoYPGnHWW7rr8csV5wmuVkyNVVpqd3n3xswkAAAC0UA3JoYR0X7N+vfTrr5I7thNrpKpqQ3d+sNZuBv14seFBenlcP/n7eVf5foMYhrku/ayzpF693D0aAAAAAC7CFmwtVXGxWS7tZc3itmfk1xnQJSm7qFzbM/KbaURuYrGYM+i7dkllZe4eDQAAAAA3IKT7kgMHpNxcswmZF8kpqTugN/Q8rxYbK2Vlme8lAAAAgBaHkO4rqqrMGdjQUK/bFz0mtH5d1et7nlfz95eCgsyy9+pqd48GAAAAQDPzrjSH2h06ZF5at3b3SBqsR2KUYsPrDuCx4UHqkeiDPQScad3anEk/fNjdIwEAAADQzAjpvmLPHnPm1V17fZ8Efz+LJgzpVOc5E4Z08u2mcTWFhJhd3vfudfdIAAAAADQzQrovyM2V0tK8chbdamDnOE05v5vDjHpseJDD9mstQmysGdILCtw9EgAAAADNKMDdA4AL7N8vFRZKCQnuHslJGdg5Tv07xmp7Rr5ySsoVE2qWuLeYGfSaoqLMdenp6VKPHu4eDQAAAIBmQkj3dmVlZsO46Gh3j8Ql/P0s6tXeN57LSbFYpIgI6bffzD3vAwPdPSIAAAAAzYByd2+XmSnl5Jjl0fAtsbFSdrZ05Ii7RwIAAACgmRDSvZ11P21/f/eOA64XGGg2A8zIcPdIAAAAADQTQro3Kykx16O3auXukaCpREaaTQHLy909EgAAAADNgJDuzQ4flvLyzCZj8E2tWpnd+yl5BwAAAFoEQro3O3BA8vOj1N2XBQRIhkHJOwAAANBCENK9FaXuLUdUlLlnOiXvAAAAgM8jpHurzEwpP99cswzf1qqVuazh8GF3jwQAAABAEyOke6sDB8wyd0rdfZ/1PbZ28gcAAADgswjp3qi4mFL3liY6Wtq3Tyorc/dIAAAAADQhQro3OnJEKiyk1L0liY42S97p8g4AAAD4NEK6N8rKMv/rx9vXYvj7m13ec3LcPRIAAAAATYiU522qq821yeHh7h4JmltYmJSeboZ1AAAAAD6JkO5t8vPNsmdK3VueiAhzJr2w0N0jAQAAANBECOneJifH3CM9JMTdI0FzCwszmwZS8g4AAAD4LEK6tzl8WAoIkCwWd48Ezc3Pz3zfs7PdPRIAAAAATYSQ7k0qK6WMDNajt2Th4ea69Opqd48EAAAAQBMgpHuT3FypoID16C1ZZKTZkyA/390jAQAAANAECOneJDdXKiuTgoPdPRK4S0iI2ZOAdekAAACATyKke5NDh6TAQHePAu5ksZh7ph8+7O6RAAAAAGgChHRvUVkpZWaa23ChZQsPlw4eZF06AAAA4IMI6d6isNDcfis01N0jgbtZt2IrKnL3SAAAAAC4GCHdWxQUmOvR2R8d1nXphYXuHgkAAAAAFyOkewtrIGN/dPj7S4ZBSAcAAAB8ECHdW2Rl0TQOx/j70+EdAAAA8EGEdG9QVWWG9LAwd48EniI0VDpyxJxRBwAAAOAzCOneoKiIpnGwFxpqlruXlLh7JAAAAABciJDuDQoLpdJSmsbhmLAwM6AXFLh7JAAAAABciJDuDQoLzbJmP94uHOXvL1VW0jwOAAAA8DGkPm+QnS0FBLh7FPA0fn5SXp67RwEAAADAhQjpns4wzKZxrEfH8azN4wAAAAD4DKZnPV1Fhbn2OCjI3SNpdumHD+t/S5fqi59/1va0NB3MzlZsZKSG9u6te6++WoNSUhxu8/PWrXry3//Wis2bVVBSoo5t2+rqkSM17dprFRoc7IZn0YSCgsymglVVZvk7AAAAAK9HSPd0JSVSebkUHu7ukTS7lz/5RE998IG6tGun8/v3V3xMjH7bv18Lli/XghUr9MGDD+rKkSNt53+8bJmuevRR+fv56fKzz1ZCbKxWbN6sx+bO1ffr1um7f/5Twb70ZYc1pJeWtsjPBwAAAOCLCOmerrTUDOm+FC7raWCPHlr24osaftppdsd/3LhR5/3tb5r0wgv649ChCg4KUklZmW597jlZLBatePll9e/eXZJkGIbufOklvbpggZ7/6CPdd8017ngqTSMoSMrJIaQDAAAAPoQ16Z6utFSqrm6R5cx/Ovtsh4AuScNPO00jzzhD2fn52pSaKklasXmzjuTl6dKhQ20BXZIsFosev/lmSdLszz6TYRjNM/jmEBhodngvLXX3SAAAAAC4CCHd0xHAnAo82u0+4OiXF4eysyVJnRMTHc5tFRGhmMhI7T10SL8fONB8g2xqFovZWLCkxN0jAU6axWKRxWJplseaMGGCLBaL5syZ0yyPBwAA0BCEdE9XXGyGMdikHTqkb3/9VQmxserTubMkqU2rVpKk1IwMh/PzCguVU1AgSdq5f3+zjbNZWCx8kYNG6dSpky0YWy8hISHq3Lmzxo8frzVr1rh7iD5vzpw5euSRR7Rnzx53DwUAAHgQQrqny89vkevRa1NRWanrnnxSZRUVevrWW+V/dCZ9SO/eigoP14IVK7Tut9/sbvPQ22/b/j+3sLBZx9vkAgLMzwjQSF27dtXQoUM1dOhQde3aVQcPHtS///1vDR48WHPnznX38JpEYmKiunfvrujoaLeOY86cOZoxYwYhHQAA2CGkezLDIKTXUF1drZueflrLNm7UxDFjdN0FF9iuiwgN1XOTJqmislKDJ0/W+Cee0D2zZmnIHXfo9c8/V4/kZEmSv5+PfeSDggjpOCn333+/li9fruXLl2vTpk06cOCArrjiClVVVWny5MnKyclx9xBdbubMmdq+fbsuu+wydw8FAADAgY8lFh9TXm6WMhPSZRiGJj77rOZ9843Gn3++Zk+Z4nDOzWPG6It//EODe/XSpytW6LVPP1WAv7++++c/dWr79pKOlcX7jKAgc0lEZaW7RwIfERMTo7feekvh4eEqKCjQ119/7e4hAQAAtCiEdE9m3X4tONjdI3Gr6upq3fz003r7yy817txzNWfqVPnVMiN+0aBB+uH551XwxRcqXrxYy158UcP69NHm1FT5+fmpX9euzTz6JhYUdOzLHMBFoqKi1K1bN0mqtRT7q6++0iWXXKK2bdsqODhYHTp00I033qjdu3fXer8bN27UH//4R8XExCgiIkKDBg3Shx9+eFJjzczM1K233qp27dopJCREPXr00MyZM1VZWakRI0bIYrFoyZIldreprXFcSUmJPvjgA1199dXq3r27IiIiFBERoTPOOEOPP/64ioqKnI7Bur5/z549WrVqlS666CLFxMQoPDxcw4cP1/fff293/pIlS2SxWLR06VJJ0siRI+16A9Qc1+bNm3XttdcqKSlJQUFBatWqlbp27aprrrlGixcvPqnXDgAAeCb2Sfdk5eXmDGlgoLtH4lJV1Ya2Z+Qrp6RcMaFB6pEYJX8/583xqqur9ZdnntE7ixfrqpEjNff++23r0OtrxaZN2nPwoEYPGqToiAhXPAXPYd2Grbzc3SOBjykuLpYkhYWFOVx311136cUXX5QkxcfHq1evXtq9e7fmzJmjjz/+WF9++aWGDBlid5tly5Zp1KhRKikpUVRUlHr27Km0tDSNGzdO+/bta9QY9+/fr6FDhyotLU2BgYHq3bu3ioqKdP/99+vnn39u8P39+uuvuuaaaxQQEKCEhAT17NlTeXl52rJlizZs2KBPPvlEy5cvV2hoqNPbf/7555oyZYqioqLUpUsX7dq1S8uXL9eFF16ob775RiNGjJAkRUdHa+jQodq0aZPy8/PVu3dvu/Xxbdu2lSStXr1aI0aMUElJiaKjo5WSkqKqqirt27dPH3zwgYqLizVq1KiGv3AAAMCjMZPuySorpaoqyYfWUa9OzdKdH6zVY4u26pXvd+mxRVt15wdrtTo1y+Hc6upq3Xw0oP/5nHM074EH6gzo+U5muQ4cOaK/PPusAvz99dhNN7n0uXgEf3/zM0K5O1zot99+s82In3HGGXbXvf7663rxxRfVuXNn/fDDDzp06JDWrl2r7OxsPf7448rPz9dVV12l0hrVHUVFRbr22mtVUlKi66+/XhkZGVqzZo3S09P1z3/+Uw888ECjxnnbbbcpLS1NAwYM0O+//661a9dqx44dWrZsmZYuXaqffvqpQfeXlJSk//73v8rJydG+ffu0Zs0a7dy5U/v27dMVV1yhtWvX6umnn6719lOmTNGjjz6qQ4cO6ZdfftHhw4d17bXXqrKyUvfdd5/tvL59+2r58uXq27evJOnll1+29QVYvny5LrroIknSY489ppKSEt1///3KzMzU+vXrtWnTJuXm5mrNmjW68sorG/GqAQAAT8dMuiezBi8f2YJtdWqWnvtmp8Px7KJyPffNTk05v5sGdo6zHX/0vfc0Z/FiRYSGqltSkh530mn60mHDdMapp0qSXvr4Y8375hsN69NH8a1aad/hw/p0xQoVl5bqrb//Xf2Olu/6FD8/qbqakA6XyM/P1+rVq/V///d/qqys1NChQzV8+HDb9eXl5XrkkUfk7++v+fPn20KmJPn7++uBBx7QunXrNH/+fP3vf//TddddJ0n68MMPtX//frVv317/+te/FHi0OsjPz09TpkzR0qVL9dlnnzVorDt27NCiRYsUGBio//73v+rQoYPtuuHDh+v555/XjTfe2KD77Nixozp27OhwPCEhQe+9954+++wz/fvf/9b06dOd3n7UqFF2YTwwMFAvvPCCPvroI/3888/KyclRTExMvcfz29GdKqZOnaqg43qTDBgwQAMGDKj3fQEAAO9BSPdkPhS8qqoNzflpT53nzPlpj/p3jLWVvu85eFCSVFhSoifmzXN6m04JCbaQPqRXLy3dsEELV65UTkGB4qKiNHrQIE0dN059fW0tupXFYu4C4EOfFTSvG2+80SHM+vn56aqrrtKsWbPsjq9cuVIHDx7UmWeeaRfQa7rkkks0f/58LV261BbSv/rqK0nSzTffbAvoNd1+++0NDunffPONJGnEiBHq3Lmzw/VXX321br/9dpWUlDTofqurq7Vw4UJ9/fXX+v3331VYWCjDMCRJFotFv/32m4qLi50uA/jLX/7icKx169bq1KmTduzYod9//139+/ev91iSkpK0Y8cO/fe//3V63wAAwDcR0j2ZDwWv7Rn5yi6qe910dlG5tmfkq1d7c23mnPvu05was1Incm6/fjq3X7+TGqfX8qHPCppX165dFR8fL8MwdPDgQf3+++8KDAzUmWee6TDru2nTJklmM7lhw4Y5vb/c3FxJUnp6uu3Yzp1mBU3Pnj2d3qa243WxzjKfdtppTq8PCQlR165dtXHjxnrfZ25urkaPHq2VK1fWeV5OTo7TkN6lSxen58fHx2vHjh0qLCys91gkc+3/t99+q4kTJ+qf//ynLrzwQg0bNkwjR45UXFzcie8AAAB4JUK6J/Oh4JVTUr/GZvU9D8fxoc8Kmtf999+vCRMm2H5esWKFLr30Ut1zzz1q27atxo8fb7suLy9PknT48GEdPny4zvutOYNtDadt2rRxeq61UVpDWDutR0ZG1npOXdc5M2XKFK1cuVLdu3fXk08+qbPOOkutW7e2lZp36NBB6enpqqiocHr78PBwp8etu1FYZ+Tra8yYMVq0aJGeeOIJrVq1Stu3b9eLL76ogIAAXXbZZXr++efV/uj2kgAAwHf4TkcyX1RR4TPr0WNC67fXe33Pw3EI6XCRoUOH6s0335Qk/d///Z/y8/Nt10Uc3R3h2muvlWEYdV5qbntmvV1twT4zM7PB47QG4rpmpwsKCup9f5WVlfrvf/8rSfr000/1pz/9Se3atbMF9MrKSh08ugSnOY0ePVorVqzQ4cOHtWDBAt15551q1aqV/ve//2ns2LG1fmEAAAC8FyHdk5WWmt27fUCPxCjFhtcdwGPDze3Y0EAWi/mFjotVV1frf//7nwYOHKj33nvP5fcPz3XppZfqrLPOUnZ2tp577jnb8ZSUFEnm3t0NYd1zffv27U6v37ZtW4PHaL3P2srZy8rKbCXx9XH48GEVFRUpNjZW3bt3d7h+8+bNqqqqavA462JpwJewsbGx+uMf/6iXXnpJmzdvVnR0tNatW6dffvnFpWMCAADuR0j3ZGVlPhPS/f0smjCkU53nTBjSqdb90lEHf3/zs+Ii1nCekpKiK6+8UmvWrNG6detcdv/wDtYu5S+99JJttnr48OFq3bq1NmzYYDdTfiIXXHCBJOmtt95yOvP72muvNXh8559/viTphx9+0N69ex2u/89//tOgpnHWvc/z8/Od3q6urdcay/qYDW1u17ZtW1uzvAMHDrh8XAAAwL0I6Z7Mh0K6JA3sHKcp53dzmFGPDQ9y2H4NDeDvb1ZdnKTjw7l1FtJZN274vksuuUQ9e/ZUTk6Orct7SEiIHn30UUnSn//8Z33yyScO66w3b96sqVOnasWKFbZj48aNU/v27bV//37deuuttlBqGIZefPFFffHFFw0eX7du3TRmzBhVVFToyiuvtAurK1as0N13392gz26rVq3Uq1cvVVZW6u6771Z5udkfo6qqSk899ZT+85//OGyDdrJOOeUUSdLSpUudXn/11Vdr0aJFtrFYffTRR9q0aZMsFkutXfYBAID3IqR7svJynwrpkhnUXx7XTw+NSdEd556qh8ak6OVx/QjoJ8Pf3/ysNFJt4by6utpVI4QXslgsuueeeyRJzz33nEqPfhE0adIk3XfffTpy5Ij+9Kc/qXXr1ho4cKD69++vuLg49enTR08//bTdevDw8HDNnTtXwcHBeuedd5SQkKCBAweqXbt2uuuuu/TEE080aoyzZ89WcnKyVq9erU6dOql///7q0aOHhg0bpmHDhmnw4MGSzD3c62PmzJmyWCx6/fXXlZiYqDPPPFMJCQm677779MADDygxMbFR46zNVVddJUl66qmn1L17d51zzjkaMWKEFi9eLElavHixLr74YkVFRalPnz621+zPf/6zqqqq9OCDD9qCPgAA8B2EdE/moyHJ38+iXu2jNezUNurVPpoS95NlsTTqs2IN57169SKcw6nx48erXbt2OnjwoN5++23b8ZkzZ2rFihW65pprFB4erg0bNmjPnj3q0KGDbrrpJi1atEjnnXee3X2NHDlSq1at0tixY2WxWLR161YlJSXpgw8+0N///vdGja9Dhw5avXq1brnlFsXFxWnLli2qrq7Wo48+qo8++kjFxcWS6t/lfezYsfryyy81ZMgQlZSUaMeOHTr11FM1b948WwWBKw0fPlzvv/++Bg4cqPT0dC1btkxLly61Nah79913dcstt6hr1646cOCANm7cqLCwMF122WVaunRpk4wJAAC4n8Vo6J4wLpaenq6pU6fqyy+/VElJibp166a33npL/fv3r/U2S5cu1ZQpU7Rlyxa1a9dO9957r2677bZ6PV5+fr6io6OVl5enqCgPb1K2cKFZ8t66tbtHAk926JAUHS2NGlWv06urqzV//nw99NBD2rFjh/z8/OoM5oGBgZo8ebKef/55V40YaHLV1dWKjY1VXl6esrOzHfZ8BwAAaE4NyaFu3Sc9JydHQ4cO1ciRI/Xll18qPj5eu3fvVqtWrWq9TWpqqkaPHq2JEydq3rx5WrFihW6//Xa1adNGl19+efMNvjkwo4n6sFikenzX5iycW48Dvubjjz9WXl6eUlJSCOgAAMCruDWkP/XUU0pKStI777xjO9apU6c6b2Ndg/jCCy9Iknr27KlffvlFzz77rO+FdMln9klHEzpBSD/ZcG4Yhl544QW99NJLLhkumsZ5552nr7/+2t3DaFaHDh3Su+++q5tvvllxccf6WixevNhWXVXfKisAAABP4daQ/tlnn+nCCy/Un//8Zy1dulTt27fX7bffrokTJ9Z6m5UrV9q287G68MILbVv7HN/Nt6ysTGU1tqfKz8937ZNoKtbQRUhHfdQS0nfu3KlLLrnkpGbOKysrG3U7NK/G7DXu7UpKSjR16lTdd9996tChgxISErR//35lZGRIksaMGaPbb7/dzaMEAABoGLc2jvv99981a9Ysde3aVV999ZVuu+02/fWvf9V7771X620OHjyotm3b2h1r27atKisrdeTIEYfzZ86cqejoaNslKSnJ5c+jybi3XQB8wKFDh5SWliaLxULIhs+Jj4/X9OnTNXDgQJWVlWn9+vUqLi7W0KFDNXv2bC1YsKDend0BAAA8hVtn0qurqzVgwAA9+eSTkqS+fftqy5YtmjVrlq6//vpab2c5bnbZ2vvu+OOSNG3aNE2ZMsX2c35+vvcE9XquNQZqq7gYPny40tLS9Nxzz+mFF15QWVlZg8O6v7+/qqqqXDFKNKG6enn4qrCwMD3yyCN65JFH3D0UAAAAl3FrSE9MTFRKSordsZ49e2r+/Pm13iYhIcG2PY1VZmamAgIC7NYkWgUHBys4ONg1A25OlLmjvgyjzs9L69at9eSTT2rKlCmNCut+fn66+uqrde+997pqxGgCHTp0cPcQAAAA4AJuDelDhw7Vjh077I7t3LlTHTt2rPU2gwcP1sKFC+2Off311xowYIDDenSvx0w66qseX+qcTFhv06aNTjvtNFeMFAAAAEAd3Lom/e6779aqVav05JNPateuXXr//ff1xhtvaPLkybZzpk2bZlf6ftttt2nv3r2aMmWKtm3bprfffltvvfWW7rnnHnc8haZFSEd9nGAm/XjWsJ6WlqapU6cqJCTE1lQOAAAAgHu59V/mZ555pj755BN98MEH6t27tx577DG98MILuvbaa23nZGRkKC0tzfZz586d9cUXX2jJkiU644wz9Nhjj+mll17yze3XaHiE+jAMqREh2xrW9+3bp6lTpyo0NJSwDgAAALiZxTBa1lRtfn6+oqOjlZeXp6ioKHcPp27ffisdOSIlJLh7JPBk6elSUpJ09tkndTdHjhxxWgYfGBioyZMn6/nnn3fFaAEAAIAWpyE5lGkzTxYUJNFVGydSVSW5oDni8WXw1pl16z7pAAAAAJoeId2ThYQQ0nFiLgrpVs7Cetu2bV12/wAAAABq59bu7jiB4GBCeh3mffONfty4Ub/u3KlNqakqr6jQO1OnasKoUU7P/3nrVj35739rxebNKigpUce2bXX1yJGadu21CvXGbfqsDMOsunAxa1h/5JFHFBDAHxUAAABAc+Bf3p7M17aUc7EH33pLew8dUuvoaCXGxmrvoUO1nvvxsmW66tFH5e/np8vPPlsJsbFasXmzHps7V9+vW6fv/vlPBTdB0G02TRiig7z5dQEAAAC8DCHdkzF7Wad//f3v6tq+vTomJOgf77+vaW++6fS8krIy3frcc7JYLFrx8svq3727JMkwDN350kt6dcECPf/RR7rvmmuac/iuxWcFAAAA8AmsSfdkBK86/aF/f3WsR+f7FZs360heni4dOtQW0CXJYrHo8ZtvliTN/uwzefVGB3xWAAAAAJ9ASPdkBC+XOJSdLUnqnJjocF2riAjFREZq76FD+v3AgeYemuvwWQEAAAB8AiHdkxG8XKJNq1aSpNSMDIfr8goLlVNQIEnauX9/cw7LNaqqJD8/PisAAACAjyCke7KAADOA0eH9pAzp3VtR4eFasGKF1v32m911D739tu3/cwsLm3toJ6+qSvL3J6QDAAAAPoJ/2XuywEAzfFVWmkEMjRIRGqrnJk3SX559VoMnT9YV55yjhNhY/bRli37duVM9kpO1PS1N/n5e+J1VVZX5GSGkAwAAAD7BC1NJCxISYu5/XV7u7pF4vZvHjNEX//iHBvfqpU9XrNBrn36qAH9/fffPf+rU9u0lHSuL9yrl5eZnJCTE3SMBAAAA4AJMv3my4GBCugtdNGiQLho0yOH4dU8+KT8/P/Xr2tUNozpJZWVSRIT5OQEAAADg9QjpnszPzwxgmZnuHkmzqao2tD0jXzkl5YoJDVKPxCj5+1ma7PFWbNqkPQcPavSgQYqOiGiyx2ky5eVSVJS7RwEAAADARQjpni4qSvLGruONsDo1S3N+2qPsomOVA7HhQZowpJMGdo47qfvOLypSVHi43bEDR47oL88+qwB/fz12000ndf9uU1FBSAcAAAB8CCHd00VEtIju7qtTs/TcNzsdjmcXleu5b3ZqyvndHIL6vxYt0vJNmyRJm37/3XZsyfr1kqRLhw3TpcOGSZJe+vhjzfvmGw3r00fxrVpp3+HD+nTFChWXluqtv/9d/bp1a8Jn14QMQwoNdfcoAAAAALgIId3ThYaaQcyHVVUbmvPTnjrPmfPTHvXvGGtX+r580ya9+9VXduet2LxZKzZvliR1SkiwhfQhvXpp6YYNWrhypXIKChQXFaXRgwZp6rhx6uuNa9FromkcAAAA4DMI6Z4uJMRcm15dbf7XB23PyLcrcXcmu6hc2zPy1at9tO3YnPvu05z77qvXY5zbr5/O7dfvpMbpcSorza3XCOkAAACAz/DN1OdLWsA2bDkl9Xtu9T2vxWD7NQAAAMDnENI9XQsI6TGh9ds+rL7ntRiEdAAAAMDnENI9XXCwefHhkN4jMUqx4XUH8Nhwczs21FBWZvYsCAx090gAAAAAuAgh3dNZLFJsrFRS4u6RNBl/P4smDOlU5zkThnRq0v3SvVJpqRR3clvTAQAAAPAshHRvEBdn7oftwwZ2jtOU87s5zKjHhgc53X4NMrfma9XK3aMAAAAA4EJ0d/cGERHmfw3DnFn3UQM7x6l/x1htz8hXTkm5YkLNEndm0J2oqjI/C5GR7h4JAAAAABcipHuDyEhzXXppqbkG2Yf5+1nstllDLayfBesXOAAAAAB8AuXu3iAiwgxkPrwuHQ1UUiKFhUnh4e4eCQAAAAAXIqR7g4AAn28ehwYqLpZat5b8+BUGAAAAfAn/wvcWrVubW24BklRZaX5xAwAAAMCnENK9RWSk2TgOsDYQpGkcAAAA4HMI6d4iIsJsHlde7u6RwN1KS83PAk3jAAAAAJ9DSPcWkZFm87jiYnePBO5mbRpHSAcAAAB8DiHdWwQFSXFxUlGRu0cCdysslNq0kfz93T0SAAAAAC5GSPcmCQlmqTNatooKqW1bd48CAAAAQBMgpHuTmBhzO7aKCnePBO5SVmauR4+JcfdIAAAAADQBQro3iYkx16YXFrp7JHCXggLzMxAd7e6RAAAAAGgChHRvEhRkljkXFLh7JHCXwkIpMdGsqAAAAADgcwjp3qZtW8rdWyrDkKqqzKZxAAAAAHwSId3btGplrkkuK3P3SNDcSkvNbfhYjw4AAAD4LGpmvU2rVuaa5IICM6y3YPO++UY/btyoX3fu1KbUVJVXVOidqVM1YdQop+fnFxXpkTlzNP/HH3UwO1sJsbG6fPhwPTJhgqLCw5t59I1QUGCuRY+KcvdIAAAAADQRZtK9TUCAuSaZ/dL14Ftv6Y3PP9feQ4eUGBtb57lFJSU656679PxHH6l7UpLuvuIKpXTsqOc/+kjn3HWXikpKmmnUJ6GoSGrXTvLj1xYAAADwVfxr3xu1aSNVVpprlFuwf/3979rzwQc6vGCBbrvkkjrPffrDD7V+1y7de/XV+vqZZ/SPW27Rl089pYevv17rd+3S0x9+2EyjbqTqavP9jotz90gAAAAANCFCujeKi5PCw1v8bPof+vdXx4SEE55nGIb+9cUXiggN1cPXX2933bRrr1VMZKTe+uILGZ78pYd16zVCOgAAAODTCOneKCrKLHnPyXH3SLzCb/v368CRIxrau7fCQ0PtrgsJCtLZp52m9CNHtCs93U0jrIe8PLPU3RvWzgMAAABoNEK6t+rQQSovb/El7/Xx2/79kqSuHTo4vd563Hqex6muNrfda9/e3SMBAAAA0MQI6d4qPl6KiJAKC909Eo+Xd3RZQHQts9BRYWF253mcggKzeiI+3t0jAQAAANDECOneKjJSSkig5L0lyM01KyeOfpkAAAAAwHexT7o3S0qSdu0yS94tFnePxmNZZ9BrmynPLy62O8+jVFWZl3bt3D0SAAAAtCDlldWau3KP9mYXq2NsmK4b3ElBAczxNgdCujeLjzdn1K3l0HDqRGvOT7Rm3a0odQcAAEAzm/nFVr35Y6qqa7S/euKLbZo4vLOmjU5x38BaCL4K8WYREWbJe26uu0fiMlXVhrak52n5rsPakp6nquqTb4zXtUMHtWvdWis2b1ZRSYnddaXl5Vq2caPatW6tUz2xMVturlkxcVxXegAAAKApzPxiq15fZh/QJanakF5flqqZX2x1z8BaEEK6t0tKMjt/V1e7eyQnbXVqlu78YK0eW7RVr3y/S48t2qo7P1ir1alZJ3W/FotFfxk9WoUlJXr0vffsrpv5738rp6BAfxk9WhZPWzJQVWW+r4mJ7h4JAAAAWoDyymq9+WNqnee8+WOqyiu9P3t4MsrdvV18vFkOnZcnxcS4ezSNtjo1S899s9PheHZRuZ77ZqemnN9NAzvH2V33r0WLtHzTJknSpt9/tx1bsn69JOnSYcN06bBhkqR7r75an/30k57+8EOt27VL/bt104bdu/Xlzz/rjFNP1b1XX92Ez66RcnOlVq0odQcAAECzmLtyj8MM+vGqDfO8m4ef0jyDaoEI6d4uPFzq3FnauNFrQ3pVtaE5P+2p85w5P+1R/46x8vc7Ntu9fNMmvfvVV3bnrdi8WSs2b5YkdUpIsIX08NBQLXn+ec149119tGyZlqxfr4TYWN19xRWafsMNCvfEcvLcXGnAACkkxN0jAQAAQAuwN7vYpeehcQjpvqBjR2n7dqmkxCvXLm/PyFd2UXmd52QXlWt7Rr56tY+2HZtz332ac9999X6c6IgIPTd5sp6bPLnRY202hYXme5mU5O6RAAAAoIXoGFu/LX/rex4ahzXpvqB1a6l9e+nIEXePpFFySuoO6A09zydkZZkB3UurIwAAAOB9rhvcSX4naNPkZzHPQ9MhpPsCi0U65RSpstJsNuZlYkKDXHqe17M2Auzc2XxvAQAAgGYQFOCnicM713nOxOGd2S+9ifHq+orERCk2VsrOdvdIGqxHYpRiw+sO4LHhQeqR2EL2gs/Kktq2NbfXAwAAAJrRtNEpuvXszg4z6n4W6daz2Se9ObAm3VcEBUldu0orV5rl7140A+vvZ9GEIZ2cdne3mjCkk13TOJ9VXS0VFUn9+kkB/HoCAACg+U0bnaK/XdBDc1fu0d7sYnWMDdN1gzsxg95MSAG+pEMHKSJCKigwt2XzIgM7x2nK+d0056c9dk3kYsODNGFIJ4ft13xWXp4UHW32GAAAAADcJCjAj23W3ISQ7kuioqROnaStW70upEtmUO/fMVbbM/KVU1KumFCzxL1FzKBb5eRIp59ubq0HAAAAoMUhpPuaTp2knTul4mIpzPu2RvD3s9hts9aiFBaae6J37OjukQAAAABwExYV+Jr4eLMr+KFD7h4JGiozU+rSxewpAAAAAKBFIqT7GotF6tbNbCRXWOju0aC+8vPNyoeuXd09EgAAAABuREj3RW3amDOymZnuHgnq6/Bh8z2LjXX3SAAAAAC4ESHdF1ks5oxsaKjZ6R2eLTfX7MrPLDoAAADQ4hHSfVVcHLPp3sAwpKwsM6C3auXu0QAAAABwM0K6L+va1dzKKy/P3SNBbXJyzO3yTj3V3SMBAAAA4AEI6b4sJsYM6keOmDO28CyGYYb07t29cl97AAAAAK5HSPd1XbuaATAnx90jwfGOHDG/SOnSxd0jAQAAAOAhCOm+LipK6tXLDOmVle4eDawqKsymfr17m0sSAAAAAECE9Jbh1FOlDh2kjAx3jwRWBw5IHTtKp5zi7pEAAAAA8CCE9JYgKMicsTUMqajI3aNBQYEUEGC+JwEB7h4NAAAAAA9CSG8p2rUzG5QdPChVV7t7NC1XVZW5LV6PHlLbtu4eDQAAAAAPwzReS2GxmGvTDx40Q2JCgrtH1DIdPGiG85QUd48EAAAA8GpV1YZWp2Yrs6BU8ZEhGtg5Vv5+FncP66QR0luSiAjptNOkpUulkhIpNNTdI2pZiorMmfTTT+e1BwAAAE7C4s0ZmrFwqzLySm3HEqNDNH1sikb1TnTjyE4e5e4tTceOUrduZuMy9k5vPtXVZuO+7t3NJn4AAAAAGmXx5gxNmrfWLqBL0sG8Uk2at1aLN3t3w2xCekvj52c2LGvd2gzqaB4HDphLDHr3NpceAAAAAGiwqmpDMxZulbPpRuuxGQu3qqraeyckCektUVSU1L+/+f+5uW4dSouQnW12ce/fnz3RAQAAgJOwOjXbYQa9JkNSRl6pVqdmN9+gXIyQ3lJ16GCujc7Kkkpr/5DjJJWUSHl50hlnSInevTYGAAAAcLfMgvpll/qe54kI6S1Zjx7mGun0dLOhGVyrqsosc+/Z0+wDAAAAAOCkxEeGuPQ8T0RIb8kCAqS+fc0Z3vR0d4/GtxiGtG/fsYoFP37VAAAAgJM1sHOsEqNDVFuXJ4vMLu8DO8c257BciuTQ0oWHm2ulg4OlI0fcPRrfkZlpvrYDBrDdGgAAAOAi/n4WTR+bIkkOQd368/SxKV69XzohHVLbtlK/flJBgVRY6O7ReL+CAqmszAzocXHuHg0AAADgU0b1TtSs8f2UEG1f0p4QHaJZ4/t5/T7pAe4eADxEly5Sfr60fr3k78/sb2MVFUmHD5tfenTq5O7RAAAAAD5pVO9EnZ+SoNWp2cosKFV8pFni7s0z6FaEdJj8/My105WV0ubNUvv2Uoj3Nltwi5IS6eBB83Xs04f90AEAcLOqasMn/wHfkvGeoiZ/P4sGd/G9ylVCOo4JCDBngKuqpG3bpKQkKSjI3aPyDqWlZif33r3N7db8/d09IgAAWrTFmzM0Y+FWu/2UE6NDNH1siteXwrZUvKdoKViTDnuBgeZa6m7dpLQ0qbzc3SPyfGVlZnf8nj3NLzkC+O4LAAB3Wrw5Q5PmrbULc5J0MK9Uk+at1eLNGW4aGRqL9xQtCSEdjoKCpDPPlLp2NYN6ZaW7R+S5ysvNrda6dTO/3AgMdPeIAABo0aqqDc1YuFWGk+usx2Ys3KqqamdnwBPxnqKlIaTDuZAQaeBAqXNnae9eqaLC3SPyPOXl5pcYXbuaX2qwNAAAALdbnZrtMNtakyEpI69Uq1Ozm29QOCm8p2hpqMtF7UJDpbPOMhug/f672UyOru+moiKzSVzXruaXGTTZAwDAI2QW1B7mGnMe3I/3FC0NIR11Cw+Xhg6VwsKkrVvNfb+jo909KvfKyZFyc6XTTjM7uTODDgCAx4iPrN8X5/U9D+7He4qWhpCOEwsONsu5w8LMfdTLyqT4eHePyj0OHjTX6A8aJPXoYW5dBwAAPMbAzrFKjA7RwbxSp2uYLZISos2tu+AdeE+bDlvaeSZCOurH39/c+zsiQlqzxmyW1r59ywmp1dXS/v1muf/gwVLHju4eEQAAcMLfz6LpY1M0ad5aWSS7UGeNHtPHphBEvAjvadNgSzvP1UISFlzCYpFOOUU65xwpKkras6dlbNFWVialpkqxsdKIEQR0AAA83KjeiZo1vp8Sou3LnxOiQzRrfD8CiBfiPXUttrTzbBbDMFrUXgX5+fmKjo5WXl6eoqKi3D0c75WbK61bZzaUi44216pbfOzbS8OQjhyRCgqkLl3MPdAjI909KgAAUE+U8voe3tOTV1VtaNhT39faMd+6fGD51HN5bV2oITmUcnc0TqtW0vDhUmKitGmTOdPcvr25ft0XlJZK6enHnucpp5gl/wAAwGv4+1k0uEucu4cBF+I9PXkN2dKO19o9COlovIAAs3la27bSxo3S7t3mmvU2bbx3Vt0wpEOHpJISqXt3cx1+S+9mDwAAAJ/Blnaej5COkxcTIw0bZs6kb9hglsC3bWsGdm9SUCBlZpprzwcOlDp1ajmN8QAAANAisKWd5yOkwzX8/aVTTzVn0bdsMZvKZWZKrVubTeY8WV6eufY8LEzq3VtKSWHtOQAAAHwSW9p5PqYJ4VrR0eYWZRdcIPXqJRUXm2XweXlmKbmnMAwpJ8ccW2mpdNpp0oUXmvufE9ABAADgo6xb2knHtrCzYks7z0B3dzStnByz/H33brOcvFUrM8gHuKmIo6LC7Eyfl2eOo2tXs6y9VSv3jAcAAABwA/ZJb14NyaFuDemPPPKIZsyYYXesbdu2OnjwoNPzlyxZopEjRzoc37Ztm3r06FGvxySku0lenlkC//vvUn6+VFVlzlhHR0tBQU372GVl5uMXFppl+a1aSZ07mxdmzQEAANBCsaVd8/GqLdh69eqlb7/91vazfz22udqxY4fdE2vTpk2TjA0uFB0tnX661LOnlJVlrldPS5MOHjRnt8PDzUtw8MmFdsMw76+0VCoqMsvtg4LM5nY9e5pr5uPipMBA1z03AAAAwAuxpZ1ncntIDwgIUEJCQoNuEx8fr1b1LE8uKytTWVmZ7ef8/PwGPRZcLCjI3Fs9MdFcs56dLR0+bAb2wkKzFL2iwjzX398M7cHBZpd1P79jW7sZhlRdbV7KysxQXl197DGCg80u7WecYTavi41ln3MAAAAAHs/tIf23335Tu3btFBwcrEGDBunJJ5/UKaecUudt+vbtq9LSUqWkpOjBBx90WgJvNXPmTIeSeniIgAApPt68pKSYQbu4+NglP99c015YaAZ3wzjWfM5iMS9+fubMeEyM2UU+LOzYJTjYe/drBwAAANAiuXVN+pdffqni4mJ169ZNhw4d0uOPP67t27dry5YtiotzLLvYsWOHli1bpv79+6usrExz587V7NmztWTJEp199tlOH8PZTHpSUhJr0r1JZaW5ht06ey4dm1X393dfEzoAAAAAqAevaRx3vKKiInXp0kX33nuvpkyZUq/bjB07VhaLRZ999lm9zqdxHAAAAACgOTUkh3rUPunh4eHq06ePfvvtt3rf5qyzzmrQ+QAAAAAAeCqPCullZWXatm2bEhPrvy/funXrGnQ+AAAAAFhVVRtauTtLn65P18rdWaqq9phCY7RQbl3Me88992js2LFKTk5WZmamHn/8ceXn5+uGG26QJE2bNk3p6el67733JEkvvPCCOnXqpF69eqm8vFzz5s3T/PnzNX/+fHc+DQAAAABeaPHmDM1YuFUZeaW2Y4nRIZo+NkWjejMRCPdwa0jfv3+/xo0bpyNHjqhNmzY666yztGrVKnXs2FGSlJGRobS0NNv55eXluueee5Senq7Q0FD16tVLixYt0ujRo931FAAAAAA0k6pqQ6tTs5VZUKr4yBAN7Bwrf7/G7eazeHOGJs1bq+PnzQ/mlWrSvLWaNb4fQR1u4VGN45oDjeMAAAAA7+PKWe+qakPDnvre7r5qskhKiA7R8qnnNvpLAKAmr20cBwAAAADHs856Hx+qrbPeizdnNOj+Vqdm1xrQJcmQlJFXqtWp2Y0ZLnBSCOkAAAAAPFZVtaEZC7c6lKVLsh2bsXBrgxq+ZRbUHtAbcx7gSoR0AAAAAB6rKWa94yNDXHoe4EqEdAAAAAAeqylmvQd2jlVidIhqW21ukbnefWDn2HrfJ+AqhHQAAAAAHqspZr39/SyaPjZFkhyCuvXn6WNTaBoHtyCkAwAAAPBYTTXrPap3omaN76eEaPtwnxAdUq/t16qqDa3cnaVP16dr5e6sBq2JB+ri1n3SAQAAAKAu1lnvSfPWyiLZNZA72VnvUb0TdX5KQoP3XnfldnDA8dgnHQAAAIDH85RgbN0O7vgQZY319ZmFR8vTkBzKTDoAAAAAj9fYWW9XOtF2cBaZ28Gdn5LAenY0GiEdAAAAgFfw97NocJc4tz1+Q7aDc+c44d1abEh/5ftd6pYUr6SYUCXHhaltZIj8+LYLAAAAQC2aYjs44HgtNqTPXrpbfsEZtp+D/P3UPiZUSbFhZnCPDTv6/2FKjg1TdFigG0cLAAAAwN2aYjs44HgtNqRf0b+DDpf5KS27WOk5JSqvqlbqkSKlHilyen5kSIAZ3GPClBRrhvgOsWaAb98qVCGB/s38DAAAAAA0J+t2cAfzSp2uS7fI3MKtodvBATXR3V1mA4iMvBLtyy7Rvpxi7cs2L2nZxdqXU6LDBWUnvN+2UcE1QnzYsRl5SukBAAAAn2Ht7i453w6O7u5wpiHd3Qnp9VBSXqX9OcXal1OstCwzuFtD/P6cEhWWVdZ5e0rpAQAAAN/hKdvBwXsQ0uvg6n3SDcNQTnGFOfuec3T2PbvE9nN6Tokqq+t+iWuW0ifHmUGeUnoAAADAc1VVG27dDg7ehZBeB1eH9BOxK6U/GtwppQcAAACAloOQXofmDukn4qyUPi372Lr4ovKqOm8f5O+nDkdn3muW0ltDPaX0AAAAAOBeDcmhLba7u6cIDfJX17aR6to20uG6mqX0abZZePtS+vKqav1+pEi/16MrPaX0AAAAAODZmEn3YpVV1TqYX3pSpfQJUSFKig21K6U3Z+NDKaUHAAAAABeg3L0OvhTST8SVpfTJNYI8pfQAAAAAUH+Uu0NSY0rpi217xdenlD4qJODYVnJHS+mts/GU0gMAAABAwzGTDqespfRp2cXafzS4W2fh07JLdKSwAaX0NTrTU0oPAACA5uZJ26V50ljQfJhJx0kL8PdTh5gwdYgJk7o4Xm8tpbeVzzsppT+YX6qD+aVasyfH4fbOSumTbdvLUUoPAAAA11i8OUMzFm5VRl6p7VhidIimj03RqN6JLXYs8FzMpMPl6lNKX1ld98eOUnoAAACcrMWbMzRp3lod/y9P67z1rPH9mi0ce9JY0PyatHGcYRhaunSpfvzxR+3Zs0fFxcVq06aN+vbtqz/84Q9KSko6qcE3NUK6+51sKb3FIrWNtC+lt83CU0oPAAAAmWXlw5763m7WuiaLpIToEC2fem6Tl5t70ljgHk1S7l5SUqLnn39er732mrKysnT66aerffv2Cg0N1a5du7RgwQJNnDhRF1xwgR5++GGdddZZJ/1E4JsaWkqfdjTIN7SU3hra7UN8mKJDKaUHAADwdatTs2sNxZJkSMrIK9Xq1GwN7hLXYsYCz1fvkN6tWzcNGjRIs2fP1oUXXqjAQMegs3fvXr3//vu66qqr9OCDD2rixIkuHSxahvp0pT+2Fv5YKX1adrEO5Na/K/2xNfCU0gMAAPiazILaQ3FjzjsZnjQWeL56h/Qvv/xSvXv3rvOcjh07atq0afrb3/6mvXv3nvTggONZLBbFhgcpNjxIZyS1crj++FL6mmviraX0+aWV2nIgX1sO5Du5f0rpAQAAfEF8ZIhLzzsZnjQWeL56h/SaAT0tLU1JSUmyWOzDimEY2rdvn5KTk9W1a1fXjRKopxOV0heXV2p/TomtdL7BpfQBfurQilJ6AAAATzewc6wSo0N0MK/UoVmbdGwd+MDOsS1qLPB8jeru7u/vr4yMDMXHx9sdz8rKUnx8vKqqqlw2QFejcRxqc3wpfVp2sfbn2JfS17crfc3gbi2n7xATquAASukBAACai7WjuiS7cOzO7u6eMBY0vybt7i5Jfn5+OnTokNq0aWN3fO/evUpJSVFRkfO1wJ6AkI7GqqyqVkZeqfbl2JfSpx1dE1/frvTJsWHqcNwsfHJsmOIjgymlBwAAcDFP2pvck8aC5tVkIX3KlCmSpBdffFETJ05UWFiY7bqqqir9/PPP8vf314oVKxo59KZHSEdTqVlKn1ZjX/iapfR1Ob6UPvnomnhK6QEAAE5OVbWh1anZyiwoVXykWVburq3OPGksaD5NsgWbJK1bt06SWRa8adMmBQUF2a4LCgrS6aefrnvuuacRQwa8X1hQgLq1jVS3WrrSZxeVa1+NEL+/xiz8gdwSlVeeuCt9cpx9cE+KMcN8e0rpAQAAauXvZ/GYrc08aSzwTI0qd7/xxhv14osveuVMNDPp8EQ1S+n31ZiFb2wpfc1ZeErpAQAAAPdq8jXp3oyQDm/krJT+WGO7epbSx4QeDe6U0gMAAADNqcnK3a2Kior0j3/8Q999950yMzNVXV1td/3vv//emLsFUIv6ltJbO9PXLKVPt5bSHy7S74dPXEpvzsZTSg8AAAC4Q6NC+l/+8hctXbpU1113nRITEx32SwfQfCwWi+IighUXEawzklo5XO+slN7amd5aSp9fWqnN6fnanJ7v5P6lhKgQJcVQSg8AAAA0tUaVu7dq1UqLFi3S0KFDm2JMTYpyd8CetZQ+LetYcK/Z2K6YUnoAAAAcRXf6xmnycveYmBjFxsY2anAAPEtDS+n31ZiFp5QeAACg5WCf9+bRqJn0efPm6dNPP9W7775rt1e6N2AmHXAdWyl9tv0svLW0/khheZ23r62U3hrqKaUHAADwDIs3Z2jSvLU6Pjxa/6U2a3w/gnodmqS7e9++fe3Wnu/atUuGYahTp04KDLQvZ127dm0jht08COlA8zm+lN7azK4xpfTJsWY5PaX0AAAAzauq2tCwp763m0GvySIpITpEy6eeS+l7LZqk3P3SSy892XEBaGGaupQ+OjTQFtytpfTJR8vpKaUHAABwjdWp2bUGdEkyJGXklWp1arYGd4lrvoH5qHqH9OnTpzflOAC0MPXuSl9HKX1eSYXy0itO2JU+qcYsPKX0AAAADZNZUHtAb8x5qFujGscBQFML8PezlbU7U1xeqX3ZJbYQby2lt/5cXF6ljLxS81vdPdkOt3dWSp8cG6YOMZTSAwAA1BQfGeLS81C3Rnd3d7Y3usViUUhIiE499VRNmDBBN95440kPEACcCQsKUPeESHVPqL2U3px5L7ErpU/LLtaB3NJ6l9Jbm9lRSg8AAFqqgZ1jlRgdooN5pQ6N46Rja9IHdmYHMFdoVEh/+OGH9cQTT+iiiy7SwIEDZRiG1qxZo8WLF2vy5MlKTU3VpEmTVFlZqYkTJ7p6zABQp5ql9H2TYxyuP76U3jYLfxKl9MlHZ/0ppQcAAL7G38+i6WNTNGneWlkku6Bu/RfP9LEpNI1zkUZtwXb55Zfr/PPP12233WZ3/PXXX9fXX3+t+fPn6+WXX9Ybb7yhTZs2uWywrkB3dwAnUp9S+rpYS+mts/A1S+mT48IUFUIpPQDA81RVG1qdmq3MglLFR5qzooQu1MQ+6Y3XJFuw1RQREaH169fr1FNPtTu+a9cunXHGGSosLNTu3bt12mmnqajIeSmpuxDSAZyM+pTSV1XX/cfq8aX0SbZZeErpAQDuQfhCffFlTuM0yRZsNcXGxmrhwoW6++677Y4vXLhQsbHmOoSioiJFRjquFQUAb9bYUvq07GLtz6GUHgDgeRZvztCkeWsd1hofzCvVpHlrNWt8P68P6uWV1Zq7co/2ZherY2yYrhvcSUEBfu4ellfy97OwzVoTa1RIf+ihhzRp0iT98MMPGjhwoCwWi1avXq0vvvhCs2fPliR98803Ouecc1w6WADwdCfqSl9UVqn9R2fg02psL9fQrvTWWXhrZ3pK6QEAjVFVbWjGwq1Om4EZMtcbz1i4VeenJHjtbOnML7bqzR9TVbPQ7Ykvtmni8M6aNjrFfQMDatGocndJWrFihV555RXt2LFDhmGoR48euvPOOzVkyBBXj9GlKHcH4KkMw1BWUfnRwH6slN4a5utbSp9cY1946xcGybFhat8qlFkDAICdlbuzNO7NVSc874OJZ3nl7OnML7bq9WWptV5/69kEdTSPJi93l6ShQ4dq6NChjb05AOA4FotFrSOC1boepfQ1Z+GPL6XflJ6nTel5Tu7/aCn9cQ3trCG+TQSl9ADQ0mQWlJ74pAac50nKK6v15o+1B3RJevPHVP3tgh58iQ2PUu+Qnp+fb0v8+fmO6yhrYoYaAFyvZim9s5ol56X0x7aXsyulT6WUHgAgxUeGuPQ8TzJ35R6doABN1YZ53s3DT2meQQH1UO+QHhMTo4yMDMXHx6tVq1ayWBxnWwzDkMViUVVV3dsTAQBcLzw4QN0TItU9wbFpZ81SenPmvcShlL68slq/Hy7S74ed78pBKT0A+J6BnWOVGB2ig3mlTtelWyQlRJsdvL3N3uxil54HNJd6h/Tvv//e1rn9hx9+aLIBAQBcrzGl9GlHG9o1ppTeFuYppQfQQnjrtlT+fhZNH5uiSfPWyiLZBXXr6KePTfGK53K8jrU0cW3seUBzaXTjOGdycnK0cOFCXX/99a66S5ejcRwANJy1lD6txr7w+2psL1dSUXcFVVCAn5JiQp2G+KRYSukBeDdf2GPcF57D8corq9XjoS/rLHn3s0jbH7uIajA0uYbkUJeG9A0bNqhfv34eXe5OSAcA13JWSp+WdTTIN6Yrva2xHaX0ADxfbXuMW+edvWmPcW+tBqhLS+nu7ovvna9plu7uAABI9S+lrzkLby2l35ddrKyiE5fSJ0aFqMNxs/DWzvSU0gNwF1/bY9zfz+KV26zVxRrAj98n3c8in9kn3RerIFo6ZtIBAG51fCm9dUu5xpTSJ9fYXo5SegBNzdf3GPcl5ZXVmrtyj/ZmF6tjbJiuG9zJJ6q0fKmSw9cxkw4A8Br16UpvDfA1S+nTsouVkWd2pd99uEi7a+lK3yos0D6422bjKaUHcHJ8eY9xXxMU4Odz26z5WiUHjmlQSH/ppZfqvD49Pf2kBgMAQE01S+n7OSmlr6iq1sEapfRmZ3r7Uvrc4grlFp+4lL7mLDyl9ADqw5f3GIfnW52abVfifjxDUkZeqVanZlPJ4WUaFNKff/75E56TnJzc6MEAANAQgf5+trJ2Z4rKKo92oi+xK6VPO9qZvqSiSgfySnXg6D9ijhcc4KcOlNIDqIUv7zEOz0clh+9qUEhPTa29MyIAAJ4mPDhAPRKi1CPBce3X8aX01i3lapbSl1FKD6AOvrzHODwflRy+izXpAIAWqT6l9Bm5pbY94a2l9GnZxdpPKT2Ao0b1TtSs8f0cumsn0F0bTYxKDt9V7+7uH374oa6++up63em+ffuUlpamoUOHntTgmgLd3QEArlCfUvq6OC+lPzYrTyk94F3YpxruYO3uLjmv5KC7u+doSA6td0g/55xzdOjQId1444265JJL1LNnT7vr8/LytGLFCs2bN0/ffvut3nrrLY0dO7bxz6KJENIBAE3NMAwdKSy3zcJbS+nTju4Tn5FXqqrquv/6tZbSJ8eGqUNsKKX0AACn2CfdOzRJSJekzz//XC+//LK+/fZbhYeHq23btgoJCVFOTo4OHjyoNm3a6MYbb9Rdd92l+Pj4k34iTYGQDgBwt5ql9LY18ceV0tfFWSl9clyobTaeUnoAaFmo5PB8TRbSrbKysrR8+XLt2bNHJSUlat26tfr27au+ffvKz8+zv9knpAMAPF3NUnq7xnY5DSult868U0oPAIB7NXlI92aEdACAN2uKUvqaa+IppQcAwPUakkPp7g4AgBexWCxqExmsNpEn7kpfWyl9fbrSJ9WYhbeW0ifHhqlNZLAsFkooAQBoKo2aSY+JiXH6F7TFYlFISIhOPfVUTZgwQTfeeKNLBulKzKQDAFoyV5fSJ8eGqUON7eUiKaUHvBbrmoGm0+Qz6Q8//LCeeOIJXXTRRRo4cKAMw9CaNWu0ePFiTZ48WampqZo0aZIqKys1ceLERj0JAADgeuHBAeqREKUeCY7/QHBWSm/dUm5fTrEO5JaorLJauw8XaffhIqf33yos0FY+X7OUPjk2TO0opQc8Fh3CAc/RqJn0yy+/XOeff75uu+02u+Ovv/66vv76a82fP18vv/yy3njjDW3atMllg3UFZtIBAGgcZ6X0aUfL6evTld7PIiXUKKVPtjazo5QecCvrXtvHhwL22gZcp8kbx0VERGj9+vU69dRT7Y7v2rVLZ5xxhgoLC7V7926ddtppKipy/k27uxDSAQBoGoVlldqfU6y0LDO41yylT8suVmlFdZ23p5QeaH5V1YaGPfW93Qx6TRZJCdEhWj71XErfgZPQ5OXusbGxWrhwoe6++2674wsXLlRsbKwkqaioSJGRkY25ewAA4IUimrGUPum4WXhK6YHGWZ2aXWtAlyRDUkZeqVanZmtwl7jmGxgapCn6CdCjwH0aFdIfeughTZo0ST/88IMGDhwoi8Wi1atX64svvtDs2bMlSd98843OOecclw4WAAB4p/p2pU+zNbE7Vkq/L7tY2TW60m/c79iVnlJ6oHEyC2oP6I05D82vKfoJ0KPAvRq9T/qKFSv0yiuvaMeOHTIMQz169NCdd96pIUOGuHqMLkW5OwAA3scVpfTmlnKhdqX01jBPKT1aqpW7szTuzVUnPO+DiWcxk+6BmqKfAD0KmkaTr0n3ZoR0AAB8i7WUPi27WPtz7Evp07KLlZFXouoT/GuHUnq0VNY16QfzSh1CmcSadE/WFP0E6FHQdJp8TbokVVVVacGCBdq2bZssFotSUlJ0ySWXyN/fv7F3CQAA0GA1S+n7dzxxKb1tf/gGlNInRoeqQ41Z+KQa28tRSg9v5u9n0fSxKZo0b60skl1Qt36qp49NIZB5oKboJ0CPAs/QqJC+a9cujR49Wunp6erevbsMw9DOnTuVlJSkRYsWqUuXLq4eJwAAQKME+vspOS5MyXFhTq8vLKusUT5fYt/YLscspU/PLVF6bol+Ts12uH3NUnprZ3pK6eFNRvVO1Kzx/RzWICewBtmjNUU/AXoUeIZGhfS//vWv6tKli1atWmXr5p6VlaXx48frr3/9qxYtWuTSQQIAADSViOAA9UyMUs/E2rvSW0vpzTXx9qX0ZZXV2pVZqF2ZhU7vPyYs8GiIP1ZKb52Fp5QenmJU70Sdn5JAN28vEh8Z4tLzmuo+0XCNCulLly61C+iSFBcXp3/84x8aOnSoywYHAADgTvUppT+QW2LbSs5WSn90Vj67qFw5xRXKqUcpvXUWnlJ6uIu/n4USZi8ysHOsEqNDTthPYGDnWCfXNt99ouEaFdKDg4NVUFDgcLywsFBBQUEnPSgAAABvEOjvp45x4eoYF+70+pql9OZsfEmDSulDAv3UIca+lP7YrDyl9EBL1hT9BOhR4Bka1d39+uuv19q1a/XWW29p4MCBkqSff/5ZEydOVP/+/TVnzhxXj9Nl6O4OAAA8gWEYOlxYpn3ZJXal9NbO9PXpSm8rpa8R3CmlBxxVVRs+W8rPPuneocm3YMvNzdUNN9yghQsXKjDQ/Aa3oqJCf/zjH/XOO++oVatWjRp4cyCkAwAAb1CzlN468358KX1dnJXSJ9fYXo5SerQULSFwNsWXEL78xYY7NNs+6bt27dK2bdtkGIZSUlJ06qmnNvaumg0hHQAA+AJnpfTHtpczS+nrYi2lTz7amZ5SeviixZszNGneWof11daoOWt8P58J6vBsTRLSp0yZUu8BPPfcc/U+t7kR0gEAgK+rWUq/r0Zwp5QeLUlVtaFhT31f677f1iZoy6eeywwxmlxDcmi9G8etW7euXudRNgUAAOBeFotF8ZEhio8MOWFX+rQaAX7/SXSlp5QenmZ1anatAV0ym6Jl5JVqdWo2Xe3hUeod0n/44YemHAcAAACaSX270lvL552V0tenKz2l9HCnzILaA3pjzgOaS6O2YAMAAIDviggOUM/EKPVMdCzJdFZKf6yxnVlKX1pRrV2ZhdqVWej0/o8vpa85C08pPVwlPjLEpecBzYWQDgAAgHo7USl9eWW1MvJKbOvfG1tKbw3tdqX0sWFqE0EpPepnYOdYJUaH6GBeqUPjOOnYmvSBnWObe2hAnQjpAAAAcJmgANeV0q8SpfSewhu34/L3s2j62BRNmrdWFskuqFtHPn1sisc/D7Q8J7UFmzeiuzsAAIBnqk8pfX260ifHhqnDcaX0ybFmKX2gP6X0DeXt+4x7+/jhG5ptn3RvREgHAADwTnWV0qdlFyunuKLO2x9fSm/tTE8pfe18ZZ9xb6wEgG8hpNeBkA4AAOCbCkorbOH92P7wx8rpyyqr67x9SKCfbR18zVJ6a5iPCG5ZK0XZZxxwnSbZJx0AAADwZJEhgUppF6iUdnV1pS+2ldM760r/W2ahfqujK721lD65xjp4Xy2lZ59xwD0I6QAAAPB59l3pHa8/vpTeGuBrltJbu9JvqEdX+mOl9GaQ98ZSevYZB9zDrSH9kUce0YwZM+yOtW3bVgcPHqz1NkuXLtWUKVO0ZcsWtWvXTvfee69uu+22ph4qAAAAfNiJutLXp5T+RF3pa24p1+FoOb0nl9KzzzjgHm7/06BXr1769ttvbT/7+/vXem5qaqpGjx6tiRMnat68eVqxYoVuv/12tWnTRpdffnlzDBcAAAAtUENK6WtuKefNpfTsMw64h9tDekBAgBISEup17uzZs5WcnKwXXnhBktSzZ0/98ssvevbZZwnpAAAAcIv6lNIfyC2xhfZja+HNi6eW0rPPOOAebg/pv/32m9q1a6fg4GANGjRITz75pE455RSn565cuVIXXHCB3bELL7xQb731lioqKhQYGOhwm7KyMpWVldl+zs/Pd+0TAAAAAOoQFOCnTq3D1am195XSj+qdqFnj+znsM57gZfuMswUbvIlbQ/qgQYP03nvvqVu3bjp06JAef/xxDRkyRFu2bFFcnGOHyIMHD6pt27Z2x9q2bavKykodOXJEiYmOf0jMnDnTYd07AAAA4ClOWEpfUGY/C3+0md3+nPqV0seGBykpJtSulD756Cx8fUrpR/VO1PkpCV4bchdvznD4kiHRy75kQMviUfukFxUVqUuXLrr33ns1ZcoUh+u7deumG2+8UdOmTbMdW7FihYYNG6aMjAynZfPOZtKTkpLYJx0AAABer2YpvbUz/fGl9HWpWUp/bC28d3elr2nx5gxNmrfWYU299RnNGt+PoI5m4bX7pIeHh6tPnz767bffnF6fkJDg0Pk9MzNTAQEBTmfeJSk4OFjBwcEuHysAAADgbo0ppU87Wk7vUEr/e/1K6WuuiffErvRWVdWGZizc6rTpnSEzqM9YuFXnpyR4TVUAWgaP+q0qKyvTtm3bNHz4cKfXDx48WAsXLrQ79vXXX2vAgAFO16MDAAAALVl9S+lts/A1SukPNKCU3jb73sBS+qa0OjXbrsT9eIakjLxSrU7N1uAuzif8AHdwa0i/5557NHbsWCUnJyszM1OPP/648vPzdcMNN0iSpk2bpvT0dL333nuSpNtuu02vvPKKpkyZookTJ2rlypV666239MEHH7jzaQAAAABex2KxKD4qRPFRIerf0XEbNael9DU60+cUVyi7qFzZReUn7EpvWwsfF6YOMc1TSp9ZUHtAb8x5QHNxa0jfv3+/xo0bpyNHjqhNmzY666yztGrVKnXsaO5dkZGRobS0NNv5nTt31hdffKG7775br776qtq1a6eXXnqJ7dcAAAAAF6tvKb05897wUvrQQH+78nlXl9LHR4a49DyguXhU47jm0JAF+wAAAAAarrra0JFC+1J6a2d6ayn9iVLI8aX0xxrb1a+Uvqra0LCnvtfBvFKn69ItMreSWz71XNako8l5beM4AAAAAN7Pz69+pfRptvL5Y6X0adnFynVBKb2/n0XTx6Zo0ry1skh2Qd0ayaePTSGgw+Mwkw4AAADAoxxfSm+dha9ZSl+XmqX01YahX/fmKL+00nY9+6SjuTUkhxLSAQAAAHgNayl9zVl4W4jPLlZGfumJS+nDgpQUF2Yrp0+u0Zk+sVWIW7vSwzcR0utASAcAAGgZqqoNrU7NVmZBqeIjQzSwcyylzS3A8aX0adnF2p9dYldKXxdrKb11K7mapfTJsWFqHRHUpF3p4ZtYkw4AAIAWbfHmDM1YuNVun2xKnFuGE3Wlzy+tODrrXmJXSm/dH75mV/qVvzve/viu9Ob+8KEu60oPMJMOAAAAn7J4c4YmzVvr0NHbOvc5a3w/gjqcOr6UPi2rxLYvfL1L6cOD7II7pfSQKHevEyEdAADAd1m33ao5g14T227hZLi6lP7YHvGU0vs6yt0BAADQIq1Oza41oEvmNlwZeaVanZqtwV3imm9g8AnNUUpvXQdfs5Q+Oc6cjQ+nlL5F4F0GAACAz8gsqD2gN+Y8oCGiQgLVq120erWLdriuutrQ4cKyY/vBZ5XUmI03S+lLKqq081Chdh4qdHr/NUvpbWviKaX3OYR0AAAA+Iz4yBCXnge4ip+fRW2jQtQ2KkQDOsU6XF9WWaUDuaW2mfd9OWYpvfX/c4srlF1Uruyicm3Yl+twe38/ixKjQ47Owh/f2I5Sem9CSAcAAIDPGNg5VonRITqYV+rQOE46tiZ9YGfHkITasZ1d0wsO8Ffn1uHqXI9S+n22PeLtS+n355Rofw6l9N6OdwIAAAA+w9/PouljUzRp3lpZJLugbo2U08emEDAbgO3sPENTl9LHhQepw3Gl9NbO9JTSNy+6uwMAAMDnECxdg+3sfEN9SunrUrOU3tqZnlL6hmELtjoQ0gEAAFoGSrRPDtvZtRzOSumtnen35ZSovLK6zts7K6W3hXlK6SWxBRsAAAAgfz8L26ydBLazaznqW0qfZg3yjSylTz5aTk8pfd0I6QAAAAAcsJ0dpMZ1pd9XI8znFlcoq6hcWfXoSk8pvYmQDgAAAMAB29mhPurfld5+Fr5mKf2xrvRZDrdviaX0vveMAAAAAJw0trODKzS0lP5YY7uWW0pPSAcAAADggO3s0NTqW0p/bOb92Ix8Wnax8kp8s5Se7u4AAAAAasV2dvBUx5fS262Jb0BX+uTYMHWIadpSerZgqwMhHQAAAGgYtrODt7GW0qfVEuIP5pfqREn4+FL65Bqz8A0tpSek14GQDgAAAKAp8aWG53MopbcF+GOl9HWxltJb17/XLKVPjg1TXLh9KT37pAMAAACAG7A8wDucqCt9XolZSr8/x34WPi27WPuP60ov1d6V3lpK3ya4qt5jYyYdAAAAAFxg8eYMTZq31qEbvnU+ddb4fgR1H3B8KX1aje3laiulry4r1r4XrmQmHQAAAACaQ1W1oRkLtzrdrs6QGdRnLNyq81MSKH33cjW70p9ZS1f69JwS7cspsZXS707P1Fv1vH9COgAAAACcpNWp2XYl7sczJGXklWp1arYGd4lrvoGh2QUH+OuUNhE6pU2E7Vh+fnu9dUv9bu99O7sDAAAAgIfJLKg9oDfmPLRchHQAAAAAOEnxkSEuPQ8tFyEdAAAAAE7SwM6xSowOUW2rzS0yu7wP7Oy4hhmoiZAOAAAAACfJ38+i6WNTJMkhqFt/nj42haZxOCFCOgAAAAC4wKjeiZo1vp8Sou1L2hOiQ9h+DfVGd3cAAAAAcJFRvRN1fkqCVqdmK7OgVPGRZok7M+ioL0I6AAAAALiQv5+FbdbQaJS7AwAAAADgIQjpAAAAAAB4CEI6AAAAAAAegpAOAAAAAICHIKQDAAAAAOAhCOkAAAAAAHgIQjoAAAAAAB6CkA4AAAAAgIcgpAMAAAAA4CEI6QAAAAAAeAhCOgAAAAAAHoKQDgAAAACAhyCkAwAAAADgIQjpAAAAAAB4CEI6AAAAAAAegpAOAAAAAICHIKQDAAAAAOAhCOkAAAAAAHgIQjoAAAAAAB6CkA4AAAAAgIcgpAMAAAAA4CEI6QAAAAAAeAhCOgAAAAAAHoKQDgAAAACAhyCkAwAAAADgIQjpAAAAAAB4CEI6AAAAAAAegpAOAAAAAICHIKQDAAAAAOAhAtw9AAAAAMAbVFUbWp2arcyCUsVHhmhg51j5+1ncPSyfxGuNloyQDgAAAJzA4s0ZmrFwqzLySm3HEqNDNH1sikb1TnTjyHwPrzVaOsrdAQAuV1VtaOXuLH26Pl0rd2epqtpw95AAoNEWb87QpHlr7UKjJB3MK9WkeWu1eHOGm0bme3itAWbSAQAuxgwIAF9SVW1oxsKtcvZVoyHJImnGwq06PyWBcuyTxGsNmJhJBwC4DDMgAHzN6tRshz/TajIkZeSVanVqdvMNykfxWgMmQjoAwCVONAMimTMglL4D8CaZBbWHxsach9rxWgMmQjoAwCWYAQHgi+IjQ1x6HmrHaw2YCOkAAJdgBgSALxrYOVaJ0SGqbQW0RWbfjYGdY5tzWD6J1xowEdIBAC7BDAgAX+TvZ9H0sSmS5BAerT9PH5tCIzMX4LUGTIR0AIBLMAMCwFeN6p2oWeP7KSHa/kvGhOgQzRrfr0XsXNFcW2vyWgOSxTCMFtXBJz8/X9HR0crLy1NUVJS7hwMAPsXa3V2SXQM5a3DnH1gAvFlVtaHVqdnKLChVfKT5pWNLmNV1x9aaLfW1hu9qSA4lpAMAXIp90gHAd1i/fD0+MPDlK9AwDcmhAc00JgBACzGqd6LOT0lgBgQAvNyJtta0yNxa8/yUBP6MB1yIkA4AcDl/P4sGd4lz9zAAACehIVtr8mc+4Do0jgMAAADggK01AfcgpAMAAABwwNaagHsQ0gEAAAA4YGtNwD0I6QAAAAAc+PtZNH1siiQ5BHXrz9PHptA0DnAxQjoAAAAAp0b1TtSs8f2UEG1f0p4QHdKk269VVRtauTtLn65P18rdWaqqblG7RqOFo7s7AAAAgFo199aaizdnaMbCrXad5ROjQzR9bAp7sqNFsBiG0aK+lmrIJvIAAAAAms/izRmaNG+tw97s1q8DmnL2HmhKDcmhlLsDAAAAcLuqakMzFm51COiSbMdmLNxK6Tt8HiEdAAAAgNutTs22K3E/niEpI69Uq1Ozm29QgBsQ0gEAAAC4XWZB7QG9MecB3oqQDgAAAMDt4iNDTnxSA84DvBUhHQAAAIDbDewcq8ToEIc92a0sMru8D+wc25zDApodIR0AAACA2/n7WTR9bIokOQR168/Tx6Y02dZvgKcgpAMAAADwCKN6J2rW+H5KiLYvaU+IDmH7NbQYAe4eAAAAAABYjeqdqPNTErQ6NVuZBaWKjzRL3JlBR0tBSAcAAADgUfz9LBrcJc7dwwDcgnJ3AAAAAAA8BCEdAAAAAAAPQUgHAAAAAMBDENIBAAAAAPAQhHQAAAAAADwE3d0BAAAAeJSqaoMt2NBiecxM+syZM2WxWHTXXXfVes6SJUtksVgcLtu3b2++gQIAAABoMos3Z2jYU99r3Jur9H8frte4N1dp2FPfa/HmDHcPDWgWHjGTvmbNGr3xxhs67bTT6nX+jh07FBUVZfu5TZs2TTU0AAAAAM1k8eYMTZq3VsZxxw/mlWrSvLWaNb6fRvVOdMvYgObi9pn0wsJCXXvttXrzzTcVExNTr9vEx8crISHBdvH392/iUQIAAABoSlXVhmYs3OoQ0CXZjs1YuFVV1c7OAHyH20P65MmTNWbMGP3hD3+o92369u2rxMREnXfeefrhhx/qPLesrEz5+fl2FwAAAACeZXVqtjLySmu93pCUkVeq1anZzTcowA3cWu7+4Ycfau3atVqzZk29zk9MTNQbb7yh/v37q6ysTHPnztV5552nJUuW6Oyzz3Z6m5kzZ2rGjBmuHDYAAAAAF8ssqD2gN+Y8wFu5LaTv27dP//d//6evv/5aISEh9bpN9+7d1b17d9vPgwcP1r59+/Tss8/WGtKnTZumKVOm2H7Oz89XUlLSyQ0eAAAAgEvFR9YvE9T3PMBbua3c/ddff1VmZqb69++vgIAABQQEaOnSpXrppZcUEBCgqqqqet3PWWedpd9++63W64ODgxUVFWV3AQAAAOBZBnaOVWJ0iGrbaM0iKTHa3I4N8GVuC+nnnXeeNm3apPXr19suAwYM0LXXXqv169fXuxncunXrlJhIh0cAAADAm/n7WTR9bIokOQR168/Tx6awXzp8ntvK3SMjI9W7d2+7Y+Hh4YqLi7MdnzZtmtLT0/Xee+9Jkl544QV16tRJvXr1Unl5uebNm6f58+dr/vz5zT5+AAAAAK41qneiZo3vpxkLt9o1kUuIDtH0sSlsv4YWwSP2Sa9NRkaG0tLSbD+Xl5frnnvuUXp6ukJDQ9WrVy8tWrRIo0ePduMoAQAAALjKqN6JOj8lQatTs5VZUKr4SLPEnRl0tBQWwzBa1EaD+fn5io6OVl5eHuvTAQAAAABNriE51O37pAMAAAAAABMhHQAAAAAAD0FIBwAAAADAQxDSAQAAAADwEIR0AAAAAAA8BCEdAAAAAAAP4dH7pAMAAABwv6pqo1n3LW/uxwM8CSEdAAAAQK0Wb87QjIVblZFXajuWGB2i6WNTNKp3otc/HuBpKHcHAAAA4NTizRmaNG+tXWCWpIN5pZo0b60Wb87w6scDPBEhHQAAAICDqmpDMxZuleHkOuuxGQu3qqra2Rme/3iApyKkAwAAAHCwOjXbYUa7JkNSRl6pVqdme+XjAZ6KkA4AAADAQWZB7YG5Med52uMBnorGcQAAAGgWdOz2LvGRIS49z9MeD/BUhHQAAAA0OTp2e5+BnWOVGB2ig3mlTteJWyQlRJtftnjj4wGeinJ3AAAANClf6dhdVW1o5e4sfbo+XSt3Z/l8AzN/P4umj02RZAbkmqw/Tx+b4rJqiOZ+PMBTWQzD8O0/XY6Tn5+v6Oho5eXlKSoqyt3DAQAA8GlV1YaGPfV9rQ3BrLOjy6ee69HhqyVXArBP+v+3d+9BUd33/8dfC1gWFVal4aLSDDjeKOO9VLQmVoPXEKeTVJvUYjCSaI3Xar3UhjBJxzZN1KoNamI1jgY7MdqvGMXYWI0XElTMjEoaHUtHakBGcWBjxCqc3x/82Gbl4kJgz4F9PmZ2xv3wOex7k/fAeXE+ez7At9eYHEpIBwAAQIvJuXxDT7/1yQPnZaYOVUKPUC9U1Hg1KwHuP2mu+ZNCxtRBbT48evt+Aty/AG1NY3Ion0kHAABAi2ntd+x+0N7dNlXv3Z0YG9GmQ6S/n82rf0Tx9usBVsJn0gEAANBiWvsdu9m7G4C3EdIBAADQYmru2F3fNWabqj9vbNU7drf2lQAAWh9COgAAAFpMa79jd2tfCQCg9SGkAwAAoEWNi4tUxtRBinC4B9kIh93yN11r7SsBALQ+3DgOAAAALW5cXKQSYyNa3R27a1YCzNqeJ5vkdgO51rASAEDrwxZsAAAAMJ3Vt9xi724A3wZbsAEAAKDVaA0BuLWuBADQ+nAlHQAAAKbJPl+kWdvzau1DXhN9rf6ZdQDwRGNyKDeOAwAAgCkqqwylZ+XXCujS/z77nZ6Vr8oqn7qmBMDHEdIBAABgityCUrcl7vczJBWVVSi3oNR7RQGAyQjpAAAAMEWJs/6A3pR5ANAWENIBAABgirBg+4MnNWIeALQFhHQAAACYIj66iyIddtV3f3Sbqu/yHh/dxZtlAYCpCOkAAAAwhb+fTWlJsZJUK6jXPE9LimWbMwA+hZAOAAAA04yLi1TG1EGKcLgvaY9w2Nl+DYBPCjC7AAAAAPi2cXGRSoyNUG5BqUqcFQoLrl7izhV0AL6IkA4AAADT+fvZlNAj1OwyAMB0LHcHAAAAAMAiCOkAAAAAAFgEIR0AAAAAAIsgpAMAAAAAYBGEdAAAAAAALIKQDgAAAACARbAFGwAAAOCByiqDvdwBtDhCOgAAAPAA2eeLlJ6Vr6KyCtdYpMOutKRYjYuLNLEyAG0Ny90BAACABmSfL9Ks7XluAV2SissqNGt7nrLPF5lUGYC2iJAOAAAA1KOyylB6Vr6MOr5WM5aela/KqrpmAEDjEdIBAACAeuQWlNa6gv5NhqSisgrlFpR6rygAbRohHQAAAKhHibP+gN6UeQDwIIR0AAAAoB5hwfZmnQcAD0JIBwAAAOoRH91FkQ676ttozabqu7zHR3fxZlkA2jBCOgAAAFAPfz+b0pJiG5yTlhTLfukAmg0hHQAAAGjAuLhIPf9ItO7P4X426flHotknHUCzIqQDAAAADcg+X6RNHxfo/l3WDEPa9HEB+6QDaFaEdAAAAKAe7JMOwNsI6QAAAEA92CcdgLcR0gEAAIB6sE86AG8jpAMAAAD1YJ90AN5GSAcAAADqwT7pALyNkA4AAADU45v7pN8f1Gues086gOZESAcAAIDpKqsM5Vy+of/77KpyLt+w1N3Sx8VFKmPqIEU43Je0Rzjsypg6iH3SW4CV+wFoaQFmFwAAAADfln2+SOlZ+W53UY902JWWFGuZADwuLlKJsRHKLShVibNCYcHVS9y5gt78WkM/AC3JZhiGT/1Zqry8XA6HQ2VlZQoJCTG7HAAAAJ+Wfb5Is7bn1dqHvCb6cqXat9APaKsak0NZ7g4AAABTVFYZSs/KrxXIJLnG0rPyWersI+gHoBohHQAAAKbILSh1W9J8P0NSUVmFcgtKvVcUTEM/ANUI6QAAADBFibP+QNaUeWjd6AegGiEdAAAApggLtj94UiPmoXWjH4BqhHQAAACYIj66iyId9lr7j9ewqfqu3vHRXbxZFkxCPwDVCOkAAAAwhb+fTWlJsZJUK5jVPE9LimWbMx9BPwDVCOkAAAAwzbi4SGVMHaQIh/sS5giHne22fBD9ALBPutnlAAAAQNXbb+UWlKrEWaGw4OolzVwx9V30A9qaxuTQAC/VBAAAANTL38+mhB6hZpcBi6Af4MtY7g4AAAAAgEUQ0gEAAAAAsAhCOgAAAAAAFkFIBwAAAADAIgjpAAAAAABYBCEdAAAAAACLIKQDAAAAAGARhHQAAAAAACyCkA4AAAAAgEUQ0gEAAAAAsAhCOgAAAAAAFkFIBwAAAADAIgjpAAAAAABYBCEdAAAAAACLIKQDAAAAAGARhHQAAAAAACyCkA4AAAAAgEUEmF0AAACwvsoqQ7kFpSpxVigs2K746C7y97OZXRYAAG0OIR0AADQo+3yR0rPyVVRW4RqLdNiVlhSrcXGRJlYGAEDbw3J3AABQr+zzRZq1Pc8toEtScVmFZm3PU/b5IpMqAwCgbSKkAwCAOlVWGUrPypdRx9dqxtKz8lVZVdcMAADQFIR0AABQp9yC0lpX0L/JkFRUVqHcglLvFQUAQBtHSAcAAHUqcdYf0JsyDwAAPBghHQAA1Cks2N6s8wAAwIMR0gEAQJ3io7so0mFXfRut2VR9l/f46C7eLAsAgDaNkA4AAOrk72dTWlKsJNUK6jXP05Ji2S8dAIBmREgHAAD1GhcXqYypgxThcF/SHuGwK2PqIPZJBwCgmQWYXQAAALC2cXGRSoyNUG5BqUqcFQoLrl7izhV0AACaHyEdAAA8kL+fTQk9Qs0uAwCANs8yy91Xrlwpm82m+fPnNzjv6NGjGjx4sOx2u2JiYrRhwwbvFAgAAAAAQAuzREg/deqUNm3apH79+jU4r6CgQBMmTNCIESN09uxZLV++XHPnztX777/vpUoBAAAAAGg5pof0r776Sj//+c/11ltvqXPnzg3O3bBhg773ve9pzZo16tu3r2bMmKHp06fr9ddf91K1AAAAAAC0HNND+uzZszVx4kQ99thjD5ybk5OjMWPGuI2NHTtWp0+f1t27d+s85s6dOyovL3d7AAAAAABgRaaG9J07dyovL08rV670aH5xcbHCw8PdxsLDw3Xv3j1dv369zmNWrlwph8PhekRFRX3rugEAAAAAaAmmhfTCwkLNmzdP27dvl91uf/AB/5/N5r7di2EYdY7XWLZsmcrKylyPwsLCphcNAAAAAEALMm0LtjNnzqikpESDBw92jVVWVurjjz/W+vXrdefOHfn7+7sdExERoeLiYrexkpISBQQEKDS07m1hAgMDFRgY2PxvAAAAAACAZmZaSB89erTOnTvnNpaSkqI+ffpoyZIltQK6JCUkJCgrK8tt7MMPP9SQIUPUrl27Fq0XAAAAAICWZlpIDw4OVlxcnNtYhw4dFBoa6hpftmyZrl69qm3btkmSZs6cqfXr12vhwoVKTU1VTk6ONm/erMzMTK/XDwAAAABAczP97u4NKSoq0pUrV1zPo6OjtX//fh05ckQDBgzQK6+8orVr1+rJJ580sUoAAAAAAJqHzai585qPKC8vl8PhUFlZmUJCQswuBwAAAADQxjUmh1r6SjoAAAAAAL7EtM+kAwAAADUqqwzlFpSqxFmhsGC74qO7yN+v7i12AaAtI6QDAADAVNnni5Sela+isgrXWKTDrrSkWI2LizSxMgDwPpa7AwAAwDTZ54s0a3ueW0CXpOKyCs3anqfs80UmVQYA5iCkAwAAwBSVVYbSs/JV112Ma8bSs/JVWeVT9zkG4OMI6QAAADBFbkFprSvo32RIKiqrUG5BqfeKAgCTEdIBAABgihJn/QG9KfMAoC0gpAMAAMAUYcH2Zp0HAG0BIR0AAACmiI/uokiHXfVttGZT9V3e46O7eLMsADAVIR0AAACm8PezKS0pVpJqBfWa52lJseyXDsCnENIBAABgmnFxkcqYOkgRDvcl7REOuzKmDmKfdAA+J8DsAgAAAODbxsVFKjE2QrkFpSpxVigsuHqJO1fQAfgiQjoAAABM5+9nU0KPULPLAADTsdwdAAAAAACLIKQDAAAAAGARhHQAAAAAACyCkA4AAAAAgEUQ0gEAAAAAsAhCOgAAAAAAFkFIBwAAAADAIgjpAAAAAABYBCEdAAAAAACLIKQDAAAAAGARhHQAAAAAACyCkA4AAAAAgEUQ0gEAAAAAsAhCOgAAAAAAFkFIBwAAAADAIgjpAAAAAABYBCEdAAAAAACLIKQDAAAAAGARhHQAAAAAACyCkA4AAAAAgEUEmF2AtxmGIUkqLy83uRIAAAAAgC+oyZ81ebQhPhfSnU6nJCkqKsrkSgAAAAAAvsTpdMrhcDQ4x2Z4EuXbkKqqKn355ZcKDg6WzWYzu5wGlZeXKyoqSoWFhQoJCTG7HFgUfQJP0SvwBH0CT9Er8BS9Ak+09T4xDENOp1Ndu3aVn1/Dnzr3uSvpfn5+6t69u9llNEpISEibbFQ0L/oEnqJX4An6BJ6iV+ApegWeaMt98qAr6DW4cRwAAAAAABZBSAcAAAAAwCII6RYWGBiotLQ0BQYGml0KLIw+gafoFXiCPoGn6BV4il6BJ+iT//G5G8cBAAAAAGBVXEkHAAAAAMAiCOkAAAAAAFgEIR0AAAAAAIsgpAMAAAAAYBGEdJNkZGSoX79+CgkJUUhIiBISEnTgwAGPjj1x4oQCAgI0YMCAli0SpmtKn9y5c0e/+c1v9PDDDyswMFA9evTQX/7yFy9VDLM0pVd27Nih/v37q3379oqMjFRKSopu3LjhpYphBStXrpTNZtP8+fMbnHf06FENHjxYdrtdMTEx2rBhg3cKhGV40iu7d+9WYmKiHnroIdfPoYMHD3qvSJjO058pNTin9V2e9oqvntcS0k3SvXt3/f73v9fp06d1+vRpjRo1SpMmTdKFCxcaPK6srEzJyckaPXq0lyqFmZrSJ5MnT9ZHH32kzZs364svvlBmZqb69Onjxaphhsb2yvHjx5WcnKznnntOFy5c0HvvvadTp05pxowZXq4cZjl16pQ2bdqkfv36NTivoKBAEyZM0IgRI3T27FktX75cc+fO1fvvv++lSmE2T3vl448/VmJiovbv368zZ87oxz/+sZKSknT27FkvVQozedonNTin9V2N6RWfPa81YBmdO3c23n777QbnTJkyxVixYoWRlpZm9O/f3zuFwVIa6pMDBw4YDofDuHHjhperghU11Ct//OMfjZiYGLextWvXGt27d/dGaTCZ0+k0evbsaRw6dMh49NFHjXnz5tU799e//rXRp08ft7EXXnjBGDp0aAtXCStoTK/UJTY21khPT2+Z4mAZTekTzml9U2N6xZfPa7mSbgGVlZXauXOnbt26pYSEhHrnbdmyRZcvX1ZaWpoXq4NVeNIne/fu1ZAhQ/Taa6+pW7du6tWrlxYtWqTbt297uVqYyZNeGTZsmP7zn/9o//79MgxD165d065duzRx4kQvVwszzJ49WxMnTtRjjz32wLk5OTkaM2aM29jYsWN1+vRp3b17t6VKhEU0plfuV1VVJafTqS5durRAZbCSxvYJ57S+qzG94svntQFmF+DLzp07p4SEBFVUVKhjx47as2ePYmNj65x76dIlLV26VMeOHVNAAP/bfElj+uRf//qXjh8/Lrvdrj179uj69ev65S9/qdLSUp/4/I6va0yvDBs2TDt27NCUKVNUUVGhe/fu6YknntC6deu8XDW8befOncrLy9OpU6c8ml9cXKzw8HC3sfDwcN27d0/Xr19XZGRkS5QJC2hsr9zvjTfe0K1btzR58uRmrgxW0tg+4ZzWdzW2V3z5vJYr6Sbq3bu3PvvsM33yySeaNWuWpk2bpvz8/FrzKisr9cwzzyg9PV29evUyoVKYydM+kaqvWthsNu3YsUPx8fGaMGGCVq1apa1bt/rEXx19XWN6JT8/X3PnztVLL72kM2fOKDs7WwUFBZo5c6aXq4Y3FRYWat68edq+fbvsdrvHx9lsNrfnhmHUOY62o6m9UiMzM1Mvv/yy/vrXvyosLKwFKoQVNLZPOKf1XU35meLT57Vmr7fH/4wePdp4/vnna43fvHnTkGT4+/u7HjabzTX20UcfmVAtzFJfnxiGYSQnJxs9evRwG8vPzzckGRcvXvRGebCQhnpl6tSpxlNPPeU2duzYMUOS8eWXX3qjPJhgz549tX6fSDJsNpvh7+9v3Lt3r9YxI0aMMObOnes2tnv3biMgIMD473//663S4WVN6ZUaO3fuNIKCgox9+/Z5sWKYobF9wjmt72rKzxRfPq9ljYmFGIahO3fu1BoPCQnRuXPn3MbefPNNHT58WLt27VJ0dLS3SoQF1NcnkjR8+HC99957+uqrr9SxY0dJ0sWLF+Xn56fu3bt7s0xYQEO98vXXX9daZujv7+86Dm3T6NGja/0+SUlJUZ8+fbRkyRJXD3xTQkKCsrKy3MY+/PBDDRkyRO3atWvRemGepvSKVH0Fffr06crMzOQeFz6gsX3COa3vasrPFF8+ryWkm2T58uUaP368oqKi5HQ6tXPnTh05ckTZ2dmSpGXLlunq1avatm2b/Pz8FBcX53Z8WFiY7HZ7rXG0LY3pE0l65pln9MorryglJUXp6em6fv26Fi9erOnTpysoKMjMt4IW1theSUpKUmpqqjIyMjR27FgVFRVp/vz5io+PV9euXc18K2hBwcHBtX5vdOjQQaGhoa7x+3tl5syZWr9+vRYuXKjU1FTl5ORo8+bNyszM9Hr98J6m9EpmZqaSk5P1pz/9SUOHDlVxcbEkKSgoSA6Hw7tvAF7R2D7hnNZ3NeVnii+f1xLSTXLt2jX94he/UFFRkRwOh/r166fs7GwlJiZKkoqKinTlyhWTq4TZGtsnHTt21KFDhzRnzhwNGTJEoaGhmjx5sl599VWz3gK8pLG98uyzz8rpdGr9+vX61a9+pU6dOmnUqFH6wx/+YNZbgEXc3yvR0dHav3+/FixYoD//+c/q2rWr1q5dqyeffNLEKmEF9/fKxo0bde/ePc2ePVuzZ892jU+bNk1bt241oUJYAee08BTntf9jM1jXCAAAAACAJXB3dwAAAAAALIKQDgAAAACARRDSAQAAAACwCEI6AAAAAAAWQUgHAAAAAMAiCOkAAAAAAFgEIR0AAAAAAIsgpAMAAAAAYBGEdAAAWomRI0dq/vz5zf59H3nkEb377rvN/n2b0w9+8APt3r3b7DIAAGhxhHQAAHzYvn37VFxcrJ/97Gc6cuSIbDZbg4+tW7eaUudvf/tbLV26VFVVVaa8PgAA3kJIBwDAh61du1YpKSny8/PTsGHDVFRU5HpMnjxZ48aNcxubMmWKKXVOnDhRZWVlOnjwoCmvDwCAtxDSAQBohW7evKnk5GR17txZ7du31/jx43Xp0iW3OW+99ZaioqLUvn17/eQnP9GqVavUqVMn19evX7+uv//973riiSckSd/5zncUERHhegQFBSkwMND1PDw8XOvWrVNMTIyCgoLUv39/7dq1y/X9aq7EHzx4UAMHDlRQUJBGjRqlkpISHThwQH379lVISIiefvppff31167jRo4cqRdffFEvvviiOnXqpNDQUK1YsUKGYbjm+Pv7a8KECcrMzGyh/6IAAFgDIR0AgFbo2Wef1enTp7V3717l5OTIMAxNmDBBd+/elSSdOHFCM2fO1Lx58/TZZ58pMTFRv/vd79y+x/Hjx9W+fXv17dvXo9dcsWKFtmzZooyMDF24cEELFizQ1KlTdfToUbd5L7/8stavX6+TJ0+qsLBQkydP1po1a/Tuu+/qgw8+0KFDh7Ru3Tq3Y9555x0FBATo008/1dq1a7V69Wq9/fbbbnPi4+N17Nixxv6nAgCgVQkwuwAAANA4ly5d0t69e3XixAkNGzZMkrRjxw5FRUXpb3/7m376059q3bp1Gj9+vBYtWiRJ6tWrl06ePKl9+/a5vs+///1vhYeHy8/vwX+zv3XrllatWqXDhw8rISFBkhQTE6Pjx49r48aNevTRR11zX331VQ0fPlyS9Nxzz2nZsmW6fPmyYmJiJElPPfWU/vGPf2jJkiWuY6KiorR69WrZbDb17t1b586d0+rVq5Wamuqa061bN125ckVVVVUe1QwAQGvEbzgAAFqZzz//XAEBAfrhD3/oGgsNDVXv3r31+eefS5K++OILxcfHux13//Pbt2/Lbrd79Jr5+fmqqKhQYmKiOnbs6Hps27ZNly9fdpvbr18/17/Dw8PVvn17V0CvGSspKXE7ZujQobLZbK7nCQkJunTpkiorK11jQUFBqqqq0p07dzyqGQCA1ogr6QAAtDLf/Kz2/eM1Qfeb/67vuO9+97u6efOmR69Zc1f1Dz74QN26dXP7WmBgoNvzdu3auf5ts9ncnteMNeUu7aWlpWrfvr2CgoIafSwAAK0FIR0AgFYmNjZW9+7d06effupa7n7jxg1dvHjR9fnyPn36KDc31+2406dPuz0fOHCgiouLdfPmTXXu3PmBrxkYGKgrV664LW1vLp988kmt5z179pS/v79r7Pz58xo0aFCzvzYAAFZCSAcAoJXp2bOnJk2apNTUVG3cuFHBwcFaunSpunXrpkmTJkmS5syZo0ceeUSrVq1SUlKSDh8+rAMHDrhdXR84cKAeeughnThxQo8//niDrxkcHKxFixZpwYIFqqqq0o9+9COVl5fr5MmT6tixo6ZNm/at3lNhYaEWLlyoF154QXl5eVq3bp3eeOMNtznHjh3TmDFjvtXrAABgdXwmHQCAVmjLli0aPHiwHn/8cSUkJMgwDO3fv9+1tHz48OHasGGDVq1apf79+ys7O1sLFixw+wy6v7+/pk+frh07dnj0mq+88opeeuklrVy5Un379tXYsWOVlZWl6Ojob/1+kpOTdfv2bcXHx2v27NmaM2eOnn/+edfXr169qpMnTyolJeVbvxYAAFZmM+r7YBsAAGhTUlNT9c9//tNtG7Nr167p+9//vs6cOaOHH37YlLpGjhypAQMGaM2aNfXOWbx4scrKyrRp0ybvFQYAgAlY7g4AQBv1+uuvKzExUR06dNCBAwf0zjvv6M0333SbEx4ers2bN+vKlSumhXRPhIWFubaTAwCgLSOkAwDQRuXm5uq1116T0+lUTEyM1q5dqxkzZtSaV/M5ditbvHix2SUAAOAVLHcHAAAAAMAiuHEcAAAAAAAWQUgHAAAAAMAiCOkAAAAAAFgEIR0AAAAAAIsgpAMAAAAAYBGEdAAAAAAALIKQDgAAAACARRDSAQAAAACwiP8H3f4HUeyRb6UAAAAASUVORK5CYII=",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2038,18 +2038,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 54,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:49.811829Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:49.811571Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.023181Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.022547Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.517869Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.517613Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.726641Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.726086Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2074,34 +2074,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 55,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.035532Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.035247Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.049529Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.046433Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.729469Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.729212Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.733477Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.732894Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "infl = ols_model.get_influence()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 56,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.054897Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.054508Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.078299Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.075722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.736441Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.736192Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.756753Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.755993Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "10    0.194103\n",
│ │ │ │ │ │ @@ -2123,18 +2123,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 57,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.081677Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.081404Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.104105Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.103517Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.759444Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.759193Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.781650Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.780913Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2196,18 +2196,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 58,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.107943Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.107662Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.130387Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.129739Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.784796Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.784399Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.804135Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.803582Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2276,36 +2276,36 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 59,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.133609Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.133344Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.137961Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.137199Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.807321Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.806768Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:09.810741Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:09.810045Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "l = ax.lines[-1]\n",
│ │ │ │ │ │                  "l.remove()\n",
│ │ │ │ │ │                  "del l"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 60,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.140994Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.140732Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.355120Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.354256Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:09.813788Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:09.813028Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.024274Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.023643Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2333,18 +2333,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 61,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.358765Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.358472Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.364542Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.362459Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.028895Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.028396Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.033291Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.032187Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "yy = y.values[:, None]\n",
│ │ │ │ │ │                  "xx = X[\"log.Te\"].values[:, None]"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -2395,18 +2395,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 62,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.367801Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.367537Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.382218Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.374115Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.037288Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.036786Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.043766Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.042103Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2420,18 +2420,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 63,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.385400Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.385142Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.681170Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.680366Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.048398Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.048115Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.297922Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.297329Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2455,18 +2455,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 64,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.684523Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.684246Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:50.691493Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:50.690862Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.301178Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.300898Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.305086Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.304504Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(12345)\n",
│ │ │ │ │ │                  "nobs = 200\n",
│ │ │ │ │ │                  "beta_true = np.array([3, 1, 2.5, 3, -4])\n",
│ │ │ │ │ │ @@ -2478,18 +2478,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 65,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:50.694820Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:50.694545Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.278946Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.278294Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.308226Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.307961Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.963112Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.962262Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "all_betas = []\n",
│ │ │ │ │ │                  "for i in range(mc_iter):\n",
│ │ │ │ │ │                  "    y = np.dot(X, beta_true) + np.random.normal(size=200)\n",
│ │ │ │ │ │ @@ -2500,18 +2500,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 66,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.282242Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.281990Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.289368Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.288785Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.966931Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.966648Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.984989Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.978031Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "all_betas = np.asarray(all_betas)\n",
│ │ │ │ │ │                  "se_loss = lambda x: np.linalg.norm(x, ord=2) ** 2\n",
│ │ │ │ │ │                  "se_beta = lmap(se_loss, all_betas - beta_true)"
│ │ │ │ │ │ @@ -2525,18 +2525,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 67,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.292834Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.292579Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.302936Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.298801Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.991281Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.990615Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:14.995390Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:14.994842Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.44502948730686265"
│ │ │ │ │ │ @@ -2552,18 +2552,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 68,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.306064Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.305811Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.313837Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.313256Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:14.999118Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:14.998097Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.002936Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.002403Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 2.99711706,  0.99898147,  2.49909344,  2.99712918, -3.99626521])"
│ │ │ │ │ │ @@ -2579,18 +2579,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 69,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.316890Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.316627Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.322455Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.321882Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.006215Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.005681Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.009940Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.009418Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 3. ,  1. ,  2.5,  3. , -4. ])"
│ │ │ │ │ │ @@ -2606,18 +2606,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 70,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:55.325649Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:55.325390Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:55.335362Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:55.334731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:15.013244Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:15.012967Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:15.017649Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:15.017061Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "3.2360913286770085e-05"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_arma_0.ipynb.gz
│ │ │ │ ├── statespace_arma_0.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9991666666666668%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:05.368305Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:05.367825Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:05.907460Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:05.906445Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:05.912034Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:05.911225Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -16,18 +16,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.727640Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.727371Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:43.485152Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:43.484507Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.368305Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.367825Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:05.907460Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:05.906445Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -36,18 +36,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:43.488712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:43.488369Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.344915Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.344221Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.912034Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.911225Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.816826Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.816173Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -61,18 +61,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.349565Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.349152Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.355415Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.353791Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.821828Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.821434Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.824671Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.824123Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -88,18 +88,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.359484Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.359201Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.366290Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.365636Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.829533Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.829269Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.832812Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.832276Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -125,18 +125,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.369616Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.369341Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.379530Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.378778Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.838996Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.838712Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.848315Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.847732Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -145,18 +145,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.385527Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.385241Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.393360Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.392793Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.853413Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.852755Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.862921Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.860364Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -166,18 +166,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.396724Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.396457Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:44.636308Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:44.635706Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.868540Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.868258Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.105995Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.105387Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -197,18 +197,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:44.639536Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:44.639244Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.003438Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.002751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.111032Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.110702Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.469868Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.469301Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -232,18 +232,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.006885Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.006584Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.089423Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.088858Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.473043Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.472768Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.552191Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.551614Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -265,18 +265,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.092756Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.092491Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.191224Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.186933Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.555352Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.555089Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.646053Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.645337Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -285,18 +285,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
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│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.200453Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.649075Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.648812Z",
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│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -313,18 +313,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.204473Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.204229Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.214168Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.213540Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.656174Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.655923Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.661966Z",
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│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -346,18 +346,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
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│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.217641Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.217365Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.229221Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.228565Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.665931Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.665683Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.671360Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.670499Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -381,18 +381,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.232382Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.232129Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.243421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.242754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.675308Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.674334Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.681407Z",
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -412,18 +412,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.246853Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.246529Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:45.479567Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.478942Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.685466Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.684714Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.904404Z"
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│ │ │ │ │ │                      "outputs_hidden": false
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -445,18 +445,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.487627Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.908373Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.908092Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.914079Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.913378Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -465,18 +465,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.491184Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.490903Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.499500Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.918391Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.918090Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.929068Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -496,18 +496,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.503031Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.502757Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:45.706780Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.934520Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.934207Z",
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│ │ │ │ │ │                      "outputs_hidden": false
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -529,18 +529,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:45.739720Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:45.739442Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.362769Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.087529Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.087271Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.546421Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.545829Z"
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -564,18 +564,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.371833Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.371545Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.395525Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.394768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.549478Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.549225Z",
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│ │ │ │ │ │              },
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│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -635,18 +635,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.403810Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.403525Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.431445Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.430756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.561621Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.561378Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.575026Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.574471Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -655,18 +655,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.441503Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.441248Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.654763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.577921Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.577667Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.775910Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -688,18 +688,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.659336Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.659057Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.666750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.779802Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.779532Z",
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│ │ │ │ │ │                  },
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│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -709,18 +709,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:46.670796Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:46.670515Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.682751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:08.786744Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:08.786492Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:08.793905Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:08.793389Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_concentrated_scale.html
│ │ │ │ @@ -76,15 +76,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_676484/2378637424.py:6: FutureWarning: &#39;Q&#39; is deprecated and will be removed in a future version, please use &#39;QE&#39; instead.
│ │ │ │ +/tmp/ipykernel_3306638/2378637424.py:6: FutureWarning: &#39;Q&#39; is deprecated and will be removed in a future version, please use &#39;QE&#39; instead.
│ │ │ │    dta.index = pd.date_range(start=&#39;1959Q1&#39;, end=&#39;2009Q4&#39;, freq=&#39;Q&#39;)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <section id="Introduction">
│ │ │ │  <h2>Introduction<a class="headerlink" href="#Introduction" title="Link to this heading">¶</a></h2>
│ │ │ │  <p>(much of this is based on Harvey (1989); see especially section 3.4)</p>
│ │ │ │  <p>State space models can generically be written as follows (here we focus on time-invariant state space models, but similar results apply also to time-varying models):</p>
│ │ │ │ @@ -331,19 +331,19 @@
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_676484/976557282.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │ +/tmp/ipykernel_3306638/976557282.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │    print(&#39;var.level     = %.5f&#39; % res.params[0])
│ │ │ │ -/tmp/ipykernel_676484/976557282.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │ +/tmp/ipykernel_3306638/976557282.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │    print(&#39;var.irregular = %.5f&#39; % res.params[1])
│ │ │ │ -/tmp/ipykernel_676484/976557282.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │ +/tmp/ipykernel_3306638/976557282.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`
│ │ │ │    print(&#39;h * scale     = %.5f&#39; % (res_conc.params[0] * res_conc.scale))
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  </section>
│ │ │ │  </section>
│ │ │ │  <section id="Example:-SARIMAX">
│ │ │ │  <h2>Example: SARIMAX<a class="headerlink" href="#Example:-SARIMAX" title="Link to this heading">¶</a></h2>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -12,15 +12,15 @@
│ │ │ │ │  [1]:
│ │ │ │ │  import numpy as np
│ │ │ │ │  import pandas as pd
│ │ │ │ │  import statsmodels.api as sm
│ │ │ │ │  
│ │ │ │ │  dta = sm.datasets.macrodata.load_pandas().data
│ │ │ │ │  dta.index = pd.date_range(start='1959Q1', end='2009Q4', freq='Q')
│ │ │ │ │ -/tmp/ipykernel_676484/2378637424.py:6: FutureWarning: 'Q' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3306638/2378637424.py:6: FutureWarning: 'Q' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'QE' instead.
│ │ │ │ │    dta.index = pd.date_range(start='1959Q1', end='2009Q4', freq='Q')
│ │ │ │ │  ********** IInnttrroodduuccttiioonn_?¶ **********
│ │ │ │ │  (much of this is based on Harvey (1989); see especially section 3.4)
│ │ │ │ │  State space models can generically be written as follows (here we focus on
│ │ │ │ │  time-invariant state space models, but similar results apply also to time-
│ │ │ │ │  varying models):
│ │ │ │ │ @@ -245,25 +245,25 @@
│ │ │ │ │  Original model
│ │ │ │ │  var.level     = 0.74469
│ │ │ │ │  var.irregular = 3.37330
│ │ │ │ │  
│ │ │ │ │  Concentrated model
│ │ │ │ │  scale         = 0.74472
│ │ │ │ │  h * scale     = 3.37338
│ │ │ │ │ -/tmp/ipykernel_676484/976557282.py:2: FutureWarning: Series.__getitem__
│ │ │ │ │ +/tmp/ipykernel_3306638/976557282.py:2: FutureWarning: Series.__getitem__
│ │ │ │ │  treating keys as positions is deprecated. In a future version, integer keys
│ │ │ │ │  will always be treated as labels (consistent with DataFrame behavior). To
│ │ │ │ │  access a value by position, use `ser.iloc[pos]`
│ │ │ │ │    print('var.level     = %.5f' % res.params[0])
│ │ │ │ │ -/tmp/ipykernel_676484/976557282.py:3: FutureWarning: Series.__getitem__
│ │ │ │ │ +/tmp/ipykernel_3306638/976557282.py:3: FutureWarning: Series.__getitem__
│ │ │ │ │  treating keys as positions is deprecated. In a future version, integer keys
│ │ │ │ │  will always be treated as labels (consistent with DataFrame behavior). To
│ │ │ │ │  access a value by position, use `ser.iloc[pos]`
│ │ │ │ │    print('var.irregular = %.5f' % res.params[1])
│ │ │ │ │ -/tmp/ipykernel_676484/976557282.py:7: FutureWarning: Series.__getitem__
│ │ │ │ │ +/tmp/ipykernel_3306638/976557282.py:7: FutureWarning: Series.__getitem__
│ │ │ │ │  treating keys as positions is deprecated. In a future version, integer keys
│ │ │ │ │  will always be treated as labels (consistent with DataFrame behavior). To
│ │ │ │ │  access a value by position, use `ser.iloc[pos]`
│ │ │ │ │    print('h * scale     = %.5f' % (res_conc.params[0] * res_conc.scale))
│ │ │ │ │  ********** EExxaammppllee:: SSAARRIIMMAAXX_?¶ **********
│ │ │ │ │  By default in SARIMAX models, the variance term is chosen by numerically
│ │ │ │ │  maximizing the likelihood function, but an option has been added to allow
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_concentrated_scale.ipynb.gz
│ │ │ │ ├── statespace_concentrated_scale.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9986496913580247%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:02.869469Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:02.869203Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:03.820779Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:03.820149Z'}}, 'outputs': {0: {'text': {insert: [(0, "
│ │ │ │ │ │┄             '"/tmp/ipykernel_3306638/2378637424.py:6: FutureWarning: \'Q\' is deprecated and will '
│ │ │ │ │ │┄             'be removed in a future version, please use \'QE\' inste […]
│ │ │ │ │ │ @@ -8,26 +8,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:41.375629Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:41.375360Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.381919Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.381271Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.869469Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.869203Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.820779Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.820149Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_676484/2378637424.py:6: FutureWarning: 'Q' is deprecated and will be removed in a future version, please use 'QE' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306638/2378637424.py:6: FutureWarning: 'Q' is deprecated and will be removed in a future version, please use 'QE' instead.\n",
│ │ │ │ │ │                          "  dta.index = pd.date_range(start='1959Q1', end='2009Q4', freq='Q')\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -89,18 +89,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.385720Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.385439Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.392105Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.391481Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.824184Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.823922Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.830110Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.829561Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "class LocalLevel(sm.tsa.statespace.MLEModel):\n",
│ │ │ │ │ │                  "    _start_params = [1., 1.]\n",
│ │ │ │ │ │                  "    _param_names = ['var.level', 'var.irregular']\n",
│ │ │ │ │ │ @@ -135,18 +135,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.395662Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.395388Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.431347Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.430631Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.833028Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.832782Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.865210Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.864639Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -190,18 +190,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.434851Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.434548Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.443435Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.442757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.868184Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.867937Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.873167Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.872643Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -244,18 +244,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.447204Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.446899Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.459681Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.458965Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.876059Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.875811Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.881549Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.881027Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "class LocalLevelConcentrated(sm.tsa.statespace.MLEModel):\n",
│ │ │ │ │ │                  "    _start_params = [1.]\n",
│ │ │ │ │ │                  "    _param_names = ['ratio.irregular']\n",
│ │ │ │ │ │ @@ -289,18 +289,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.463251Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.462957Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.493147Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.491260Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.884704Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.884428Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.913127Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.912524Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -350,18 +350,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.496862Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.496588Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.503007Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.502403Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.916074Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.915821Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.920950Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.920431Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -383,18 +383,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.506190Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.505924Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.513426Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.512860Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.923764Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.923532Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.931018Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.930455Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -407,19 +407,19 @@
│ │ │ │ │ │                          "h * scale     = 3.37338\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_676484/976557282.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306638/976557282.py:2: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │                          "  print('var.level     = %.5f' % res.params[0])\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_676484/976557282.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306638/976557282.py:3: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │                          "  print('var.irregular = %.5f' % res.params[1])\n",
│ │ │ │ │ │ -                        "/tmp/ipykernel_676484/976557282.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3306638/976557282.py:7: FutureWarning: Series.__getitem__ treating keys as positions is deprecated. In a future version, integer keys will always be treated as labels (consistent with DataFrame behavior). To access a value by position, use `ser.iloc[pos]`\n",
│ │ │ │ │ │                          "  print('h * scale     = %.5f' % (res_conc.params[0] * res_conc.scale))\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "print('Original model')\n",
│ │ │ │ │ │                  "print('var.level     = %.5f' % res.params[0])\n",
│ │ │ │ │ │ @@ -440,18 +440,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.516506Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.516246Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.709300Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.708199Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.933826Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.933593Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.121198Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.120583Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Typical approach\n",
│ │ │ │ │ │                  "mod_ar = sm.tsa.SARIMAX(dta.cpi, order=(1, 0, 0), trend='ct')\n",
│ │ │ │ │ │                  "res_ar = mod_ar.fit(disp=False)\n",
│ │ │ │ │ │ @@ -469,18 +469,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.717319Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.717038Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.722580Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.721937Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:04.124573Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:04.124322Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.130307Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.129781Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -512,18 +512,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.730621Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.730352Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.736146Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.735538Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:04.133511Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:04.133262Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.138273Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.137760Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_forecasting.html
│ │ │ │┄ Ordering differences only
│ │ │ │ @@ -394,18 +394,14 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -intercept    1.162076
│ │ │ │ -ar.L1        0.724242
│ │ │ │ -sigma2       5.051600
│ │ │ │ -dtype: float64
│ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │  
│ │ │ │             * * *
│ │ │ │  
│ │ │ │  Machine precision = 2.220D-16
│ │ │ │   N =            3     M =           10
│ │ │ │   This problem is unconstrained.
│ │ │ │ @@ -429,14 +425,18 @@
│ │ │ │             * * *
│ │ │ │  
│ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │      3      6      8      1     0     0   7.065D-07   2.231D+00
│ │ │ │    F =   2.2310884444664767
│ │ │ │  
│ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_&lt;=_PGTOL
│ │ │ │ +intercept    1.162076
│ │ │ │ +ar.L1        0.724242
│ │ │ │ +sigma2       5.051600
│ │ │ │ +dtype: float64
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[12]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  <div class="input_area highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Step 2: produce one-step-ahead forecasts</span>
│ │ │ │ @@ -482,29 +482,29 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -intercept    1.171544
│ │ │ │ -ar.L1        0.723152
│ │ │ │ -sigma2       5.024580
│ │ │ │ -dtype: float64
│ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │  
│ │ │ │             * * *
│ │ │ │  
│ │ │ │  Machine precision = 2.220D-16
│ │ │ │   N =            3     M =           10
│ │ │ │   This problem is unconstrained.
│ │ │ │  
│ │ │ │  At X0         0 variables are exactly at the bounds
│ │ │ │  
│ │ │ │  At iterate    0    f=  2.22839D+00    |proj g|=  2.38554D-03
│ │ │ │ +intercept    1.171544
│ │ │ │ +ar.L1        0.723152
│ │ │ │ +sigma2       5.024580
│ │ │ │ +dtype: float64
│ │ │ │  
│ │ │ │  At iterate    5    f=  2.22838D+00    |proj g|=  9.78773D-08
│ │ │ │  
│ │ │ │             * * *
│ │ │ │  
│ │ │ │  Tit   = total number of iterations
│ │ │ │  Tnf   = total number of function evaluations
│ │ │ │ @@ -983,25 +983,14 @@
│ │ │ │  <span class="n">res</span> <span class="o">=</span> <span class="n">mod</span><span class="o">.</span><span class="n">fit</span><span class="p">()</span>
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │ -<div class="output_area stderr docutils container">
│ │ │ │ -<div class="highlight"><pre>
│ │ │ │ -/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ -  self._init_dates(dates, freq)
│ │ │ │ -/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ -  self._init_dates(dates, freq)
│ │ │ │ -</pre></div></div>
│ │ │ │ -</div>
│ │ │ │ -<div class="nboutput nblast docutils container">
│ │ │ │ -<div class="prompt empty docutils container">
│ │ │ │ -</div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │  
│ │ │ │             * * *
│ │ │ │  
│ │ │ │  Machine precision = 2.220D-16
│ │ │ │ @@ -1029,14 +1018,25 @@
│ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │      2      5     10      1     0     0   6.001D-06   1.325D-01
│ │ │ │    F =  0.13247641992895676
│ │ │ │  
│ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_&lt;=_PGTOL
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │ +<div class="nboutput nblast docutils container">
│ │ │ │ +<div class="prompt empty docutils container">
│ │ │ │ +</div>
│ │ │ │ +<div class="output_area stderr docutils container">
│ │ │ │ +<div class="highlight"><pre>
│ │ │ │ +/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ +  self._init_dates(dates, freq)
│ │ │ │ +/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ +  self._init_dates(dates, freq)
│ │ │ │ +</pre></div></div>
│ │ │ │ +</div>
│ │ │ │  <p>What this means is that you cannot specify forecasting steps by dates, and the output of the <code class="docutils literal notranslate"><span class="pre">forecast</span></code> and <code class="docutils literal notranslate"><span class="pre">get_forecast</span></code> methods will not have associated dates. The reason is that without a given frequency, there is no way to determine what date each forecast should be assigned to. In the example above, there is no pattern to the date/time stamps of the index, so there is no way to determine what the next date/time should be (should it be in the morning of 2000-01-02? the afternoon? or
│ │ │ │  maybe not until 2000-01-03?).</p>
│ │ │ │  <p>For example, if we forecast one-step-ahead:</p>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[29]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -216,18 +216,14 @@
│ │ │ │ │  training_endog = endog[:training_obs]
│ │ │ │ │  training_mod = sm.tsa.SARIMAX(
│ │ │ │ │      training_endog, order=(1, 0, 0), trend='c')
│ │ │ │ │  training_res = training_mod.fit()
│ │ │ │ │  
│ │ │ │ │  # Print the estimated parameters
│ │ │ │ │  print(training_res.params)
│ │ │ │ │ -intercept    1.162076
│ │ │ │ │ -ar.L1        0.724242
│ │ │ │ │ -sigma2       5.051600
│ │ │ │ │ -dtype: float64
│ │ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │ │  
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │  Machine precision = 2.220D-16
│ │ │ │ │   N =            3     M =           10
│ │ │ │ │   This problem is unconstrained.
│ │ │ │ │ @@ -251,14 +247,18 @@
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │ │      3      6      8      1     0     0   7.065D-07   2.231D+00
│ │ │ │ │    F =   2.2310884444664767
│ │ │ │ │  
│ │ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
│ │ │ │ │ +intercept    1.162076
│ │ │ │ │ +ar.L1        0.724242
│ │ │ │ │ +sigma2       5.051600
│ │ │ │ │ +dtype: float64
│ │ │ │ │  [12]:
│ │ │ │ │  # Step 2: produce one-step-ahead forecasts
│ │ │ │ │  fcast = training_res.forecast()
│ │ │ │ │  
│ │ │ │ │  # Step 3: compute root mean square forecasting error
│ │ │ │ │  true = endog.reindex(fcast.index)
│ │ │ │ │  error = true - fcast
│ │ │ │ │ @@ -292,29 +292,29 @@
│ │ │ │ │  [13]:
│ │ │ │ │  # Step 1: append a new observation to the sample and refit the parameters
│ │ │ │ │  append_res = training_res.append(endog[training_obs:training_obs + 1],
│ │ │ │ │  refit=True)
│ │ │ │ │  
│ │ │ │ │  # Print the re-estimated parameters
│ │ │ │ │  print(append_res.params)
│ │ │ │ │ -intercept    1.171544
│ │ │ │ │ -ar.L1        0.723152
│ │ │ │ │ -sigma2       5.024580
│ │ │ │ │ -dtype: float64
│ │ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │ │  
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │  Machine precision = 2.220D-16
│ │ │ │ │   N =            3     M =           10
│ │ │ │ │   This problem is unconstrained.
│ │ │ │ │  
│ │ │ │ │  At X0         0 variables are exactly at the bounds
│ │ │ │ │  
│ │ │ │ │  At iterate    0    f=  2.22839D+00    |proj g|=  2.38554D-03
│ │ │ │ │ +intercept    1.171544
│ │ │ │ │ +ar.L1        0.723152
│ │ │ │ │ +sigma2       5.024580
│ │ │ │ │ +dtype: float64
│ │ │ │ │  
│ │ │ │ │  At iterate    5    f=  2.22838D+00    |proj g|=  9.78773D-08
│ │ │ │ │  
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │  Tit   = total number of iterations
│ │ │ │ │  Tnf   = total number of function evaluations
│ │ │ │ │ @@ -623,22 +623,14 @@
│ │ │ │ │                 '2000-01-01 17:32:00', '2000-01-02 06:15:00'],
│ │ │ │ │                dtype='datetime64[ns]', freq=None)
│ │ │ │ │  You can still pass this data to statsmodels’ model classes, but you will get
│ │ │ │ │  the following warning, that no frequency data was found:
│ │ │ │ │  [28]:
│ │ │ │ │  mod = sm.tsa.SARIMAX(endog4)
│ │ │ │ │  res = mod.fit()
│ │ │ │ │ -/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
│ │ │ │ │ -ValueWarning: A date index has been provided, but it has no associated
│ │ │ │ │ -frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ │ -  self._init_dates(dates, freq)
│ │ │ │ │ -/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
│ │ │ │ │ -ValueWarning: A date index has been provided, but it has no associated
│ │ │ │ │ -frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ │ -  self._init_dates(dates, freq)
│ │ │ │ │  RUNNING THE L-BFGS-B CODE
│ │ │ │ │  
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │  Machine precision = 2.220D-16
│ │ │ │ │   N =            2     M =           10
│ │ │ │ │   This problem is unconstrained.
│ │ │ │ │ @@ -662,14 +654,22 @@
│ │ │ │ │             * * *
│ │ │ │ │  
│ │ │ │ │     N    Tit     Tnf  Tnint  Skip  Nact     Projg        F
│ │ │ │ │      2      5     10      1     0     0   6.001D-06   1.325D-01
│ │ │ │ │    F =  0.13247641992895676
│ │ │ │ │  
│ │ │ │ │  CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
│ │ │ │ │ +/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
│ │ │ │ │ +ValueWarning: A date index has been provided, but it has no associated
│ │ │ │ │ +frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ │ +  self._init_dates(dates, freq)
│ │ │ │ │ +/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
│ │ │ │ │ +ValueWarning: A date index has been provided, but it has no associated
│ │ │ │ │ +frequency information and so will be ignored when e.g. forecasting.
│ │ │ │ │ +  self._init_dates(dates, freq)
│ │ │ │ │  What this means is that you cannot specify forecasting steps by dates, and the
│ │ │ │ │  output of the forecast and get_forecast methods will not have associated dates.
│ │ │ │ │  The reason is that without a given frequency, there is no way to determine what
│ │ │ │ │  date each forecast should be assigned to. In the example above, there is no
│ │ │ │ │  pattern to the date/time stamps of the index, so there is no way to determine
│ │ │ │ │  what the next date/time should be (should it be in the morning of 2000-01-02?
│ │ │ │ │  the afternoon? or maybe not until 2000-01-03?).
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_forecasting.ipynb.gz
│ │ │ │ ├── statespace_forecasting.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9981699912665378%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:07:00.513508Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:07:00.513261Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:01.924969Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:01.924301Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:07:01.929386Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:07:01.929133Z', 'iopub.status.idle': '2024-09-23T12:07:0 […]
│ │ │ │ │ │ @@ -17,18 +17,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.679655Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.679390Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.997794Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.997134Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.513508Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.513261Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.924969Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.924301Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │ @@ -50,18 +50,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.019717Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.019435Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.343377Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.342742Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.929386Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.929133Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.094127Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.093525Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -104,18 +104,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.355695Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.355403Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.427368Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.426741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.097213Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.096948Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.138305Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.137733Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -203,18 +203,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.443698Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.443407Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.459352Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.458726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.141535Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.141284Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.149884Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.149007Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -236,18 +236,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.475650Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.475377Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.495356Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.494727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.153100Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.152835Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.164570Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.163669Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -282,18 +282,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.511641Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.511371Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.523334Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.522726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.167463Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.167210Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.177238Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.176068Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -308,18 +308,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.539646Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.539376Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.586747Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.570723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.180179Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.179925Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.190382Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.189530Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -344,18 +344,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.603676Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.603394Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.642745Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.626732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.193834Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.193582Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.202028Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.200974Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -371,18 +371,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.655783Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.655513Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.667521Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.666945Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.205470Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.205212Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.215302Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.214782Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -408,18 +408,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.675639Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.675369Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:37.926824Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:37.910759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.218628Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.218372Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.422382Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.421304Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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IiIiIOteiNaCkvg1A10Uy4MTIZUENc8mIPFVWSQMAoH9UIFT+ctv1DO4nIuqc04pk3333HRoaGrBw4cIuj4mLi8O7776LVatWYfXq1UhPT8f555+PLVu2dHmf5cuXQ6VS2S5JSUkOWD0RERGRd8itMueRRQUrERao6PK4FMsOl4Xc4ZLIY2UWNQAARieHdbje2klW3aSFgbmDREQ2Dh23bO+DDz7ARRddhPj4+C6PSU9PR3p6uu3zyZMno7i4GC+88ALOOeecTu+zbNkyLFmyxPa5Wq1moYyIiIioCzkV5lHLrkL7rWydZNzhkshjnSiShXa4PiJICalEgNEkoqZZZ+ssIyLydU7pJCssLMSGDRuwaNGiHt930qRJyM3N7fJ2pVKJkJCQDhciIiIi6ly2JY9sYBeh/VYctyTybCaTiCzbzpahHW6TSgREBysBAOWNbU5eGRGR+3JKkWzFihWIjo7GnDlzenzfzMxMxMXFOWBVRERERL7HGtp/xk4yy7hlSX0b9BzHIvI4x6ub0aQ1wF8u7fT73do9xvB+IqITHD5uaTKZsGLFCtx0002QyTo+3LJly1BaWoqPP/4YAPDKK68gNTUVQ4cOtQX9r1q1CqtWrXL0MomIiIh8Qo6tk+z0RbKYYD8oZRJoDSaUNbQhJYI7XBJ5Euuo5YhEFWTSU3sjrLlkFY0skhERWTm8SLZhwwYUFRXhlltuOeW28vJyFBUV2T7X6XRYunQpSktL4e/vj6FDh2Lt2rWYPXu2o5dJRERE5PUaW/WoVGsBAIPOMG4pkQhIjQhEdmUT8mtaWCQj8jCZ1lHLk/LIrGKsRTLLzwQiInJCkWzmzJkQRbHT21auXNnh8/vvvx/333+/o5dERERE5JNyqsxdZAmh/gj2k5/x+JSIAGRXNnGHSyIPlFlUDwAYnRTW6e0ctyQiOpVTMsmIiIiIyPWyK7oX2m+VGskdLok8UYvWYButPnlnSyvruCWD+4mITmCRjIiIiMhH5HYztN+KO1wSeab9JY0wiUC8ys82Vnky6/WVHLckIrJhkYyIiIjIR2R3M7TfKjXCvMMlxy2JPEtmsWXUMrnzUUsAiFOdCO7vKh6HiMjXsEhGRERE5CNyK5sBdL+TLMUybllc3wqD0eSwdRGRfVl3tuxq1BI4kUnWpjdCrTE4YVVERO6PRTIiIiIiH1DTrEVtiw6CAAyI7l4mWVyIHxQyCfRGEWUNDPcm8gSiKGKfdWfLpNAuj/OTS6HyN2/gwfB+IiIzFsmIiIiIfECOJbQ/OTwA/gppt+4jkQhICTePXDK8n8gzlDa0obpJC5lEwLAE1WmPPRHezyIZERHAIhkRERGRT7DudDeom6OWVtYdLgtZJCPyCNZRyyHxIfCTn74gHmMZuaxkkYyICACLZEREREQ+IduSRzYopnujllbW8P78Gob3E3mC7oxaWsVZOskqOG5JRASARTIiIiIin5Dby06ylAh2khF5kswi686WoWc81tpJxiIZEZEZi2REREREXk4URWRbimTpsT0rkqVZxi3zWSQjcns6gwkHy9QAgFFJYWc83ppJxnFLIiIzFsmIiIiIvFyFWoMmjQFSiWArenVXimXcsriuFUaT6IjlEZGdHClXQ2cwITRAbhuVPp1YlRIAO8mIiKxYJCMiIiLycjmWPLK0yEAoZd3b2dIqTuUPhVQCvVFEWUObI5ZHRHZiG7VMCoUgCGc8PsaaScZOMiIiACySEREREXm9nAprHlnPQvsBQCoRkGzpSCngyCWRzTd7SnDryl2ob9G5eik2J0L7zzxqCZwYt6xt0UFrMDpqWUREHoNFMiIiIiIvl9PL0H6rVFuRjDtcEgFAs9aAx9Ycwm9Hq/D5riJXL8cm01Ik605oPwCEByqgkJpfElaptQ5aFRGR52CRjIiIiMjLWYtk6b0sktl2uKxhJxkRAHy7twRNWgMAYM2+Mhevxqy2WYtCSyF7ZFJot+4jCAJiLLlklcwlIyJikYyIiIjIm5lMoi2TbGBvO8ksYf8ctyQy7xb70bZC2+dHK5pshWhXyippAAD0jwqEyl/e7ftZRy4Z3k9ExCIZERERkVcrbWhDm94IhVTSrd3uOsNxS6ITth6vxbGqZgQqpJjULxyAe3STZRY1AABGJ3cvj8yK4f1ERCewSEZERETkxbItof39ogIhk/buqV+qZdyyqLYVRpNot7UReaKPthYAAOaNTcR1E1MAAGuyyiCKrv3eOFEkC+3R/WJZJCMismGRjIiIiMiL5VRZ8shiezdqCQDxof6QSwXojCaUN7bZa2lEHqekvhUbjlQCABZMTsEFGdHwl0tRVNdq21nSFUwmEVm2nS1De3TfWBXHLYmIrFgkIyIiIvJiORV929kSAKQSAUnh5pHLQo5ckg/7dHsRTCIwdUAEBkQHI0Ahw4whMQDM3WSucry6GU1aA/zl0h5v0GEtkjG4n4iIRTIiIiIir5ZtCe3vS5EMANIiGN5Pvk2jN+LLXUUAgJsmp9qunzsyHgDw4/5yl40jW0ctRySqejxWzeB+IqITWCQjIiIi8lIGownHq81Fsp52l5wsxVokq2GRjHzTmqwy1LfqkRDqj/MzYmzXnzMoCip/OaqbtNiRV+uStWVaRy17mEcGnAjur2zUujxXjYjI1VgkIyIiIvJShXWt0BlM8JdLkRjm36dzpUZyh0vyXaIo2gL7b5ycAqlEsN2mkEkwe3gsAOB7F+1ymVlUDwAYndSznS2BE0UyndGEuhadXddFRORpWCQjIiIi8lK5leY8soExQZC0e1HfG9YdLgs5bkk+aG9RPQ6VqaGUSTB/XNIpt19iGbn8+WA5tAajU9fWojUgx/K93tOdLQFzkS8ySAGAI5dERCySEREREXmp7ArzqOXA6L6NWgLti2StMLkod4nIVT7aWggAuHRUPMICFafcPjEtAjEhSqg1BmzJqXHq2vaXNMIkAvEqP1tXWE/ZRi5ZJCMiH8ciGREREZGXyqkyd5ekxwb1+VzxoX6QSQRoDSZ2m5BPqVJr8NOBcgDAgnaB/e1JJQIuHmHuJvt+X6mzlgYAyCy2jFom93zU0soW3t+otcuaiIg8FYtkRERERF4qp8JcJOvrzpYAIJNKkBxuySVjeD/5kM92FsFgEjEuJQzDElRdHmfd5XLDkUq0aA3OWp5tZ8vejFpaxai4wyUREcAiGREREZFX0hlMyLcUs+xRJAOAlAiG95Nv0RlM+N+OIgDAgimppz12RKIKKREB0OhN2HCk0gmrM28osM+6s2VSaK/Pc6KTrM0OqyIi8lwskhERERF5ofyaFhhMIoKVMsSpepdTdLIUhveTj/nlUAWqm7SIDlZi1tDY0x4rCAIutXSTrXHSLpelDW2obtJCJhFO2+V2JrYimZrjlkTk21gkIyIiIvJC2e12thSEvu1saZUWaS6S5XPcknzEx1sLAADXTUyGQnbml05zR5mLZJtzqlHfonPk0gDA1kWWERcCP7m01+eJtRTSKxs5bklEvo1FMiIiIiIvlFtpDe23z6glcGLcspDjluQDDpY2YndhPeRSAddNTO7WfQZEByMjLgQGk4ifD1Y4eIX2ySMDThTJmElGRL6ORTIiIiIiL5Rtx9B+q1TruGVdC0wm0W7nJXJHH28rAABcNCwO0cHdH1m2BvivyXL8LpeZRdadLUP7dJ4Yy7hlY5sebTpjX5dFROSxWCQjIiIi8kI5lfYvkiWG+UMmEaDRm1DZxI4T8l71LTp8b8kVu2lKSo/ue8nIOADAjvw6VDhwfFFnMOFgmRoAMCoprE/nCvGTwd8yrsluMiLyZSySEREREXkZjd6IwjrzSKQ9i2QyqQSJYf4AgIIajlyS9/pydzG0BhOGJYRgTHLPClCJYQEYlxIGUQR+3O+4AP8j5WroDCaEBsiRahmF7i1BEE6MXDKXjIh8GItkRERERF7mWFUzRBEIC5AjMkhh13OnRnKHS/JuRpOIT7YVAgAWTE7t1cYX1gD/NVmOK5LZRi2TQu2yOYd1h8tKdpIRkQ9zaJHs0UcfhSAIHS6xsaffOnnz5s0YO3Ys/Pz80K9fP7z99tuOXCIRERGR12k/ammvnS2trLlk+SySkZf67UglShvaEBYgt+WL9dTs4XGQSgTsL2l02G6w1p0t+zpqacXwfiIiJ3SSDR06FOXl5bbLgQMHujw2Pz8fs2fPxtlnn43MzEw8+OCD+Oc//4lVq1Y5eplEREREXiPbATtbWtl2uOS4JXmpjyyB/fPHJ8PPktPVU5FBSkwdEAkA+MFB3WSZliJZX0P7razh/Ry3JCJfJnP4A8hkZ+wes3r77beRnJyMV155BQCQkZGB3bt344UXXsC8efMcuEoiIiIi75Fj2dlyoB3zyKys45YF7CQjL3Ssqgl/HauFRABumJTcp3PNHRmPLTnV+H5fKf5x3gC7dnXWNmtRWGsuVI9MCrXLOWNDlAA4bklEvs3hnWS5ubmIj49HWloarrnmGuTl5XV57LZt2zBz5swO11144YXYvXs39Hp9p/fRarVQq9UdLkRERES+LKeyGQCQ7ogiWYQ1k6wVoija/fxErvTRVnMW2QUZMUgM61sY/oVDY6CQSXC8ugWHy+37GiWrpAEA0D8qECp/uV3OaR23LGcnGRH5MIcWySZOnIiPP/4Yv/76K9577z1UVFRgypQpqK2t7fT4iooKxMTEdLguJiYGBoMBNTU1nd5n+fLlUKlUtktSUpLdvw4iIiIiT9GsNaC0oQ0AMCgmyO7nTwzzh1QioE1vRFWT1u7nJ3IVtUaPVXtLAAALp6T2+XzBfnKcPzgagP0D/DOLGgAAo3u48+bpxDC4n4jIsUWyiy66CPPmzcPw4cNxwQUXYO3atQCAjz76qMv7nNyGbH2Hsqv25GXLlqGxsdF2KS4uttPqiYiIiDxPriWPLDpYidAA++5sCQByqQSJYf4AgAIHBZITucKqPSVo1RkxMDoIk/tH2OWc1uD/H/aVwWSyX+fliSJZqN3OGacyf19XNWlhtONaiYg8icPHLdsLDAzE8OHDkZub2+ntsbGxqKio6HBdVVUVZDIZIiI6/0WlVCoREhLS4UJERETkq3IcGNpvlRLBXDLyLiaTiE+2mUctF0xJtVt+2PTB0QhSylDWqMGeonq7nNNkEpFl29ky1C7nBIDIIAUkAmA0iahtZpcoEfkmpxbJtFotjhw5gri4uE5vnzx5MtavX9/hunXr1mHcuHGQy+0za09ERETkzbIrzHlkA6MdVyRLtexwWVDLHS7JO/x5rAZ5NS0IVspwxegEu53XTy7FzKHmOJk1++wzcnm8uhlNWgP85VK75g7KpBJEBZvD+ys4cklEPsqhRbKlS5di8+bNyM/Px44dO3DllVdCrVbjpptuAmAelVywYIHt+MWLF6OwsBBLlizBkSNH8OGHH+KDDz7A0qVLHblMIiIiIq+RW2XtJLN/HpmVNbyf45bkLT7aWgAAuHJcIgKVMrue+9JR5qLbTwfKoTea+nw+66jliEQVZFL7vpyLDWF4PxH5NocWyUpKSnDttdciPT0dV1xxBRQKBbZv346UlBQAQHl5OYqKimzHp6Wl4aeffsKmTZswatQoPPHEE3j11Vcxb948Ry6TiIiIyGtkV5iLZAMdsLOlVWokO8nIexTVtmJjdhUA4MZJKXY//9T+EYgIVKC2RYe/jnW+GVlPZFpHLe2YR2bF8H4i8nX2fZvkJF988cVpb1+5cuUp102bNg179+510IqIiIiIvFdDq8624+TAaMd1klkzyQprWyCKot3ym8h9NWsNePqnI+gfFYRbz0pz9XLs6pPtBRBFYNqgKPSLsv/3jUwqwezhcfhkeyHWZJXh3PToPp0v05JtNjrJfjtbWsWpzEWyCnaSEZGPcmiRjIiIiIicJ6fSnEeWEOqPYD/H5bkmhQVAIgCtOiOqm7SItnSfkHdq1Rlwy4pd2FlQBwBIDg/AjCExLl6VfbTpjPhyVzEA4KYp9u8is5o7Kh6fbC/EukOV0OiN8JNLe3WeFq3BtjmHPXe2tIqxFsnYSUZEPsqpwf1ERERE5DjZlhfPg2Ic10UGAAqZBAlh/gA4cuntNHojFn2021YgA4Blqw+gvkXnwlXZz3f7SqHWGJAcHoBpg/rW4XU6Y5PDkBDqj2atAb8frer1efaXNMIkAvEqP9topD3FctySiHwci2REREREXiLXWiSLdVwemZUtvL+W4f3eSmsw4vZP9mDr8VoEKqT4/LZJGBgdhJpmLR75/qCrl9dnoijaAvsXTE6BVOK4sWGJRMDFI+MAAN/3YZfLzGLLqGWy/UctgRNFMo5bEpGvYpGMiIiIyEtYQ/sHRTuxSMYdLr2S3mjCnf/LxOacavjJJfhw4XhM7h+Bl64eBalEwI/7y/FDVu+LPe5gZ34djlY0wV8uxVVjkxz+eHNHxgMANmZXQa3R9+oc+yw7W45KCrXTqjqKYSYZEfk4FsmIiIiIvIAoirasonQndJKlRJh3uCzkuKXXMRhNuOeLfdhwpBIKmQTvLxiPif0iAADDE1W4c/oAAMAj3x9EVZPnFlM+3lYIALhsdAJUAY7L8LMaEheCAdFB0BlMWHeossf3F0XRtrOlI/LIgBOdZC06I5p6WcgjIvJkLJIREREReYGaZh3qW/UQBGCAA3e2tEqL5LilNzKaRCz9OgtrD5RDLhXwzo1jcdbAyA7H3DV9AIbGh6ChVY8HVx+EKIouWm3vlTe24ZdDFQAcG9jfniAItm6yNb3owittaEN1kxYyiYBhCSp7Lw8AEKiUIdjPvLcbc8mIyBexSEZup0VrwPf7SvHU2sNs9SYiIuomaxdZSnhAr3fO64mUduOWnlgkoVOZTCKWrd6P7/aVQSYR8MZ1YzA9/dQwe4VMghevHgm5VMCGI5VYtbfUBavtm892FMFoEjExLRyDY0Oc9rjWItlfx2pQ06zt0X33WbrIMuJCHPo9fiKXrGfrIyLyBiySkVvQ6I345WAF7vxsL8Y+uR53f7EP7/2RjwUf7kBjG1u9iYjIc+wuqMPFr/2BP3Krnfq4ObadLR0/agkASeH+kAjmsayaZu/Y6dCXiaKI/1tzEF/tLoFEAF65ZhRmDo3t8vjBsSG4d8YgAMBjPxxCWUObs5baZ1qDEZ/vLAIA3DQl1amPnRoZiBGJKhhNIn46UN6j+2Za8sgcNWppFWvNJWMnGRH5IBbJyGUMRhO25FRj6ddZGP/kBiz+dA/W7i+HRm9CakQAIoOUyKlsxuJP9kBnMLl6uURERGek0Rtx39dZOFiqxrLVB6A1GJ322M4ukillUsSH+gMACjly6dFEUcQTPx7Bp9uLIAjAi1ePxMUj4s94v7+d3Q+jk0PRpDHggVX7Paaj8KcD5ahp1iFO5YeZQ2Kc/vi2kcse7nKZWWTd2TLU3kvqIMbWSeY5hU8iInthkYycymQSsaugDo98dxATn/4NCz7ciW/2lKBJa0BsiB9uOzsNP9x1Fn5fei4+vmUCgpQybMur9agnXkRE5Lve2ZxnC7IvqW/Dp9uLnPbYOZXNAIBBTgjtt7LucJnPHS49liiKeO7XbHz4Vz4A4JkrhuPy0Ynduq9MKsELV42EUibBH7k1+N8O5/1/74uPtpoD+6+fmAyZ1Pkvhy4ZGQ9BAHYX1qOkvnsbX+gMJhwsUwMARiWFOXJ5J8Yt2UlGRD6IRTJyOFEUcbC0EU//dARnPbsRV729DZ9sL0Rtiw7hgQrcMCkZX90+GVv/fR4emjMEwxNVEAQBQ+JD8Mb1YyCVCPg2sxQvrc9x9ZdCRETUpaLaVry56RgA4IIMc3fK6xtzoXbCDnGiKCKnwtpJ5vjQfitv3uGyvLENr/2W69G7N3bHf3/LxVubjgMAnrh0KOaPT+7R/ftHBeGBWYMBAE//dARFbv5/Iau4AfuKG6CQSnDNhJ59rfYSE+KHiWnhAIAfsro3cnmkXA2dwYTQADlSLd93jmIbt2QmGRH5IJmrF0De61hVM9ZkleHHrDLktXuHOVgpw8yhsZg7Kh5T+kdAfpp38KYNisLTlw/DA6sO4LWNx5AY5t/jJ2/OJIoiDCbxtF8TERF5p8d/PAStwYSzBkTi7RvG4MJXtuB4dQve3ZyHpRemO/Sxyxs1aNIaIJMI6BfpvCKZt+5wWdOsxbXvbkdBbStqW3R4dO5QVy/JId7cdAyvbMgFADw8JwM3Tk7t1XkWTknFr4cqsCO/Dku/zsIXf5sEiUSw40rt56NtBQCAi0fEITJI6bJ1zB2ZgO15dViTVYa/n9v/jMfbRi2TQiEIjv27tXaScXdLIucymUwwGo0QBAEymcx2XUNDA4xGo+1iPc5oNCI4OBjR0eYNVgwGAw4ePGg75uRLVFQUBg8ebDvvhg0bbB+3v4iiiJiYGEyaNMm2tq+++uqU81onvWJjYzFr1izbsStXroRGY/75IYqi7Vjrea+++mrbse+88w6amppst7e/REdH49Zbb7Ud+9Zbb6Gmpsb2uO2PDQsLwz333GM79s0330RZWVmHY/T67r1pySIZ2VVJfSt+yCrHD1llOFyutl2vlElwQUYMLhkZj3PTo3q0I8/88ckorW/DqxuP4cFvDyJW5Y9pg6Icsfw+ya1swm0f74ZEELD6jikIDVC4eklEROQkGw5XYsORKsilAh6dOxQyqQT3zxqM2z/Zg/f/zMOCySmItrzwdARrHllaZCAUMue9UWPb4dKLimTNWgNuXrELBZaOqN2FdS5ekWN88Gc+nvslGwBw/6x0LDq7X6/PJZEIeOGqkZj1yhbsLKjDh3/l9+l8jlLTrMWPls4tZwf2n+yiYbH4z5qDOFKuRm5lEwaeIUvQurOlo0ctAQb3k+cTRRE6nc528ff3R0CAuQNTrVYjNzcXWq3Wdnv7j0eNGoWMjAwAQElJCT755BNotVro9Xro9XoYjUbbn3PmzMHs2bMBAAUFBbj//vthMBhsl/bHX3/99Vi8eLHt2IsuuggGgwFGo9H2p9Wtt96Kxx9/HABQXV2NMWPGdPm1XnPNNXjxxRcBAK2trZgzZ06Xx1566aV48803bX9HN998c5fHzpgxo0OR7IEHHoBO1/kmPVOnTu1QJHv++efR0NDQ6bGjR4/uUCR77733UF7eeUft4MGDOxTJPvvsM+Tl5XV6bEpKSoci2ffff4+DBw92OEYul3d635OxSEZ9Vt2kxU8HyrEmqwx7Cutt18skAs4ZFIW5I+NxwZAYBCl7/9/t3hmDUFLfhtWZpbjj0z34avFkDI1X2WP5drGnsA63rNxt24nzhXXZePKy4S5eFREROYNGb8SjPxwCACw6ux8GRJs7uWYOicGY5FDsLWrAK7/l4unLHfd7wdmh/VbWsa/CmlaIoujwDhdH0xlMWPzJHhwobUSInwxqjQFHypvQqjMgQOE9T5s/2V6IJ348DAC4+/yBuOPcAX0+Z1J4AB6aMwQPfnsAz/+ajXPTo23fC+7iy13F0BlNGJkUipFJoS5dS1igAucMjMJvR6uwJqsM9808fbdppqVI5ujQfuBEcH9NsxZ6o4kTEmR3oiiira0Nra2tHS6pqakIDzePIufl5WHjxo0dbm9/n0WLFmHq1KkAgM2bN+Puu++GRqOxFb3aW758ORYsWAAAyMrKwjXXXNPl2h555BFbkayqqgqvv/56l8f279/fViTTaDT466+/ujy2pqbG9rFEIoFare7y2PYFM6lU2uFjqVQKiURi+9jP78QbcDKZDAkJCbbbBUGwHS+RSBAXF9dhDaNGjYIgCLbbrRdBEGwdZ1bnnXceDAaD7XzW3/cSieSUYy+++GK0trZCEIQOF4lEguTkjlNh8+bNg1qttt1uPRYAYmI6bqxyzTXXoLa2tsMx1o/Dwjq+gXDttdeiqqqqw+NrtVq88cYbXf692/4ez3gEURdyKpvwxI+H8dexGpgsmfqCAExKi8DcUfGYNTQWYYH26aYSBAHPzBuBCrUGW4/X4uYVu/DtnVORYNlVy5XWH67EXZ/thdZgwoDoIByrasb/dhRh/rhkDE90n0IeERE5xpubjqOkvg3xKj/847wTxQZBEPDvizJw9Tvb8OWuYtx6Vhr6RzmmaGAL7XdykSwpPACCADRpDaht0bl0fK2vTCYR932dhT+P1SBAIcXHt07E4k/2oEKtQVZxIyb3j3D1Eu3iq13FeOQ787vri6f1xz0XDLTbua+dkIRfDlVgS0417vs6C6sWT3ZJMH5nDEYTPt1uDuy/aXKKi1djNndUvK1ItmTGoC6LzLXNWlvunzOKexGBCsilAvRGEVVNWrd4vk3uq66uDnl5eWhsbLRdGhoa0NDQgMbGRixatAjDhg0DAKxevRoPPPAAWls7zy588803cemllwIADh8+jP/85z9dPu6MGTNsRTLA3HHVlfZjdsHBwUhOToZCoYBCoYBSqYRSqbR9npSUZDs2JiYGixYtglKphFwuh0wmg0wms308evRo27Hx8fF44403bMecfElISLAdGxcXhy1btthusxa8rAUopfLE79KIiAgUFxdDIjnzz9KAgADs3LnzjMcB5ucoa9eu7daxAPDBBx90+9hnn32228cuW7as28feeeed3T524cKFp1xXW1vLIhk5hiiK+HxnMR77wZy9AgCjkkIxd2Q8Lh4R57BxEoVMgrduGIur3t6KnMpm3LJiF77++2SE+HWvbdIRvthZhAe/PQCTCJw3OBqvXzca/151AGuyyvDI9wex+u9T3DaTg4iI+q6gpgVvbzaHnj9y8ZBTuo0mpIXjgoxobDhShed/ycbbN451yDpOdJI5t3PHTy5FvMofpQ1tKKxt8dgimSiKeGLtYfyQVQaZRMBbN4zFqKRQjE0Jw9oD5dhbVO8VRbLvMkvxwOr9AICbp6bigVnpdu3+EwQBz84bjpkvb0FWcQPe2ZKHO6f3vUvNHtYfrkR5owYRgQrMGRF35js4wQUZMfCXS1FY24r9JY1dFsCyShoAAP2jAqHyd/zzXolEQHSwH0ob2lDRqGGRzAdlZWXhm2++gVartRW72hfA/vvf/9oKVL/88gv+9a9/dXmu8847z1YkUygUpxTI/Pz8EBAQgICAgA7jcMnJyZg7d67ttoCAANvYZEBAACZMmGA7dsyYMVi3bh38/f1tBa/2ha/2BaZRo0Zh27Zt3fp7SEhIwGOPPdatY0NCQnDZZZd161i5XI7+/c+cRQigQ9cUOQeLZNQjjW16PLj6ANYeMM8NTxsUhccvHWrLJHE0lb8cK26egMvf+AvZlU34+6d7sGLhBKfmrwDmJ9OvbzyGFy07bl45NhHLrxgOuVSCh+Zk4LcjldhX3IBv9pTg6vFJZzgbERF5IlEU8egPh6AzmHDOoCjMGhbb6XH3zxqMjUer8MuhCuwtqseYZPtmCplMInKtnWSxzu0kA4DUyACUNrShoKYVY1PCnf749vD25jys+KsAAPDCVSNt2aejk0Ox9kC5LTTdk63dX44lX+2DKAI3TErG/108xCEvvOJU/nhs7lAs+SoLr2zIwXmDo5ERF2L3x+mplVsLAADXTkiGUtb9bFxHClTKcMGQGPyQVYY1WWVdFskyixoAAKPt/LPjdGJV5iIZw/t9U1ZWFl577bUub6+trbV9HBUVheTkZKhUKtslNDTU9mf7Ubxzzz0Xf/31FwIDA21Fr646pEaMGIG33nqrW+sNDg7G0KHeucEKOR+LZNRte4vq8c/PM1FS3waZRDCHvJ7Vz+mdUgmh/vhw4XjMf2cb/jpWi3+v3o8XrxrptAq70STi0TWH8ImlZf+Oc/vjXxeeeCc2JsQP91wwCE/9dATP/HIUM4fGMMTfw3y/rxQmUcTloxNdvRQit6fRG/HAqv1Yf7gSMokAhUwCudR6EaCQSaGQCieuk0mgkJ583KnXmT8WoJBKMGVApNPHCLtj3eFKbMquhkIqwWNzh3b5e2hQTDCuHJuIr3aX4JmfjuLL2yfZ9XdWSX0b2vRGKGQSpIQH2O283ZUSEYi/jtV6bHj/V7uL8ewvRwGYd3i8bPSJkZgxKeaixN6iBo/OXFt3qAJ3f5EJkwhcNTYRj88d5tCv5fLRCfj5YAXWH67Ekq+y8P2dU53+hmZ7RyvU2JFfB6lEwPWT3GuX9Lkj4/FDVhl+yCrDg7MzIO3kefWJIlmo09Zl3eGyopFFMnelNRjR0Kq3ZcjZU0ZGBubNm4fo6OhTil4qlQppaWm2Y2fMmIEZM2Z067xBQUEICnKvrEKik7FIRmdkMol4Z0seXlyXDYNJRHJ4AF69djRGuTDwdFiCCm9cPwa3frQbq/eWIjEsAEtmDHL442r0Riz5ah9+OlABQQD+c/EQLJyadspxC6em4qvdxcitasaL63LwxGXDHL42so/C2hbc/cU+AEBMsB+mDIh07YKI3JjWYMTfP92D37O7zgGxB4VUgs//NgljU5zXRXEmbTojHv/BHHz+t3P6IS3y9B3V91wwCN/vK8POgjr8nl2F8wbHnPb4nsi2jFr2jwpySf6TNbzfuhukJ/ntSCWWrT4AALh9Wr9TdmQcGh8ChVSCuhYdCmpbz/jv7I5+z67CnZ/thcEk4tJR8Xhm3giHv8EpCAKevnw4dhfU4Ui5Gq9vzMWSMwTTO9JHW81vbF44NAZxKvcaHTxnUCRC/GSoatJiR34tpvTv+LzDZBKRZdvZMtRp67IWXthJ5lqiKKK6WYu86hYcr25GXnUL8qqbkVfTguK6VgyJD8GP/zjb7o87fvx4xMXFnRKGTuQLWCSj06pu0mLJV/vwR655N46LR8Th6SuGuzQHzOrc9Gg8ddkw/Hv1Abz6Wy4SQ/0dOtqo1uhx20e7sSO/DgqpBC/NH4mLR8R3eqxcKsFjlw7Fde/twKc7CjF/fBKGJTDE3xOs2ltq+/jh7w/i57vPdpuxDCJ3ojOYcOf/9uL37Gr4ySV4/dox6BcVCL1RhM5ggs5ogr7dxXydCL2h3XWWY098boLeINqO1xtNyK1qxoHSRtz+yW58f9dZbpON88bvx1Da0IaEUP9uZS7Fh/pj4dRUvLM5D8/+nI1pg6I77RjpDWseWbqT88isUi2RC4Ue1km2p7AOd362F0aTiHljEvHvWYNPOUYpk2J4ogp7Cuuxt7De44pkfx2rweJP9kBvFDF7eCxevGqk3f7fnUlUsBJPXT4cd/xvL97YdBznZ8S4ZEfJxlY9vss0/26/aXKq0x//TJQyKWYPj8MXu4rxQ1bZKUWy49XNaNIa4C+XIt2JHbWxKnO+YDk7yZxCozeioLbFVgQ7bi2GVbegSWvo8n7VTVqP7nIlckcsklGXtuRUY8lXWahp1sJPbh4luXpcklv9EL5mQjJK6tvw+u/HsOzbA4hV+eEcS46IPVWqNbjpw504WtGEIKUM79449owdRlP6R+ISSwv9I98fxKrFDPF3dyaTiNV7SwAAUomAvOoWvP9HvtuEDhO5C73RhDs/24sNR6qglEnwwU3jMdVBXZctWgOufHsbjpSrseij3fhm8WQEKl379CWvuhnvbskDAPznkiHwV3SvkH7HtAH4fEcRsiub8G1mKa4ca5+RbmuRbKCLRlJTLYWj/JoWj3mxllvZhFtW7oZGb8L09Cg8M294l+sekxxqLpIV1WOenf7NnGFnfh0WfbQbWoMJF2TE4L/XjHZ6p+Hs4XG250L3fZ2FH/9xFvzkznvjqayhDY+uOYQ2vRGDY4MxIc09M/PmjozHF7uK8dOBCjw2d1iH0VTrqOWIRJVT//2snWQV7CSzG1EUUanWmotgNR2LYaUNbRDFzu8nEYDEsAD0iwpEv8gg9I+2/BkViKhgpUf8zCXyJCySuYlmrQE6gwnhga7PrtIbTXhxXY5tt67BscF4/brRGBDtfnkwAHDfzEEobWjDt5mluON/e/HV7ZMxJN5+AbHHq5ux4IOdKG1oQ2SQEitvHt/trrCHZmdg45FKZBYxxN8T7CqoQ0l9G4KUMjw8J8PWpTh3ZDySXJDzQ+SO9EYT/vl5JtYfroRCJsF7C8Y5rEAGmIOt379pHC59/S8cKVfj3i/34e0bxrrsTQdRFPGfNYegM5qLKzOGdH9sUhUgx53TB2D5z0fx0rpsXDwizi4FgxxLaL8zu0zaS7b8fGzSGFDfqneL5zKnU9bQhgUf7kRjmx6jk0PxxvVjID9N8cG80UI+9lqKFZ5gb1E9bl6xE216I6YNisIb148+7dfoSI/PHYrtebU4VtWMl9bn4MHZGQ5/zBatAe9sPo53/8iDRm/eif3u8we6bTFhYr8IRAcrUdWkxZacalzQ7udKpnXU0ol5ZABsY6kct+ybtfvLse5wBY5XNyO/ugUtOmOXx4b4ydAvKgj9ogLRPyoI/SID0T86CMnhAU4tLhP5OhbJ3EBpQxvmvbkVVU0anDc4BtdPTMY5g6Kc1g7fXnFdK/7xeSb2WX4h3zgpBQ/NyXDrH8zm7cZHoKJRg215tbhl5S58e+cUu2ROZBbV45aVu1DfqkdqRAA+vmUikiO6XyyJVfnh7gsG4umfjuKZX47iwqGxUAW4flSVOrfK0kU2e3gs5o9PwpqsMmw9Xov/rDmED24a57ZPromcxWA04Z4v9+HngxVQSCV498axDunePVlCqD/euXEsrn1vO9YdrsQL67Jxfyejcc7wy8EK/JFbA4VMgkdPE9bflZumpGLl1gKUNWrw8bYC/O2c7m0B3xWD0YTjVZYimQt2tgQAP7kU8So/lDVqUFDb4tZFsoZWHRZ8uBPljRr0jwrEhzeNR4Di9E+HreH92RVqNGsNCHJxJ+OZHChpxE0f7kSLzogp/SPwzo1jXRobEBaowDNXDMetH+3Ge3/kYcaQGIxPdUxHl9EkYtWeEjy/LhvVTVoAwITUcDx8cQZGJIY65DHtQSoRMGdEHFb8VYA1WWUdi2SWnVVHJzk3G6p9cL+ndIi6m9zKJtz1+d4OHWJSiYCkMH9zESwq0FwUizT/GRmk4N8zkRtw3TYzBABobNPj5hU7UaHWwCQCG45U4uaVu3DOc7/jtd9ynfruzdr95Zj93z+wr7gBIX4yvH3DGDxx2TC3LpBZKWQSvH3jWAyMDkKFWoObV+yCWqPv0zl/z67Cde/tQH2rHiMSVfjm71N6VCCzunlqGgZGB6GuRYcX1mX3aU3kOG06I346UAEAmDcmEYIg4PFLh0EuFbDxaBXWHa508QqJXMtoErHkqyys3V8OuVTA2zeOwbnp0U57/LEpYXhu3ggAwJubjuPbzBKnPbZVi9aAx380h/UvntYfKRE9z6fyk0ttG8288ftxNLb27XdVQW0rdEYT/OVSl+a1Wf8uCmrcN5esTWfELSt34VhVM2JD/PDxrRMR1o2CXkyIHxJC/WESYQtQd1eiKGLxp3vQpDFgfGoY3r9pnFs8jzs/IwZXjU2EKAJLv85Cq67rjKXe2nq8Bpe89ifuX7Uf1U1aJIcH4O0bxuDL2ye5dYHM6tJR5l1V1x+utP39tGgNtnFqZ+5sCQDRIeZMMq3BhMa2vv2c8lWvbMiFKAIT08Lxzo1jsWHJOTjy+Cxs+td0fLBwPB6aMwTXTkjGxH4RHJskciMskrmQzmDC3z/dg5zKZsSEKPHZbRNx61lpCA2Qo7ShDS+uz8GUZzbi9k92Y3NONUymLgbV+6hNZ8Sy1Qdw52d70aQ1YGxKGH66+2zMGhbnkMdzFJW/HCtuHo+oYCWOVjThjk/3Qmcw9epcq/aU4LaPdqNNb8Q5g6Lw+W2TEBmk7NW5rCH+APC/HYU4WNrYq/OQY607XIFmrQGJYf62d7gHRAfhb+eYdzp7bM0htJwmOJXImxlNIpZ+nYU1WWWQSQS8ef1Yu+7O2F2XjU7AHeeaO68eWHUAewrrnfr4r208hvJGDZLC/W3r6I0rxiRiUEwQGtv0eMsSbdBbuZYX0INiglyae5ka6d47XFpz9PYWmd8I/PjWCT0qKlq7yfY6+f9cT+VUmrON/OVSfLjwzF1yzvTIJUMQr/JDYW0rnvn5qN3Om1fdjEUf7cZ17+3A4XI1gv1keGh2BtYvOQezhsV5TOFhZKIKKREBaNMbseFIFQBgf0kjTCIQr/KzZYQ5i59cijDL9APD+3vuSLkaaw+UAwAeu3QoLhwaiwHRwR3y5ojIPfG71EVEUcSD3x7A1uO1CFSYn8hM6R+JRy4egu3LzsfL80difGoYjCYRvx6qxE0f7sS0F37HG78fs7WP20NOZRMufeNPfL6zCIIA3DV9AL782yQkhnlm/lJiWABWLByPAIUUfx6rwbLVByB2lYLZCVEU8fbm47jv6ywYTCIuH52A9xeM63NItDXE3yQCj3x/0GEFT+o9666WV4xJ7PBC867pA5EY5o+yRg1e3ZjrquURuYzJJOL+b/bj28xSSCUCXr9uTI9yuOxt6cx0zBwSA53BhNs/2Y3ShjanPO6xqia8/4c5rP/RS4b2qTtHKhHwgGVcdMVf+Shv7P3XkO3i0H4rd97hUhRFLFt9ABuPmjea+HDheAzq4d/XGEsXz94i9y6SbTtu3o18XGoYgt1gJ/L2QvzkeO7KkQCAj7cV4q9jNX06X0OrDo/9cAgzX96CDUcqIZUIuGlyCjb/azpuO6efx+1MLQgCLrHsmr5mn/k5SWaxZdQy2bmjllYM7++9l9fnAADmjIjD4Fj7ZSUTkeOxSOYir208hm/2lJhfcFw/BkPjTwTB+8mluHx0Ir5ePAXr7j0HC6ekIthPhuK6Njz/azYmL/8Nd/5vL/46VtPrYosoivjfjkJc8tqfyKlsRlSwEp/eOhFLL0x3+s5H9jYsQYU3rh8DqUTAqr0l+O9v3StsmEwinvjxiO3dzb+d0w8vXjXSbu/4PDQ7A4EKqTnEf6/zx4Soa5VqDf7MrQYAXDE6ocNt/gopHptr7gT84I98ZFc0OX19rtamMyKvutnVyyAXMJnMxYVVe82/r169ZjRmDYt16ZokEgEvzx+FjLgQ1DTrsOij3Q7v8rSG9RtMIi7IiMb5GX0vEp43OBoTUsOhNZjwyvreF+BzXRzab+XO45bP/Zpte871xnVjMK4XeVhjLEWKvUUNbv1G19bjtQCAyf0jXLySzp01MBI3TkoBANz/zf5eRWPojSZ8+Gc+pj2/CSv+KoDBJGJ6ehR+vedsPHbpMLfOxDuTS0eZi2Sbc6rR0KrDPstmEaOSQl2ynjiVuUhWyU6yHjlQ0oh1hyshEYB7Lxjo6uUQUQ95djXEQ32bWYKXLO8uPH7pUEw/TabLoJhgPDp3KHY+eAGev3IERieHwmASsfZAOa5/fwfOe3ET3tl8HLXN3e8ua2zT487P9uKhbw9CazBh2qAo/Hz32Q7dnczZpqdH44lLhwEw5wF8vbv4tMfrDOYw6g//ygdgLmg9ODvDrqMr1hB/AHjm56N9zqEh+/kusxQmERiXEobUyFMzhs7PiMHMITEwmEQ88t3BHnUneiqN3ohfDlbgrs/2YswT63Hei5uxwvL9QY7VqjO4xf8xk0nEQ98dxJe7iyERgFfmj8KcEe4xhm/d8TIySGnb8dKRhYsf95fjr2O1UMok+M8lQ+1yTkEQ8MBF5m6yr/cU28Yme8raSTbIRaH9Vu46bvnhn/l4a5N5pHX55cM7BKL3xJD4EPjJJWhs0yPPDQuBgPl7dkd+HQBgcj/3LJIBwL8vGoyUiACUNrThSUvGX3eIooj1hytx4ctb8PiPh9HYpkd6TDA+vmUCVtw8wW13Ye+JgTHBGBwbDL1RxM8HK2w7Wzo7j8wqVsVOst54ab05g/jSUQle8f+SyNewSOZkW4/X4P5v9gMAbp/WD9dPTOnW/fwVUlw1Lgnf3jEVP999Nm6clIIgpQwFta1Y/vNRTF6+Ef/4PBPbjtee9sXV3qJ6zP7vH/jpQAVkEgEPzc7AioXje5235c6um5iMO6ebM2OWrT6APyydQidr1hpwy8pdtqydV+aPwm2WHCp7ax/i/+J6hvi7A1EUbbtazhub2OVx/5k7FP5yKXYW1NlGM72N1mDEhsOVuOeLTIx7cgMWf7oHP+4vR5vevF358p+P4miF2sWr9E7Hqprx3w25mPHSZgz5v19x1dvbsLugzmXrEUUR/7fmID7fWQSJALw8fxQuGRnvsvV0xrrjpUIqse146QjNWgOeXGt+IX/n9AFICrdfHMHYlDDMGhoLk2juduoprcGIfEvBZlBMkN3W1Rsp4eY3GBrb9Gho1bl0LVZrsspsGy3868J0XD0+qdfnkkslGJEQCsB9Ry4Pl6vR2KZHkFKG4QmqM9/BRQKVMrxw1UgIAvDV7hL8duTMG+McKmvE9e/vwG0f70ZeTQsigxR4+vLhWPvPs5yyw64zzbV0k733Rx6qm7SQSQQMc9G/p3Xc0pkbiXm6vUX1+D27GlKJgH+ezy4yIk/EIpkT5VY24fZP9kBvFDFnRBweuLB329dnxIXgicuGYedD5+PZecMxIlEFndGEH7LKcO1723H+S5vx/h95HZ6kmkwi3tp0HFe9vQ2lDW1IDg/Aqr9PwW3n9HNp0K+jLZ2ZjktHxcNgEvH3T/fiSHnHF/jVTVpc8+42/HmsBgGWbLjLThq3s6f2If6fbmeIvzs4WKpGTmUzFDIJZg/vuksmIdTf1gm4/KcjbvMisK90BhN+z67CfV9lYdyTG7Do4934bl8ZmrUGxKv8cNvZafjuzqk4b3C0uePyi33QGoyuXrZXKKhpwesbczHrlS244KXNeHlDDnKrzKNzuwvrceXb23Dbx7txrMq5I76iKOKxHw7j0+3mrMrnrxxp23XN3YxNCcOzVw4H4LgdL1/9LReVai1SIgJsG3nY079mpUMqEbD+cGWPC6P5NS0wmkQE+8kQ6+RQ75P5K6S2NeS7QafVH7nVuO+rfQCAhVNS+7TRgtXolFAAQKabFsm255lHLcenhrl9dMb41HAsOisNAPDv1QdQ39L579QqtQb3f5OFi1/7E1uP10Ihk+COc/vj96Xn4rqJyW7/dfaGNZcsr9r8fZQRF+KyHUqt39MVHLfsNmsW2RWjE5DWyXQCEbk/99nyxs6+3F2ERdOHus2ONlVNGixcsQtNGvPukS9eNbLPxakAhQzzxydj/vhkHCxtxP92FGHNvlLkVbfgybVH8Nyv2ZgzPA5zR8Xjwz/z8UeuOSD1kpHxePryYW4X6OoIgiDguStHoKJRgx35dbh5xS58e+cUxKn8UVjbggUf7kRhbSsiAhVYcfN4p2wRbg3x/yGrDP/3/UF8s3iKVxcq3Z21i2zmkBio/E//PXHL1DSs2lOC3KpmPPdrNp6+fLgzlmh3BqMJW4/XYu3+cvxyqKLD1u4xIUrMHh6Hi0fEY3RSqO3/5rPzRmDWK1twtKIJL67LwYOzM1y1fI9WXNeKH/eXY+2BMhwsPVG0l0kEnD0wEhePiMfIJBU++DMfX+4qxvrDlfjtSCWuHpeEey4YZBt9cRRRNGczrtxaAMD87366Dkt3cPnoRORWNuPNTcfxwKoDSIkItOVH9VVOZRM+/NM8Zvzo3L6F9Xelf1QQrh6XhM93FmH5z0fxzeLJ3X7uYs1IHBQT7BbPd1IjA1Ch1qCwttVlQeMAsL+kAYstb0pePCIO/3fxELv8/Vj/Xzl7V9Xu2ubmeWQnu29mOn7Prsaxqmb8Z80hvHrtaNttbToj3v8jD29tPo5WnfmNmUtGxuP+C9Pt2s3pjpLCAzA2Jcz2/8xVo5YAEGP5ncPdLbtnZ34d/sitgYxdZEQezWuLZE/8cAS5dUY8fukwl737YtWqM2DRR+YduFIjAvDegnF2X9OwBBWWXzEcD83JwPf7SvHZjiIcKlPj28xSfJtpHg3zk0vw+NxhuGpcols8mXYWpUyKd28ch3lvb8WxqmbcvGIX/nPJUPzj872oadYhKdwfH98y0anv9jw0OwMbj1RiryXE/+pxvR8Bod7TGUxYk1UGAJg35syFAIVMgicvG4b5727H5zuLcNXYRJe+EOwJo0nEjrxa/HigHL8crEBdu3ftI4OUmD08FhePiMe4lLBOi7ZRwUo8M28Ebvt4N977Iw/npkdhSn/vyTF0pNKGNvy0vxw/7i9DVsmJ7lGpRMCU/hG4ZEQ8Zg6NQWjAibDp5VeMwK1npeH5X7Px66FKfLGrGN9mluKWs9KweFr/MxZ0e0MURSz/+agtm3H5FcM95mfT0pnpOFbVjHWHK/G3j/fg+7umIiHUv0/nFEVzBqHBJGLmkJjT5of21T0XDMS3mSXYU1iP9YcrMXNo9zZHsIb293SnRkdJjQjE9rw6l3aS5de04OYVu9CiM2LqgAi8eHXf35S0shbJcquaodboEeJGbzYajCbstOWRecbPZj+5FC9eNRJXvLUVa7LKMGtYLGYNjcWarDI8+8tRW2FmVFIoHrl4CMameMbvW3uYOzLeLYpksRy37DZRFPGiZez/6vFJXl/MJfJmXlskk1hyDo5WNOGtG8b2+clybxlNIu7+Yh/2lzQiLECOFTdPcOiuO0FKGa6fmILrJiQjq6QRn+0oxA9Z5UiNDMRr147y2fBIVYAcK28ej8vf3IqjFU249r3tAIAhcSFYect4RAc7d0zFGuL/9E9H8czPR3HhkFioAtznybav2JxTjboWHSKDlDh7YPdeVEzsF4ErxiRg9d5SPPzdQXx/51S3HfcwmUTsKqjDj/vL8fPBCtS02+AjPFCBi4bFYs6IOExMi4C0Gy8iZwyJwbUTkvD5zmLc91UWfrn7HP6/7UJFowY/HTAXxvZadicDzL+bJvWLwMUj4jFrWOxpfx8MiA7GOzeOw57Cejzz8xHsKqjHW5uO47MdRbhr+gDcODnFbm+4iKKI537Nxrtb8gAAT142DNdOSLbLuZ3BuuPllW9vw5FyNRZ9tBvfLJ6MQGXvn+asySrDjvw6+Mkl+L9LhthxtaeKCfHDrWel4Y3fj+O5X7Nx3uDobv1csYb2p7s4j8zKusNlYa1rimRVag0WfLgDtS06DEsIwds3jIVSZr83JaOClUgOD0BRXSv2FTW4VRbWoTI1mrQGhPjJMCQ+xNXL6baRSaG449z+eG3jMTz83UG8s/m47c2EhFB/PHDRYFwyIs6n3twFgNnD4/D4j4dhNIl264ztDevulvWtemj0Rpc3HrizbcdrsSO/DgqpBHdNH+Dq5RBRH3htkeztG8fi3z8cw/6SRlzy2p94/drRmOKC3Ruf+PEw1h+uhEImwfs3jXNat5IgCBiVFIpRSaF46vLhkAqCz4/0JYYF4MObxmP+u9vQqjNiSv8IvHPjWJeNnd48NQ1f7S7BsapmvLg+G49bduMk51m1xzxqedmo+B4Vuh6cnYENhytxqEyNT7cXYuHUNEctscdMJhGZxfX4IascPx0oR1XTicJYaIAcs4aaC2OT+0X0qrj38Jwh2Ha8FgW1rXjk+4MdxmN8XVWTBr8crMCPWeXYVVgH6x4qgmDO37lkRBxmDYtDVHDPNkoZmxKGr26fjN+OVOHZX44it6oZT/1kHolcMmMQLhud0K0iZ1fM737n2HYAfPzSobhhUvc2lXEn1h0vL339T9uOl2/fMLZXv/uaNHo8ufYIAOAf5w1EYpjjOwJun9Yfn+0owrGqZqzaW4L5489cpMypPDFu6Q7SXLjDpVqjx00rdqG4rg0pEQFYsXCCQ36/j0kORVFdK/YW1btVkWybJY9sQjff9HAn/zhvIDYcqcKRcjXqWnQIVEhxx/QBuPWsNJ8tykQFK/HGdaOhbjPYis+uoPKXQymTQGswoUqtRXIEu6M6I4oiXrRkkV03MRnxLmrOICL78Noi2ZT+kfjhrlgs/nQPDpWpccMHO/DviwbjtrP7Oe3dqA//zLflurx89SiMTQl3yuOeTO6mXS6uMDxRha9un4zMonpcPT7Jru8w95RcKsHjc4fiuvd34NPthbh6XJLLdi/yRfUtOvx21LyjVk8zlyKDlLh/1mA8/N1BvLguB7OHxyHaxaHZDa06vLnpOH7MKkNZu+yQYD8ZLhwai4tHxGHqgMg+/zwIVMpsHTtrsspwfka024a6O0NtsxY/H6zA2v3l2JFfC1O7zYXHpoTh4hFxmD08zrZDWG8JgoALhsRg+uBorNpbgpfX56C0oQ33fZ2F9/7IwwOzBuPc9Khe/X7772+5eP33YwCA/7t4CBZMTu3TWl3JvOPlOFz77nasO1yJF9dn41+92CTnlQ25qG7SIi0yEIvOdk4RPMRPjrvOG4gnfjyMl9fnYu7IBPgruv4d1aYzoqjOXIwaFOseRTLri/kCJ3eSafRG/O3j3ThSrkZkkBIf3zKhx8Xo7hqTEobv9pW5XS7ZVkse2RQPySNrTyGT4L/XjMLSr7MwLEGFey8Y5LB/P08ya1jXmwk5iyAIiFX5obC2FRVqDYtkXdicU409hfVQWjaWICLP5tDqyfLlyzF+/HgEBwcjOjoal112GbKzT7/F+aZNmyAIwimXo0eP9vjxkyw7OM4bkwiTCDz901Hc9VkmWrSG3n5J3fbroQo8YdkyftlFgzFnhOt/0ZHZsAQVbpyc6tICmdWUAZG4eEQcTCLwf98fhKn9K2xyqB/3l0FvFDEkLgQZcT0fTbl2QjJGJoWiSWuwdZy4SnFdK+a9tRXvbslDWaMGQUoZLh+dgA9uGofdD1+AF64aiXPTo+1WMB+dHIZ/nGceJXj4u4MobWizy3k9hSiK+C6zFDd+sAMTnv4ND393ENvyzAWyUUmheHhOBrb++zys+vsU3Dw1rc8FsvakEgFXj0vC70vPxb8vGowQPxmOVjTh5pW7cM2723u8695rv+XilQ25AICH52TglrPcpyuyt9rvePnG7z3f8fJohdr2Btdjc4c69XfFDZOSkRDqjwq1xraGrhyraoYomkenI4Pco6CQYnkB3dCqd9oOwEaTiHu/3IfteXUIUsqw8ubxDu28sY6+7StucJvf2XqjybYzqqeE9p9sUEww1tx1Fp6+fDgLZG7G+jusvNG3ftd3lyiKeMnSRXbjpBSXv2lKRH3n0CLZ5s2bceedd2L79u1Yv349DAYDZs6ciZaWM7/DmJ2djfLycttl4MDe7RDiJ5fihatG4IlLh0ImEbD2QDkue+Mv5FU39+p83bGvuAF3f5EJUQSun5jskC3jyXs8PGcIAhRSW4g/Occ3e80bWlwxpnddUFKJgKcuGwaJYM4u+tOye6yzHSxtxBVvbcXx6hbEqfzw9g1jsPvhC/Dy/FE4PyPGYS/w75o+AKOSQtGkMeC+r/a5zYtFZ3h94zHc8+U+/JFbA6NJxPAEFf590WD8cf90fHfnVCw6u5/DRy385FIsntYfW+6fjtvP6QeFTIId+XW4/M2tuON/e7r1O+7NTcds4yH/vmgwFp3tPb+rLh+diL9b3s1/YNUB7O1m8dAa1m80iZg9PNbp43RKmRRLLxwEwPzvU9/SdaHpxKile+SRAeZdt2NCzAWOQieNXH66vRA/H6yAQirBuzeOdXhH9uDYYAQopGjSGHDMgc8le2J/SQNadUaEBciR7iajt+Q9GN5/er8dqcL+kkYEKKRYzC4yIq/g0CLZL7/8goULF2Lo0KEYOXIkVqxYgaKiIuzZs+eM942OjkZsbKztIpV2/kJPq9VCrVZ3uJxMEATcODkVX94+CdHBSuRWNePS1//C+sOVff4aT1Zc14pFH+2CRm/CuelReGzuUJ8LG6WeiVX54W7LNtHP/nwUja16F6/I+x2rakZWcQOkEqFPo4LDElS20bT/+/4gtAajnVbYPVtyqjH/nW2obtJicGwwVt8xBbOGxTklw0UmleDl+aMQoJBie14d3v8zz+GP6Q5+OVhhKyz97Zx+2LT0XPzwj7OweFp/l+xkFRqgwLLZGdi09FxcNTYRggD8dKACM17egoe+PYCqLl7UvLP5OJ77xdzZ/a8L07F4mvc9sf/XzHTMGBIDncGEv328p1sdj99mlmJXQT385VI8PMexYf1duXRkAjLiQtCkMeDNTce6PC7HFtrvXkURZ45cNrbq8coG8/fjQ3MynJI9K5NKMCLRXIjb6yYjl9sso5aT+kX4fP4s2Z81vL+iUXuGI32PyXSii+ymKalu09VLRH3j1LCqxkbzbjXh4WfO5ho9ejTi4uJw/vnn4/fff+/yuOXLl0OlUtkuSUldb1c/NiUcP/7jLIxLCUOT1oDbPt6Nl9Zlw2inDojGVj0WrtiJmmYdhsSF4PXrxrjtrnfkXm6emoYB0UGobdHhxfWnH0mmvltt6dibNiiqz2MdS2aas1Pyalrw7mbnFYpW7SnBLSt3oUVnxOR+Efhq8WTEqZwbFJsWGYhHLjYXEl74NQeHy059k8KbHClXY8lX+wAAN01OwYOzM5DqpM1YziQ+1B/PXzUSv9x9Ds4fHA2jScT/dhRh2vOb8OK6bDRpThTf3/8jD8t/NkcYLJkxCHd66S5cEomAV+aPQkZcCGqatVj00e7Txi00tunx9E/m0el/nj/QZcHLEomAB2alAwA+2lqIkvrOO7KsO1sOdLMiWapl5LKgxvGdZK9tzEV9qx4Do4Nw/UTn7cZqHbl0l1wya2i/p45aknuLYSdZl349VIHD5WoEKWX4mxd1YxP5OqdVcERRxJIlS3DWWWdh2LCud/GLi4vDu+++i1WrVmH16tVIT0/H+eefjy1btnR6/LJly9DY2Gi7FBcXn3Yd0SF++Oy2SVg4JRUA8OrGY7j1o1197t7RGoz42ye7bSNPK24ej6A+bD1PvkUhM4f4A+bRkYOljS5ekfcymUR8m2ketZw3pmeB/Z0J8ZPj4TkZAIDXfz+GIgePGImiiDd+P4b7vs6CwSRi7sh4rLxlPEJctEvrNeOTcEFGDHRGE+75MhMavXO76Zyl1lJkadUZMXVAhK046G7SY4PxwcLx+PJvkzA6ORRteiNe23gM057fhA//zMf7f+TZMvT+ef5A/PP83kUZeArrjpeRQQrbjpddjQa/vD4HNc069I8KxK0uzmabNigKk/tFQGc04eX1uZ0ek1tpHvVLd5PQfitr4bjQwZ1kBTUt+GhbAQBzF5kz35Qcm2IuknV3jNeRtAYjdheY1zG5H4tkZH+x1k4yFsk6MJpEvGzpZL1lairCAhUuXhER2YvTnlHcdddd2L9/Pz7//PPTHpeeno7bbrsNY8aMweTJk/Hmm29izpw5eOGFFzo9XqlUIiQkpMPlTBQyCR6dOxQvXT0SSpkEm7Krccnrf/a6C0IURTzwzX7syDeHxq64ebxdg5rJNzDE3zm25dWivFGDED8Zzs+Itss5546Mx9QBEdAaTPjPmoMQRcf82xmMJjz83UE8/6u52/D2c/rhlfmjXLoJhSAIeGbecEQGKZBT2WxbmzfRGUz4+//2orShDSkRAXjDA7qEJ/aLwOq/T8HbN4xBv8hA1LXo8PiPh20Fsjun98e9F3h3gczKuuOlQiqx7Xh5skNljfjYUnB5/NJhUMhc++8rCAL+fZF5V87VmSU4WtHx+UmTRm8bHx0U7WZFMsu4Zb6Di2TP/HwUeqOIcwZF4dx0+/ws767Rlk6y49UtTtugoCv7ihqgNZgQGaTEgGj3yacj72F9TVPRyCJZez/uL0NOZTNC/GS4lV1kRF7FKc8C//GPf2DNmjX4/fffkZjY886NSZMmITe383dS++KKMYlY9fcpSAzzR1FdK6546y98v6+0x+d5eX0OvttXBplEwFs3jMHg2J7vlEcEmN8Nt4b4r3JSiL8oiqho1PhMUW7VHvPf68Uj4+2W3SUIgvmFtVSC37Or8euhCruct702nRGLP92D/+0ogiAAj14yBMtmZ7hF/kxkkBLPXTkCAPDBn/ku28TAEURRxH/WHMJOy5sg7y8Yh9AAz3i3WBAEzBoWh3X3noOnLx+OaMto8e3T+mHpzHSfysscmxKGZ+ad2PHyu8wTv+tNJhH/9/0hmETg4hFxmOqEXKvuGJkUijkj4iCKsOXHWeVWmbvIYkKUUAW4pou0K9YimSOD+7fn1eKXQxWQCLB18jpTeKACaZaOucziBqc/fnvWUctJ/cJ96nuanMfaSVap9p3nimdiMJrwX8vO0Led3Q8qf/f6OUxEfePQIpkoirjrrruwevVqbNy4EWlpvRtfyMzMRFxcnJ1XZzYsQYUf7joL5wyKgkZvwt1f7MNjPxyC3mjq1v2/2lWMVzeag3WfunwYzh7o3J2wyLvEqfxtIf7PODjEv7C2Ba/+lovzX9qMSct/w4PfHnDYY7mLFq0BPx80F7DsMWrZXv+oINw+zfxO4mM/HD5t9lFP1TZrce1727HhSBUUMgnevG4MFk517TjYyc4bHGPLBFr6dZbLuyvs5ZPthfh8p7kw+eq1o9wu/6k7ZFIJrpuYjM3/mo71956DZRdl+OSL6SvGnNjx8v5V+22jct/sLcGewnoEKFwX1t+VpTPTIZMI2Hi0CtstxRAAyKmw7mzpfv8fUyyZZHUtOjS22f93mMkk4sm1hwEA105IdtnfwejkUACuD+/fepx5ZORY0cFKCAJgMImoPc2Ou77k+31lyKtpQWiAHAunprp6OURkZw4tkt1555349NNP8dlnnyE4OBgVFRWoqKhAW9uJHaaWLVuGBQsW2D5/5ZVX8N133yE3NxeHDh3CsmXLsGrVKtx1110OW2dYoAIrFo7HXZbw4hV/FeD693eguun0u7j8kVttKyzcNX0A5o93Xmgsea+bp6ahf1Qgalt0eMnOIf7VTVqs/Csfl73xF6Y9vwkvrc9BXrV5JOaLXcX45aD9O6Dcyc8HK9CmNyItMhBjLC9w7OnO6QOQFO6P8kYN/vubfbpfC2tbMO+trdhX3ACVvxyfLZqIi4Y75k2DvnpoTgb6RQaiQq3BQ985buzUWbYeq8FjP5hfjD8wazDOGxzj4hX1jb9C6pFFPns6ecfLI+VqPGPZxOCeCwbaOibcRVpkIK6dYH5u8czPR23fU9bQfncskgUqZbYNURyRS7Y6sxQHS9UIVspw74xBdj9/d7lDLplGb8S+ogYAwJT+7tEBSd5HLpXYdm1keD+gN5psz/FuP6c/gl2UCUtEjuPQItlbb72FxsZGnHvuuYiLi7NdvvzyS9sx5eXlKCoqsn2u0+mwdOlSjBgxAmeffTb+/PNPrF27FldccYUjlwqpRMDSC9Px9g1jEaSUYWd+HS5+7Y8un/wcrVDjjk/3wmAScemoeNw303VP1Mi7KGQSPH6peXOLT7YX4lBZ30L8m7UGrN5bggUf7sSk5b/h0R8OY19xAyQCcPbASLxw1UhbSPVD3x5ATbP3bvFt3dXyitEJDumk8ZNL8fhc87/dB3/mI9vS7dFbWcUNuOLNrSiobUVCqD9W/X0KxqWeeXdgVwlQyPDy/FGQSQSs3V+O73oxvu4uCmtbcMdne2E0ibh8dAJuP4d5I97AuuPl4Nhg1DRrcenrf6GuRYeB0UG42c26M63+ef5ABCik2FfcYHsjwxba74ZFMgBIs4xcFth55LJVZ8Dzv5qLmneeN8D2wt0VrDtc7itqsNsu6T21p7AeOqMJsSF+tl1FiRwhlrlkNqv2lKCorhWRQQrcNCXF1cshIgdw+LhlZ5eFCxfajlm5ciU2bdpk+/z+++/HsWPH0NbWhrq6Ovzxxx+YPXu2I5fZwaxhsfjuzqnoHxWISrUW89/Zhv/tKOzQEVGp1uCWFbvQpDVgQlo4nrtyhE+OrpDjTO0Q4n+oxxkQOoMJGw5X4q7P9mLck+ux5KssbMmphtEkYmSiCv938RBsf/B8fHLrRFw5NhH3z0rH4Nhg1LbosGz1AY/vAOpMaUObLbvlstEJDnuc6YOjceHQGBhNIh7+7kCv8zs2Hq3ENe9uR22LDkPjQ/DtHVM8IpR5ZFKobWT4/747hOI6x+726QhNGj0WfbQbDa16jEwKxfIrhvNnvBdpv+OlzhKt8PilwyB3080YooKVuM0SCv38r9nQG022TrKBMe75M8E6cllYY99Osnc256FSrUVSuL9tl3JXGRQTjCClDC06I3Iq+/aGSG9tazdqyZ9R5Ei28H4f7yTTGUx4zRKzs3hafwQoZC5eERE5gns+I3SxAdFB+P6uszBraCz0RhEPfXsQD6zaD43eiBatAbes3IWyRg36RQXi3RvHunRnOfJe1hD/PYX13QrxN5lE7Myvw4PfHsCEpzdg0ce78eP+cmj0JqRFBuKeCwbi96Xn4vu7zsItZ6UhOvjEWJFSJsXL80dBLhWw/nAlVu313A6grnyXWQpRNIcbJ4U79h33/1wyFAEKKXYVdO/f7mRf7CzCbR/vQZveiLMHRuLL2ycj2oN2zP37uf0xJjkUTVoD7vsqy2VdFr1hNIm454t9yK1qRkyIEu/eONZuGzyQ+0gMC8A7N45DRKACCyanuH2e023n9ENEoAJ5NS14d0ueLQ7CXcdnUyPtv8NlRaMG72w5DgD496wMl39fSiUCRiapAJg7ulzB+sbP5H7u/f+XPF+syty16eudZF/uLkZpQxuig5W4YRK7yIi8FYtkXQhSyvDWDWPwwKzBkAjAV7tLcPU727D40z04VKZGRKACKxdO8JhdzsjznBLi30UAcnZFE5795SjOfu53XP3ONny2owgNrXpEBStxy9Q0rLlrKjbeNw33XDDIthtXZzLiQmz5Lo+tOYTShrYuj/U0oijadrW0d2B/Z+JDT/zbLf/5KOq7GXQriiJeWp+Df68+AKNJxLwxifhw4XgEKT3rnUqZVIKX549CoEKKnQV1eHdLnquX1G0vrMvGb0fNGyS8e+M427vn5H3GpoRhzyMzbOPt7ixIKcM/LT9TXl6fAwBICPV3258Njtjh8rlfj0KjN2FcShhmD4+123n7Ymyy63LJWrQGZFl21nT3Ii95vlh2kkGjN+INSxfZndMHuLxQT0SOwyLZaQiCgL+f2x8f3TIBoQFy7C9pxB+5NVDKJHj/pnFIZv4DOViHEP91J0L8Sxva8Nam45j1yhZc+MoWvLXpOEob2hCklOHKsYn45NYJ2L7sfPzfJUMwIjG022MYt5/TH2NTwtCkNeBfX2d5zVbfmcUNyKtpgb9c6rTQ+1vOSsOgmCDUtejw3K9n3oBBbzThgVX78aolDPYf5w3AC1eNcNsRsDNJiQjEfy4ZCgB4aX02Dpb2LVvPGb7fV4q3Npk7VZ6/cgRGJoW6dkFE7Vw7IRnJ4QEwWH4up8e6ZxcZcGLcssBO45b7Sxqw2tLh/MjFQ9xmtHC0Jbw/0xKe70y7C+thMIlICPV3eHc0UazKH4BvB/d/tqMIFWoN4lV+uGZCkquXQ0QO5Jmvvpzs7IFR+OGuszA8QQWFTIL/XjMKoy3vHhI50skh/q9vzMXVb2/D1Gc24tlfjuJoRRPkUgEzh8TgjevGYPfDF+CFq0bi7IFRkEp6/iJCKhHw4lUj4S+XYuvxWny0rcDOX5FrWAP7Zw2LdVrnhVwqwZOXDQcAfL6z6LSdBi1aAxZ9tBtf7S6BRACeunwY7puZ7jYvBHvrqnGJuHBoDPRGEfd8uQ8avdHVS+pSVnED7v9mPwDzuOiloxyXW0fUGwqZBEsvTLd97o47W1pZxy1rW3RQazrvgu4uURTx5I9HAACXj05wq+L1mCTzc8H8mhbUdbNj2F7a55EROZqvB/e36Yx40/Im2l3nDWTUDpGXY5Gsm5LCA7DmrqnY/fAFmDXMOZ0oRIA5xH+OJcT/hXU52FlQBwCYmBaO5VcMx+6HZuDdBeMwZ0ScXVq/UyMD8eCcDADmMc9jVc19PqcraQ1G/JBVDgC4YoxzCx8T0sJx5VjzeOdD3x6EwRIS3l51kxbXvLsdm3Oq4Sc3j/hdP9E7ci4EQcDyK0YgKliJY1XNeObno65eUqcq1Rr87ZPd0BpMOH9wNJbOTD/znYhc4OLhcRiRaM7BGmXJw3JHQUqZbefJoj6OXP56qAI7C+qglEnwrwvd63tTFSBH/yhzQXCvk3PJth2vAcA8MnIOWyaZj3aSfbK9ADXN5k1Drhrn+NgOInItFsl6QBAEhPjJXb0M8kGPzBmCAdFBGBIXgmUXDcbWf5+HL2+fjGsnJEMVYP//kzdMTMbZAyOhNZhw39dZnRZ3PMXGI1VobNMjNsQPU/pHOv3xl100GCp/OY6Uq/HxtsIOtx2vbsYVb/2FA6WNCA9U4PPbJuGCITFOX6MjhQcq8PyVIwAAK7cWYHNOtYtX1JFGb8TfPtmDSrUWA6OD8Mo1o3rVhUnkDBKJgBULx+PN68fgwqHukcvVlVTLyGV+H0YutQYjnv7JXFz/2zn9EB/qb5e12dPYFOfnkqk1ehywjLCzk4ycwZrP2aQxoEVrcPFqnKtZa8Dbm83Zqv84b6DHxmAQUffxu5zIA8Sq/LBhyTT8dPfZuH1af4e/UBAEAc9dOQIhfjJkFTfYcpo8kXV3ycvHJLik+BERpMQDswYDAF5an2PL89hTWI8r39qK4ro2pEQEYNXfp3jtGPe56dFYMNncHfevr7O6vZGBo4miiGWrDyCruAEqfznev2kcgvlGCLm5iCAlZg+Pc/tx7BRbeH/vi2Qfby1EUV0rooKVWDytv72WZldjXBDevyu/DibRXIh0x8IheZ9gPzkCFeZpBV/rJvtoawHqWnRIiwzEFaMZxUDkC1gkI6JOxan88cRl5jy0//6W6xHB6yeradZiU7a5c2mek0ct27tmfBJGJYWiWWvAEz8exq+HKnDde9tR36rHyEQVVv19yml3HvUGyy7KQP+oQFQ1abFs9QGIous3hXhnSx6+zSyFVCLgrevH2F7UE1HfpUVawvt7OW5Z16LDqxvNG5n8a2Y6At10J88xlk6yrOJGp3VdM4+MXCFWZe4mq/ShXDK1Rm/bofvu8wdCxi4yIp/A73Qi6tLckfGYPTwWBpOIJV+5d/B6Z9bsK4PBJGJkogoDol0Xci2RCHjysmGQCMCP+8ux+NM90BpMOG9wND7/2yRbdo8381dI8d9rRkMmEfDLoQp8s6fEpevZeLQSz/5iHuP6zyVDMGWA80dxibyZtejc2x0uX9mQgyaNAUPiQjBvrPtmAA2ICkKwnwxteiOOVjQ55TG35ZmLZJOYR0ZOZC2S+VIn2Yd/5qOxTY+B0UG4ZGS8q5dDRE7CIhkRdUkQBDx52XBEBimRU9mMl9bnuHpJPWIdtbxijOtfYA1LUGHB5FQAgCgC105Iwrs3jkWAwj27IxxhWIIK984YBAB4dM2hPgd699axqib88/N9ln+HZNw4yTs2SiByJ9bu2N50kh2rasL/dhQBAB6+OMOtcwIlEsE2Ku+MkcuGVh0Ol6sBMLSfnMuaS+YrRbKGVh0++CMfAHDPBYPc+ucQEdkXi2REdFrhgQo8O284AOC9P/Kww/IOtrs7WqHGoTI15FLBbd79W3phOq6dkIzHLx2Kpy8f7pNt+4un9cf41DC06IxY8tU+GE3OHbtsaNXh1o92o1lrwIS0cDw2d6jbZzsReaJkS3B/TbMWzT0M+n5q7REYTSJmDIlxyYYrPTUmORSAc3a43JFfB1EE+kcFItpStCByhtgQ3xq3fO+PPDRpDRgcG4yLhrn3RilEZF++9wqNiHrs/IwYzB+XBFEEln6T1eMXPK6wem8pAGB6ejTCAxUuXo1ZkFKG5VcMx4LJqT5bmJFKBLx09SgEKWXYXViPtzc7b1MIg9GEOz/bi8LaViSG+eOt68dAIeOvQSJHCPGTI8Lys7cnI5dbcqrxe3Y1ZBIByy4a7Kjl2dWJ8P4Ghz8W88jIVazjluU+UCSrbdZixV8FAIB7ZwyChF1kRD6Frw6IqFsevjgDCaH+KK5rw1NrD7t6OadlMJrwbaa5SObOWTa+Kik8AI/NHQoAeHl9DvaXNDjlcZ9cewR/HatFgEKK9xaMQ4QPZMERuVJqpHWHy+6NXBqMJjy19ggAYMHkVPSLCnLY2uxpVHIoBAEoqmtFdZPWoY9lK5L1c/8OO/Iu1nHLSh8Yt3x3Sx5adUYMT1Bh5pAYVy+HiJyMRTIi6pZgPzlevHokBAH4fGcxfj9a5eoldenPYzWobtIiLECO6enRrl4OdeKKMQm2TSH+/ulevLguGz/uL8OxqiaH7BD3+c4irNxaAAB46epRyIgLsftjEFFHKRHWHS6710n21e4SZFc2QeUvxz/PH+DIpdlViJ8cgyybwzgyl6y2WYvsSvPmAJP6hTvscYg6E+cjwf1VTRp8tK0AALBkxiCf7fwn8mW+kxhNRH02qV8Ebp2ahvf/zMf9q/Zj3T3nIMxNRhnbs45azh0Zz3E6NyUIAp66bDj2FjagtKENr208ZrtNIZNgYHQQ0mODkREbgvTYYAyODUZUsLJXT1Z35tfh/74/CAC4b8YgzGK2CJFTpPZgh8smjR4vrc8GANx9/kCEBrjf75bTGZMSiuzKJuwtqseFQx3zM2Z7Xh0AYHBsMDthyemsmWTVTVoYjCavzVV9a9NxaPQmjEoKxbnpUa5eDhG5AItkRNQjSy9Mx6acahyrasYj3x/E69eNcfWSOlBr9Pj1UAUAjlq6u7BABdb8Yyp+2l+O7MomHClvQk5lE1p1RhwqM2+8AJTajg8PVCA9JthcPIsLRnpsCAbFBJ12h9CS+lYs/nQP9EYRc0bE4a7zPKc7hcjT9WTc8s1Nx1HTrEO/yEDcONnzdpwdnRyGz3cWI7OwwWGPsS2vBoD5DSsiZ4sIUkIqEWA0iahp1tkyyrxJeWObbWfd+2ayi4zIV7FIRkQ94ieX4uWrR+HyN//Cj/vLMXNoGea6ye6RAPDT/nJoDSYMiA7C8ASVq5dDZxAd7IeFU9Nsn5tMIkrq23CkQo3siiYcrVDjaEUTCmpaUNeiw7a8Wmxrt8OqIAAp4QFIjzUXzTJizUW0lIhAaPRGLPpoN+padBgaH4IXrhzJJ7xETpTazXHL4rpWfPBnPgBg2ewMyD2wQ8Ua3p9V0gCdweSQLmaG9pMrSSUCooOVKG/UoLyxzSuLZG/+fhw6gwkTUsNx1gDm/hH5KhbJiKjHhieqcNd5A/DKhlw88t1BTEwLtwW6upp11HLemEQWRDyQRCIgOSIAyREBHUaWNHojciubbUUzawGtplmHgtpWFNS24tdDlbbj/eQShPorUKHWIDJIifcWjIO/QuqKL4nIZ6VYxi2rmrRo0RoQqOz8aeezvxyFzmDClP4RuCDDM3Mk+0UGIjRAjoZWPY6UqzEyKdSu569Sa3C8ugWCAExKY5GMXCMmxA/ljRqvDO8vqW/FF7vMXWRL2EVG5NNYJCOiXrlz+gBsPFqF/SWNuP+b/Vh583iXP6Eoqm3FzoI6CAJw+egEl66F7MtPLsXwRBWGJ3bsDqxp1iK7oglHyq2dZ+aRTY3ehAq9BgqpBO/cOBbxof4uWjmR71L5yxEeqEBdiw6Fta0YEn/qhhl7Cuvx4/5yCALw0JwMl/8e6S2JRMDopFD8nl2NvUX1di+SWTtoh8SFQBUgt+u5iborTuWHfcVARaP3Fcle33gMeqOIqQMiONJM5ONYJCOiXpFLJXjp6pGY/eqf2JxTjc92FuH6ia7NkVmdWQIAOGtApFeOAdCpIoOUiBygxNR2YxFGk4jC2hZkVzQhKTwAwzh2S+QyKREBliJZyylFMpNJxBM/HgYAXD02CUPjPft7dUxymKVI1oCbp9r33LZRS754JxeyTg1UqLUuXol9Fda24Os95ueQS2YMcvFqiMjVPC/0gYjcxoDoYDwwazAA4Km1R1B4htwZRxJFscOoJfkuqURAv6ggXDQ8jgUyIhez7nCZ38nvhx/2l2FfcQMCFFLcN9PzX5iOSTHnku0trLf7ua2dZMwjI1eyvgHpbeOWb/x+DEaTiGmDojA2JdzVyyEiF2ORjIj65OYpqZjULxytOiPu+yoLRpPoknXsLqxHUV0rAhVSzBwa45I1EBFRR9YiWWFNxx0uNXojnv35KADgjnP7I9pNci37YmRSKCQCUNrQZtciQllDGwprWyGVCJiQxhfw5Dqx1k4yLxu3tBahF52ddoYjicgXsEhGRH0ikQh44aqRCFLKsLuwHu//keeSdayytMnPHh6HAAUnyYmI3EFqpHmHy5M7yT74Mx9ljRrEq/yw6Ox+rlia3QUpZUiPNY+U2rObzDpqOSxBhWA/5pGR65wYt/SeIpnBaEJZg/nrGRgd7OLVEJE7YJGMiPosMSwA/3fJEADAi+tycLRC7dTH1+iNWLu/HABwBUctiYjchq2TrF2RrKpJgzd/PwYAeOCiwfCTe8/Os2OSQwEAe4vsWCTLYx4ZuYc41YlOMlF0zeSAvVWoNTCaRCikEkQHK129HCJyAyySEZFdXDU2ERdkRENnNGHJl1nQGUxOe+x1hyvRpDUgIdQfEzmKQkTkNqxFskq1Fq06AwDgpXU5aNEZMTIpFJeMiHfl8uxuTLI5l2yPAzrJmEdGrmbNJGvTG6HWGFy8GvsormsDACSE+UMi8czddYnIvlgkIyK7EAQBy68YgfBABQ6Xq/Hqb7lOe2zrqOW8MQl8gkNE5EZUAXKEBphHBAtrW3G4TI0vdxcDAB6Zk+F1P7Ot4f0HS9XQGox9Pl9xXStKG9ogkwgYZzk3kav4yaVQ+Zu/n70lvL+43pyXmBjm7+KVEJG7YJGMiOwmKliJpy4bBgB4c9Mxu46bdKVKrcEfudUAgMs5aklE5Has3WQFNS14cu1hiCIwZ0QcxqV6X+dvakQAwgMV0BlNOFTW9+gBaxfZyKRQBCqZt0mu523h/SX15k6yxLAAF6+EiNwFi2REZFcXDY/D5aMTYBKB+77KQpuu7++kn853+0phEoGxKWFIiwx06GMREVHPpUaYX3yu2FqArcdroZBK8O9Zg128KscQBOFELpkdRi63Hq8BwDwych8xKi8rktWZO8mSwtlJRkRmLJIRkd09OncoYkP8kF/Tgmd+PuKwxxFFEav2lAIArhiT4LDHISKi3kuxdJLtzK8DANxyVhqSwr23a2O0JZesr93UoiieCO1nHhm5idgQc7i9t+xweWLc0nt/JhFRz7Bvm4jsTuUvx/NXjcCNH+zER9sKcbhcjfTYYAyODcHg2GAMig1GiB22sT9UpkZ2ZRMUMgku9rLwZyIib9G+yzciUIE7p/d34Woczxrev7ewoU/nya9pQaVaC4VUgrHMIyM3Easyd1x5S5HMOm6ZxEwyIrJgkYyIHOLsgVG4/Zx+eGdLHnYV1GNXQcd31BNC/TE4NthcPIszF8/SIgMhl3a/wXXVXnNg/4whMbYgWSIici8pESc6NJbMHIRgO7xJ4s5GJqkglQioUGtQ1tCG+NDevfi2dpGNTg6Fn1xqzyUS9Zo1k6zSC8YttQajrdjnzd2tRNQzLJIRkcMsm52BK8cm4nC5GkfKm5BdocbRiiaUN2pQ2tCG0oY2/Ha0yna8QipBv6hAZMSFIN1SQMuIDUFMiBKC0HEHNL3RhDX7ygCYd7UkIiL3lBEXgv5RgYgKVmL+uCRXL8fhAhQyZMQF42CpGnuL6ntfJDvOUUtyP7Eq7xm3LGvQQBQBf7kUEYEKVy+HiNwEi2RE5FADY4IxMCYYl446cV1jqx7ZlU04aimaZVsuzVoDjlY04WhFU4dzqPzlloJZMNJjzQW00oY21LboEBmkwDkDo5z7RRERUbf5yaXYsGQaRBGQSIQz38ELjEkOw8FSNfYU1vcqDkAURWzPM2e4MbSf3EmMF+1uWWLLI/M/5c1YIvJdLJIRkdOpAuSYkBaOCWnhtutEUURJfRuyKzoWz/JqWtDYpsfO/Dpb6HN7l45KgKwHI5pEROR8giDAl16DjkkOw8fbCrG3qKFX9z9W1YyaZi2UMglGWXbLJHIH1nHL2hYdtAYjlDLPHQUurrPkkXHUkojaYZGMiNyCIAhICg9AUngALhgSY7teozfieHUzjpY3WbrPmnC0XI2qJi0UMgmuneD9oztERORZrEH7h8saodEbe5wpZs0jG5ca5tFFCPI+4YEKKKQS6IwmVKm1Hl1gKm7XSUZEZOWU9os333wTaWlp8PPzw9ixY/HHH3+c9vjNmzdj7Nix8PPzQ79+/fD22287Y5lE5Ib85FIMjVdh3thEPDg7Ax/fMgE7H7oAmY/MwLZ/n4cB0cGuXiIREVEHiWH+iAxSQm8UcbC0scf333rMkkfGUUtyM4IgIMaSS1bp4blkJ3a29NxCHxHZn8OLZF9++SXuuecePPTQQ8jMzMTZZ5+Niy66CEVFRZ0en5+fj9mzZ+Pss89GZmYmHnzwQfzzn//EqlWrHL1UIvIgYYEKRAQpXb0MIiKiUwiCgDGWMck9hfWnP/gkJpOI7fkM7Sf3ZR259PTw/uI6cydZUjg7yYjoBIcXyV566SXceuutWLRoETIyMvDKK68gKSkJb731VqfHv/3220hOTsYrr7yCjIwMLFq0CLfccgteeOGFTo/XarVQq9UdLkRERERErjTGMnK5t6hnRbKjFU1oaNUjQCHFiMRQB6yMqG+8Jbz/RHA/O8mI6ASHFsl0Oh327NmDmTNndrh+5syZ2Lp1a6f32bZt2ynHX3jhhdi9ezf0ev0pxy9fvhwqlcp2SUpiPhERERERudZYW5GsAaIodvt+1jyy8anhkHNjGnJDsV5QJGvTGVHTrAPAcUsi6sihv3lrampgNBoRExPT4fqYmBhUVFR0ep+KiopOjzcYDKipqTnl+GXLlqGxsdF2KS4utt8XQERERETUC8MTVJBJBFQ3aW3ZR92x7ThHLcm9xao8f9zS2kUW7CeDKkDu4tUQkTtxyttTwkl7fouieMp1Zzq+s+sBQKlUIiQkpMOFiIiIiMiVzBvPmJ+Xdnfk0mgSsSOfof3k3qxFMk8O7i/mqCURdcGhRbLIyEhIpdJTusaqqqpO6Razio2N7fR4mUyGiAg+WSAiIiIizzA62TJy2c3w/sNlajRpDAhWymwFNiJ34w3B/Sd2tmRoPxF15NAimUKhwNixY7F+/foO169fvx5Tpkzp9D6TJ08+5fh169Zh3LhxkMvZCktEREREnqF9Lll3bMszR4tMSAuHjHlk5Kaswf2Vjdoe5e25kxM7W7KTjIg6cvhv3yVLluD999/Hhx9+iCNHjuDee+9FUVERFi9eDMCcKbZgwQLb8YsXL0ZhYSGWLFmCI0eO4MMPP8QHH3yApUuXOnqpRERERER2Y93h8nC5Gq06wxmP38o8MvIA1iKZzmhCXYvOxavpneI6cydZIjvJiOgkMkc/wPz581FbW4vHH38c5eXlGDZsGH766SekpKQAAMrLy1FUVGQ7Pi0tDT/99BPuvfdevPHGG4iPj8err76KefPmOXqpRERERER2E6/yQ0yIEpVqLfaXNGLSaXLG9EYTduXXAcBpjyNyNYVMgohABWpbdKhQaxARpHT1knqspMHSScZMMiI6icOLZABwxx134I477uj0tpUrV55y3bRp07B3714Hr4qIiIiIyHEEQcCY5DD8fLACe4vqT1v8OlDaiBadESp/OYbEMY+M3Fusyg+1LTpUqjUYGq9y9XJ6zNpJxnFLIjoZww6IiIiIiBzElktW2HDa47ZZRi0n9QuHRNL1LvBE7sAW3t+odfFKek6t0aOxTQ+A45ZEdCoWyYiIiIiIHMS6w2VmUf1pQ86351nyyDhqSR4gRuW5O1yWWLrIwgMVCFQ6ZbCKiDwIi2RERERERA4yLCEECqkEtS06FNa2dnqMzmDC7oJ6AMDk/pHOXB5Rr8Tadrj0vCJZcb01j4xdZER0KhbJiIiIiIgcRCmTYmiCOWNsb1F9p8dklTSgTW9ERKACg2KCnLk8ol6xFsnKPbCTrLjOXCRLZGg/EXWCRTIiIiIiIgcaaxm57KpIdiKPLAKCwDwycn/WcUtP7CQrqTePWyaGs5OMiE7FIhkRERERkQONOUN4/9bjNQCASf2ZR0aeIc6TM8ls45bsJCOiU7FIRkRERETkQGMsnWRHK9Ro1ho63KbRG7G3qAEAQ/vJc8RYxi0b2/TQ6I0uXk3P2DrJmElGRJ1gkYyIiIiIyIFiVX6IV/nBJAL7ixs63La3qB46gwlRwUr0jwp0zQKJeijETwZ/uRQAUOFBI5eiKNoyyZLC2UlGRKdikYyIiIiIyMFsI5cn5ZJtt+SRTenPPDLyHIIgINYyclnuQUWy+lY9WnTmzreEUHaSEdGpWCQjIiIiInKwMbbw/oYO12/LMxfJOGpJniYmRAkAqPSgXDJrHll0sBJ+lk44IqL2WCQjIiIiInKw9p1koigCANp0RuyzjF9OZmg/eZg4lbkTy5PC+4vrzHlkHLUkoq6wSEZERERE5GBD4kKglEnQ0KpHXk0LAGB3YR30RhHxKj8k80U7eRhreL8nZZIVWzrJGNpPRF1hkYyIiIiIyMEUMglGJKoAAHsLzblk2yx5ZJOYR0YeKNaDxy2TwliUJqLOsUhGREREROQEJ+eSbT3OPDLyXJ4Y3H9i3JKdZETUORbJiIiIiIicYLS1SFZYj2atAQdKGwEwj4w8k3Xc0pM6yU6MW7KT7HSkUikkEgmamppsGYpEvoJFMiIiIiIiJxiTEgoAyKlqwsajVTCaRCSF+/MFO3kka3B/VZMWRpP7F1JEUURpvaWTjN9zpxUYGIjExEQoFArU19dDr9e7eklETsMiGRERERGRE0QH+yEp3B+iCLy96TgAYEq/SBeviqh3IoMUkAiA0SSitlnr6uWcUXWTFlqDCRIBiAv1c/Vy3JogCAgODkZiYiKioqLQ0tKC5uZmdpWRT2CRjIiIiIjISay5ZIfL1QA4akmeSyaVICrYHN5f4QEjl9ZRyziVP+RSvgzuDrlcjujoaCQlJUEqlaK+vh4Gg8HVyyJyKP50ICIiIiJyEmuRzIpFMvJksZZcsgoPCO8vsYxaJoYxtL8nrF1lycnJiIyMRHNzM1paWly9LCKHYZGMiIiIiMhJ2hfJ+kUG2sLPiTyR9f+vR3SS1Zk7yZLCmUfWG3K5HDExMUhMTIREImFXGXktmasXQERERETkKwbHBcNfLkWb3ohJ7CIjDxer8pxOsuI6dpL1lSAICAkJgZ+fH2pra1FXVweFQoHAwEBXL43IbthJRkRERETkJHKpBJP6hQMAzkuPdvFqiPrGViTzgE6ykgZLJxl3tuwzhUKB2NhYW1dZXV0du8rIa7CTjIiIiIjIiZ69cgQOl6lxLotk5OGsmWSVHlAks3aScdzSPgRBgEqlgr+/P2pqalBfXw+lUomAAP79kmdjkYyIiIiIyImig/0Qnc4sMvJ8nhLcbzSJKGvguKUjKBQKxMXFITAwENXV1aivr0dISAikUqmrl0bUKyySERERERERUY/FeEgmWYVaA4NJhFwqcLMMB7B2lfn5+dm6yvz9/eHvz4IkeR5mkhEREREREVGPWTvJWnRGNGn0Ll5N16w7WyaE+kMqEVy8Gu+lVCoRFxeHxMREmEwm1NfXw2g0unpZRD3CIhkRERERERH1WKBShmA/83CSO+eSWYtkiQztdziJRILQ0FAkJSUhNDQUarUabW1trl4WUbexSEZERERERES9ciKXTOvilXStpN4a2s/xP2fx8/NDXFwc4uPjYTKZ0NDQAJPJ5OplEZ0Ri2RERERERETUK7HWXDJ37iSrZyeZK0gkEoSFhSEpKQkhISFoaGhgVxm5PQb3ExERERERUa9Yg/DdedyypI47W7qSn58f4uPjbTtg1tXVQSaTQS6XQ6FQcCdMcisskhEREREREVGvWMctyxvdt0OoxNJJlhTOTjJXsXaV+fv7Q6PRoLW1FW1tbWhubobRaIREIoFCoYBcLodcLnf1csmHsUhGREREREREvRKjcu9MMp3BhHJLl1sSxy1dzs/PD35+fggNDYXJZIJOp4NOp4NGo0Fzc7PtTwC2gplCoYAgcFdScg4WyYiIiIiIiKhX4tx83LKsoQ2iCPjJJYgMUrh6OdSORCKxFc1CQkIQFRVlK5pptVq0trba/gTQYURTImG8OjkGi2RERERERETUK+4e3G/d2TIxLIDdSG5OEAQolUoolUoEBwcDAPR6va1w1traCo1Gg6amJphMpg4jmjIZSxtkHw4rvxYUFODWW29FWloa/P390b9/f/znP/+BTqc77f0WLlwIQRA6XCZNmuSoZRIREREREVEvWYP7a5q10BtNLl7Nqaw7WyYxtN8jyeVyBAYGIiwsDAkJCUhNTUVqaioSExMRHh4OQRDQ1taG+vp6NDQ0QK1Wo7m52VZQ0+l0MBgMMJnc7/8muSeHlVuPHj0Kk8mEd955BwMGDMDBgwdx2223oaWlBS+88MJp7ztr1iysWLHC9rlCwbZYIiIiIiIidxMRqIBcKkBvFFHVpEVCqHsVo4rrzEWyROaReQWpVAp/f3/4+/tDpVJBFMUOI5p6vR56vR4GgwGiKEKv18NkMtkuACCKIgDzuGf7iyAInV5HvsVhRbJZs2Zh1qxZts/79euH7OxsvPXWW2cskimVSsTGxjpqaURERERERGQHEomA6GA/lDa0oaJR43ZFMuu4ZVK4e62L7KOzEU2r9sUxk8kEo9F4yucGg8F2MRqNMBqN0Ol0HYpq7YmiaJt4sz5+Z5+f/PHpbjv5mM6+xq6+9u4e6wmsxUtHnbe753fq4G5jYyPCw8PPeNymTZsQHR2N0NBQTJs2DU899RSio6M7PVar1UKrPbGTilqtttt6iYiIiIiI6PRiVeYimTuG958Yt2Qnma+xdoN118lFtZMvoih2uLS/7uSPTz4eQIfjrJ+3L9x0VcTp7PruXufJ7F3w02i69/PJaUWy48eP47XXXsOLL7542uMuuugiXHXVVUhJSUF+fj4eeeQRnHfeedizZw+USuUpxy9fvhyPPfaYo5ZNREREREREpxFrySWraHTDIlndieB+otPpaVGtu04ulHX1cVf37e71fS2S9eX+9i5oOaIjrrsNVT0ukj366KNnLErt2rUL48aNs31eVlaGWbNm4aqrrsKiRYtOe9/58+fbPh42bBjGjRuHlJQUrF27FldcccUpxy9btgxLliyxfa5Wq5GUlNTdL4eIiIiIiIj6wBre726dZBq9ETXN5qkjjluSq5w8dkmuodfru3Vcj4tkd911F6655prTHpOammr7uKysDNOnT8fkyZPx7rvv9vThEBcXh5SUFOTm5nZ6u3X+mIiIiIiIiJwvVmV+PVbhZkWyEsuoZbBSBpW/3MWrISJP0OMiWWRkJCIjI7t1bGlpKaZPn46xY8dixYoVvWpdrK2tRXFxMeLi4np8XyIiIiIiInIsaydZuZuNW1pHLRPC/NnJQ0TdYv+BW4uysjKce+65SEpKwgsvvIDq6mpUVFSgoqKiw3GDBw/Gt99+CwBobm7G0qVLsW3bNhQUFGDTpk245JJLEBkZicsvv9xRSyUiIiIiIqJeilOZRxndbdzS2kmWFM48MiLqHocF969btw7Hjh3DsWPHkJiY2OG29oFw2dnZaGxsBABIpVIcOHAAH3/8MRoaGhAXF4fp06fjyy+/PGU7VyIiIiIiInK99sH9oii6TddWcb25k4w7WxJRdzmsSLZw4UIsXLjwjMe1L5j5+/vj119/ddSSiIiIiIiIyM6iQ8yZZFqDCY1teoQGKFy8IrPiOnMnWWIYQ/uJqHscNm5JRERERERE3s9PLkVYgDkY353C+0usnWQctySibmKRjIiIiIiIiPrEHcP7i+vZSUZEPcMiGREREREREfVJrMpcJKt0kyJZk0aPhlY9AHaSEVH3sUhGREREREREfRJnKZK5y7ilddQyLECOIKXDoriJyMuwSEZERERERER9Yh23rHSTItmJ0H52kRFR97FIRkRERERERH0SH2rO/SqoaXXxSsxOhPYzj4yIuo9FMiIiIiIiIuqTEYkqAMD+kgYYTaKLV3MitD+JnWRE1AMskhEREREREVGfDIwORpBShhadETmVTa5eDorrzJ1k3NmSiHqCRTIiIiIiIiLqE6lEwMgkczdZZlGDaxcDoMTSSZbInS2JqAdYJCMiIiIiIqI+G50UBgDYW1Tv0nWIongik4zjlkTUAyySERERERERUZ+NSQkFAGS6uEjW0KpHs9YAgOOWRNQzLJIRERERERFRn42ydJIdr25BQ6vOZeuwdpFFBSvhJ5e6bB1E5HlYJCMiIiIiIqI+Cw9UIC0yEACwr7jBZes4sbMlu8iIqGdYJCMiIiIiIiK7GJ0UCgDY68Lw/uI6S2g/88iIqIdYJCMiIiIiIiK7GJ1iHrl0ZS6ZLbQ/nJ1kRNQzLJIRERERERGRXVg7yfYVN8BkEl2yhhPjluwkI6KeYZGMiIiIiIiI7GJwbDD85VI0aQw4Xt3skjVw3JKIeotFMiIiIiIiIrILmVSCEYkqAECmC3LJRFHkuCUR9RqLZERERERERGQ3o5PNuWR7XZBLVt2shdZggkQA4lQskhFRz7BIRkRERERERHYzJjkUgGs6yYrrzF1ksSF+UMj4cpeIeoY/NYiIiIiIiMhurJ1kOVVN/9/e3cdWWd//H3+d05vTIu0pbW1PSw83mz9+uKHSgl8Ql8HIZBgRN5ZlDsNkQSLDGt1myJgudEscSjIx0yzoJI1bZnDL5BuiDAbhZnOWrUIrN/uB2wQ5LS0F2p4WCr07n98f7TmlQEtvrus6tdfzkVyJPedzruvzMe+ceN6+P++Pmq60O/rsqu6m/QWZ9CMDMHgkyQAAAAAAlrk1zadgZqqMkQ6Hwo4+O9aPjKb9AIaAJBkAAAAAwFKFwfj0Jes52ZJ+ZAAGjyQZAAAAAMBSPX3JnE2S9ZxsSSUZgMEjSQYAAAAAsFS0L1lFqFHGGMeeG+ruSRakkgzAEJAkAwAAAABY6va8dPkSvWpsadfJ85cceWZnxOhMY1clGY37AQwFSTIAAAAAgKWSE726Y7xfklRxutGRZ55tuqL2TqOkBI8C6SmOPBPA6EKSDAAAAABgucLuvmRONe+PNu3Pz0hVgtfjyDMBjC4kyQAAAAAAliuK9iVzqJIs1N20n5MtAQwVSTIAAAAAgOWizfuP1zbpUmuH7c+rijXtpx8ZgKEhSQYAAAAAsFzAn6J8f4oiRjpcFbb9eaH6rkqyIE37AQwRSTIAAAAAgC2i1WRO9CULdVeSsd0SwFCRJAMAAAAA2CLavN+JvmTVsZ5kVJIBGBqSZAAAAAAAW0QrySpDDTLG2Pac9s6IasLR7ZZUkgEYGpJkAAAAAABbfDE/XUkJHp2/2BbrGWaHM42XFTGSL9GrW8f6bHsOgNHN1iTZpEmT5PF4el0//vGP+/2MMUYlJSXKz89Xamqq5s2bp2PHjtk5TQAAAACADVKSEvTFfL8kqSJkX1+yqthWy1R5PB7bngNgdLO9kuznP/+5ampqYtdzzz3X7/gNGzbopZde0quvvqry8nIFAgHdd999am5utnuqAAAAAACLRfuSHfrUviRZqD7atJ9+ZACGzvYkWVpamgKBQOwaO3Zsn2ONMXr55Zf17LPPasmSJZo2bZrefPNNtbS06K233rJ7qgAAAAAAixV19yWrCDXa9ozoyZb0IwMwHLYnyV588UVlZWVp+vTpev7559XW1tbn2JMnT6q2tlYLFiyIvebz+TR37lx98MEHN/xMa2urmpqael0AAAAAgJEhWkn2rzNNutLeacszotstg1SSARgGW5NkTz31lLZs2aK9e/equLhYL7/8slavXt3n+NraWklSbm5ur9dzc3Nj711r/fr18vv9sSsYDFq3AAAAAADAsIzPSFVOmk8dEaMj1WFbnsF2SwBWGHSSrKSk5Lpm/NdeH374oSTpBz/4gebOnas777xTjz32mDZt2qTNmzfrwoUL/T7j2kaLxpg+my+uXbtW4XA4doVCocEuCQAAAABgE4/HY3tfslC0koztlgCGIXGwHyguLtbDDz/c75hJkybd8PXZs2dLkv7zn/8oKyvruvcDgYCkroqyvLy82Ot1dXXXVZdF+Xw++Xwc8QsAAAAAI1XhhHHaeeysKk43Wn7vK+2dOtfcKontlgCGZ9BJsuzsbGVnZw/pYRUVFZLUKwF2tcmTJysQCGjXrl0qLCyUJLW1tWn//v168cUXh/RMAAAAAEB8RZv3Hzrd0O9OoaGI9iO7JTlBGWOSLLsvAPexrSdZWVmZNm7cqMrKSp08eVJ/+MMf9Pjjj2vx4sWaMGFCbNzUqVO1detWSV1luE8//bR+8YtfaOvWrTp69KiWL1+uMWPGaOnSpXZNFQAAAABgozvG+5Xo9aiuuVVnwlcsvXfPyZZjLE2+AXCfQVeSDZTP59Pbb7+tn/3sZ2ptbdXEiRO1cuVKrVmzpte4EydOKBzuad64Zs0aXb58WatXr1ZDQ4NmzZqlv/zlL0pLS7NrqgAAAAAAG6UmJ+j2vHQdqQ6r4nSDxmdY1zssWklG034Aw2VbkqyoqEgHDhy46ThjTK+/PR6PSkpKVFJSYtPMAAAAAABOK5yQoSPVYR36tFGL7sy37L5VsZMtadoPYHhs224JAAAAAEBUtC9ZRcjaEy6v3m4JAMNBkgwAAAAAYLvCCRmSpGPVTWrt6LTsvtHtlkEqyQAME0kyAAAAAIDtJmSOUdYtyWrrjOjYmSbL7huKbbekkgzA8JAkAwAAAADYzuPxxKrJKk43WnLPi60damhplyQFM6kkAzA8JMkAAAAAAI4o7O5Ldui0NX3Jqrr7kWWMSVJaSpIl9wTgXiTJAAAAAACOiFaSVVpUSRaq7+pHxsmWAKxAkgwAAAAA4Ii7CjLk9UjVjZd1tunKsO8XrSQL0o8MgAVIkgEAAAAAHHGLL1H/N5AuSaqwYMtltJIsmEmSDMDwkSQDAAAAADgmuuXykAVbLkMN0ZMt2W4JYPhIkgEAAAAAHFPU3bzfikqyqobuSjK2WwKwAEkyAAAAAIBjopVkh6vCauuIDPk+xhhV1Xf3JMukkgzA8JEkAwAAAAA4ZnLWLfKnJqm1I6LjtU1Dvk/4cruaWzskSeMzqCQDMHwkyQAAAAAAjvF6PbFqsoph9CWLbrXMHutTanKCBTM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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -502,35 +502,25 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:37.935744Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:37.935469Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:38.026777Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:38.010786Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.428006Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.427740Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.458727Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.456542Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "intercept    1.162076\n",
│ │ │ │ │ │ -                        "ar.L1        0.724242\n",
│ │ │ │ │ │ -                        "sigma2       5.051600\n",
│ │ │ │ │ │ -                        "dtype: float64\n"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │ -                    "name": "stdout",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │                          "RUNNING THE L-BFGS-B CODE\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "Machine precision = 2.220D-16\n",
│ │ │ │ │ │                          " N =            3     M =           10\n",
│ │ │ │ │ │                          " This problem is unconstrained.\n",
│ │ │ │ │ │ @@ -553,15 +543,19 @@
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
│ │ │ │ │ │                          "    3      6      8      1     0     0   7.065D-07   2.231D+00\n",
│ │ │ │ │ │                          "  F =   2.2310884444664767     \n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ -                        "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL            \n"
│ │ │ │ │ │ +                        "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL            \n",
│ │ │ │ │ │ +                        "intercept    1.162076\n",
│ │ │ │ │ │ +                        "ar.L1        0.724242\n",
│ │ │ │ │ │ +                        "sigma2       5.051600\n",
│ │ │ │ │ │ +                        "dtype: float64\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Step 1: fit model parameters w/ training sample\n",
│ │ │ │ │ │                  "training_obs = int(len(endog) * 0.8)\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -575,18 +569,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:38.035747Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:38.035463Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:38.102964Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:38.086811Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.463809Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.463552Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.477273Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.474436Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -629,46 +623,40 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:38.111693Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:38.111414Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:38.202748Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:38.186726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.482988Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.482704Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.512149Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.511636Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "intercept    1.171544\n",
│ │ │ │ │ │ -                        "ar.L1        0.723152\n",
│ │ │ │ │ │ -                        "sigma2       5.024580\n",
│ │ │ │ │ │ -                        "dtype: float64\n"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │ -                    "name": "stdout",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │                          "RUNNING THE L-BFGS-B CODE\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "Machine precision = 2.220D-16\n",
│ │ │ │ │ │                          " N =            3     M =           10\n",
│ │ │ │ │ │                          " This problem is unconstrained.\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At X0         0 variables are exactly at the bounds\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate    0    f=  2.22839D+00    |proj g|=  2.38554D-03\n",
│ │ │ │ │ │ +                        "intercept    1.171544\n",
│ │ │ │ │ │ +                        "ar.L1        0.723152\n",
│ │ │ │ │ │ +                        "sigma2       5.024580\n",
│ │ │ │ │ │ +                        "dtype: float64\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate    5    f=  2.22838D+00    |proj g|=  9.78773D-08\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "Tit   = total number of iterations\n",
│ │ │ │ │ │                          "Tnf   = total number of function evaluations\n",
│ │ │ │ │ │ @@ -704,18 +692,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:38.211647Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:38.211380Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:38.266749Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:38.250726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.518874Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.518595Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:02.529465Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:02.528962Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -746,18 +734,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:38.275658Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:38.275396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:38.923456Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:38.922761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:02.535449Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:02.535196Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.018420Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.017772Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -847,18 +835,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:38.927062Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:38.926767Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.022791Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.006772Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.021546Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.021291Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.044560Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.044021Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -886,18 +874,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.039755Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.039479Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.071165Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.064945Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.047686Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.047440Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.063611Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.063091Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -921,18 +909,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.087743Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.087454Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.099454Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.098754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.066728Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.066477Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.073114Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.072556Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -961,18 +949,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.115748Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.115469Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.598451Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.597816Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.076035Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.075791Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.479227Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.478611Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -980,21 +968,15 @@
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "Machine precision = 2.220D-16\n",
│ │ │ │ │ │                          " N =            3     M =           10\n",
│ │ │ │ │ │                          " This problem is unconstrained.\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ -                        "At X0         0 variables are exactly at the bounds\n"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │ -                    "name": "stdout",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │ +                        "At X0         0 variables are exactly at the bounds\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate    0    f=  2.23132D+00    |proj g|=  1.09171D-02\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate    5    f=  2.23109D+00    |proj g|=  3.93605D-05\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ @@ -1061,18 +1043,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.611657Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.611384Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.906722Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.890707Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.484331Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.484062Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.618337Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.617768Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1093,18 +1075,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.927080Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.926802Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.986718Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.974707Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.621206Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.620952Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.636925Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.636333Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1128,18 +1110,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.003612Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.003341Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.042719Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.026716Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.639905Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.639650Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.646417Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.645875Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1175,18 +1157,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.059649Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.059352Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.067254Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.066707Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.649412Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.649165Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.654623Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.654077Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1211,18 +1193,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.075539Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.075286Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.083279Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.082726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.658150Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.657897Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.665252Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.663600Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1238,18 +1220,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.091544Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.091292Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.099242Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.098705Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.668145Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.667899Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.674052Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.673517Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1265,18 +1247,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.107606Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.107350Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.115251Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.114707Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.676877Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.676633Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.682641Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.682126Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1299,18 +1281,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.123566Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.123309Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.139236Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.138704Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.685510Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.685277Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.692005Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.691527Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1336,32 +1318,22 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.147625Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.147367Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.186793Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.170772Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.694933Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.694678Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.720377Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.719736Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ -                    "name": "stderr",
│ │ │ │ │ │ -                    "output_type": "stream",
│ │ │ │ │ │ -                    "text": [
│ │ │ │ │ │ -                        "/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
│ │ │ │ │ │ -                        "  self._init_dates(dates, freq)\n",
│ │ │ │ │ │ -                        "/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
│ │ │ │ │ │ -                        "  self._init_dates(dates, freq)\n"
│ │ │ │ │ │ -                    ]
│ │ │ │ │ │ -                },
│ │ │ │ │ │ -                {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │                          "RUNNING THE L-BFGS-B CODE\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │ @@ -1389,14 +1361,24 @@
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "   N    Tit     Tnf  Tnint  Skip  Nact     Projg        F\n",
│ │ │ │ │ │                          "    2      5     10      1     0     0   6.001D-06   1.325D-01\n",
│ │ │ │ │ │                          "  F =  0.13247641992895676     \n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "CONVERGENCE: NORM_OF_PROJECTED_GRADIENT_<=_PGTOL            \n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │ +                },
│ │ │ │ │ │ +                {
│ │ │ │ │ │ +                    "name": "stderr",
│ │ │ │ │ │ +                    "output_type": "stream",
│ │ │ │ │ │ +                    "text": [
│ │ │ │ │ │ +                        "/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
│ │ │ │ │ │ +                        "  self._init_dates(dates, freq)\n",
│ │ │ │ │ │ +                        "/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
│ │ │ │ │ │ +                        "  self._init_dates(dates, freq)\n"
│ │ │ │ │ │ +                    ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "mod = sm.tsa.SARIMAX(endog4)\n",
│ │ │ │ │ │                  "res = mod.fit()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -1410,18 +1392,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.203724Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.203460Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.266797Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.246771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.723516Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.723253Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.733766Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.733215Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1459,18 +1441,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:40.283723Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:40.283463Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:40.326790Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:40.314768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.736952Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.736491Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.744049Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.743476Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "scrolled": true
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_sarimax_faq.ipynb.gz
│ │ │ │ ├── statespace_sarimax_faq.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985252054536594%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:57.969533Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:57.969288Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:58.455604Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:58.455030Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:58.458649Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:58.458332Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -50,35 +50,35 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "ba21553a-e571-42ac-b166-b625a50509fe",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:32.006895Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:32.006581Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:32.494758Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:32.493983Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:57.969533Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:57.969288Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:58.455604Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:58.455030Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "fe284c44-b750-4e6e-94d0-b238f364cd7b",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:32.498064Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:32.497712Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:32.823470Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:32.822768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:58.458649Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:58.458332Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:58.730732Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:58.730212Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -95,18 +95,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "f02b87c6-ee8f-4bb1-bf08-d252b9277733",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:32.826908Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:32.826531Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:33.586756Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:33.570743Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:58.733805Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:58.733469Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.237402Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.236701Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.tsa.api import SARIMAX, AutoReg\n",
│ │ │ │ │ │                  "from statsmodels.tsa.arima.model import ARIMA"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -121,18 +121,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "7200d248-bd47-4c95-9f1c-6daaf1e09bb1",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:33.595847Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:33.595454Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:34.047402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:34.046748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.245746Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.245361Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.569303Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.568670Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -214,18 +214,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "8ff07d0e-6754-4664-93e4-0f9299096868",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:34.055034Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:34.054769Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:34.079401Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:34.078751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.576239Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.575981Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.592047Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.591523Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -333,18 +333,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "c18adf81-1ad9-4d11-a23b-e6d139c1fa3e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:34.087703Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:34.087431Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:34.374739Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.597686Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.597445Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.814918Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.814356Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -429,18 +429,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "8978b4c9-05cb-4674-9c67-53eccd8302a0",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:34.401030Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:34.400776Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:34.426755Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:34.414748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.817682Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.817455Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.821942Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.821171Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "full_x = rng.standard_normal(eta.shape)\n",
│ │ │ │ │ │                  "x = full_x[200:]\n",
│ │ │ │ │ │                  "y += 3 * x"
│ │ │ │ │ │ @@ -448,29 +448,35 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "8bebdfd6-cb1b-4c33-a4a5-3eb54fe73e24",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:34.435634Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:34.435372Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.506761Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.498735Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.826249Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.826012Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.408041Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.407498Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │                          "RUNNING THE L-BFGS-B CODE\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "           * * *\n",
│ │ │ │ │ │ -                        "\n",
│ │ │ │ │ │ +                        "\n"
│ │ │ │ │ │ +                    ]
│ │ │ │ │ │ +                },
│ │ │ │ │ │ +                {
│ │ │ │ │ │ +                    "name": "stdout",
│ │ │ │ │ │ +                    "output_type": "stream",
│ │ │ │ │ │ +                    "text": [
│ │ │ │ │ │                          "Machine precision = 2.220D-16\n",
│ │ │ │ │ │                          " N =            4     M =           10\n",
│ │ │ │ │ │                          " This problem is unconstrained.\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At X0         0 variables are exactly at the bounds\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "At iterate    0    f=  1.42683D+00    |proj g|=  2.05943D-01\n",
│ │ │ │ │ │ @@ -522,18 +528,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "id": "573ef935-85d2-49e6-b6a1-0041253fc71a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.523712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.523450Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.611418Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.610760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.410999Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.410737Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.446221Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.445719Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -646,18 +652,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "101e7417-d6fc-448c-9d87-9ba44aafcc70",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.627661Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.627394Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.695421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.694755Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.449154Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.448898Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.483209Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.482641Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -783,18 +789,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "3af7fcc8-6e85-4d76-b2c8-e57a782c0884",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.703691Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.703428Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.739385Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.738775Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.486383Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.486119Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.505848Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.505292Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -924,18 +930,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "faa9c3a2-aa68-4a9c-ade2-edf4df7798c3",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.747686Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.747415Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.763391Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.762747Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.508949Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.508688Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.521330Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.520700Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "y = beta + eta\n",
│ │ │ │ │ │                  "epsilon = eta.copy()\n",
│ │ │ │ │ │                  "for i in range(1, eta.shape[0]):\n",
│ │ │ │ │ │ @@ -953,18 +959,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "id": "2734e0db-39ab-4233-90b2-7c60ba48483a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.771658Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.771399Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.807433Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.806758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.524596Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.524345Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.546503Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.545780Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1072,18 +1078,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "id": "0c17c510-0e76-41a2-a6a0-4ac9fa705136",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.815696Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.815431Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.063503Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.062764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.549845Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.549570Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.739576Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.739036Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1173,18 +1179,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "id": "7198b7b8-e564-4284-8d68-7b4b7a3fd914",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.071695Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.071434Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.083441Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.082787Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.742491Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.742251Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.753752Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.753144Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 9.93458658, 10.91088035, 11.80415747])"
│ │ │ │ │ │ @@ -1201,18 +1207,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "d887b51b-f689-4dd1-874c-5bc95010bdd8",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.091741Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.091485Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.099412Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.098768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.756662Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.756405Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.769383Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.768795Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "10.910880346230138"
│ │ │ │ │ │ @@ -1242,18 +1248,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "id": "76e37005-93f3-4b5b-8a63-de67f7f1f8a6",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.107727Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.107452Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.347430Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.346754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.772543Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.772288Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.953260Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.952677Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1378,18 +1384,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "id": "35546219-1730-41ed-be61-06e8fc7487b2",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.350931Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.350613Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.363414Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.362751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.961590Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.961330Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.969274Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.968681Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 9.93588659, 10.91128867, 11.80469658])"
│ │ │ │ │ │ @@ -1406,18 +1412,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "id": "52620a07-ab3c-4a9c-b1b2-b6976ed335bc",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.366887Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.366604Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.379415Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.378751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.977588Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.977335Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.985298Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.984681Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "10.911288670599403"
│ │ │ │ │ │ @@ -1447,18 +1453,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "id": "c4db1fb2-135e-43cf-a55f-852698ca9540",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.382905Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.382626Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.779371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.778730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.993600Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.993342Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.324682Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.323989Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -1564,18 +1570,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "id": "ed868e49-e12e-44fd-bf09-37b1b33cf3f9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.787668Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.787395Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.795369Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.794740Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.328168Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.327924Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.334729Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.334211Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 8.57011015,  9.19907188,  8.96971353,  9.78987115, 11.11984478])"
│ │ │ │ │ │ @@ -1600,18 +1606,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "id": "8356c92c-6686-41e0-93fc-3f5c0983fd89",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.811696Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.811412Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.819441Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.818731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.337542Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.337317Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.353369Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.352793Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([-2.7621904 , -1.12255005, -1.33557621, -0.17206944,  1.5634041 ])"
│ │ │ │ │ │ @@ -1642,18 +1648,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "id": "ea2373ad-533f-44b9-9597-7a34a1eeb4be",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.831653Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.831393Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.839364Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.838728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.356503Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.356254Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.365212Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.364668Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 7.70168405,  9.01756049,  8.84659855,  9.7803589 , 11.17314527])"
│ │ │ │ │ │ @@ -1680,18 +1686,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "id": "e469678d-2791-4344-ac0d-00e0937db050",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.855658Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.855390Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.863344Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.862729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.368400Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.368133Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.381308Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.380719Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 0.8684261 ,  0.18151139,  0.12311499,  0.00951225, -0.05330049])"
│ │ │ │ │ │ @@ -1716,18 +1722,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "id": "c5e38740-78fb-450c-a20a-2ce04f7bff9e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.877357Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.877099Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.891500Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.890732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.384590Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.384328Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.401294Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.400680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 9.79692804, 10.51272714, 10.55855562])"
│ │ │ │ │ │ @@ -1745,18 +1751,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "id": "77418292-c7f0-4a0a-9ef0-050d4350aa51",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.899761Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.899499Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.907333Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.906730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.404560Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.404300Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.413240Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.412673Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([-0.15142355,  0.74049384,  0.79759816])"
│ │ │ │ │ │ @@ -1773,18 +1779,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "id": "e8d6e6ed-9575-46ed-a8f0-02e376ee3db9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.923634Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.923365Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.931502Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.930729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.416339Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.416106Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.425374Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.424799Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 9.79692804, 10.51272714, 10.55855562])"
│ │ │ │ │ │ @@ -1810,18 +1816,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "id": "0b61fde0-17fb-4678-9267-c624c49ee26e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.943768Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.943510Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.955343Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.954729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.428236Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.428004Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.445372Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.444736Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([0., 0., 0.])"
│ │ │ │ │ │ @@ -1896,18 +1902,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "id": "f9e9004b-35c0-4005-8520-358e2462514b",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.971606Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.971348Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.983389Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.982729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.448927Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.448661Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.463869Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.462159Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "rho = 0.8\n",
│ │ │ │ │ │                  "beta = 2\n",
│ │ │ │ │ │                  "delta0 = 10\n",
│ │ │ │ │ │ @@ -1922,18 +1928,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "id": "c9a06c47-d73e-486b-9d36-0c27029e2920",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.995765Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.995502Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.182767Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.170751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.467017Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.466758Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.592853Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.592193Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1963,18 +1969,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "id": "84ffc296-0c6c-4052-98db-b6c9420e9a92",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.191677Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.191405Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.270797Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.254747Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.596073Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.595796Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.626538Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.625896Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2013,18 +2019,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "id": "b158f625-0d67-4fed-bd0e-fae961395b69",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.279728Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.279452Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.331360Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.330728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.629673Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.629418Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.663007Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.662333Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2079,18 +2085,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "id": "43f9387d-b431-4079-b98a-2a76f7e9595a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.339628Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.339365Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.357584Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.357026Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.665700Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.665443Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:03.676917Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:03.676337Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -2119,18 +2125,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "id": "3bcefc73-cfc4-4ae0-9af0-f55aa83bee99",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.367647Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.367391Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:41.839457Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:41.838780Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:03.680285Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:03.680029Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:05.736100Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:05.735494Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2177,18 +2183,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "id": "9cc7fe30-4e40-468a-930e-14bf0aa0d929",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:41.842893Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:41.842605Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.270960Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.262725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.739365Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.739101Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:05.920314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:05.919656Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2218,18 +2224,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "id": "12b89d33-1cf2-435a-9dc8-ef04d2d6f8ba",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.279669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.279394Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.492429Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.491832Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:05.923365Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:05.923103Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.114695Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.114111Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -2254,18 +2260,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "id": "790f834c-8b13-4475-9a09-aea19ace79fe",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.498423Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.498152Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.511422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.510759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.117995Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.117727Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.128200Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.127638Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "rng = np.random.default_rng(20210819)\n",
│ │ │ │ │ │                  "eta = rng.standard_normal(5200)\n",
│ │ │ │ │ │                  "rho = 0.8\n",
│ │ │ │ │ │ @@ -2288,18 +2294,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "id": "3d56ebbb-2143-4582-8409-df1c9026a3df",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.514907Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.514577Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.679402Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.678736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.131354Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.131085Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.277246Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.276645Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -2345,18 +2351,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 39,
│ │ │ │ │ │              "id": "48a1b52b-6506-4e8d-aad5-4d8f80c65f79",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.687669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.687399Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.695344Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.694728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.280429Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.280155Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.287009Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.286408Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([ 5.08403002e+02, -1.58904197e+00, -1.54902445e+00,  1.04992618e-01,\n",
│ │ │ │ │ │ @@ -2382,18 +2388,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 40,
│ │ │ │ │ │              "id": "11088c2a-9d7e-4d88-ac26-48a5b5df6867",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.703632Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.703363Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.710121Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.708611Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.289966Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.289720Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.296794Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.296201Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([  1.77472563, 511.95355129, 510.87392196, 508.85708934,\n",
│ │ │ │ │ │ @@ -2419,18 +2425,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 41,
│ │ │ │ │ │              "id": "947f58ee-44bb-45d6-88c9-6757b0be1481",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.715014Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.714744Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.743615Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.742963Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:06.299743Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:06.299493Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:06.305782Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:06.305234Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(1, 0)"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/statespace_seasonal.ipynb.gz
│ │ │ │ ├── statespace_seasonal.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9984375000000001%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:56.364177Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:56.363946Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:56.810304Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:56.809771Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:56.813640Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:56.813316Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -18,34 +18,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:30.322590Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:30.322335Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:30.819107Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:30.818383Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.364177Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.363946Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.810304Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.809771Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:30.825530Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:30.825177Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:31.695696Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:31.694884Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.813640Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.813316Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:57.609928Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:57.609425Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │ @@ -65,18 +65,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:31.701491Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:31.701075Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:31.707169Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:31.706529Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:57.613144Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:57.612795Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:57.619396Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:57.618904Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# First we'll simulate the synthetic data\n",
│ │ │ │ │ │                  "def simulate_seasonal_term(periodicity, total_cycles, noise_std=1.,\n",
│ │ │ │ │ │                  "                           harmonics=None):\n",
│ │ │ │ │ │ @@ -113,18 +113,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:31.709703Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:31.709447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:33.975371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:33.974725Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:57.622233Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:57.622006Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.823760Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.822958Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -190,18 +190,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:33.983669Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:33.983398Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.139468Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.138761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.841747Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.841460Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.669255Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.668651Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -261,18 +261,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.142643Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.142382Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:35.155430Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:35.154751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.672515Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.672240Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:00.689362Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.688691Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "array([[ 1.        ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
│ │ │ │ │ │ @@ -348,18 +348,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:35.158834Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:35.158551Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:36.622753Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:36.610746Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.692943Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.692662Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.621366Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.620701Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -446,18 +446,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:36.635741Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:36.635453Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:00.195463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:00.194771Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.629742Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.629457Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:24.515166Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:24.514508Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -538,18 +538,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:00.203730Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:00.203461Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.891407Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.889953Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:24.518553Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:24.518279Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:37.717651Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:37.716811Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -620,18 +620,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.895416Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.894874Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:13.901310Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:13.900003Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:37.724871Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:37.724595Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:37.728829Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:37.728025Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "# Assign better names for our seasonal terms\n",
│ │ │ │ │ │                  "true_seasonal_10_3 = terms[0]\n",
│ │ │ │ │ │                  "true_seasonal_100_2 = terms[1]\n",
│ │ │ │ │ │ @@ -639,18 +639,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:13.906296Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:13.905772Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:14.131206Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:14.129867Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:37.732694Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:37.732423Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:37.922662Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:37.921782Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -675,18 +675,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:14.135405Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:14.134874Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:14.383471Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:14.382586Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:37.929099Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:37.928529Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:38.121053Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:38.120164Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -710,18 +710,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:32:14.389143Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:32:14.388859Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:32:14.748668Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:32:14.747403Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:38.126225Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:38.125957Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:38.426227Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:38.425367Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "scrolled": true
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stationarity_detrending_adf_kpss.html
│ │ │ │ @@ -325,15 +325,15 @@
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_675539/1512460390.py:6: InterpolationWarning: The test statistic is outside of the range of p-values available in the
│ │ │ │ +/tmp/ipykernel_3304255/1512460390.py:6: InterpolationWarning: The test statistic is outside of the range of p-values available in the
│ │ │ │  look-up table. The actual p-value is greater than the p-value returned.
│ │ │ │  
│ │ │ │    kpsstest = kpss(timeseries, regression=&#34;c&#34;, nlags=&#34;auto&#34;)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <p>Based upon the p-value of KPSS test, the null hypothesis can not be rejected. Hence, the series is stationary.</p>
│ │ │ │  </section>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -172,16 +172,16 @@
│ │ │ │ │  p-value                  0.100000
│ │ │ │ │  Lags Used                0.000000
│ │ │ │ │  Critical Value (10%)     0.347000
│ │ │ │ │  Critical Value (5%)      0.463000
│ │ │ │ │  Critical Value (2.5%)    0.574000
│ │ │ │ │  Critical Value (1%)      0.739000
│ │ │ │ │  dtype: float64
│ │ │ │ │ -/tmp/ipykernel_675539/1512460390.py:6: InterpolationWarning: The test statistic
│ │ │ │ │ -is outside of the range of p-values available in the
│ │ │ │ │ +/tmp/ipykernel_3304255/1512460390.py:6: InterpolationWarning: The test
│ │ │ │ │ +statistic is outside of the range of p-values available in the
│ │ │ │ │  look-up table. The actual p-value is greater than the p-value returned.
│ │ │ │ │  
│ │ │ │ │    kpsstest = kpss(timeseries, regression="c", nlags="auto")
│ │ │ │ │  Based upon the p-value of KPSS test, the null hypothesis can not be rejected.
│ │ │ │ │  Hence, the series is stationary.
│ │ │ │ │  ********** CCoonncclluussiioonn_?¶ **********
│ │ │ │ │  Two tests for checking the stationarity of a time series are used, namely ADF
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stationarity_detrending_adf_kpss.ipynb.gz
│ │ │ │ ├── stationarity_detrending_adf_kpss.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9987574404761905%
│ │ │ │ │ │┄ Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:54.517286Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:54.516918Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:55.836259Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:55.835607Z'}}}, 4: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:55.840876Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:55.840461Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -19,18 +19,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.861747Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.861496Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.209283Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.208619Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.517286Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.516918Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.836259Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.835607Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │ @@ -46,18 +46,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.213423Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.213001Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.223820Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.223149Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.840876Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.840461Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.848589Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.848022Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "sunspots = sm.datasets.sunspots.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -69,18 +69,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.229519Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.229252Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.236044Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.235484Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.851473Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.851238Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.858879Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.858322Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "sunspots.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1700\", \"2008\"))\n",
│ │ │ │ │ │                  "del sunspots[\"YEAR\"]"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -93,18 +93,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.239160Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.238857Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.519459Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.518774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.861966Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.861726Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.114054Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.113411Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -147,18 +147,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.522990Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.522658Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.531507Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.530766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.117585Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.117308Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.123306Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.122723Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.tsa.stattools import adfuller\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -195,18 +195,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.543751Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.543453Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.551455Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.550756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.126208Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.125940Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.129712Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.129176Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.tsa.stattools import kpss\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -231,18 +231,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.559695Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.559426Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.591485Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.590760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.132717Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.132434Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.149622Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.148795Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -279,18 +279,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.599725Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.599447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.615463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.614756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.153383Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.153026Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.160691Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.160107Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -338,18 +338,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.623731Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.623447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.944468Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.943817Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.163907Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.163647Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.387274Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.386718Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -385,18 +385,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.955811Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.955521Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.978239Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.977634Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.392800Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.392522Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.407509Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.406960Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -431,18 +431,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.982264Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.982004Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.990119Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.989479Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.410445Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.410205Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.418787Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.418025Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -457,15 +457,15 @@
│ │ │ │ │ │                          "dtype: float64\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_675539/1512460390.py:6: InterpolationWarning: The test statistic is outside of the range of p-values available in the\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3304255/1512460390.py:6: InterpolationWarning: The test statistic is outside of the range of p-values available in the\n",
│ │ │ │ │ │                          "look-up table. The actual p-value is greater than the p-value returned.\n",
│ │ │ │ │ │                          "\n",
│ │ │ │ │ │                          "  kpsstest = kpss(timeseries, regression=\"c\", nlags=\"auto\")\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stats_poisson.ipynb.gz
│ │ │ │ ├── stats_poisson.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9983072916666667%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:53.928552Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:53.928296Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.645833Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.645104Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:54.649197Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.648723Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -21,18 +21,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "59f2450e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.121886Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.121619Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.832123Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.831484Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.928552Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.928296Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.645833Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.645104Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from numpy.testing import assert_allclose\n",
│ │ │ │ │ │                  "import statsmodels.stats.rates as smr\n",
│ │ │ │ │ │ @@ -76,18 +76,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "199276f5",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.847796Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.847444Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.859446Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.858791Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.649197Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.648723Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.655649Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.655079Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.11655577679568745"
│ │ │ │ │ │ @@ -105,18 +105,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "c57f1dfa",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.867710Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.867445Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.902785Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.890764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.658267Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.658036Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.663959Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.663439Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -141,18 +141,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "ae000bb9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.911661Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.911402Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.967337Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.966722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.666606Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.666372Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.696422Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.695786Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.0897357524941493, 0.1490015282355224)"
│ │ │ │ │ │ @@ -177,18 +177,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "f5b89f88",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.975602Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.975345Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.981418Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.980567Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.700312Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.700039Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.704269Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.703764Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "{'test': ['wald',\n",
│ │ │ │ │ │ @@ -223,18 +223,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "ac9d09a9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.989446Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.989193Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.999405Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.998750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.709527Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.709266Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.717434Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.716897Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -258,18 +258,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "8f224485",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.002829Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.002540Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.055442Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.054751Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.720050Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.719802Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.751978Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.751390Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -310,18 +310,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "05f9882e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.061386Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.061135Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.068218Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.067694Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.755997Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.755731Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.765461Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.764905Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(4.0, 23.0)"
│ │ │ │ │ │ @@ -339,18 +339,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "id": "97342d26",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.071070Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.070825Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.077774Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.077240Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.775455Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.775187Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.781365Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.780640Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(5.0, 19.0)"
│ │ │ │ │ │ @@ -376,18 +376,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "45696c02",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.080854Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.080617Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.099414Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.098764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.785518Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.784740Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.791227Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.790367Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(5.0, 19.0)"
│ │ │ │ │ │ @@ -414,18 +414,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "1a7df495",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.105542Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.105281Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.154774Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.142749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.793880Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.793613Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.799126Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.798473Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(15.0, 23.0)"
│ │ │ │ │ │ @@ -454,35 +454,35 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "d6c7d341",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.163660Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.163408Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.179331Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.178668Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.801890Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.801486Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.805776Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.805197Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "count1, n1, count2, n2 = 60, 514.775, 30, 543.087"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "id": "5aba830a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.183589Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.183334Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.194160Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.193555Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.811107Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.810837Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.816088Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.815581Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -512,18 +512,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "id": "52d1cd76",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.197697Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.197438Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.218325Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.217727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.819300Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.819052Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.841235Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.840074Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(1.3659624311981189, 3.2593061483872257)"
│ │ │ │ │ │ @@ -541,18 +541,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "id": "3642594e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.221467Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.221209Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.238122Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.237535Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.844604Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.844361Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.863590Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.862849Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.026579645509259224, 0.0989192191413259)"
│ │ │ │ │ │ @@ -580,18 +580,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "85046eb5",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.245238Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.244983Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.253519Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.252945Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.866618Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.866374Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.873184Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.872239Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -631,18 +631,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "id": "e6a6aec0",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.256576Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.256329Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.267126Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.264075Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.876045Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.875805Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.879954Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.879478Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "{'test': {'ratio': ['wald',\n",
│ │ │ │ │ │ @@ -675,18 +675,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "id": "302b0bf4",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.270401Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.270169Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.295399Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.294765Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.882563Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.882335Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.895617Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.895080Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -729,18 +729,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "id": "e2658911",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.298641Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.298393Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.406794Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.390770Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.898629Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.898398Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.937998Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.937526Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -795,18 +795,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "id": "8ee7a0ba",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.415702Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.415440Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.466805Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.450767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.940335Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.940107Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.944873Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.944390Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -864,18 +864,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "id": "6d92005e",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.477003Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.476751Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.494033Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.493444Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.947185Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.946962Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.951351Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.950893Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -946,18 +946,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "id": "32ad0255",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.497236Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.496983Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.519419Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.518741Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.954595Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.953396Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.959172Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.958673Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1011,18 +1011,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "id": "61beae8f",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.522813Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.522543Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.530140Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.529511Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.963023Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.961741Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.966945Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.966463Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1052,18 +1052,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "id": "62b98f47",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.535707Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.535447Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.547447Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.546756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.970022Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.969420Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.975395Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.974880Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.1036704302254083"
│ │ │ │ │ │ @@ -1081,18 +1081,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "id": "212ca284",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.550836Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.550554Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.562331Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.561686Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.978076Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.977849Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.984394Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.983878Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "0.01108516638060269"
│ │ │ │ │ │ @@ -1121,18 +1121,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "id": "2479efb8",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.565743Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.565494Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.575443Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.574753Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.987254Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.987019Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.993029Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.992496Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<function statsmodels.stats.rates.power_poisson_diff_2indep(rate1, rate2, nobs1, nobs_ratio=1, alpha=0.05, value=0, method_var='score', alternative='two-sided', return_results=True)>"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stats_rankcompare.ipynb.gz
│ │ │ │ ├── stats_rankcompare.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9981915509259259%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:53.837857Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:53.837430Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.556943Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.549595Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:54.560509Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.560152Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -23,18 +23,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "2b591408",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.051674Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.051408Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.910797Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.894740Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.837857Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.837430Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.556943Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.549595Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "from statsmodels.stats.nonparametric import (\n",
│ │ │ │ │ │ @@ -56,18 +56,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "256918c4",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.919834Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.919452Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.978766Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.962749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.560509Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.560152Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.569574Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.569029Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(array([24, 37, 21, 19,  6]), array([11, 51, 22, 21,  7]))"
│ │ │ │ │ │ @@ -90,18 +90,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "62e1d48f",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.995759Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.995478Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.046773Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.030732Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.572404Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.572168Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.579133Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.578625Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.nonparametric.RankCompareResult'>\n",
│ │ │ │ │ │ @@ -147,18 +147,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "377e6b94",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.057033Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.056774Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.067450Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.066767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.581898Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.581669Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.587867Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.587352Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "['conf_int',\n",
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "76be72c9",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.070659Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.070406Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.083636Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.078912Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.590644Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.590407Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.599154Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.598609Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -210,18 +210,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "18025e2a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.086902Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.086606Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.099042Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.094782Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.602131Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.601890Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.608333Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.607790Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "(0.3816117144128266, 0.529937017229363)"
│ │ │ │ │ │ @@ -239,18 +239,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "bd85c9be",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.102101Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.101840Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.115469Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.114799Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.611406Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.611161Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.617267Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.616757Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -352,18 +352,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "03fbc392",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.118890Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.118598Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.131461Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.130767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.620112Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.619874Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.626186Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.625696Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -396,18 +396,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "id": "e0e3ca88",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.134627Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.134367Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.147457Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.146785Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.629547Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.629290Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.635573Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.634971Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -451,18 +451,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "cbf201fd",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.150781Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.150505Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.163418Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.162759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.638625Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.638122Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.642975Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.642457Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -495,18 +495,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "a3866c98",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.175709Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.175426Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.180330Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.179784Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.645919Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.645059Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.649548Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.649068Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -528,18 +528,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "268e85d5",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.189354Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.189084Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.203530Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.202869Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.652408Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.656237Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -561,18 +561,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "id": "538cfc1d",
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.215551Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.215010Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.659811Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.665372Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -594,18 +594,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.226743Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.225952Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.669099Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.672521Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -627,18 +627,18 @@
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.236296Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.235760Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.677928Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.677173Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.681942Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.681431Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
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│ │ │ │ │ │                              "(0.3816117144128266, 0.529937017229363)"
│ │ │ │ │ │ @@ -688,18 +688,18 @@
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│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "5c550701",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.239338Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.239046Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.255451Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.254797Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.687764Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.687501Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.692751Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.692142Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.nonparametric.RankCompareResult'>\n",
│ │ │ │ │ │ @@ -737,18 +737,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "id": "69f9d6b6",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.271399Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.270748Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.697103Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.695547Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.700799Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
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│ │ │ │ │ │                              "(0.470062982770637, 0.6183882855871734)"
│ │ │ │ │ │ @@ -765,18 +765,18 @@
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│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.274371Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.274122Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.291377Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.290731Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.703878Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.703641Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.710734Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.710218Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<table class=\"simpletable\">\n",
│ │ │ │ │ │ @@ -833,18 +833,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "id": "39118378",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.294658Z",
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.311352Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.310727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.713299Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.712952Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.718441Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.717920Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │                  {
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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "([24, 37, 21, 19, 6], [11, 51, 22, 21, 7])"
│ │ │ │ │ │ @@ -861,18 +861,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "id": "72cd25f2",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.314613Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.314367Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.339364Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.338730Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.721395Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.721058Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.731804Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.731272Z"
│ │ │ │ │ │                  }
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│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<table class=\"simpletable\">\n",
│ │ │ │ │ │ @@ -913,18 +913,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "id": "0984f469",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.342550Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.342305Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.351356Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.350723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.735167Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.734520Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.740357Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.739824Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.nonparametric.RankCompareResult'>\n",
│ │ │ │ │ │ @@ -961,18 +961,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "id": "4aa7e102",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.354665Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.354410Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.371353Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.370729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.747217Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.746951Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.753512Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.752798Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.nonparametric.RankCompareResult'>\n",
│ │ │ │ │ │ @@ -1010,18 +1010,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "id": "1830af9c",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.374647Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.374399Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.387362Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.386726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.759384Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.759106Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.763670Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.763158Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1043,18 +1043,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "id": "6f65e22f",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.390413Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.390154Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.399348Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.398726Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.766631Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.766371Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.770665Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.770169Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.stats.base.HolderTuple'>\n",
│ │ │ │ │ │ @@ -1076,18 +1076,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "id": "44cbcf9a",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.402712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.402430Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.434737Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.418719Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.773432Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.773182Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.778856Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.777994Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "((0.38161171441282665, 0.529937017229363),\n",
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stl_decomposition.html
│ │ │ │ @@ -457,15 +457,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_675465/1071343913.py:352: FutureWarning: &#39;M&#39; is deprecated and will be removed in a future version, please use &#39;ME&#39; instead.
│ │ │ │ +/tmp/ipykernel_3304182/1071343913.py:352: FutureWarning: &#39;M&#39; is deprecated and will be removed in a future version, please use &#39;ME&#39; instead.
│ │ │ │    co2, index=pd.date_range(&#34;1-1-1959&#34;, periods=len(co2), freq=&#34;M&#34;), name=&#34;CO2&#34;
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[3]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ @@ -642,15 +642,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -167 ms ± 23.3 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
│ │ │ │ +147 ms ± 759 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <img alt="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png" src="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png" />
│ │ │ │ @@ -678,15 +678,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -11.1 ms ± 965 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
│ │ │ │ +10.2 ms ± 15.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area docutils container">
│ │ │ │  <img alt="../../../_images/examples_notebooks_generated_stl_decomposition_19_1.png" src="../../../_images/examples_notebooks_generated_stl_decomposition_19_1.png" />
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -385,15 +385,15 @@
│ │ │ │ │      348.67,
│ │ │ │ │  ]
│ │ │ │ │  co2 = pd.Series(
│ │ │ │ │      co2, index=pd.date_range("1-1-1959", periods=len(co2), freq="M"),
│ │ │ │ │  name="CO2"
│ │ │ │ │  )
│ │ │ │ │  co2.describe()
│ │ │ │ │ -/tmp/ipykernel_675465/1071343913.py:352: FutureWarning: 'M' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3304182/1071343913.py:352: FutureWarning: 'M' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'ME' instead.
│ │ │ │ │    co2, index=pd.date_range("1-1-1959", periods=len(co2), freq="M"), name="CO2"
│ │ │ │ │  [3]:
│ │ │ │ │  count    348.000000
│ │ │ │ │  mean     330.123879
│ │ │ │ │  std       10.059747
│ │ │ │ │  min      313.550000
│ │ │ │ │ @@ -496,15 +496,15 @@
│ │ │ │ │  [../../../_images/examples_notebooks_generated_stl_decomposition_15_0.png]
│ │ │ │ │  First, the base line model is estimated with all jumps equal to 1.
│ │ │ │ │  [10]:
│ │ │ │ │  mod = STL(y, period=period, seasonal=seasonal)
│ │ │ │ │  %timeit mod.fit()
│ │ │ │ │  res = mod.fit()
│ │ │ │ │  fig = res.plot(observed=False, resid=False)
│ │ │ │ │ -167 ms ± 23.3 ms per loop (mean ± std. dev. of 7 runs, 10 loops each)
│ │ │ │ │ +147 ms ± 759 µs per loop (mean ± std. dev. of 7 runs, 1 loop each)
│ │ │ │ │  [../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png]
│ │ │ │ │  The jumps are all set to 15% of their window length. Limited linear
│ │ │ │ │  interpolation makes little difference to the fit of the model.
│ │ │ │ │  [11]:
│ │ │ │ │  low_pass_jump = seasonal_jump = int(0.15 * (period + 1))
│ │ │ │ │  trend_jump = int(0.15 * 1.5 * (period + 1))
│ │ │ │ │  mod = STL(
│ │ │ │ │ @@ -514,15 +514,15 @@
│ │ │ │ │      seasonal_jump=seasonal_jump,
│ │ │ │ │      trend_jump=trend_jump,
│ │ │ │ │      low_pass_jump=low_pass_jump,
│ │ │ │ │  )
│ │ │ │ │  %timeit mod.fit()
│ │ │ │ │  res = mod.fit()
│ │ │ │ │  fig = res.plot(observed=False, resid=False)
│ │ │ │ │ -11.1 ms ± 965 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
│ │ │ │ │ +10.2 ms ± 15.9 µs per loop (mean ± std. dev. of 7 runs, 100 loops each)
│ │ │ │ │  [../../../_images/examples_notebooks_generated_stl_decomposition_19_1.png]
│ │ │ │ │  ********** FFoorreeccaassttiinngg wwiitthh SSTTLL_?¶ **********
│ │ │ │ │  STLForecast simplifies the process of using STL to remove seasonalities and
│ │ │ │ │  then using a standard time-series model to forecast the trend and cyclical
│ │ │ │ │  components.
│ │ │ │ │  Here we use STL to handle the seasonality and then an ARIMA(1,1,0) to model the
│ │ │ │ │  deseasonalized data. The seasonal component is forecast from the find full
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/stl_decomposition.ipynb.gz
│ │ │ │ ├── stl_decomposition.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9981915509259259%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:53.137593Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:53.137333Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.298888Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.298300Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:54.303084Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:54.302693Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -16,18 +16,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.507652Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.507386Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.658813Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.649555Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.137593Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.137333Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.298888Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.298300Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import seaborn as sns\n",
│ │ │ │ │ │ @@ -38,18 +38,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.662080Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.661715Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.667392Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.666768Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.303084Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.302693Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.307234Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.306505Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "plt.rc(\"figure\", figsize=(16, 12))\n",
│ │ │ │ │ │                  "plt.rc(\"font\", size=13)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -64,26 +64,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.670732Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.670427Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.698564Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.697906Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.309873Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.309621Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.335105Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.334352Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_675465/1071343913.py:352: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3304182/1071343913.py:352: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
│ │ │ │ │ │                          "  co2, index=pd.date_range(\"1-1-1959\", periods=len(co2), freq=\"M\"), name=\"CO2\"\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "count    348.000000\n",
│ │ │ │ │ │ @@ -467,18 +467,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.705422Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.705142Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.175424Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.174738Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.339071Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.337854Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.711777Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.711169Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -508,18 +508,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.181851Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.181455Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.211197Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.210498Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.716435Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.716046Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.734414Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.733826Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.datasets import elec_equip as ds\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │                  "elec_equip = ds.load().data.iloc[:, 0]\n"
│ │ │ │ │ │ @@ -533,18 +533,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.217624Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.217340Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:30.708560Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:30.707958Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.737931Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.737682Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:57.056229Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:57.055565Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -577,18 +577,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:30.713429Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:30.712742Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:31.024571Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:31.023946Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:57.059471Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:57.059203Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:57.402185Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:57.401686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -615,18 +615,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:31.028207Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:31.027933Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:32.364033Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:32.363484Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:57.408327Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:57.408052Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:58.749417Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:58.748708Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -663,18 +663,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:32.370521Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:32.370244Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:32.749714Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:32.747520Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:58.752741Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:58.752451Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:59.117395Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:59.116709Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -708,26 +708,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:32.753049Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:32.752752Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:47.251487Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:47.250749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:59.125705Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:59.125424Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:01.213371Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:01.212703Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "167 ms \u00b1 23.3 ms per loop (mean \u00b1 std. dev. of 7 runs, 10 loops each)\n"
│ │ │ │ │ │ +                        "147 ms \u00b1 759 \u00b5s per loop (mean \u00b1 std. dev. of 7 runs, 1 loop each)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Figure size 1600x1200 with 2 Axes>"
│ │ │ │ │ │ @@ -752,26 +752,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:47.259758Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:47.259481Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:56.849895Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:56.846619Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:01.217685Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:01.217414Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.055195Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.053042Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "11.1 ms \u00b1 965 \u00b5s per loop (mean \u00b1 std. dev. of 7 runs, 100 loops each)\n"
│ │ │ │ │ │ +                        "10.2 ms \u00b1 15.9 \u00b5s per loop (mean \u00b1 std. dev. of 7 runs, 100 loops each)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  },
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Figure size 1600x1200 with 2 Axes>"
│ │ │ │ │ │ @@ -813,18 +813,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:56.859761Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:56.859481Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.372677Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.372091Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.058200Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.057953Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.478702Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.478149Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -857,18 +857,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:57.380129Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:57.379720Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:57.408897Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:57.408330Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:10.481871Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:10.481486Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.495350Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.494828Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/treatment_effect.ipynb.gz
│ │ │ │ ├── treatment_effect.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9985119047619048%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:51.913596Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:51.913329Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:52.718109Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:52.717527Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:52.721669Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:52.721402Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -26,18 +26,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "id": "adult-capture",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.384305Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.913596Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.913329Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.718109Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.717527Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import os\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "from numpy.testing import assert_allclose\n",
│ │ │ │ │ │ @@ -72,18 +72,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "id": "32e76526",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.443422Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.442736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.721669Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.721402Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.741785Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.740907Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -290,18 +290,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "id": "controlling-literacy",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.455697Z",
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.532161Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.531581Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.745856Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.745259Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.784326Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.783791Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -354,18 +354,18 @@
│ │ │ │ │ │          },
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│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "id": "former-mirror",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.923352Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.922727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.787594Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.787353Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.148166Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.147652Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.treatment.treatment_effects.TreatmentEffectResults'>\n",
│ │ │ │ │ │ @@ -391,18 +391,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "id": "metropolitan-burns",
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.926549Z",
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.951370Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.950728Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.151218Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.150961Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.162091Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.161604Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -481,18 +481,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "id": "documentary-invasion",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.954862Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.954566Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.971317Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.970720Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.164900Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.164658Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.174751Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.174273Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -535,18 +535,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "id": "d00a2846",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.974592Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.974341Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.323439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.322745Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.177577Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.177329Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.507171Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.506611Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.treatment.treatment_effects.TreatmentEffectResults'>\n",
│ │ │ │ │ │ @@ -579,18 +579,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "id": "df5a0f1d",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.326805Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.326516Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.771435Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.770761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.513677Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.513426Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.871877Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.871366Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.treatment.treatment_effects.TreatmentEffectResults'>\n",
│ │ │ │ │ │ @@ -623,18 +623,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "id": "0795f217",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.777716Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.777461Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.187409Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.186761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.874659Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.874433Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.245510Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.244977Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<class 'statsmodels.treatment.treatment_effects.TreatmentEffectResults'>\n",
│ │ │ │ │ │ @@ -660,18 +660,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "id": "vocational-crawford",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.191700Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.191443Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.201196Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.200645Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.248426Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.248159Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.273271Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.272676Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -750,18 +750,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "id": "posted-basin",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.207661Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.207391Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.939403Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.938749Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.276462Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.276225Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:56.486906Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:56.486370Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/html": [
│ │ │ │ │ │                              "<div>\n",
│ │ │ │ │ │ @@ -852,18 +852,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "id": "innovative-garage",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.945988Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.945731Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.356529Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.355895Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:56.490720Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:56.490481Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.558979Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.558379Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -945,18 +945,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "id": "compact-pixel",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.360723Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.360478Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.415462Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.406711Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:04.562051Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:04.561806Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.578138Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.577630Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1007,18 +1007,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "id": "preceding-dividend",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.421303Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.421051Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:39.436876Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:39.436249Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:04.581293Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:04.581051Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:04.591815Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:04.591270Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1067,18 +1067,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "id": "lyric-producer",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:39.447679Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:39.447426Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:42.907475Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:42.906820Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:04.594989Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:04.594729Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:07.637241Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:07.636738Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1136,18 +1136,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "id": "southern-startup",
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:42.910970Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:42.910704Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:46.196915Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:46.196295Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:07.639953Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:07.639730Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:07:10.656986Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:10.656443Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/tsa_arma_0.ipynb.gz
│ │ │ │ ├── tsa_arma_0.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9977163461538463%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:50.926447Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:50.926226Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.659053Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.658426Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:51.662976Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.662640Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.839924Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.839661Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.429501Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.428860Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.926447Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.926226Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.659053Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.658426Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.436087Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.435756Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.512792Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.505393Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.662976Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.662640Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.553326Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.552686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │ @@ -45,18 +45,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.528262Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.527866Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.537264Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.536600Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.561743Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.561347Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.569314Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.568685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.graphics.api import qqplot"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -68,18 +68,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.540615Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.540365Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.545083Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.544509Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.577582Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.577312Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.585318Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.584699Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -101,52 +101,52 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.547731Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.547473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.554747Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.554132Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.591850Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.591586Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.605347Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.604700Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta = sm.datasets.sunspots.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.557765Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.557501Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.567404Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.566766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.611290Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.611034Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.629307Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.628688Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1700\", \"2008\"))\n",
│ │ │ │ │ │                  "dta.index.freq = dta.index.inferred_freq\n",
│ │ │ │ │ │                  "del dta[\"YEAR\"]"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.570653Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.570395Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.026781Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.010753Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.632401Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.632155Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.899979Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.899461Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -172,18 +172,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.039726Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.039456Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.511451Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.510762Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.902827Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.902412Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.243301Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.242771Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -210,18 +210,18 @@
│ │ │ │ │ │              "source": []
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.515012Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.514668Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.568044Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.567484Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.248218Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.247967Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.298341Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.297810Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -239,34 +239,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.571160Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.570875Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.639463Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.638766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.304507Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.304239Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.433322Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.432685Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "arma_mod30 = ARIMA(dta, order=(3, 0, 0)).fit()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.642774Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.642493Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.651449Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.650766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.436643Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.436364Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.445288Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.444680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -279,18 +279,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.654750Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.654479Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.663439Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.662772Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.448497Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.448248Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.457274Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.456679Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -308,18 +308,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.666747Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.666473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.672120Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.671509Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.460463Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.460217Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.469275Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.468680Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -339,18 +339,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.675219Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.674946Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.681988Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.681399Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.472431Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.472193Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.481266Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.480678Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "1.9564953610180509"
│ │ │ │ │ │ @@ -366,18 +366,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.685566Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.685309Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.912301Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.911757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.484295Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.484055Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.732354Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.731827Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -395,34 +395,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.915410Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.915145Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.923431Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.922756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.736890Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.736572Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.740985Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.740301Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "resid = arma_mod30.resid"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.926435Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.926185Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:26.943410Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:26.942754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.743659Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.743427Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:53.751864Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:53.751344Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "NormaltestResult(statistic=49.843932239063406, pvalue=1.5015079504058155e-11)"
│ │ │ │ │ │ @@ -438,18 +438,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 18,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:26.946717Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:26.946445Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.254421Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.253627Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:53.754392Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:53.754156Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.013569Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.011992Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -467,18 +467,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 19,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.257100Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.256847Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.628430Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.627847Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.016954Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.016665Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.366701Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.366100Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -498,35 +498,35 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 20,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.639873Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.639606Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.647343Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.646729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.371749Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.371065Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.375743Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.375209Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "r, q, p = sm.tsa.acf(resid.values.squeeze(), fft=True, qstat=True)\n",
│ │ │ │ │ │                  "data = np.c_[np.arange(1, 25), r[1:], q, p]"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 21,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.650658Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.650396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.663460Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.662808Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.378330Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.378064Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.388178Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.387327Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -579,18 +579,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 22,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.666827Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.666535Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.691406Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.690555Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.391614Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.391352Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.409841Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.409120Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -627,35 +627,35 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 23,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.694980Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.694707Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.699655Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.699059Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.412925Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.412642Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.416834Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.416012Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def mean_forecast_err(y, yhat):\n",
│ │ │ │ │ │                  "    return y.sub(yhat).mean()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 24,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.702712Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.702427Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.711609Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.710824Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.420206Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.419829Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.428883Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.427899Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "5.6348329974966855"
│ │ │ │ │ │ @@ -685,34 +685,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 25,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.714882Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.714576Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.719664Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.718489Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.432582Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.431765Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.436512Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.435454Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "from statsmodels.tsa.arima_process import ArmaProcess"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 26,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.722872Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.722581Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.727992Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.727356Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.439779Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.439423Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.444478Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.443413Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(1234)\n",
│ │ │ │ │ │                  "# include zero-th lag\n",
│ │ │ │ │ │                  "arparams = np.array([1, 0.75, -0.65, -0.55, 0.9])\n",
│ │ │ │ │ │ @@ -727,34 +727,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 27,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.731153Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.730871Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.735515Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.734905Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.448854Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.447672Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.459842Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.452322Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "arma_t = ArmaProcess(arparams, maparams)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 28,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.738584Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.738319Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.747465Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.746758Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.464336Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.463927Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.471034Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.469914Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "True"
│ │ │ │ │ │ @@ -770,18 +770,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 29,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.750860Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.750568Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.760375Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.759702Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.476048Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.475018Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.491398Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.490417Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "False"
│ │ │ │ │ │ @@ -804,18 +804,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 30,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.763634Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.763365Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:27.991528Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:27.990733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.496353Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.495389Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.663476Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.662957Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "[<matplotlib.lines.Line2D at 0xadde5de1e8ed>]"
│ │ │ │ │ │ @@ -843,18 +843,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 31,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:27.994899Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:27.994606Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.007535Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.006724Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.667356Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.667070Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.673690Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.673142Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "True"
│ │ │ │ │ │ @@ -873,34 +873,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 32,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.010995Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.010723Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.019508Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.018723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.676704Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.676418Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:54.679844Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:54.679283Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "arma_rvs = arma_t.generate_sample(nsample=500, burnin=250, scale=2.5)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 33,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.026889Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.022569Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.551371Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.550723Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:54.683049Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:54.682749Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.033297Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.032709Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -928,18 +928,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 34,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.559660Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.559385Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.643432Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.642764Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.036592Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.036314Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.104702Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.104124Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -995,18 +995,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 35,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.649471Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.649209Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.946743Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.930714Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.107455Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.107210Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.280414Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.279803Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -1058,18 +1058,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 36,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.955666Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:28.955391Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:28.990744Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.978733Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.285165Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.284889Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.294217Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.293578Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "macrodta = sm.datasets.macrodata.load_pandas().data\n",
│ │ │ │ │ │                  "macrodta.index = pd.Index(sm.tsa.datetools.dates_from_range(\"1959Q1\", \"2009Q3\"))\n",
│ │ │ │ │ │                  "cpi = macrodta[\"cpi\"]"
│ │ │ │ │ │ @@ -1083,18 +1083,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 37,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.001095Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.000825Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.206091Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.205433Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.297675Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.297398Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.488898Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.487748Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -1130,18 +1130,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 38,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:29.209539Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:29.209270Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:29.224880Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:29.224301Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.491811Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:55.491557Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:55.503280Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.502736Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/tsa_arma_1.html
│ │ │ │ @@ -120,15 +120,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_675326/3761908329.py:1: FutureWarning: &#39;M&#39; is deprecated and will be removed in a future version, please use &#39;ME&#39; instead.
│ │ │ │ +/tmp/ipykernel_3304043/3761908329.py:1: FutureWarning: &#39;M&#39; is deprecated and will be removed in a future version, please use &#39;ME&#39; instead.
│ │ │ │    dates = pd.date_range(&#34;1980-1-1&#34;, freq=&#34;M&#34;, periods=nobs)
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[6]:
│ │ │ │  </pre></div>
│ │ │ │  </div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -32,15 +32,15 @@
│ │ │ │ │  Now, optionally, we can add some dates information. For this example, we’ll use
│ │ │ │ │  a pandas time series.
│ │ │ │ │  [5]:
│ │ │ │ │  dates = pd.date_range("1980-1-1", freq="M", periods=nobs)
│ │ │ │ │  y = pd.Series(y, index=dates)
│ │ │ │ │  arma_mod = ARIMA(y, order=(2, 0, 2), trend="n")
│ │ │ │ │  arma_res = arma_mod.fit()
│ │ │ │ │ -/tmp/ipykernel_675326/3761908329.py:1: FutureWarning: 'M' is deprecated and
│ │ │ │ │ +/tmp/ipykernel_3304043/3761908329.py:1: FutureWarning: 'M' is deprecated and
│ │ │ │ │  will be removed in a future version, please use 'ME' instead.
│ │ │ │ │    dates = pd.date_range("1980-1-1", freq="M", periods=nobs)
│ │ │ │ │  [6]:
│ │ │ │ │  print(arma_res.summary())
│ │ │ │ │                                 SARIMAX Results
│ │ │ │ │  ==============================================================================
│ │ │ │ │  Dep. Variable:                      y   No. Observations:                  250
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/tsa_arma_1.ipynb.gz
│ │ │ │ ├── tsa_arma_1.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.997800925925926%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:50.729574Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:50.729308Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.224922Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.217537Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:51.233680Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.233335Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.966312Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.966059Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.727466Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.726767Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.729574Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.729308Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.217537Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.731063Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.730703Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.451423Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.450746Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.233680Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.233335Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.081615Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.081017Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -54,18 +54,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.457576Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.457203Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.467407Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.466744Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.087415Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.087038Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.090414Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.089884Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "arparams = np.array([0.75, -0.25])\n",
│ │ │ │ │ │                  "maparams = np.array([0.65, 0.35])"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -78,18 +78,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.470907Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.470621Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.479111Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.478494Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.095821Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.095557Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.100196Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.099668Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "arparams = np.r_[1, -arparams]\n",
│ │ │ │ │ │                  "maparams = np.r_[1, maparams]\n",
│ │ │ │ │ │                  "nobs = 250\n",
│ │ │ │ │ │ @@ -104,26 +104,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.482270Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.482018Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.614746Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.602761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.103233Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.102970Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.188362Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.187772Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_675326/3761908329.py:1: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3304043/3761908329.py:1: FutureWarning: 'M' is deprecated and will be removed in a future version, please use 'ME' instead.\n",
│ │ │ │ │ │                          "  dates = pd.date_range(\"1980-1-1\", freq=\"M\", periods=nobs)\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dates = pd.date_range(\"1980-1-1\", freq=\"M\", periods=nobs)\n",
│ │ │ │ │ │                  "y = pd.Series(y, index=dates)\n",
│ │ │ │ │ │ @@ -132,18 +132,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.623617Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.623360Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.639702Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.639036Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.191357Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.191088Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.208853Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.208272Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -181,18 +181,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.645185Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.644916Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.659448Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.658757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.211789Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.211536Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.219260Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "2000-06-30    0.173211\n",
│ │ │ │ │ │ @@ -213,18 +213,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.662715Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.662448Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.003727Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.003081Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.222729Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.222470Z",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/tsa_dates.ipynb.gz
│ │ │ │ ├── tsa_dates.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9994791666666667%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:50.198393Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:50.198151Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.751696Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.742105Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:51.755265Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:51.754875Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -9,18 +9,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.709938Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.709687Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.142780Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.126836Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.198393Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.198151Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.751696Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.742105Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -43,18 +43,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.159862Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.159455Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.202922Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.186776Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.755265Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.754875Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.765171Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.764532Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -70,18 +70,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.215762Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.215480Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.235110Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.232515Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.768430Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.768182Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.775630Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.775103Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -101,18 +101,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.243693Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.243423Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.259447Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.258756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.778799Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.778524Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.792240Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.791682Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │ @@ -152,18 +152,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.264974Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.264703Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.303486Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.302763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.795305Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.795040Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.815165Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.814584Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │ @@ -180,18 +180,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.319713Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.319435Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.363465Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.362757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.818698Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.818436Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.838329Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.837694Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "pycharm": {
│ │ │ │ │ │                      "name": "#%%\n"
│ │ │ │ │ │                  }
│ │ │ │ │ │ @@ -235,18 +235,18 @@
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "collapsed": false,
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.375946Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.375664Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.783443Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.782746Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.841464Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.841199Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.178745Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.177900Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "jupyter": {
│ │ │ │ │ │                      "outputs_hidden": false
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "pycharm": {
│ │ │ │ │ │                      "name": "#%%\n"
│ │ │ │ │ │                  }
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/tsa_filters.ipynb.gz
│ │ │ │ ├── tsa_filters.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9981026785714286%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:49.989617Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:49.989348Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.669352Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.668701Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:50.677734Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.677376Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:22.451746Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:22.451473Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:22.987525Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:22.986932Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.989617Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.989348Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.669352Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.668701Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.004243Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.003896Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.198072Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.182734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.677734Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.677376Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.589390Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.588714Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import pandas as pd\n",
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "\n",
│ │ │ │ │ │ @@ -43,34 +43,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.211909Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.211533Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.231393Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.230734Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.593456Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.593078Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.609328Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.608691Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta = sm.datasets.macrodata.load_pandas().data"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.247699Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.247428Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.259339Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.258727Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.612536Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.612282Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.629324Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.628689Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -91,36 +91,36 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.267609Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.267346Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.275326Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.274729Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.632567Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.632315Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.664710Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.656695Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "dta.index = index\n",
│ │ │ │ │ │                  "del dta[\"year\"]\n",
│ │ │ │ │ │                  "del dta[\"quarter\"]"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.283591Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.283320Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.291309Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.290720Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.673605Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.673333Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.708714Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.696706Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -163,18 +163,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.297298Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.297047Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.315313Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.314720Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.725718Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.725444Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:51.746652Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:51.746136Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -209,18 +209,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.323604Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.323343Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.547419Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.546753Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:51.757598Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:51.757332Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.009334Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.008686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -260,52 +260,52 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.550522Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.550272Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.567412Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.566750Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.012724Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.012439Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.025320Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.024686Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "gdp_cycle, gdp_trend = sm.tsa.filters.hpfilter(dta.realgdp)"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.570601Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.570348Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.581834Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.581216Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.028538Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.028285Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.038293Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.037538Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "gdp_decomp = dta[[\"realgdp\"]].copy()\n",
│ │ │ │ │ │                  "gdp_decomp[\"cycle\"] = gdp_cycle\n",
│ │ │ │ │ │                  "gdp_decomp[\"trend\"] = gdp_trend"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 11,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.585083Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.584826Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.950775Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.938754Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.043190Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.042928Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.301859Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.301343Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "image/png": 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",
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │ @@ -367,18 +367,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.959706Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.959433Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:24.989501Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:24.986736Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.308568Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.308317Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.313349Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.312856Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "bk_cycles = sm.tsa.filters.bkfilter(dta[[\"infl\", \"unemp\"]])"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -390,18 +390,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 13,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:24.992991Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:24.992729Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.491438Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.490773Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.315926Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.315701Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.600022Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.599488Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ │ │ │ @@ -461,18 +461,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 14,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.494639Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.494373Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.506567Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.505984Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.604959Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.604684Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.617562Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.617041Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -485,18 +485,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 15,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.509875Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.509624Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.529069Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.528430Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.620475Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.620225Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.632521Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.631999Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -509,18 +509,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 16,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.532654Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.532396Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.549591Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.549053Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.635378Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.635122Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.652330Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.651807Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -544,18 +544,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 17,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:25.552554Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:25.552308Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:25.891327Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:25.890722Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:52.655218Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:52.654963Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:52.969977Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:52.969461Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<Axes: >"
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/variance_components.html
│ │ │ │ @@ -200,15 +200,15 @@
│ │ │ │  </div>
│ │ │ │  </div>
│ │ │ │  <div class="nboutput nblast docutils container">
│ │ │ │  <div class="prompt empty docutils container">
│ │ │ │  </div>
│ │ │ │  <div class="output_area stderr docutils container">
│ │ │ │  <div class="highlight"><pre>
│ │ │ │ -/tmp/ipykernel_675282/1119967950.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.
│ │ │ │ +/tmp/ipykernel_3303996/1119967950.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.
│ │ │ │    vcm = df.groupby(&#34;group1&#34;).apply(f).to_list()
│ │ │ │  </pre></div></div>
│ │ │ │  </div>
│ │ │ │  <p>Finally we fit the model. It can be seen that the results of the two fits are identical.</p>
│ │ │ │  <div class="nbinput docutils container">
│ │ │ │  <div class="prompt highlight-none notranslate"><div class="highlight"><pre><span></span>[8]:
│ │ │ │  </pre></div>
│ │ │ │ ├── html2text {}
│ │ │ │ │ @@ -102,15 +102,15 @@
│ │ │ │ │  Then we set up the variance components using the VCSpec class.
│ │ │ │ │  [7]:
│ │ │ │ │  vcm = df.groupby("group1").apply(f).to_list()
│ │ │ │ │  mats = [x[0] for x in vcm]
│ │ │ │ │  colnames = [x[1] for x in vcm]
│ │ │ │ │  names = ["group2"]
│ │ │ │ │  vcs = VCSpec(names, [colnames], [mats])
│ │ │ │ │ -/tmp/ipykernel_675282/1119967950.py:1: DeprecationWarning:
│ │ │ │ │ +/tmp/ipykernel_3303996/1119967950.py:1: DeprecationWarning:
│ │ │ │ │  DataFrameGroupBy.apply operated on the grouping columns. This behavior is
│ │ │ │ │  deprecated, and in a future version of pandas the grouping columns will be
│ │ │ │ │  excluded from the operation. Either pass `include_groups=False` to exclude the
│ │ │ │ │  groupings or explicitly select the grouping columns after groupby to silence
│ │ │ │ │  this warning.
│ │ │ │ │    vcm = df.groupby("group1").apply(f).to_list()
│ │ │ │ │  Finally we fit the model. It can be seen that the results of the two fits are
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/variance_components.ipynb.gz
│ │ │ │ ├── variance_components.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9990017361111112%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:49.893772Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:49.893532Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.842266Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.841681Z'}}}, 3: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:50.847286Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:50.846942Z', 'iopub.status.idle': '2024-09-23T12:06:5 […]
│ │ │ │ │ │ @@ -11,18 +11,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:23.338083Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.337409Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:49.893772Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:49.893532Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.841681Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │                  "from statsmodels.regression.mixed_linear_model import VCSpec\n",
│ │ │ │ │ │ @@ -37,18 +37,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.345835Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.847286Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.846942Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.849503Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "np.random.seed(3123)"
│ │ │ │ │ │              ]
│ │ │ │ │ │ @@ -76,18 +76,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.350408Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.358808Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.855847Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.855603Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.859713Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def generate_nested(\n",
│ │ │ │ │ │ @@ -124,18 +124,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:23.363055Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:23.362783Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:23.379703Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.863663Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:50.863422Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:50.870259Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:50.869765Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = generate_nested()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -150,18 +150,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:50.875762Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:55.674506Z"
│ │ │ │ │ │                  },
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│ │ │ │ │ │                  "lines_to_next_cell": 1
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │ @@ -207,18 +207,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.679857Z",
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│ │ │ │ │ │                  },
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│ │ │ │ │ │                  "lines_to_next_cell": 1
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│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def f(x):\n",
│ │ │ │ │ │ @@ -242,26 +242,26 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:28.711766Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:28.904486Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:55.688139Z",
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│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stderr",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ -                        "/tmp/ipykernel_675282/1119967950.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
│ │ │ │ │ │ +                        "/tmp/ipykernel_3303996/1119967950.py:1: DeprecationWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
│ │ │ │ │ │                          "  vcm = df.groupby(\"group1\").apply(f).to_list()\n"
│ │ │ │ │ │                      ]
│ │ │ │ │ │                  }
│ │ │ │ │ │              ],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "vcm = df.groupby(\"group1\").apply(f).to_list()\n",
│ │ │ │ │ │                  "mats = [x[0] for x in vcm]\n",
│ │ │ │ │ │ @@ -279,18 +279,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
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│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
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│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │ @@ -343,18 +343,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
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│ │ │ │ │ │              "execution_count": 9,
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│ │ │ │ │ │                  },
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│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def generate_crossed(\n",
│ │ │ │ │ │ @@ -397,18 +397,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:33.519742Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:33.519450Z",
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:33.542776Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:07:00.086475Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:07:00.086204Z",
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│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:07:00.095165Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "df = generate_crossed()"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │ @@ -423,18 +423,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
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│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │ @@ -476,18 +476,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 12,
│ │ │ │ │ │              "metadata": {
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│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:34:18.909514Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:09:42.979708Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:09:42.979442Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:09:43.138486Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:09:43.137618Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "def f(g):\n",
│ │ │ │ │ │                  "    n = len(g)\n",
│ │ │ │ │ │                  "    u = g.unique()\n",
│ │ │ │ │ │ @@ -516,18 +516,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
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│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:09:43.142367Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:12:23.969284Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:12:23.968444Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/wls.ipynb.gz
│ │ │ │ ├── wls.ipynb
│ │ │ │ │ ├── Pretty-printed
│ │ │ │ │ │┄ Similarity: 0.9983506944444445%
│ │ │ │ │ │┄ Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-09-23T12:06:46.548929Z', "
│ │ │ │ │ │┄             "'iopub.status.busy': '2024-09-23T12:06:46.548395Z', 'iopub.status.idle': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.041312Z', 'shell.execute_reply': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.040675Z'}}}, 2: {'metadata': {'execution': "
│ │ │ │ │ │┄             "{'iopub.execute_input': '2024-09-23T12:06:47.046030Z', 'iopub.status.busy': "
│ │ │ │ │ │┄             "'2024-09-23T12:06:47.045683Z', 'iopub.status.idle': '2024-09-23T12:06:4 […]
│ │ │ │ │ │ @@ -8,34 +8,34 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 1,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.090579Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.089680Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:18.711471Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:18.710761Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:46.548929Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:46.548395Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.041312Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.040675Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "%matplotlib inline"
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 2,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:18.735807Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:18.735454Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.743127Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.738763Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.046030Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.045683Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.935196Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.934521Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "import matplotlib.pyplot as plt\n",
│ │ │ │ │ │                  "import numpy as np\n",
│ │ │ │ │ │                  "import statsmodels.api as sm\n",
│ │ │ │ │ │ @@ -61,18 +61,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 3,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.751873Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.751486Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.767435Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.766766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.939003Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.938583Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.945947Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.944206Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "nsample = 50\n",
│ │ │ │ │ │                  "x = np.linspace(0, 20, nsample)\n",
│ │ │ │ │ │                  "X = np.column_stack((x, (x - 5) ** 2))\n",
│ │ │ │ │ │ @@ -97,18 +97,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 4,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.776660Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.776397Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.807442Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.806766Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:47.951571Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:47.951292Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:47.973371Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:47.972704Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -156,18 +156,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 5,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.875713Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.875442Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.883453Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.882774Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.003244Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.002963Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.013372Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.012696Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ │ │ │ @@ -190,18 +190,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 6,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.891675Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.891413Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.907424Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.906757Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.016855Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.016560Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.033367Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.032691Z"
│ │ │ │ │ │                  },
│ │ │ │ │ │                  "scrolled": true
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │ @@ -245,18 +245,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 7,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.915676Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.915416Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.919349Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.918756Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.036992Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.036702Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.042021Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.041291Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "covb = res_ols.cov_params()\n",
│ │ │ │ │ │                  "prediction_var = res_ols.mse_resid + (X * np.dot(covb, X.T).T).sum(1)\n",
│ │ │ │ │ │                  "prediction_std = np.sqrt(prediction_var)\n",
│ │ │ │ │ │ @@ -264,18 +264,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 8,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.927686Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.927419Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:19.939444Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:19.938759Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.045378Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.045116Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.053845Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.053053Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [],
│ │ │ │ │ │              "source": [
│ │ │ │ │ │                  "pred_ols = res_ols.get_prediction()\n",
│ │ │ │ │ │                  "iv_l_ols = pred_ols.summary_frame()[\"obs_ci_lower\"]\n",
│ │ │ │ │ │                  "iv_u_ols = pred_ols.summary_frame()[\"obs_ci_upper\"]"
│ │ │ │ │ │ @@ -289,18 +289,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 9,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:19.947748Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:19.947477Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.245140Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.244179Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.056982Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.056707Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.312123Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.290628Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "data": {
│ │ │ │ │ │                          "text/plain": [
│ │ │ │ │ │                              "<matplotlib.legend.Legend at 0xadde5de1e8ed>"
│ │ │ │ │ │ @@ -350,18 +350,18 @@
│ │ │ │ │ │              ]
│ │ │ │ │ │          },
│ │ │ │ │ │          {
│ │ │ │ │ │              "cell_type": "code",
│ │ │ │ │ │              "execution_count": 10,
│ │ │ │ │ │              "metadata": {
│ │ │ │ │ │                  "execution": {
│ │ │ │ │ │ -                    "iopub.execute_input": "2025-10-26T17:31:20.248447Z",
│ │ │ │ │ │ -                    "iopub.status.busy": "2025-10-26T17:31:20.248182Z",
│ │ │ │ │ │ -                    "iopub.status.idle": "2025-10-26T17:31:20.267180Z",
│ │ │ │ │ │ -                    "shell.execute_reply": "2025-10-26T17:31:20.262344Z"
│ │ │ │ │ │ +                    "iopub.execute_input": "2024-09-23T12:06:48.316360Z",
│ │ │ │ │ │ +                    "iopub.status.busy": "2024-09-23T12:06:48.316080Z",
│ │ │ │ │ │ +                    "iopub.status.idle": "2024-09-23T12:06:48.348281Z",
│ │ │ │ │ │ +                    "shell.execute_reply": "2024-09-23T12:06:48.347634Z"
│ │ │ │ │ │                  }
│ │ │ │ │ │              },
│ │ │ │ │ │              "outputs": [
│ │ │ │ │ │                  {
│ │ │ │ │ │                      "name": "stdout",
│ │ │ │ │ │                      "output_type": "stream",
│ │ │ │ │ │                      "text": [
│ │ │ ├── ./usr/share/doc/python-statsmodels-doc/html/searchindex.js
│ │ │ │ ├── js-beautify {}
│ │ │ │ │ @@ -48980,15 +48980,15 @@
│ │ │ │ │          "6": "py:data",
│ │ │ │ │          "7": "py:exception"
│ │ │ │ │      },
│ │ │ │ │      "terms": {
│ │ │ │ │          "": [4, 5, 6, 7, 9, 10, 11, 12, 13, 14, 15, 17, 18, 19, 23, 24, 27, 28, 29, 30, 34, 37, 39, 40, 46, 59, 66, 88, 94, 104, 119, 174, 175, 177, 178, 179, 182, 183, 185, 188, 189, 190, 191, 193, 194, 195, 197, 199, 201, 203, 205, 206, 207, 209, 210, 211, 212, 214, 216, 217, 221, 223, 224, 226, 233, 235, 237, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 254, 256, 257, 259, 260, 263, 266, 268, 273, 275, 290, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 345, 347, 362, 370, 371, 387, 388, 404, 423, 437, 445, 446, 462, 481, 495, 503, 504, 520, 539, 553, 561, 563, 577, 596, 610, 618, 619, 626, 632, 651, 665, 673, 674, 687, 705, 718, 726, 727, 745, 766, 780, 789, 791, 810, 829, 844, 852, 854, 872, 874, 888, 908, 922, 930, 931, 948, 949, 967, 988, 1002, 1011, 1013, 1032, 1034, 1053, 1072, 1087, 1095, 1096, 1109, 1128, 1142, 1150, 1151, 1167, 1168, 1183, 1202, 1216, 1223, 1242, 1256, 1261, 1267, 1270, 1277, 1284, 1287, 1293, 1297, 1305, 1309, 1311, 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│ │ │ │ │          "00": [13, 197, 199, 201, 202, 203, 206, 209, 210, 216, 217, 219, 229, 233, 238, 243, 246, 247, 250, 254, 257, 259, 261, 263, 2235, 3736, 4671, 6458],
│ │ │ │ │ -        "000": [4, 6, 13, 31, 34, 85, 116, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 217, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 252, 257, 259, 261, 265, 267, 268, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 3727, 3886, 3913, 3914, 3915, 3916, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6413, 6414, 6418, 6425, 6441, 6458, 6464],
│ │ │ │ │ +        "000": [4, 6, 13, 31, 34, 85, 116, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 217, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 252, 257, 259, 261, 265, 267, 268, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 3727, 3886, 3913, 3914, 3915, 3916, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6413, 6414, 6418, 6425, 6441, 6458, 6464],
│ │ │ │ │          "0000": [197, 198, 207, 208, 209, 211, 219, 246, 252, 267, 2235, 3058, 3059, 3074, 4566, 4567, 4581, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045],
│ │ │ │ │          "00000": 6464,
│ │ │ │ │          "000000": [197, 198, 202, 207, 209, 219, 234, 254, 257, 258, 4692, 6464],
│ │ │ │ │          "0000000000000002": [3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448],
│ │ │ │ │          "00000000e": 219,
│ │ │ │ │          "00000015": 2075,
│ │ │ │ │          "000000e": [197, 202, 209, 254, 259],
│ │ │ │ │ @@ -49057,15 +49057,15 @@
│ │ │ │ │          "00090255": 196,
│ │ │ │ │          "00091369": 226,
│ │ │ │ │          "000943": 226,
│ │ │ │ │          "00095571e": 196,
│ │ │ │ │          "000969": 6464,
│ │ │ │ │          "000d": 201,
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│ │ │ │ │ -        "001": [198, 199, 201, 207, 208, 210, 214, 217, 220, 222, 229, 232, 239, 259, 267, 268, 1468, 1476, 1929, 2027, 2056, 2633, 3913, 3914, 3915, 3916, 6414],
│ │ │ │ │ +        "001": [198, 199, 201, 207, 208, 210, 214, 217, 220, 222, 227, 229, 232, 239, 259, 267, 268, 1468, 1476, 1929, 2027, 2056, 2633, 3913, 3914, 3915, 3916, 6414],
│ │ │ │ │          "00100017": 219,
│ │ │ │ │          "001028": 260,
│ │ │ │ │          "001043": 196,
│ │ │ │ │          "001059": 259,
│ │ │ │ │          "0011": 198,
│ │ │ │ │          "001105e": 236,
│ │ │ │ │          "001119": 6464,
│ │ │ │ │ @@ -49094,15 +49094,14 @@
│ │ │ │ │          "00158494": 196,
│ │ │ │ │          "00165497": 226,
│ │ │ │ │          "00168738": 233,
│ │ │ │ │          "0017": 219,
│ │ │ │ │          "001700": 226,
│ │ │ │ │          "001769": 226,
│ │ │ │ │          "001813": 220,
│ │ │ │ │ -        "001836": 204,
│ │ │ │ │          "001873": 196,
│ │ │ │ │          "0019": 208,
│ │ │ │ │          "001973e": 210,
│ │ │ │ │          "00198421": 226,
│ │ │ │ │          "001990": 226,
│ │ │ │ │          "001991": 196,
│ │ │ │ │          "001d": 243,
│ │ │ │ │ @@ -49222,14 +49221,16 @@
│ │ │ │ │          "00518746": 196,
│ │ │ │ │          "005197": 199,
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│ │ │ │ │ @@ -49334,15 +49335,15 @@
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│ │ │ │ │ +        "01": [26, 190, 196, 197, 201, 202, 203, 206, 210, 214, 216, 217, 219, 220, 221, 229, 230, 233, 234, 236, 239, 240, 241, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 257, 258, 260, 261, 265, 371, 388, 446, 504, 563, 619, 674, 727, 791, 854, 874, 931, 949, 1013, 1034, 1096, 1151, 1168, 1468, 1476, 1506, 1596, 1771, 1886, 1925, 2023, 2052, 2078, 2546, 3731, 3736, 3885, 4144, 4197, 4692, 4956, 5070, 6096, 6104, 6339, 6409, 6441, 6451, 6452],
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│ │ │ │ │ @@ -49395,15 +49396,15 @@
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│ │ │ │ │ @@ -49428,14 +49429,15 @@
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│ │ │ │ │ @@ -49484,16 +49486,17 @@
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│ │ │ │ │ @@ -49519,27 +49522,29 @@
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│ │ │ │ │ +        "02": [34, 183, 188, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 217, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 236, 238, 241, 243, 245, 246, 250, 252, 254, 257, 259, 260, 261, 265, 267, 268, 3736, 4140, 4148, 4197, 4692, 5070, 6413, 6414, 6418, 6431, 6441, 6450, 6458, 6464],
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│ │ │ │ │ +        "0206": 227,
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│ │ │ │ │          "021": [34, 201, 206, 209, 232, 246],
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│ │ │ │ │ @@ -49548,15 +49553,14 @@
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│ │ │ │ │ -        "021876": 204,
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│ │ │ │ │          "022330": 6464,
│ │ │ │ │ @@ -49571,15 +49575,15 @@
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│ │ │ │ │ -        "023": [198, 199],
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│ │ │ │ │          "023378": 260,
│ │ │ │ │ @@ -49610,18 +49614,19 @@
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│ │ │ │ │ -        "025": [34, 85, 116, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2235, 2409, 2607, 2671, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │ +        "025": [34, 85, 116, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2235, 2409, 2607, 2671, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │          "0250": 217,
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│ │ │ │ │ @@ -49700,15 +49705,15 @@
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│ │ │ │ │          "02e": [201, 207, 232],
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│ │ │ │ │ +        "03": [86, 117, 196, 197, 198, 201, 202, 203, 206, 207, 210, 217, 228, 232, 233, 236, 238, 243, 245, 246, 257, 260, 263, 265, 288, 360, 371, 388, 435, 446, 493, 504, 551, 563, 608, 619, 663, 674, 716, 727, 778, 791, 842, 854, 874, 920, 931, 949, 1000, 1013, 1034, 1085, 1096, 1140, 1151, 1168, 1214, 1254, 1448, 1582, 1596, 2012, 2142, 2182, 2410, 2608, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3250, 3520, 3584, 3639, 3736, 4334, 4413, 4499, 4616, 4692, 4792, 4808, 5061, 5169, 5269, 5579, 5747, 5966, 6075, 6458],
│ │ │ │ │          "030": [34, 198, 199, 207, 208, 217, 246, 267, 6458],
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│ │ │ │ │          "030107620863486128": 263,
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│ │ │ │ │ @@ -49955,21 +49960,21 @@
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│ │ │ │ │ -        "05": [34, 66, 84, 86, 90, 104, 117, 121, 144, 145, 147, 148, 178, 183, 188, 191, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 217, 219, 222, 226, 228, 229, 231, 232, 233, 234, 236, 238, 243, 244, 246, 247, 250, 252, 254, 255, 256, 257, 259, 260, 261, 265, 267, 268, 275, 288, 292, 347, 358, 360, 364, 404, 432, 433, 435, 439, 462, 490, 491, 493, 497, 520, 548, 549, 551, 555, 577, 605, 606, 608, 612, 632, 660, 661, 663, 667, 687, 713, 714, 716, 720, 745, 775, 776, 778, 782, 810, 839, 840, 842, 846, 888, 917, 918, 920, 924, 967, 997, 998, 1000, 1004, 1053, 1082, 1083, 1085, 1089, 1109, 1137, 1138, 1140, 1144, 1183, 1211, 1212, 1214, 1218, 1223, 1251, 1252, 1254, 1258, 1430, 1446, 1448, 1452, 1462, 1463, 1467, 1468, 1472, 1473, 1474, 1475, 1476, 1535, 1579, 1580, 1582, 1587, 1929, 1948, 1951, 1952, 1961, 2009, 2010, 2012, 2016, 2027, 2056, 2102, 2139, 2140, 2142, 2146, 2148, 2152, 2168, 2180, 2182, 2186, 2210, 2213, 2218, 2223, 2224, 2225, 2226, 2259, 2266, 2384, 2408, 2410, 2414, 2575, 2606, 2608, 2612, 2642, 2659, 2677, 2701, 2702, 2727, 2738, 2739, 2741, 2746, 2749, 2754, 2769, 2802, 2803, 2805, 2810, 2818, 2858, 2880, 2882, 2886, 2910, 2930, 2932, 2936, 2965, 3000, 3001, 3003, 3008, 3063, 3098, 3099, 3101, 3114, 3116, 3124, 3134, 3151, 3227, 3241, 3242, 3244, 3248, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3503, 3518, 3520, 3524, 3564, 3582, 3584, 3588, 3602, 3636, 3637, 3639, 3644, 3712, 3715, 3724, 3731, 3735, 3736, 3756, 3816, 3823, 3826, 3828, 3856, 3860, 3865, 3869, 3872, 3890, 3898, 3913, 3914, 3915, 3916, 3948, 3950, 3951, 3952, 3953, 3954, 3956, 3957, 3959, 3973, 3979, 3980, 3982, 3983, 3984, 3993, 3994, 3996, 3998, 4011, 4014, 4015, 4017, 4019, 4023, 4040, 4055, 4075, 4087, 4088, 4089, 4091, 4092, 4093, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4117, 4119, 4120, 4121, 4122, 4123, 4124, 4125, 4130, 4132, 4133, 4137, 4138, 4139, 4142, 4143, 4144, 4145, 4146, 4149, 4190, 4191, 4194, 4212, 4214, 4217, 4219, 4226, 4227, 4228, 4274, 4276, 4277, 4305, 4323, 4332, 4334, 4341, 4384, 4402, 4411, 4413, 4420, 4463, 4468, 4470, 4488, 4497, 4499, 4506, 4573, 4614, 4616, 4623, 4658, 4662, 4767, 4790, 4792, 4799, 4832, 4833, 5021, 5059, 5061, 5068, 5070, 5128, 5167, 5169, 5176, 5231, 5267, 5269, 5276, 5541, 5577, 5579, 5586, 5589, 5593, 5704, 5745, 5747, 5754, 5922, 5952, 5964, 5966, 5974, 6037, 6073, 6075, 6082, 6084, 6090, 6099, 6134, 6135, 6136, 6137, 6138, 6142, 6143, 6164, 6193, 6200, 6211, 6227, 6233, 6234, 6235, 6236, 6265, 6293, 6300, 6311, 6331, 6332, 6333, 6334, 6339, 6368, 6369, 6370, 6371, 6372, 6382, 6397, 6398, 6399, 6400, 6401, 6409, 6413, 6414, 6418, 6431, 6436, 6437, 6441, 6450, 6458, 6464],
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│ │ │ │ │ -        "051": [4, 196, 208, 229, 238],
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│ │ │ │ │ @@ -50037,15 +50042,15 @@
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│ │ │ │ │          "05e": [198, 207, 246],
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│ │ │ │ │ +        "06": [90, 121, 188, 190, 193, 197, 201, 203, 206, 207, 210, 217, 220, 222, 227, 231, 233, 236, 238, 243, 245, 246, 247, 250, 252, 257, 259, 260, 261, 263, 265, 268, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 1927, 1929, 2016, 2025, 2027, 2054, 2056, 2146, 2160, 2186, 2414, 2433, 2612, 2746, 2810, 2835, 2886, 2936, 2942, 3008, 3124, 3209, 3248, 3524, 3588, 3644, 3736, 3885, 4341, 4420, 4506, 4623, 4799, 5068, 5070, 5076, 5078, 5176, 5276, 5586, 5754, 5974, 6082, 6414, 6418],
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│ │ │ │ │          "0605": [198, 199],
│ │ │ │ │          "060640138408304504": 4017,
│ │ │ │ │          "06075972346751607": 256,
│ │ │ │ │          "061": [198, 207, 217, 226, 229],
│ │ │ │ │ @@ -50134,15 +50139,15 @@
│ │ │ │ │          "069410": 219,
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│ │ │ │ │          "06e": 6414,
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│ │ │ │ │ +        "07": [86, 117, 193, 196, 197, 198, 199, 201, 203, 207, 208, 209, 210, 211, 217, 219, 222, 226, 228, 229, 232, 234, 236, 238, 241, 243, 246, 249, 250, 257, 260, 261, 267, 288, 360, 435, 493, 551, 608, 663, 716, 778, 842, 920, 1000, 1085, 1140, 1214, 1254, 1448, 1582, 2012, 2142, 2182, 2410, 2608, 2709, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 3736, 4334, 4413, 4499, 4616, 4792, 5061, 5070, 5169, 5269, 5579, 5747, 5966, 6075, 6414, 6425, 6441, 6450],
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│ │ │ │ │ @@ -50171,15 +50176,14 @@
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│ │ │ │ │ -        "074272": 204,
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│ │ │ │ │ @@ -50187,14 +50191,15 @@
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│ │ │ │ │ +        "076284": 204,
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│ │ │ │ │ @@ -50222,15 +50227,15 @@
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│ │ │ │ │          "07fd968ea484b5f6febc7b392a28eb64329a4945": 214,
│ │ │ │ │ -        "08": [71, 106, 197, 202, 203, 206, 207, 209, 217, 231, 232, 236, 237, 238, 243, 246, 247, 250, 257, 260, 261, 263, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1473, 1508, 1540, 1964, 2080, 2105, 2170, 2389, 2433, 2443, 2482, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3214, 3229, 3250, 3251, 3505, 3566, 3611, 3736, 3781, 4197, 4310, 4389, 4475, 4582, 4771, 4908, 4933, 5030, 5137, 5240, 5550, 5713, 5932, 6046, 6414, 6418, 6450, 6451],
│ │ │ │ │ +        "08": [71, 106, 197, 202, 206, 209, 217, 231, 232, 234, 236, 237, 238, 243, 246, 247, 250, 257, 260, 261, 263, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1473, 1508, 1540, 1964, 2080, 2105, 2170, 2389, 2433, 2443, 2482, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3214, 3229, 3250, 3251, 3505, 3566, 3611, 3736, 3781, 4197, 4310, 4389, 4475, 4582, 4771, 4908, 4933, 5030, 5137, 5240, 5550, 5713, 5932, 6046, 6414, 6418, 6450, 6451],
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│ │ │ │ │          "08017": 3889,
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│ │ │ │ │ @@ -50258,19 +50263,20 @@
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│ │ │ │ │          "08324": [198, 207],
│ │ │ │ │ +        "08363424": 227,
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│ │ │ │ │          "083753": 4197,
│ │ │ │ │          "083798806764687": 209,
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│ │ │ │ │ -        "084": [199, 206],
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│ │ │ │ │          "084498": 199,
│ │ │ │ │          "0845": 199,
│ │ │ │ │          "084573e": 260,
│ │ │ │ │          "085": [188, 199, 203, 246],
│ │ │ │ │ @@ -50286,14 +50292,15 @@
│ │ │ │ │          "0862": 207,
│ │ │ │ │          "0864": 259,
│ │ │ │ │          "08658690502352126": 231,
│ │ │ │ │          "086745": 211,
│ │ │ │ │          "08694100904696915": 255,
│ │ │ │ │          "087": [188, 199, 203, 217, 255, 2671, 6413],
│ │ │ │ │          "08706363801159746": 255,
│ │ │ │ │ +        "08725815": 227,
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│ │ │ │ │          "087388516416999198": 2075,
│ │ │ │ │          "087389": 6414,
│ │ │ │ │          "0876": 267,
│ │ │ │ │          "0878955": 220,
│ │ │ │ │          "08794028782672943": 231,
│ │ │ │ │ @@ -50320,15 +50327,15 @@
│ │ │ │ │          "0897357524941493": 255,
│ │ │ │ │          "08975547672311084": 255,
│ │ │ │ │          "08979284758964944": 255,
│ │ │ │ │          "089810": 219,
│ │ │ │ │          "089917": 226,
│ │ │ │ │          "089996": 222,
│ │ │ │ │          "08am": 243,
│ │ │ │ │ -        "09": [197, 199, 201, 202, 210, 222, 226, 238, 243, 245, 246, 257, 259, 261, 263, 267, 3736, 3781, 5070, 6452],
│ │ │ │ │ +        "09": [197, 201, 202, 210, 222, 226, 228, 229, 234, 238, 243, 245, 246, 257, 259, 261, 263, 267, 3736, 3781, 5070, 6452],
│ │ │ │ │          "090": [199, 219, 229, 267],
│ │ │ │ │          "0900": 219,
│ │ │ │ │          "090106": 260,
│ │ │ │ │          "090122": 219,
│ │ │ │ │          "09027d": 201,
│ │ │ │ │          "090287": 219,
│ │ │ │ │          "0903": 2235,
│ │ │ │ │ @@ -50430,50 +50437,51 @@
│ │ │ │ │          "0x": 3724,
│ │ │ │ │          "0x01": [5347, 5444, 5445, 5446, 5833, 5834, 5835],
│ │ │ │ │          "0x02": [5444, 5445, 5833, 5834],
│ │ │ │ │          "0x04": [5444, 5445, 5833, 5834],
│ │ │ │ │          "0x08": [5444, 5445, 5833, 5834],
│ │ │ │ │          "0x10": [5445, 5834],
│ │ │ │ │          "0xa4fd94bc": 257,
│ │ │ │ │ -        "0xffff46170a70": 6464,
│ │ │ │ │ -        "0xffff46467c20": 6464,
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│ │ │ │ │ -        "0xffff53ffa450": 265,
│ │ │ │ │ -        "0xffff5af46ab0": 213,
│ │ │ │ │ -        "0xffff5d7fa8d0": 198,
│ │ │ │ │ -        "0xffff5d862b70": 198,
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│ │ │ │ │ -        "0xffff5db0f4a0": 198,
│ │ │ │ │ -        "0xffff5dfc71d0": 198,
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│ │ │ │ │ -        "0xffff8546ea80": 233,
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│ │ │ │ │ -        "0xffff87b2af60": 201,
│ │ │ │ │ -        "0xffff87ccf200": 201,
│ │ │ │ │ -        "0xffff89247d70": 201,
│ │ │ │ │ -        "0xffff8b549580": 226,
│ │ │ │ │ -        "0xffff8b9b7dd0": 226,
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│ │ │ │ │ -        "0xffff8bba00b0": 226,
│ │ │ │ │ -        "0xffff8bca4920": 226,
│ │ │ │ │ -        "0xffff8bce99a0": 226,
│ │ │ │ │ -        "0xffff8bceb4a0": 226,
│ │ │ │ │ -        "0xffff8dc6ac60": 226,
│ │ │ │ │ -        "0xffff976bb2c0": 226,
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│ │ │ │ │          "10": [1, 4, 5, 6, 15, 25, 26, 29, 34, 71, 106, 175, 177, 185, 188, 190, 191, 192, 193, 194, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 212, 213, 214, 216, 217, 218, 219, 220, 221, 222, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 243, 244, 245, 246, 247, 249, 250, 252, 253, 254, 255, 256, 257, 259, 260, 261, 263, 264, 265, 267, 277, 304, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1264, 1273, 1290, 1300, 1314, 1324, 1335, 1347, 1356, 1432, 1473, 1540, 1927, 1929, 1964, 1985, 2025, 2027, 2054, 2056, 2105, 2170, 2193, 2198, 2208, 2210, 2213, 2228, 2233, 2235, 2237, 2253, 2389, 2483, 2524, 2525, 2526, 2528, 2529, 2531, 2533, 2535, 2536, 2538, 2539, 2541, 2543, 2545, 2547, 2564, 2580, 2653, 2671, 2712, 2778, 2838, 2863, 2917, 2974, 3021, 3030, 3032, 3075, 3082, 3096, 3100, 3119, 3184, 3229, 3250, 3483, 3505, 3541, 3566, 3611, 3650, 3672, 3724, 3727, 3731, 3732, 3735, 3736, 3753, 3779, 3781, 3883, 3885, 3886, 3888, 3890, 3898, 3901, 3904, 3913, 3914, 3915, 3916, 3926, 3932, 3935, 3985, 3986, 3987, 3988, 3989, 4001, 4013, 4015, 4017, 4019, 4040, 4055, 4075, 4120, 4125, 4137, 4140, 4141, 4142, 4143, 4144, 4145, 4146, 4148, 4149, 4165, 4166, 4255, 4310, 4322, 4337, 4389, 4401, 4416, 4460, 4475, 4487, 4502, 4519, 4533, 4535, 4582, 4589, 4601, 4603, 4619, 4635, 4645, 4646, 4648, 4649, 4771, 4795, 4804, 4805, 4820, 4956, 4979, 4988, 4990, 5030, 5038, 5047, 5050, 5064, 5070, 5083, 5093, 5096, 5137, 5146, 5155, 5158, 5172, 5189, 5199, 5201, 5240, 5247, 5256, 5258, 5272, 5280, 5289, 5308, 5343, 5344, 5346, 5347, 5369, 5386, 5405, 5440, 5441, 5443, 5444, 5446, 5479, 5500, 5509, 5511, 5550, 5557, 5566, 5568, 5582, 5597, 5620, 5650, 5664, 5666, 5713, 5720, 5732, 5734, 5750, 5774, 5794, 5829, 5830, 5832, 5833, 5835, 5878, 5888, 5890, 5932, 5940, 5950, 5953, 5969, 5996, 6005, 6007, 6046, 6053, 6062, 6064, 6078, 6084, 6086, 6092, 6094, 6096, 6097, 6099, 6100, 6101, 6102, 6104, 6105, 6128, 6132, 6142, 6143, 6169, 6172, 6173, 6176, 6189, 6199, 6200, 6201, 6205, 6208, 6210, 6212, 6227, 6232, 6236, 6243, 6270, 6273, 6274, 6289, 6299, 6300, 6301, 6305, 6308, 6310, 6312, 6334, 6377, 6379, 6380, 6401, 6413, 6418, 6419, 6423, 6428, 6432, 6437, 6439, 6441, 6442, 6446, 6450, 6451, 6458, 6464],
│ │ │ │ │          "100": [13, 23, 25, 26, 27, 31, 34, 39, 62, 94, 131, 190, 197, 198, 201, 202, 204, 205, 207, 210, 212, 214, 216, 219, 222, 229, 234, 241, 243, 246, 250, 252, 255, 257, 263, 264, 267, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 1358, 1475, 1481, 1929, 2027, 2056, 2080, 2160, 2233, 2380, 2482, 2633, 2852, 2906, 3265, 3290, 3315, 3340, 3359, 3371, 3396, 3427, 3452, 3735, 3756, 3765, 3767, 3768, 3775, 3777, 3778, 3779, 3789, 3884, 3885, 3886, 3887, 3888, 3890, 3898, 4017, 4149, 4169, 4179, 4183, 4335, 4414, 4500, 4625, 4628, 4629, 4631, 4633, 4634, 4635, 4643, 4644, 4648, 4897, 4902, 4927, 4956, 5070, 6086, 6096, 6105, 6134, 6135, 6136, 6137, 6138, 6150, 6200, 6201, 6227, 6250, 6258, 6300, 6301, 6418, 6464],
│ │ │ │ │          "1000": [5, 6, 12, 24, 185, 198, 200, 201, 202, 205, 213, 218, 221, 226, 234, 239, 241, 252, 253, 255, 1356, 1481, 1508, 1941, 1990, 2039, 2068, 2228, 2235, 2482, 2524, 2545, 2551, 2942, 3262, 3287, 3312, 3337, 3358, 3359, 3368, 3393, 3424, 3449, 3885, 3924, 3925, 3926, 3927, 3928, 3946, 4025, 4671, 4677, 4683, 4738, 4774, 4956, 6134, 6135, 6136, 6137, 6138, 6142, 6143, 6200, 6201, 6227, 6300, 6301, 6450, 6458],
│ │ │ │ │          "10000": [195, 201, 206, 252, 2524, 2545, 4181],
│ │ │ │ │          "100000": [219, 254, 3359, 4460],
│ │ │ │ │          "1000000": 5616,
│ │ │ │ │          "10000000": [267, 3886],
│ │ │ │ │ @@ -50515,14 +50523,15 @@
│ │ │ │ │          "1022": [5, 207, 6425],
│ │ │ │ │          "1023": [5, 2528, 2529, 2538, 2539],
│ │ │ │ │          "1024": [5, 232, 265, 1267, 1277, 1293, 1305, 1318, 1328, 1339, 1352],
│ │ │ │ │          "1025": [6450, 6451],
│ │ │ │ │          "1026": [5, 6451],
│ │ │ │ │          "102651": 236,
│ │ │ │ │          "1027": 217,
│ │ │ │ │ +        "10273638": 227,
│ │ │ │ │          "102748": 219,
│ │ │ │ │          "1028": [6450, 6451],
│ │ │ │ │          "102872": 207,
│ │ │ │ │          "102907": 219,
│ │ │ │ │          "103": [188, 196, 197, 203, 207, 208, 217, 229, 265, 267, 2527, 2532, 2537, 2542, 6413, 6450],
│ │ │ │ │          "103031": 197,
│ │ │ │ │          "10304127": 2653,
│ │ │ │ │ @@ -50621,15 +50630,15 @@
│ │ │ │ │          "108632": [34, 210],
│ │ │ │ │          "10869602e": 196,
│ │ │ │ │          "10878944": 4197,
│ │ │ │ │          "1088": 6451,
│ │ │ │ │          "108894": 199,
│ │ │ │ │          "1089": [199, 6451],
│ │ │ │ │          "10892061635588891": 3927,
│ │ │ │ │ -        "109": [197, 199, 207, 222, 226, 229, 234, 246, 265, 267, 6450, 6451],
│ │ │ │ │ +        "109": [197, 199, 207, 222, 226, 227, 229, 234, 246, 265, 267, 6450, 6451],
│ │ │ │ │          "1090": [5, 185],
│ │ │ │ │          "1091": [5, 185, 6451],
│ │ │ │ │          "109114": 259,
│ │ │ │ │          "109182": 219,
│ │ │ │ │          "1092": 6451,
│ │ │ │ │          "1093": [5, 185],
│ │ │ │ │          "1094": [5, 185],
│ │ │ │ │ @@ -50639,15 +50648,15 @@
│ │ │ │ │          "109645": [198, 209],
│ │ │ │ │          "1097": 4120,
│ │ │ │ │          "109773": [34, 210],
│ │ │ │ │          "10990976": 196,
│ │ │ │ │          "109922": 219,
│ │ │ │ │          "10999757175465": 255,
│ │ │ │ │          "10_industry_portfolio": 235,
│ │ │ │ │ -        "11": [1, 4, 5, 6, 19, 34, 90, 121, 177, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 211, 213, 216, 217, 218, 219, 220, 222, 224, 225, 226, 229, 232, 233, 234, 236, 238, 241, 243, 246, 250, 252, 254, 255, 256, 257, 259, 260, 262, 263, 264, 267, 268, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1528, 1587, 1809, 1922, 2004, 2016, 2020, 2049, 2146, 2186, 2195, 2196, 2197, 2274, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3184, 3248, 3524, 3588, 3644, 3736, 3755, 3910, 3912, 4197, 4278, 4341, 4342, 4420, 4506, 4623, 4703, 4714, 4799, 4836, 4849, 4884, 5068, 5070, 5176, 5276, 5586, 5754, 5974, 6082, 6413, 6418, 6423, 6425, 6430, 6432, 6441, 6444, 6446, 6450, 6464],
│ │ │ │ │ +        "11": [1, 4, 5, 6, 19, 34, 90, 121, 177, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 211, 213, 216, 217, 218, 219, 220, 222, 224, 225, 226, 227, 229, 232, 233, 234, 236, 238, 241, 243, 246, 250, 252, 254, 255, 256, 257, 259, 260, 262, 263, 264, 267, 268, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1528, 1587, 1809, 1922, 2004, 2016, 2020, 2049, 2146, 2186, 2195, 2196, 2197, 2274, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3184, 3248, 3524, 3588, 3644, 3736, 3755, 3910, 3912, 4197, 4278, 4341, 4342, 4420, 4506, 4623, 4703, 4714, 4799, 4836, 4849, 4884, 5068, 5070, 5176, 5276, 5586, 5754, 5974, 6082, 6413, 6418, 6423, 6425, 6430, 6432, 6441, 6444, 6446, 6450, 6464],
│ │ │ │ │          "110": [34, 197, 201, 207, 210, 228, 232, 246, 265, 4124, 4149],
│ │ │ │ │          "1100": 198,
│ │ │ │ │          "11000": 252,
│ │ │ │ │          "110063": 219,
│ │ │ │ │          "1101": 250,
│ │ │ │ │          "1102": 6451,
│ │ │ │ │          "110252": 219,
│ │ │ │ │ @@ -50779,15 +50788,15 @@
│ │ │ │ │          "119749": 219,
│ │ │ │ │          "119760": 259,
│ │ │ │ │          "1198": [4137, 6451],
│ │ │ │ │          "11980998": 4149,
│ │ │ │ │          "11984478": 246,
│ │ │ │ │          "11e": 268,
│ │ │ │ │          "11th": [30, 198],
│ │ │ │ │ -        "12": [4, 5, 6, 15, 17, 34, 90, 121, 183, 185, 188, 190, 193, 196, 197, 198, 199, 201, 202, 203, 204, 206, 207, 209, 212, 213, 216, 217, 219, 220, 221, 222, 224, 225, 226, 229, 230, 232, 233, 234, 235, 236, 237, 238, 239, 241, 242, 243, 245, 246, 247, 248, 249, 250, 251, 254, 255, 256, 257, 258, 259, 260, 262, 263, 264, 267, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2274, 2414, 2490, 2493, 2612, 2746, 2810, 2886, 2936, 2942, 3008, 3124, 3126, 3161, 3248, 3524, 3588, 3644, 3736, 3755, 3900, 4001, 4017, 4130, 4197, 4278, 4335, 4341, 4342, 4414, 4420, 4500, 4506, 4623, 4671, 4692, 4799, 4801, 4809, 4836, 4839, 4849, 4852, 4884, 4958, 5068, 5070, 5176, 5276, 5586, 5639, 5754, 5867, 5974, 5985, 6082, 6086, 6092, 6096, 6105, 6150, 6250, 6258, 6413, 6418, 6419, 6425, 6431, 6432, 6441, 6450, 6458, 6459, 6464],
│ │ │ │ │ +        "12": [4, 5, 6, 15, 17, 34, 90, 121, 183, 185, 188, 190, 196, 197, 198, 199, 201, 202, 203, 204, 206, 207, 209, 212, 213, 216, 217, 219, 220, 221, 222, 224, 225, 226, 229, 230, 232, 233, 234, 235, 236, 237, 238, 239, 241, 242, 243, 245, 246, 247, 248, 249, 250, 251, 254, 255, 256, 257, 258, 259, 260, 262, 263, 264, 267, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2274, 2414, 2490, 2493, 2612, 2746, 2810, 2886, 2936, 2942, 3008, 3124, 3126, 3161, 3248, 3524, 3588, 3644, 3736, 3755, 3900, 4001, 4017, 4130, 4197, 4278, 4335, 4341, 4342, 4414, 4420, 4500, 4506, 4623, 4671, 4692, 4799, 4801, 4809, 4836, 4839, 4849, 4852, 4884, 4958, 5068, 5070, 5176, 5276, 5586, 5639, 5754, 5867, 5974, 5985, 6082, 6086, 6092, 6096, 6105, 6150, 6250, 6258, 6413, 6418, 6419, 6425, 6431, 6432, 6441, 6450, 6458, 6459, 6464],
│ │ │ │ │          "120": [197, 198, 207, 217, 219, 226, 232, 234, 241, 252, 259, 267, 2671, 4963],
│ │ │ │ │          "1200": [237, 245, 6451],
│ │ │ │ │          "120126": 197,
│ │ │ │ │          "1202": 6451,
│ │ │ │ │          "1203": 206,
│ │ │ │ │          "120445": 34,
│ │ │ │ │          "1205": 2440,
│ │ │ │ │ @@ -50870,14 +50879,15 @@
│ │ │ │ │          "1259": 6451,
│ │ │ │ │          "125972": 259,
│ │ │ │ │          "126": [188, 199, 203, 209, 238, 250, 268],
│ │ │ │ │          "1260": [229, 6451],
│ │ │ │ │          "1261": 6451,
│ │ │ │ │          "126127": 226,
│ │ │ │ │          "126223": 219,
│ │ │ │ │ +        "12627912": 227,
│ │ │ │ │          "126290": 219,
│ │ │ │ │          "126350": 6464,
│ │ │ │ │          "1264": 6451,
│ │ │ │ │          "126465": 260,
│ │ │ │ │          "126491": 219,
│ │ │ │ │          "1267": 6451,
│ │ │ │ │          "1267501": 4013,
│ │ │ │ │ @@ -50919,15 +50929,15 @@
│ │ │ │ │          "1296": 6451,
│ │ │ │ │          "129600": [240, 242, 4808],
│ │ │ │ │          "129612": 236,
│ │ │ │ │          "129644": 260,
│ │ │ │ │          "12_statsmodel": [185, 195, 196, 199, 206, 219, 220, 229, 243, 260, 6423],
│ │ │ │ │          "12e": 201,
│ │ │ │ │          "12th": 190,
│ │ │ │ │ -        "13": [4, 5, 6, 30, 34, 66, 104, 183, 185, 188, 190, 193, 195, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 211, 213, 216, 217, 219, 221, 222, 224, 225, 226, 230, 232, 233, 234, 235, 236, 240, 241, 243, 246, 249, 250, 251, 253, 255, 256, 257, 259, 260, 263, 264, 267, 268, 275, 347, 404, 462, 520, 577, 632, 687, 745, 810, 888, 967, 1053, 1109, 1183, 1223, 1265, 1266, 1274, 1275, 1283, 1291, 1292, 1301, 1303, 1315, 1316, 1325, 1326, 1336, 1337, 1348, 1349, 1430, 1531, 1535, 1956, 2098, 2102, 2168, 2195, 2196, 2197, 2384, 2547, 2575, 2858, 2910, 3063, 3134, 3227, 3503, 3564, 3736, 3910, 4017, 4019, 4149, 4278, 4305, 4342, 4384, 4470, 4573, 4767, 5021, 5128, 5231, 5541, 5704, 5922, 6037, 6413, 6418, 6432, 6439, 6446, 6464],
│ │ │ │ │ +        "13": [4, 5, 6, 30, 34, 66, 104, 183, 185, 188, 190, 193, 195, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 211, 213, 216, 217, 219, 221, 222, 224, 225, 226, 227, 230, 232, 233, 234, 235, 236, 240, 241, 243, 246, 249, 250, 251, 253, 255, 256, 257, 259, 260, 263, 264, 267, 268, 275, 347, 404, 462, 520, 577, 632, 687, 745, 810, 888, 967, 1053, 1109, 1183, 1223, 1265, 1266, 1274, 1275, 1283, 1291, 1292, 1301, 1303, 1315, 1316, 1325, 1326, 1336, 1337, 1348, 1349, 1430, 1531, 1535, 1956, 2098, 2102, 2168, 2195, 2196, 2197, 2384, 2547, 2575, 2858, 2910, 3063, 3134, 3227, 3503, 3564, 3736, 3910, 4017, 4019, 4149, 4278, 4305, 4342, 4384, 4470, 4573, 4767, 5021, 5128, 5231, 5541, 5704, 5922, 6037, 6413, 6418, 6432, 6439, 6446, 6464],
│ │ │ │ │          "130": [34, 201, 209, 217, 219, 232, 267, 268, 4004],
│ │ │ │ │          "1300": 6451,
│ │ │ │ │          "130027": 219,
│ │ │ │ │          "130081": 34,
│ │ │ │ │          "13019609": 4197,
│ │ │ │ │          "1302": 6451,
│ │ │ │ │          "130285": 260,
│ │ │ │ │ @@ -50976,15 +50986,15 @@
│ │ │ │ │          "1335": [5, 185],
│ │ │ │ │          "1336": [5, 185, 6451],
│ │ │ │ │          "133609": 233,
│ │ │ │ │          "1337": 6451,
│ │ │ │ │          "1338": 6451,
│ │ │ │ │          "1339": 6451,
│ │ │ │ │          "133995": 219,
│ │ │ │ │ -        "134": [198, 268, 6423],
│ │ │ │ │ +        "134": [198, 227, 268, 6423],
│ │ │ │ │          "1340": 6451,
│ │ │ │ │          "134155": 263,
│ │ │ │ │          "13421773": [3779, 4635, 4648],
│ │ │ │ │          "1343": [5, 185, 6451],
│ │ │ │ │          "1344": [5, 185, 6451],
│ │ │ │ │          "13445031": 226,
│ │ │ │ │          "1345": [5, 185],
│ │ │ │ │ @@ -51046,15 +51056,15 @@
│ │ │ │ │          "1393": [5, 185],
│ │ │ │ │          "1394": 6451,
│ │ │ │ │          "1396": 6451,
│ │ │ │ │          "1398": 6451,
│ │ │ │ │          "1399": 6451,
│ │ │ │ │          "13arima": [6419, 6451],
│ │ │ │ │          "13th": 190,
│ │ │ │ │ -        "14": [4, 5, 6, 17, 23, 34, 66, 73, 89, 90, 104, 120, 121, 185, 188, 190, 191, 193, 195, 196, 197, 198, 199, 201, 202, 203, 206, 207, 209, 211, 213, 215, 216, 217, 219, 220, 222, 224, 225, 226, 227, 228, 229, 232, 234, 235, 236, 243, 245, 246, 249, 250, 255, 256, 257, 259, 260, 262, 263, 265, 267, 275, 291, 292, 347, 363, 364, 404, 412, 438, 439, 462, 470, 496, 497, 520, 528, 554, 555, 577, 584, 611, 612, 632, 640, 666, 667, 687, 694, 719, 720, 745, 753, 781, 782, 810, 817, 845, 846, 888, 923, 924, 967, 975, 1003, 1004, 1053, 1060, 1088, 1089, 1090, 1109, 1117, 1143, 1144, 1145, 1162, 1183, 1191, 1217, 1218, 1223, 1231, 1257, 1258, 1430, 1451, 1452, 1535, 1586, 1587, 1970, 2015, 2016, 2075, 2102, 2111, 2145, 2146, 2168, 2185, 2186, 2192, 2384, 2391, 2413, 2414, 2575, 2587, 2611, 2612, 2745, 2746, 2809, 2810, 2858, 2885, 2886, 2910, 2919, 2935, 2936, 2937, 3007, 3008, 3063, 3123, 3124, 3134, 3227, 3247, 3248, 3308, 3503, 3523, 3524, 3564, 3587, 3588, 3643, 3644, 3736, 3980, 4140, 4148, 4197, 4266, 4278, 4305, 4340, 4341, 4342, 4384, 4419, 4420, 4470, 4505, 4506, 4573, 4622, 4623, 4767, 4798, 4799, 4956, 5021, 5067, 5068, 5128, 5175, 5176, 5231, 5275, 5276, 5541, 5585, 5586, 5704, 5753, 5754, 5761, 5922, 5973, 5974, 6037, 6081, 6082, 6413, 6418, 6423, 6425, 6427, 6432, 6439, 6450, 6451, 6458, 6459, 6464],
│ │ │ │ │ +        "14": [4, 5, 6, 17, 23, 34, 66, 73, 89, 90, 104, 120, 121, 185, 188, 190, 191, 193, 195, 196, 197, 198, 199, 201, 202, 203, 206, 207, 209, 211, 213, 215, 216, 217, 219, 220, 222, 224, 225, 226, 227, 228, 229, 232, 234, 235, 236, 243, 245, 246, 249, 250, 255, 256, 257, 259, 260, 262, 263, 265, 267, 268, 275, 291, 292, 347, 363, 364, 404, 412, 438, 439, 462, 470, 496, 497, 520, 528, 554, 555, 577, 584, 611, 612, 632, 640, 666, 667, 687, 694, 719, 720, 745, 753, 781, 782, 810, 817, 845, 846, 888, 923, 924, 967, 975, 1003, 1004, 1053, 1060, 1088, 1089, 1090, 1109, 1117, 1143, 1144, 1145, 1162, 1183, 1191, 1217, 1218, 1223, 1231, 1257, 1258, 1430, 1451, 1452, 1535, 1586, 1587, 1970, 2015, 2016, 2075, 2102, 2111, 2145, 2146, 2168, 2185, 2186, 2192, 2384, 2391, 2413, 2414, 2575, 2587, 2611, 2612, 2745, 2746, 2809, 2810, 2858, 2885, 2886, 2910, 2919, 2935, 2936, 2937, 3007, 3008, 3063, 3123, 3124, 3134, 3227, 3247, 3248, 3308, 3503, 3523, 3524, 3564, 3587, 3588, 3643, 3644, 3736, 3980, 4140, 4148, 4197, 4266, 4278, 4305, 4340, 4341, 4342, 4384, 4419, 4420, 4470, 4505, 4506, 4573, 4622, 4623, 4767, 4798, 4799, 4956, 5021, 5067, 5068, 5128, 5175, 5176, 5231, 5275, 5276, 5541, 5585, 5586, 5704, 5753, 5754, 5761, 5922, 5973, 5974, 6037, 6081, 6082, 6413, 6418, 6423, 6425, 6427, 6432, 6439, 6450, 6451, 6458, 6459, 6464],
│ │ │ │ │          "140": [197, 198, 199, 232, 246, 257, 260, 263, 267],
│ │ │ │ │          "140000": 219,
│ │ │ │ │          "1402": 6451,
│ │ │ │ │          "1403": 6451,
│ │ │ │ │          "1404": 6451,
│ │ │ │ │          "1406": 6451,
│ │ │ │ │          "1408": 6451,
│ │ │ │ │ @@ -51110,15 +51120,15 @@
│ │ │ │ │          "1432": 6451,
│ │ │ │ │          "1434": 6451,
│ │ │ │ │          "143444": 222,
│ │ │ │ │          "1436": 6451,
│ │ │ │ │          "143658": 219,
│ │ │ │ │          "1437": [2235, 6451],
│ │ │ │ │          "1438": [267, 6451],
│ │ │ │ │ -        "144": [71, 106, 198, 207, 212, 217, 222, 259, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1540, 1964, 2105, 2170, 2389, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3229, 3505, 3566, 3611, 4310, 4389, 4475, 4582, 4771, 5030, 5137, 5240, 5550, 5713, 5932, 6046, 6458],
│ │ │ │ │ +        "144": [71, 106, 198, 207, 212, 217, 222, 227, 259, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1540, 1964, 2105, 2170, 2389, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3229, 3505, 3566, 3611, 4310, 4389, 4475, 4582, 4771, 5030, 5137, 5240, 5550, 5713, 5932, 6046, 6458],
│ │ │ │ │          "1441": 6451,
│ │ │ │ │          "144237213": 206,
│ │ │ │ │          "1443": 6451,
│ │ │ │ │          "1445": 6451,
│ │ │ │ │          "1447": 6451,
│ │ │ │ │          "1448": 196,
│ │ │ │ │          "144937": 234,
│ │ │ │ │ @@ -51142,15 +51152,15 @@
│ │ │ │ │          "1463": 6451,
│ │ │ │ │          "146506": 260,
│ │ │ │ │          "1467987": [66, 104, 275, 347, 404, 462, 520, 577, 632, 687, 745, 810, 888, 967, 1053, 1109, 1183, 1223, 1430, 1535, 2102, 2168, 2384, 2575, 2858, 2910, 3063, 3134, 3227, 3503, 3564, 4305, 4384, 4470, 4573, 4767, 5021, 5128, 5231, 5541, 5704, 5922, 6037],
│ │ │ │ │          "1468": [5, 185, 6451],
│ │ │ │ │          "14682676": 4197,
│ │ │ │ │          "1469": 6451,
│ │ │ │ │          "146924": 6464,
│ │ │ │ │ -        "147": [198, 217, 228, 6096, 6105, 6194, 6294, 6441],
│ │ │ │ │ +        "147": [198, 217, 228, 257, 6096, 6105, 6194, 6294, 6441],
│ │ │ │ │          "1470": [5, 185, 6451],
│ │ │ │ │          "1471": 6451,
│ │ │ │ │          "1472": [5, 185, 6451],
│ │ │ │ │          "14720224": 226,
│ │ │ │ │          "14733d": 201,
│ │ │ │ │          "1474": 6451,
│ │ │ │ │          "147406": 234,
│ │ │ │ │ @@ -51310,14 +51320,15 @@
│ │ │ │ │          "1563": 6451,
│ │ │ │ │          "1564": 250,
│ │ │ │ │          "156419": 226,
│ │ │ │ │          "1565": 6451,
│ │ │ │ │          "1566": 6451,
│ │ │ │ │          "15671": 207,
│ │ │ │ │          "15674787": 226,
│ │ │ │ │ +        "15690615": 227,
│ │ │ │ │          "156931": 226,
│ │ │ │ │          "156964": 222,
│ │ │ │ │          "156980": 219,
│ │ │ │ │          "157": [185, 193, 199, 206, 250, 5070],
│ │ │ │ │          "1571": 6451,
│ │ │ │ │          "15712257": 201,
│ │ │ │ │          "1572": 6451,
│ │ │ │ │ @@ -51431,15 +51442,15 @@
│ │ │ │ │          "1666": 6451,
│ │ │ │ │          "166666399198": 3359,
│ │ │ │ │          "166666546218": 3359,
│ │ │ │ │          "166666588293": 3359,
│ │ │ │ │          "166667": 4,
│ │ │ │ │          "166837e": 260,
│ │ │ │ │          "166872": 260,
│ │ │ │ │ -        "167": [185, 229, 257, 260, 6086, 6092, 6431],
│ │ │ │ │ +        "167": [185, 229, 260, 6086, 6092, 6431],
│ │ │ │ │          "167066": 226,
│ │ │ │ │          "1671": 6451,
│ │ │ │ │          "16735421": 226,
│ │ │ │ │          "1674": 6451,
│ │ │ │ │          "1676": 6451,
│ │ │ │ │          "1677": 6451,
│ │ │ │ │          "16777216": [3779, 4635, 4648],
│ │ │ │ │ @@ -51517,15 +51528,15 @@
│ │ │ │ │          "173805": 234,
│ │ │ │ │          "173e": 207,
│ │ │ │ │          "174": [4, 217, 259, 267],
│ │ │ │ │          "1744": 259,
│ │ │ │ │          "1745": 6451,
│ │ │ │ │          "1746": 207,
│ │ │ │ │          "174939": 219,
│ │ │ │ │ -        "175": [1, 4278],
│ │ │ │ │ +        "175": [1, 227, 4278],
│ │ │ │ │          "1750": 199,
│ │ │ │ │          "1751": 263,
│ │ │ │ │          "1753": 263,
│ │ │ │ │          "1754": 6451,
│ │ │ │ │          "1757561456581602": 256,
│ │ │ │ │          "1757561456581607": 256,
│ │ │ │ │          "175909": 198,
│ │ │ │ │ @@ -51570,15 +51581,15 @@
│ │ │ │ │          "1794": 6451,
│ │ │ │ │          "1795": 6451,
│ │ │ │ │          "1796": 259,
│ │ │ │ │          "179608": 259,
│ │ │ │ │          "1797": 6451,
│ │ │ │ │          "17976065": [71, 106, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1540, 1964, 2105, 2170, 2389, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3229, 3505, 3566, 3611, 4310, 4389, 4475, 4582, 4771, 5030, 5137, 5240, 5550, 5713, 5932, 6046],
│ │ │ │ │          "17a": 6456,
│ │ │ │ │ -        "18": [4, 5, 6, 34, 185, 188, 190, 193, 196, 197, 198, 199, 201, 206, 207, 209, 211, 213, 219, 222, 225, 226, 229, 232, 234, 235, 236, 238, 239, 243, 246, 247, 255, 256, 257, 259, 260, 262, 267, 268, 1353, 3781, 3932, 5985, 6413, 6418, 6450, 6464],
│ │ │ │ │ +        "18": [4, 5, 6, 34, 185, 188, 190, 193, 196, 197, 198, 199, 201, 206, 207, 209, 211, 213, 219, 222, 225, 226, 227, 229, 232, 234, 235, 236, 238, 239, 243, 246, 247, 255, 256, 257, 259, 260, 262, 267, 268, 1353, 3781, 3932, 5985, 6413, 6418, 6450, 6464],
│ │ │ │ │          "180": [197, 199, 209, 217, 224, 259, 263, 267],
│ │ │ │ │          "1800": [4671, 4677, 4683],
│ │ │ │ │          "18003999e": 196,
│ │ │ │ │          "1801": 6451,
│ │ │ │ │          "1802": 202,
│ │ │ │ │          "1803": 6451,
│ │ │ │ │          "1804": 6451,
│ │ │ │ │ @@ -51714,24 +51725,25 @@
│ │ │ │ │          "1895": 6451,
│ │ │ │ │          "1897": 6451,
│ │ │ │ │          "1898": [25, 39, 6451],
│ │ │ │ │          "189889": 219,
│ │ │ │ │          "1899": [221, 6451],
│ │ │ │ │          "18997755": 222,
│ │ │ │ │          "18e": 2253,
│ │ │ │ │ -        "19": [4, 5, 6, 34, 185, 188, 196, 197, 198, 199, 201, 203, 206, 207, 209, 211, 217, 219, 220, 222, 226, 231, 232, 233, 234, 236, 237, 243, 246, 255, 256, 257, 258, 259, 260, 263, 265, 267, 1400, 2194, 2195, 2196, 2197, 3736, 4820, 4828, 5284, 5293, 5390, 5778, 6413, 6418, 6425, 6464],
│ │ │ │ │ +        "19": [4, 5, 6, 34, 185, 188, 196, 197, 198, 199, 201, 203, 206, 207, 209, 211, 217, 219, 220, 222, 226, 231, 232, 233, 234, 236, 237, 243, 246, 255, 256, 257, 258, 259, 260, 263, 267, 1400, 2194, 2195, 2196, 2197, 3736, 4820, 4828, 5284, 5293, 5390, 5778, 6413, 6418, 6425, 6464],
│ │ │ │ │          "190": [26, 197, 199, 224, 229, 233],
│ │ │ │ │          "19009": 198,
│ │ │ │ │          "1903": 6451,
│ │ │ │ │          "1904": 6451,
│ │ │ │ │          "190409": 219,
│ │ │ │ │          "1905": 6451,
│ │ │ │ │          "1906": 6451,
│ │ │ │ │          "190642": 220,
│ │ │ │ │          "19065363652113884": 255,
│ │ │ │ │ +        "19094055": 227,
│ │ │ │ │          "191": [197, 226, 267, 2482],
│ │ │ │ │          "1911031": 3184,
│ │ │ │ │          "19115300": 201,
│ │ │ │ │          "1914": 6451,
│ │ │ │ │          "191426": 219,
│ │ │ │ │          "19146d": 201,
│ │ │ │ │          "1916": [197, 263],
│ │ │ │ │ @@ -51763,24 +51775,27 @@
│ │ │ │ │          "194": [4, 34, 197, 198, 259, 265, 267],
│ │ │ │ │          "1940": 6451,
│ │ │ │ │          "194103": 234,
│ │ │ │ │          "1942": 6451,
│ │ │ │ │          "1943": [207, 6451],
│ │ │ │ │          "1944": 201,
│ │ │ │ │          "194471": 219,
│ │ │ │ │ +        "1945165": 227,
│ │ │ │ │          "19466315": [4019, 4142, 4143, 4144, 4146],
│ │ │ │ │          "1947": [19, 22, 34, 210, 211, 216],
│ │ │ │ │          "1948": [34, 210, 216, 251],
│ │ │ │ │          "1949": [34, 210],
│ │ │ │ │          "194956": 219,
│ │ │ │ │          "194984": 211,
│ │ │ │ │          "195": [197, 224, 245, 267, 3096, 4601, 5047, 5155, 5256, 5566, 5597, 5732, 5950, 6062],
│ │ │ │ │          "1950": [15, 34, 201, 210, 236, 6433],
│ │ │ │ │          "1951": [34, 210, 230],
│ │ │ │ │          "195122": [4300, 4379, 4456],
│ │ │ │ │ +        "1951886": 227,
│ │ │ │ │ +        "195189": 227,
│ │ │ │ │          "1952": [34, 2462, 6451],
│ │ │ │ │          "1953": [34, 1703],
│ │ │ │ │          "19530754604785": 209,
│ │ │ │ │          "195352": 260,
│ │ │ │ │          "1954": [19, 34, 217, 240, 251, 3985, 3989, 4141, 6451],
│ │ │ │ │          "1955": [34, 207, 217, 263],
│ │ │ │ │          "195540e": 260,
│ │ │ │ │ @@ -51886,15 +51901,15 @@
│ │ │ │ │          "1e9": 39,
│ │ │ │ │          "1i": 6425,
│ │ │ │ │          "1j": [3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448],
│ │ │ │ │          "1m": 3755,
│ │ │ │ │          "1q": 220,
│ │ │ │ │          "1st": [249, 3263, 3288, 3313, 3338, 3362, 3369, 3394, 3425, 3450, 4149, 6092],
│ │ │ │ │          "2": [1, 4, 5, 6, 7, 10, 12, 14, 15, 16, 17, 21, 23, 24, 25, 32, 34, 39, 59, 66, 67, 71, 85, 86, 90, 102, 104, 105, 106, 116, 117, 121, 145, 182, 183, 185, 186, 188, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 234, 235, 236, 237, 238, 240, 241, 242, 243, 244, 246, 247, 250, 251, 252, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 267, 268, 275, 276, 277, 287, 288, 292, 347, 348, 349, 359, 360, 364, 379, 382, 397, 401, 402, 404, 405, 406, 418, 434, 435, 439, 440, 455, 459, 460, 462, 463, 464, 476, 492, 493, 497, 513, 517, 518, 520, 521, 522, 534, 550, 551, 555, 574, 575, 577, 578, 579, 590, 599, 607, 608, 612, 629, 630, 632, 633, 634, 646, 662, 663, 667, 684, 685, 687, 688, 689, 700, 715, 716, 720, 721, 745, 746, 747, 759, 777, 778, 782, 794, 801, 807, 808, 810, 811, 812, 823, 832, 841, 842, 846, 857, 865, 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│ │ │ │ │ -        "20": [4, 5, 6, 11, 17, 19, 26, 34, 183, 185, 188, 193, 194, 196, 197, 198, 199, 201, 203, 204, 206, 207, 208, 209, 210, 213, 216, 217, 218, 219, 222, 225, 226, 227, 229, 231, 232, 233, 234, 236, 243, 246, 247, 250, 252, 255, 256, 257, 259, 260, 263, 264, 265, 267, 1390, 1400, 1468, 1927, 2025, 2054, 2187, 2194, 2195, 2212, 2233, 2239, 2250, 2463, 2632, 2633, 2671, 3184, 3250, 3736, 3789, 3930, 3932, 3945, 4166, 4197, 4218, 4342, 4642, 4654, 4655, 5070, 6418, 6464],
│ │ │ │ │ +        "20": [4, 5, 6, 11, 17, 19, 26, 34, 183, 185, 188, 193, 194, 196, 197, 198, 199, 201, 203, 204, 206, 207, 208, 209, 210, 213, 216, 217, 218, 219, 222, 225, 226, 227, 229, 231, 232, 233, 234, 236, 243, 246, 247, 250, 252, 255, 256, 257, 259, 260, 263, 264, 265, 267, 1390, 1400, 1468, 1927, 2025, 2054, 2187, 2194, 2195, 2212, 2233, 2239, 2250, 2463, 2632, 2633, 2671, 3184, 3250, 3736, 3789, 3930, 3932, 3945, 4166, 4197, 4218, 4342, 4642, 4654, 4655, 5070, 6413, 6414, 6418, 6431, 6441, 6464],
│ │ │ │ │          "200": [4, 197, 199, 215, 219, 232, 234, 243, 246, 250, 255, 264, 2835, 3926, 6423, 6464],
│ │ │ │ │          "2000": [10, 191, 207, 228, 237, 239, 243, 255, 257, 258, 260, 261, 263, 2156, 2228, 2501, 2506, 2528, 2529, 2538, 2539, 3058, 3059, 3074, 4001, 4121, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 4692, 4808, 4820, 4897, 4956, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045, 6414, 6427, 6450, 6451, 6454],
│ │ │ │ │          "200000": 219,
│ │ │ │ │          "20004001": 196,
│ │ │ │ │          "200096": 196,
│ │ │ │ │          "2000q1": 243,
│ │ │ │ │          "2000q2": 243,
│ │ │ │ │ @@ -51903,14 +51918,15 @@
│ │ │ │ │          "2002": [221, 224, 243, 252, 260, 268, 414, 472, 530, 586, 642, 696, 755, 819, 897, 977, 1062, 1119, 1193, 1233, 1550, 1922, 1971, 2004, 2020, 2049, 2112, 2482, 2718, 2783, 2979, 3058, 3059, 3074, 3194, 3616, 3900, 3906, 3908, 3910, 3932, 4137, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 4808, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045, 6454],
│ │ │ │ │          "2003": [183, 224, 243, 256, 258, 260, 265, 2482, 2486, 2527, 2532, 2537, 2542, 2633, 3058, 3074, 3755, 3901, 4002, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4581, 4820, 4828, 5016, 5029, 5227, 5239, 5537, 5549, 5697, 5712, 5917, 5931, 6033, 6045, 6086, 6431, 6451],
│ │ │ │ │          "2004": [10, 217, 224, 260, 262, 1459, 2440, 2462, 2531, 2533, 2541, 2543, 3957, 3958, 4015, 4183, 4184, 4299, 4378, 4455, 6096, 6105, 6427, 6431],
│ │ │ │ │          "2005": [23, 26, 185, 202, 224, 241, 260, 262, 263, 1809, 2525, 2526, 2528, 2529, 2535, 2536, 2538, 2539, 2937, 3935, 4299, 4378, 4455, 6128, 6200, 6227, 6233, 6234, 6236, 6247, 6300, 6331, 6332, 6334, 6341, 6356, 6359, 6367, 6392, 6398, 6399, 6401, 6408, 6464],
│ │ │ │ │          "2005q1": 6458,
│ │ │ │ │          "2006": [185, 224, 260, 262, 267, 2192, 2887, 3980, 4140, 4148, 4299, 4378, 4455, 6104, 6427, 6451],
│ │ │ │ │          "2007": [202, 224, 237, 244, 260, 262, 263, 2501, 2505, 2506, 2623, 3083, 3924, 3925, 3926, 3927, 3928, 3956, 3957, 3958, 3983, 3984, 4001, 4140, 4148, 4590, 4968, 5039, 5147, 5248, 5558, 5721, 5941, 5985, 6054, 6414, 6451],
│ │ │ │ │ +        "20077685": 227,
│ │ │ │ │          "2007q2": 243,
│ │ │ │ │          "2007q3": 243,
│ │ │ │ │          "2007q4": 243,
│ │ │ │ │          "2008": [19, 34, 202, 217, 224, 236, 251, 254, 257, 260, 262, 263, 925, 937, 2188, 2224, 2226, 2505, 2642, 2659, 2677, 2818, 2835, 2937, 3974, 3981, 4140, 4148, 4150, 4181, 5178, 6427, 6451],
│ │ │ │ │          "2008q1": 243,
│ │ │ │ │          "2008q2": 243,
│ │ │ │ │          "2008q3": [243, 245],
│ │ │ │ │ @@ -51930,14 +51946,15 @@
│ │ │ │ │          "2010q2": 243,
│ │ │ │ │          "2010q4": 6458,
│ │ │ │ │          "2011": [24, 224, 245, 252, 260, 262, 925, 1929, 2027, 2056, 2194, 2195, 2530, 2540, 2642, 2659, 2677, 2818, 3096, 3800, 4120, 4601, 4963, 5047, 5070, 5155, 5256, 5566, 5597, 5732, 5950, 6062],
│ │ │ │ │          "2011b": [17, 198],
│ │ │ │ │          "2011q4": 243,
│ │ │ │ │          "2012": [16, 217, 221, 224, 236, 244, 247, 250, 251, 260, 262, 268, 1353, 1922, 1929, 2004, 2020, 2027, 2049, 2056, 2194, 2377, 2405, 2440, 2448, 2453, 2458, 3010, 3985, 3986, 3987, 3988, 3989, 4001, 4137, 5284, 5293, 5311, 5345, 5357, 5358, 5390, 5408, 5442, 5444, 5451, 5471, 5472, 5483, 5616, 5626, 5639, 5778, 5797, 5831, 5833, 5843, 5863, 5864, 5867, 6433, 6451, 6452],
│ │ │ │ │          "201200142": 4145,
│ │ │ │ │ +        "20125134": 227,
│ │ │ │ │          "2013": [18, 201, 216, 224, 245, 262, 3096, 3184, 3959, 3961, 4145, 4601, 5047, 5070, 5155, 5256, 5566, 5597, 5732, 5950, 6062, 6450, 6451],
│ │ │ │ │          "2013302": 209,
│ │ │ │ │          "20135792": 4126,
│ │ │ │ │          "20135792079033088": 4126,
│ │ │ │ │          "2014": [10, 201, 202, 217, 241, 244, 245, 248, 262, 263, 1307, 1310, 1340, 1343, 1350, 2433, 3096, 3945, 4142, 4143, 4144, 4146, 4601, 4836, 4839, 4849, 4852, 4884, 4887, 5047, 5070, 5155, 5256, 5478, 5566, 5597, 5732, 5950, 6062, 6087, 6451, 6453, 6454],
│ │ │ │ │          "2015": [201, 221, 230, 237, 258, 262, 3184, 3889, 4120, 4820, 4828, 6101, 6105, 6453],
│ │ │ │ │          "2016": [34, 201, 257, 262, 2377, 2405, 2829, 4142, 4143, 4144, 4146, 6090, 6094, 6095, 6098, 6100, 6454, 6458],
│ │ │ │ │ @@ -51953,16 +51970,16 @@
│ │ │ │ │          "2020q4": 6458,
│ │ │ │ │          "2021": [197, 201, 221, 262, 4956],
│ │ │ │ │          "20210801": 195,
│ │ │ │ │          "20210819": 246,
│ │ │ │ │          "2022": 262,
│ │ │ │ │          "2023": 262,
│ │ │ │ │          "202363": 211,
│ │ │ │ │ -        "2024": [262, 6451],
│ │ │ │ │ -        "2025": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 262, 265, 267, 268, 6413, 6414, 6418, 6431, 6441, 6451, 6464],
│ │ │ │ │ +        "2024": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 262, 265, 267, 268, 6413, 6414, 6418, 6431, 6441, 6451, 6464],
│ │ │ │ │ +        "2025": [197, 219, 262, 6451],
│ │ │ │ │          "2025687192481": [85, 116, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074],
│ │ │ │ │          "2026": [85, 116, 197, 262, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074],
│ │ │ │ │          "2027": 262,
│ │ │ │ │          "2028": 6451,
│ │ │ │ │          "2029": 6451,
│ │ │ │ │          "203": [23, 193, 197, 208, 238, 243, 263, 267, 4145],
│ │ │ │ │          "203008": 198,
│ │ │ │ │ @@ -52024,15 +52041,15 @@
│ │ │ │ │          "2099": [34, 210],
│ │ │ │ │          "209999": 234,
│ │ │ │ │          "20cc": 2433,
│ │ │ │ │          "20e": 34,
│ │ │ │ │          "20effect": 6425,
│ │ │ │ │          "20implement": 6425,
│ │ │ │ │          "20lectur": 2433,
│ │ │ │ │ -        "21": [4, 5, 6, 9, 29, 34, 185, 188, 193, 197, 198, 199, 201, 202, 206, 207, 209, 219, 222, 226, 229, 232, 233, 234, 236, 237, 243, 246, 255, 256, 257, 259, 260, 262, 263, 267, 268, 2274, 2525, 2526, 2528, 2529, 2535, 2536, 2538, 2539, 2653, 2671, 3736, 3755, 3983, 3984, 4141, 4218, 5070, 6367, 6464],
│ │ │ │ │ +        "21": [4, 5, 6, 9, 29, 34, 185, 188, 193, 197, 198, 199, 201, 202, 206, 207, 208, 209, 219, 222, 226, 229, 232, 233, 234, 236, 237, 243, 246, 255, 256, 257, 259, 260, 262, 263, 267, 268, 2274, 2525, 2526, 2528, 2529, 2535, 2536, 2538, 2539, 2653, 2671, 3736, 3755, 3983, 3984, 4141, 4218, 5070, 6367, 6464],
│ │ │ │ │          "210": [4, 14, 24, 188, 191, 193, 197, 199, 203, 6413],
│ │ │ │ │          "2100": 219,
│ │ │ │ │          "210000": 219,
│ │ │ │ │          "21015893": 4126,
│ │ │ │ │          "21044934264957588": 3927,
│ │ │ │ │          "210565": 259,
│ │ │ │ │          "2107": [221, 4956],
│ │ │ │ │ @@ -52103,17 +52120,19 @@
│ │ │ │ │          "220446049250313e": 219,
│ │ │ │ │          "220460": 219,
│ │ │ │ │          "2206": 250,
│ │ │ │ │          "2208": 250,
│ │ │ │ │          "220939": 234,
│ │ │ │ │          "22097": 207,
│ │ │ │ │          "220d": [201, 243, 246],
│ │ │ │ │ -        "221": [201, 222, 1809, 2482, 6439],
│ │ │ │ │ +        "221": [201, 222, 227, 1809, 2482, 6439],
│ │ │ │ │          "22106453": 226,
│ │ │ │ │ -        "2217": 220,
│ │ │ │ │ +        "221630": 227,
│ │ │ │ │ +        "2216303": 227,
│ │ │ │ │ +        "2217": [220, 227],
│ │ │ │ │          "22171529": 222,
│ │ │ │ │          "221772": 197,
│ │ │ │ │          "221918e": 209,
│ │ │ │ │          "222": [217, 246, 267, 3912],
│ │ │ │ │          "22213464": 222,
│ │ │ │ │          "222220": [198, 207],
│ │ │ │ │          "222247": 259,
│ │ │ │ │ @@ -52159,15 +52178,15 @@
│ │ │ │ │          "2295": 250,
│ │ │ │ │          "229501": 222,
│ │ │ │ │          "2297": 6453,
│ │ │ │ │          "22970d": 201,
│ │ │ │ │          "2298": 250,
│ │ │ │ │          "2299988524962664": 1475,
│ │ │ │ │          "229998852496268": 1475,
│ │ │ │ │ -        "23": [4, 5, 6, 185, 188, 197, 198, 199, 201, 202, 203, 206, 207, 209, 211, 217, 219, 222, 225, 226, 232, 234, 236, 243, 246, 247, 255, 256, 257, 259, 260, 262, 267, 2188, 2189, 3736, 3820, 3824, 3974, 3981, 4804, 4805, 6166, 6170, 6198, 6206, 6267, 6271, 6298, 6306, 6418, 6464],
│ │ │ │ │ +        "23": [4, 5, 6, 185, 188, 197, 198, 199, 201, 202, 203, 206, 207, 209, 211, 219, 222, 225, 226, 232, 234, 236, 243, 246, 247, 250, 255, 256, 257, 259, 260, 262, 267, 2188, 2189, 3736, 3820, 3824, 3974, 3981, 4804, 4805, 6166, 6170, 6198, 6206, 6267, 6271, 6298, 6306, 6418, 6464],
│ │ │ │ │          "230": [229, 259, 267],
│ │ │ │ │          "230003": [86, 117, 288, 360, 435, 493, 551, 608, 663, 716, 778, 842, 920, 1000, 1085, 1140, 1214, 1254, 1448, 1582, 2012, 2142, 2182, 2410, 2608, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 4334, 4413, 4499, 4616, 4792, 5061, 5169, 5269, 5579, 5747, 5966, 6075],
│ │ │ │ │          "2302": 250,
│ │ │ │ │          "230390": 219,
│ │ │ │ │          "230588e": 260,
│ │ │ │ │          "23061844": 2653,
│ │ │ │ │          "23065363652113885": 255,
│ │ │ │ │ @@ -52236,15 +52255,15 @@
│ │ │ │ │          "23913820865664664": 255,
│ │ │ │ │          "23933827": 222,
│ │ │ │ │          "239401": 219,
│ │ │ │ │          "23946504079843253": 255,
│ │ │ │ │          "23975006109347669": 4000,
│ │ │ │ │          "2398": 267,
│ │ │ │ │          "23e": [207, 209, 6414],
│ │ │ │ │ -        "24": [4, 5, 6, 185, 188, 190, 193, 197, 198, 199, 201, 202, 203, 206, 207, 209, 211, 217, 219, 221, 222, 226, 232, 234, 236, 243, 246, 247, 250, 255, 256, 257, 258, 259, 260, 261, 265, 1400, 2527, 2532, 2537, 2542, 3100, 3736, 3779, 4120, 4121, 4180, 4603, 4635, 4648, 4801, 4956, 5050, 5114, 5158, 5258, 5568, 5734, 5953, 5977, 5981, 6064, 6413, 6414, 6448, 6458, 6464],
│ │ │ │ │ +        "24": [4, 5, 6, 34, 183, 185, 188, 190, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 217, 219, 221, 222, 226, 227, 228, 229, 231, 232, 233, 234, 236, 238, 243, 246, 247, 250, 255, 256, 257, 258, 259, 260, 261, 265, 267, 268, 1400, 2527, 2532, 2537, 2542, 3100, 3736, 3779, 4120, 4121, 4180, 4603, 4635, 4648, 4801, 4956, 5050, 5114, 5158, 5258, 5568, 5734, 5953, 5977, 5981, 6064, 6413, 6414, 6418, 6431, 6441, 6448, 6458, 6464],
│ │ │ │ │          "240": [199, 201, 217, 224, 228, 4692, 6441],
│ │ │ │ │          "2403473458920846": 255,
│ │ │ │ │          "2404": [220, 6425],
│ │ │ │ │          "240694": 207,
│ │ │ │ │          "2407": [198, 207],
│ │ │ │ │          "2408932": [3733, 3734],
│ │ │ │ │          "240951": 219,
│ │ │ │ │ @@ -52271,14 +52290,15 @@
│ │ │ │ │          "2431": 6453,
│ │ │ │ │          "2432": 6453,
│ │ │ │ │          "2434": 6453,
│ │ │ │ │          "2435": 6434,
│ │ │ │ │          "244": 193,
│ │ │ │ │          "244040": 219,
│ │ │ │ │          "2441": 202,
│ │ │ │ │ +        "24417991": 227,
│ │ │ │ │          "24424568e": 196,
│ │ │ │ │          "2445124982934956": 201,
│ │ │ │ │          "24451d": 201,
│ │ │ │ │          "24452d": 201,
│ │ │ │ │          "24453d": 201,
│ │ │ │ │          "24454d": 201,
│ │ │ │ │          "24455d": 201,
│ │ │ │ │ @@ -52332,15 +52352,15 @@
│ │ │ │ │          "249": [85, 116, 206, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074],
│ │ │ │ │          "249677": 219,
│ │ │ │ │          "2497": 201,
│ │ │ │ │          "249741": 263,
│ │ │ │ │          "24988624": 233,
│ │ │ │ │          "249997": 219,
│ │ │ │ │          "24e": [209, 6414],
│ │ │ │ │ -        "25": [4, 5, 6, 12, 185, 188, 193, 197, 198, 200, 201, 206, 207, 208, 209, 213, 214, 217, 219, 220, 222, 226, 227, 228, 229, 232, 234, 243, 246, 247, 250, 252, 255, 256, 257, 259, 260, 261, 262, 265, 267, 1398, 1399, 2189, 2197, 2198, 2212, 2487, 2488, 2498, 2516, 2523, 3736, 3775, 3777, 3890, 3898, 4001, 4179, 4183, 4184, 4625, 4631, 4633, 4647, 4692, 4808, 6087, 6413, 6427, 6434, 6450, 6458, 6464],
│ │ │ │ │ +        "25": [4, 5, 6, 12, 185, 188, 193, 197, 198, 199, 200, 201, 206, 207, 208, 209, 213, 214, 219, 220, 222, 226, 227, 228, 229, 232, 234, 243, 246, 247, 250, 252, 255, 256, 257, 259, 260, 261, 262, 265, 267, 1398, 1399, 2189, 2197, 2198, 2212, 2487, 2488, 2498, 2516, 2523, 3736, 3775, 3777, 3890, 3898, 4001, 4179, 4183, 4184, 4625, 4631, 4633, 4647, 4692, 4808, 6087, 6413, 6427, 6434, 6450, 6458, 6464],
│ │ │ │ │          "250": [199, 213, 219, 224, 249, 260, 261, 267, 4625, 4647, 6087],
│ │ │ │ │          "250076": 219,
│ │ │ │ │          "25012d": 201,
│ │ │ │ │          "25013583": 226,
│ │ │ │ │          "25021179e": 196,
│ │ │ │ │          "2504": 219,
│ │ │ │ │          "250425": 219,
│ │ │ │ │ @@ -52392,14 +52412,16 @@
│ │ │ │ │          "25622062": 226,
│ │ │ │ │          "2563": 6453,
│ │ │ │ │          "25635762e": 196,
│ │ │ │ │          "25643234": 222,
│ │ │ │ │          "2566": 6453,
│ │ │ │ │          "2567": [219, 267],
│ │ │ │ │          "25671d": 201,
│ │ │ │ │ +        "25674569": 227,
│ │ │ │ │ +        "256746": 227,
│ │ │ │ │          "256754": 263,
│ │ │ │ │          "257": [201, 202, 257, 264, 6464],
│ │ │ │ │          "25702747": 201,
│ │ │ │ │          "25708583": 222,
│ │ │ │ │          "2572": 34,
│ │ │ │ │          "25735401": 201,
│ │ │ │ │          "2574": 6441,
│ │ │ │ │ @@ -52413,16 +52435,17 @@
│ │ │ │ │          "2589": 201,
│ │ │ │ │          "259": [201, 263],
│ │ │ │ │          "259014": 219,
│ │ │ │ │          "259120": 211,
│ │ │ │ │          "2593061483872257": 255,
│ │ │ │ │          "259426": [34, 210],
│ │ │ │ │          "2595": 219,
│ │ │ │ │ +        "25987342": 227,
│ │ │ │ │          "259890": 198,
│ │ │ │ │ -        "26": [4, 5, 34, 183, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 217, 219, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 247, 250, 252, 255, 257, 259, 260, 261, 265, 267, 268, 2531, 2533, 2541, 2543, 3736, 4013, 6413, 6414, 6418, 6431, 6441, 6448, 6449, 6458, 6464],
│ │ │ │ │ +        "26": [4, 5, 185, 188, 193, 196, 197, 198, 199, 201, 202, 207, 209, 219, 222, 226, 229, 232, 234, 238, 243, 246, 247, 250, 252, 255, 257, 259, 260, 267, 2531, 2533, 2541, 2543, 3736, 4013, 6448, 6449, 6458, 6464],
│ │ │ │ │          "260": [188, 201, 202, 203, 206, 263, 6413],
│ │ │ │ │          "260000": 219,
│ │ │ │ │          "26004685": [3779, 4635, 4648],
│ │ │ │ │          "26010": 198,
│ │ │ │ │          "2603": 3885,
│ │ │ │ │          "26032253": 233,
│ │ │ │ │          "260401": 5070,
│ │ │ │ │ @@ -52436,15 +52459,15 @@
│ │ │ │ │          "2619": [236, 260],
│ │ │ │ │          "262": [199, 217, 267, 6418],
│ │ │ │ │          "262144": [3779, 4635, 4648],
│ │ │ │ │          "2622": [236, 260, 3885],
│ │ │ │ │          "2626": [236, 260],
│ │ │ │ │          "262612": 234,
│ │ │ │ │          "2628": [236, 260],
│ │ │ │ │ -        "263": [183, 199, 202, 238, 259, 267],
│ │ │ │ │ +        "263": [183, 199, 202, 227, 238, 259, 267],
│ │ │ │ │          "263019": 234,
│ │ │ │ │          "26322912": 226,
│ │ │ │ │          "263368": [90, 121, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082],
│ │ │ │ │          "263521": 219,
│ │ │ │ │          "263523": 196,
│ │ │ │ │          "2637": [34, 236, 260],
│ │ │ │ │          "2638": [236, 260],
│ │ │ │ │ @@ -52479,21 +52502,22 @@
│ │ │ │ │          "268": [199, 202, 219, 220, 224, 229, 6425, 6464],
│ │ │ │ │          "26837d": 201,
│ │ │ │ │          "268632": 228,
│ │ │ │ │          "268640": 6464,
│ │ │ │ │          "2687": 6441,
│ │ │ │ │          "2689": 202,
│ │ │ │ │          "26898": 198,
│ │ │ │ │ -        "269": [207, 6359, 6423],
│ │ │ │ │ +        "269": [207, 227, 6359, 6423],
│ │ │ │ │          "2691": 199,
│ │ │ │ │          "26921d": 201,
│ │ │ │ │          "26941246": 233,
│ │ │ │ │          "26946759": 226,
│ │ │ │ │          "269830": 201,
│ │ │ │ │ -        "27": [4, 5, 34, 185, 188, 193, 197, 198, 201, 207, 209, 217, 219, 222, 226, 232, 234, 238, 243, 246, 247, 250, 253, 254, 257, 259, 260, 263, 2501, 2527, 2534, 2544, 2709, 3736, 4004, 4137, 5070, 6104, 6450, 6464],
│ │ │ │ │ +        "26994764": 227,
│ │ │ │ │ +        "27": [4, 5, 185, 188, 193, 196, 197, 198, 201, 207, 209, 217, 219, 222, 226, 232, 234, 238, 243, 246, 247, 250, 253, 254, 257, 259, 260, 263, 2501, 2527, 2534, 2544, 2709, 3736, 4004, 4137, 5070, 6104, 6450, 6464],
│ │ │ │ │          "270": [197, 217, 219, 236, 259, 260, 6105, 6423],
│ │ │ │ │          "2701": [188, 203],
│ │ │ │ │          "270196": 6464,
│ │ │ │ │          "27021d": 201,
│ │ │ │ │          "2705": 202,
│ │ │ │ │          "2705169691290763": 255,
│ │ │ │ │          "2706": 2235,
│ │ │ │ │ @@ -52703,14 +52727,15 @@
│ │ │ │ │          "29842398679557": 256,
│ │ │ │ │          "29856288": 196,
│ │ │ │ │          "29857565": 196,
│ │ │ │ │          "2986": 232,
│ │ │ │ │          "2987": 6453,
│ │ │ │ │          "2989": 6453,
│ │ │ │ │          "299": [198, 222, 263],
│ │ │ │ │ +        "29912985": 227,
│ │ │ │ │          "2992": 6453,
│ │ │ │ │          "299300": [198, 207],
│ │ │ │ │          "29956937": 201,
│ │ │ │ │          "2998": [198, 207],
│ │ │ │ │          "2_1": 250,
│ │ │ │ │          "2_2": [250, 4180],
│ │ │ │ │          "2_i": 232,
│ │ │ │ │ @@ -52728,28 +52753,30 @@
│ │ │ │ │          "2p": 214,
│ │ │ │ │          "2sl": [3525, 3528, 3762],
│ │ │ │ │          "2step": 6450,
│ │ │ │ │          "2to3": [6433, 6451],
│ │ │ │ │          "2x2": [9, 232, 1677, 1678, 3100, 3754, 3803, 3805, 3809, 3811, 3817, 3820, 3833, 3838, 3845, 3847, 3851, 3853, 3855, 3864, 3868, 3872, 3873, 4322, 4401, 4487, 4603, 5050, 5158, 5258, 5568, 5734, 5953, 6064],
│ │ │ │ │          "2x2xk": 3820,
│ │ │ │ │          "2y": [799, 800, 1037, 1038, 1042, 1043, 1046, 1047, 1048],
│ │ │ │ │ -        "3": [1, 4, 5, 6, 9, 10, 17, 20, 23, 24, 25, 34, 39, 66, 71, 85, 86, 90, 104, 106, 116, 117, 121, 175, 179, 183, 185, 186, 188, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 218, 219, 220, 221, 222, 223, 224, 225, 226, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 241, 242, 243, 244, 245, 246, 247, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 267, 268, 275, 277, 287, 288, 292, 347, 349, 359, 360, 364, 404, 406, 434, 435, 439, 462, 464, 492, 493, 497, 520, 522, 550, 551, 555, 577, 579, 607, 608, 612, 632, 634, 662, 663, 667, 687, 689, 715, 716, 720, 731, 745, 747, 777, 778, 782, 810, 812, 841, 842, 846, 888, 890, 919, 920, 924, 925, 967, 969, 999, 1000, 1004, 1053, 1055, 1084, 1085, 1089, 1109, 1111, 1139, 1140, 1144, 1183, 1185, 1213, 1214, 1218, 1223, 1225, 1253, 1254, 1258, 1398, 1399, 1400, 1430, 1432, 1447, 1448, 1452, 1508, 1535, 1540, 1581, 1582, 1587, 1703, 1718, 1732, 1762, 1780, 1796, 1811, 1909, 1916, 1929, 1964, 2011, 2012, 2016, 2027, 2056, 2080, 2102, 2105, 2141, 2142, 2146, 2168, 2170, 2181, 2182, 2186, 2187, 2193, 2194, 2195, 2196, 2197, 2198, 2208, 2209, 2210, 2212, 2224, 2235, 2274, 2384, 2389, 2409, 2410, 2414, 2443, 2452, 2462, 2468, 2480, 2482, 2486, 2495, 2498, 2528, 2529, 2538, 2539, 2546, 2566, 2575, 2580, 2607, 2608, 2612, 2653, 2666, 2702, 2712, 2740, 2741, 2746, 2778, 2804, 2805, 2810, 2812, 2858, 2863, 2882, 2886, 2910, 2917, 2931, 2932, 2936, 2974, 3002, 3003, 3008, 3059, 3063, 3075, 3096, 3099, 3100, 3115, 3116, 3117, 3124, 3134, 3135, 3189, 3207, 3227, 3229, 3243, 3244, 3248, 3250, 3253, 3254, 3359, 3503, 3505, 3519, 3520, 3524, 3564, 3566, 3583, 3584, 3588, 3611, 3638, 3639, 3644, 3727, 3732, 3736, 3739, 3740, 3741, 3779, 3793, 3796, 3797, 3798, 3799, 3802, 3885, 3886, 3888, 3906, 3908, 3910, 3912, 3920, 3926, 3932, 3934, 3960, 3983, 3984, 4001, 4004, 4013, 4120, 4121, 4126, 4137, 4142, 4143, 4144, 4146, 4147, 4180, 4183, 4184, 4197, 4250, 4252, 4253, 4264, 4278, 4299, 4300, 4305, 4310, 4333, 4334, 4341, 4342, 4343, 4354, 4378, 4379, 4384, 4389, 4412, 4413, 4420, 4421, 4426, 4429, 4441, 4455, 4456, 4460, 4470, 4475, 4498, 4499, 4506, 4507, 4508, 4567, 4573, 4582, 4601, 4603, 4615, 4616, 4617, 4623, 4635, 4648, 4692, 4721, 4734, 4767, 4771, 4791, 4792, 4793, 4799, 4801, 4808, 4809, 4820, 4958, 5017, 5021, 5030, 5047, 5050, 5060, 5061, 5062, 5068, 5070, 5092, 5128, 5137, 5155, 5158, 5167, 5168, 5169, 5170, 5176, 5178, 5228, 5231, 5240, 5256, 5258, 5268, 5269, 5270, 5276, 5538, 5541, 5550, 5566, 5568, 5578, 5579, 5580, 5586, 5597, 5639, 5698, 5704, 5713, 5732, 5734, 5746, 5747, 5748, 5754, 5867, 5918, 5922, 5932, 5950, 5953, 5965, 5966, 5967, 5974, 5977, 5983, 5985, 6034, 6037, 6046, 6062, 6064, 6074, 6075, 6076, 6082, 6084, 6086, 6089, 6096, 6105, 6109, 6111, 6131, 6132, 6137, 6185, 6233, 6234, 6236, 6285, 6331, 6332, 6334, 6392, 6398, 6399, 6413, 6414, 6418, 6419, 6423, 6425, 6427, 6431, 6432, 6434, 6436, 6437, 6438, 6439, 6441, 6442, 6445, 6446, 6448, 6450, 6451, 6452, 6453, 6454, 6455, 6458, 6464],
│ │ │ │ │ +        "3": [1, 4, 5, 6, 9, 10, 17, 20, 23, 24, 25, 34, 39, 66, 71, 85, 86, 90, 104, 106, 116, 117, 121, 175, 179, 183, 185, 186, 188, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 241, 242, 243, 244, 245, 246, 247, 250, 251, 252, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 267, 268, 275, 277, 287, 288, 292, 347, 349, 359, 360, 364, 404, 406, 434, 435, 439, 462, 464, 492, 493, 497, 520, 522, 550, 551, 555, 577, 579, 607, 608, 612, 632, 634, 662, 663, 667, 687, 689, 715, 716, 720, 731, 745, 747, 777, 778, 782, 810, 812, 841, 842, 846, 888, 890, 919, 920, 924, 925, 967, 969, 999, 1000, 1004, 1053, 1055, 1084, 1085, 1089, 1109, 1111, 1139, 1140, 1144, 1183, 1185, 1213, 1214, 1218, 1223, 1225, 1253, 1254, 1258, 1398, 1399, 1400, 1430, 1432, 1447, 1448, 1452, 1508, 1535, 1540, 1581, 1582, 1587, 1703, 1718, 1732, 1762, 1780, 1796, 1811, 1909, 1916, 1929, 1964, 2011, 2012, 2016, 2027, 2056, 2080, 2102, 2105, 2141, 2142, 2146, 2168, 2170, 2181, 2182, 2186, 2187, 2193, 2194, 2195, 2196, 2197, 2198, 2208, 2209, 2210, 2212, 2224, 2235, 2274, 2384, 2389, 2409, 2410, 2414, 2443, 2452, 2462, 2468, 2480, 2482, 2486, 2495, 2498, 2528, 2529, 2538, 2539, 2546, 2566, 2575, 2580, 2607, 2608, 2612, 2653, 2666, 2702, 2712, 2740, 2741, 2746, 2778, 2804, 2805, 2810, 2812, 2858, 2863, 2882, 2886, 2910, 2917, 2931, 2932, 2936, 2974, 3002, 3003, 3008, 3059, 3063, 3075, 3096, 3099, 3100, 3115, 3116, 3117, 3124, 3134, 3135, 3189, 3207, 3227, 3229, 3243, 3244, 3248, 3250, 3253, 3254, 3359, 3503, 3505, 3519, 3520, 3524, 3564, 3566, 3583, 3584, 3588, 3611, 3638, 3639, 3644, 3727, 3732, 3736, 3739, 3740, 3741, 3779, 3793, 3796, 3797, 3798, 3799, 3802, 3885, 3886, 3888, 3906, 3908, 3910, 3912, 3920, 3926, 3932, 3934, 3960, 3983, 3984, 4001, 4004, 4013, 4120, 4121, 4126, 4137, 4142, 4143, 4144, 4146, 4147, 4180, 4183, 4184, 4197, 4250, 4252, 4253, 4264, 4278, 4299, 4300, 4305, 4310, 4333, 4334, 4341, 4342, 4343, 4354, 4378, 4379, 4384, 4389, 4412, 4413, 4420, 4421, 4426, 4429, 4441, 4455, 4456, 4460, 4470, 4475, 4498, 4499, 4506, 4507, 4508, 4567, 4573, 4582, 4601, 4603, 4615, 4616, 4617, 4623, 4635, 4648, 4692, 4721, 4734, 4767, 4771, 4791, 4792, 4793, 4799, 4801, 4808, 4809, 4820, 4958, 5017, 5021, 5030, 5047, 5050, 5060, 5061, 5062, 5068, 5070, 5092, 5128, 5137, 5155, 5158, 5167, 5168, 5169, 5170, 5176, 5178, 5228, 5231, 5240, 5256, 5258, 5268, 5269, 5270, 5276, 5538, 5541, 5550, 5566, 5568, 5578, 5579, 5580, 5586, 5597, 5639, 5698, 5704, 5713, 5732, 5734, 5746, 5747, 5748, 5754, 5867, 5918, 5922, 5932, 5950, 5953, 5965, 5966, 5967, 5974, 5977, 5983, 5985, 6034, 6037, 6046, 6062, 6064, 6074, 6075, 6076, 6082, 6084, 6086, 6089, 6096, 6105, 6109, 6111, 6131, 6132, 6137, 6185, 6233, 6234, 6236, 6285, 6331, 6332, 6334, 6392, 6398, 6399, 6413, 6414, 6418, 6419, 6423, 6425, 6427, 6431, 6432, 6434, 6436, 6437, 6438, 6439, 6441, 6442, 6445, 6446, 6448, 6450, 6451, 6452, 6453, 6454, 6455, 6458, 6464],
│ │ │ │ │          "30": [4, 5, 6, 90, 121, 185, 188, 190, 192, 193, 198, 199, 201, 202, 203, 206, 209, 219, 220, 221, 222, 225, 226, 229, 234, 238, 243, 246, 247, 255, 257, 259, 260, 261, 263, 267, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 1703, 2016, 2146, 2186, 2188, 2189, 2193, 2212, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3209, 3248, 3250, 3251, 3252, 3360, 3362, 3524, 3588, 3644, 3736, 3753, 3885, 3889, 3981, 4341, 4420, 4506, 4623, 4799, 5068, 5070, 5176, 5276, 5586, 5754, 5974, 6082, 6413, 6436, 6437, 6464],
│ │ │ │ │          "300": [197, 198, 202, 217, 246, 248, 250, 254, 260, 2490, 2498, 2499, 2504, 4897, 5070],
│ │ │ │ │          "3000": [228, 239, 248],
│ │ │ │ │          "300000": 219,
│ │ │ │ │          "300282": 259,
│ │ │ │ │          "3007": 246,
│ │ │ │ │          "300810": 236,
│ │ │ │ │          "300818": 260,
│ │ │ │ │          "300960": 196,
│ │ │ │ │          "300e": 203,
│ │ │ │ │          "301": [7, 183, 198, 199, 217, 263, 5070, 6437],
│ │ │ │ │          "301318": 259,
│ │ │ │ │          "3015": [246, 6453],
│ │ │ │ │ +        "301509": 227,
│ │ │ │ │ +        "30150901": 227,
│ │ │ │ │          "301545": 263,
│ │ │ │ │          "3016": 6453,
│ │ │ │ │          "301651": 259,
│ │ │ │ │          "301725": 4,
│ │ │ │ │          "3019": 6453,
│ │ │ │ │          "302": [34, 198, 199, 216],
│ │ │ │ │          "3020": 6453,
│ │ │ │ │ @@ -52805,15 +52832,15 @@
│ │ │ │ │          "3097": 208,
│ │ │ │ │          "309734": 198,
│ │ │ │ │          "3098544504968023": 256,
│ │ │ │ │          "3098544504968025": 256,
│ │ │ │ │          "3099": [34, 210],
│ │ │ │ │          "30e": 222,
│ │ │ │ │          "30k": 225,
│ │ │ │ │ -        "31": [4, 5, 19, 185, 188, 193, 196, 198, 201, 202, 206, 209, 211, 215, 217, 219, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 260, 261, 262, 263, 265, 2235, 2525, 2526, 2535, 2536, 3736, 3885, 4692, 4808, 5070, 5458, 5850, 6418, 6464],
│ │ │ │ │ +        "31": [4, 5, 19, 185, 188, 193, 196, 198, 201, 202, 206, 209, 211, 215, 217, 219, 226, 231, 234, 238, 243, 246, 257, 260, 261, 262, 263, 2235, 2525, 2526, 2535, 2536, 3736, 3885, 4692, 4808, 5070, 5458, 5850, 6418, 6464],
│ │ │ │ │          "310": [222, 228, 232, 263, 267],
│ │ │ │ │          "3100": 259,
│ │ │ │ │          "310093": 234,
│ │ │ │ │          "3102": 4001,
│ │ │ │ │          "311": [193, 198, 199, 234, 246, 3820, 3824],
│ │ │ │ │          "3114": [231, 6418],
│ │ │ │ │          "311464": 243,
│ │ │ │ │ @@ -52832,15 +52859,15 @@
│ │ │ │ │          "3129": 259,
│ │ │ │ │          "313": [198, 199, 207, 222, 257, 260],
│ │ │ │ │          "3130": 250,
│ │ │ │ │          "3132": 250,
│ │ │ │ │          "31325239": 226,
│ │ │ │ │          "3134": 250,
│ │ │ │ │          "3137": 259,
│ │ │ │ │ -        "314": [188, 202, 203, 257, 267],
│ │ │ │ │ +        "314": [188, 202, 203, 227, 257, 267],
│ │ │ │ │          "3141": 6454,
│ │ │ │ │          "314324140492138": 213,
│ │ │ │ │          "314398": 6464,
│ │ │ │ │          "314400": 234,
│ │ │ │ │          "3146": 6453,
│ │ │ │ │          "314884": [198, 207],
│ │ │ │ │          "315": [228, 238, 257, 259, 267, 6450],
│ │ │ │ │ @@ -52854,14 +52881,15 @@
│ │ │ │ │          "316": [207, 208, 224, 231, 257, 2629, 6418],
│ │ │ │ │          "3160": 267,
│ │ │ │ │          "3162": [267, 6453],
│ │ │ │ │          "3163": 259,
│ │ │ │ │          "3165": 199,
│ │ │ │ │          "316604": 196,
│ │ │ │ │          "31663797": 201,
│ │ │ │ │ +        "31670235": 227,
│ │ │ │ │          "3167544390512402": 201,
│ │ │ │ │          "31675d": 201,
│ │ │ │ │          "316851": 207,
│ │ │ │ │          "3169": [201, 259, 6434],
│ │ │ │ │          "31697526": 2653,
│ │ │ │ │          "317": [193, 198, 207, 229, 257, 260, 265],
│ │ │ │ │          "317190e": 260,
│ │ │ │ │ @@ -52885,15 +52913,15 @@
│ │ │ │ │          "3192": 6441,
│ │ │ │ │          "3193": 6454,
│ │ │ │ │          "3197": 202,
│ │ │ │ │          "3198": 229,
│ │ │ │ │          "31983274e": 196,
│ │ │ │ │          "319913": 6464,
│ │ │ │ │          "31e": 207,
│ │ │ │ │ -        "32": [4, 5, 27, 28, 183, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 212, 219, 222, 226, 234, 243, 246, 247, 250, 257, 260, 262, 263, 1356, 1459, 3736, 4001, 4801, 4802, 6414, 6431, 6437, 6441],
│ │ │ │ │ +        "32": [4, 5, 27, 28, 183, 185, 188, 198, 199, 201, 202, 206, 207, 209, 212, 219, 222, 226, 234, 243, 246, 247, 257, 260, 262, 263, 1356, 1459, 3736, 4001, 4801, 4802, 6413, 6414, 6431, 6437, 6441],
│ │ │ │ │          "320": [198, 229, 233, 257, 6234, 6332, 6399],
│ │ │ │ │          "320310": 198,
│ │ │ │ │          "3204": 6454,
│ │ │ │ │          "3206": 259,
│ │ │ │ │          "320758": 260,
│ │ │ │ │          "321": [34, 198, 202, 207, 211, 224, 229, 257, 4004, 6234, 6332, 6399],
│ │ │ │ │          "321058": 197,
│ │ │ │ │ @@ -52935,14 +52963,15 @@
│ │ │ │ │          "32505856": [3779, 4635, 4648],
│ │ │ │ │          "325402e": 260,
│ │ │ │ │          "32586407145e": [90, 121, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082],
│ │ │ │ │          "325d": 243,
│ │ │ │ │          "326": [191, 210, 257, 264, 4460],
│ │ │ │ │          "3260": 259,
│ │ │ │ │          "3265": 229,
│ │ │ │ │ +        "32696437": 227,
│ │ │ │ │          "327": [198, 201, 222, 232, 257],
│ │ │ │ │          "3272": 6454,
│ │ │ │ │          "32726d": 201,
│ │ │ │ │          "3276": 6454,
│ │ │ │ │          "32768": [3779, 4635, 4648],
│ │ │ │ │          "3277": 217,
│ │ │ │ │          "328": [199, 202, 232, 257, 263, 6450],
│ │ │ │ │ @@ -52961,15 +52990,15 @@
│ │ │ │ │          "32873d": 243,
│ │ │ │ │          "328975": [34, 210],
│ │ │ │ │          "329": [199, 202, 224, 257, 6451],
│ │ │ │ │          "329d": 243,
│ │ │ │ │          "32am": 243,
│ │ │ │ │          "32e": [188, 203],
│ │ │ │ │          "32pm": 243,
│ │ │ │ │ -        "33": [4, 5, 185, 188, 196, 198, 201, 202, 206, 208, 209, 211, 219, 220, 226, 234, 237, 246, 257, 260, 263, 267, 2642, 2659, 2677, 2818, 2835, 3736, 4142, 4143, 4144, 4146, 5344, 5441, 5444, 5830, 5833, 6431],
│ │ │ │ │ +        "33": [4, 5, 185, 188, 196, 198, 201, 202, 206, 208, 209, 211, 219, 220, 226, 234, 237, 246, 257, 260, 263, 2642, 2659, 2677, 2818, 2835, 3736, 4142, 4143, 4144, 4146, 5344, 5441, 5444, 5830, 5833, 6431],
│ │ │ │ │          "330": [71, 106, 222, 229, 257, 260, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1540, 1964, 2105, 2170, 2389, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3229, 3505, 3566, 3611, 4310, 4389, 4475, 4582, 4771, 5030, 5137, 5240, 5550, 5713, 5932, 6046],
│ │ │ │ │          "3301": 1353,
│ │ │ │ │          "3303": 6454,
│ │ │ │ │          "330875": 262,
│ │ │ │ │          "331": [198, 207, 217, 224, 229, 246, 257, 263, 6450],
│ │ │ │ │          "3311": 202,
│ │ │ │ │          "331351": 222,
│ │ │ │ │ @@ -53037,15 +53066,15 @@
│ │ │ │ │          "33904431e": 196,
│ │ │ │ │          "3394": 259,
│ │ │ │ │          "3396": 6454,
│ │ │ │ │          "339633": 201,
│ │ │ │ │          "339797": 201,
│ │ │ │ │          "3398": 201,
│ │ │ │ │          "33e": 207,
│ │ │ │ │ -        "34": [4, 5, 6, 185, 188, 193, 195, 196, 198, 199, 201, 202, 203, 206, 207, 209, 210, 211, 217, 219, 222, 225, 226, 229, 234, 246, 250, 254, 257, 260, 261, 262, 263, 264, 268, 2495, 3736, 6413],
│ │ │ │ │ +        "34": [4, 5, 6, 185, 188, 193, 195, 196, 198, 199, 201, 202, 203, 206, 207, 209, 210, 211, 217, 219, 222, 225, 226, 229, 234, 246, 254, 257, 260, 261, 262, 263, 264, 268, 2495, 3736, 6413, 6418],
│ │ │ │ │          "340": [188, 201, 203, 207, 229, 257, 6413],
│ │ │ │ │          "340000": [219, 257],
│ │ │ │ │          "3403": 259,
│ │ │ │ │          "3405": 201,
│ │ │ │ │          "340920": 234,
│ │ │ │ │          "341": [34, 208, 229, 257],
│ │ │ │ │          "3412": [259, 6453],
│ │ │ │ │ @@ -53146,15 +53175,15 @@
│ │ │ │ │          "358767": 6464,
│ │ │ │ │          "359": [201, 3932, 6450],
│ │ │ │ │          "35927d": 201,
│ │ │ │ │          "3594": 34,
│ │ │ │ │          "359565": 260,
│ │ │ │ │          "359877": 6464,
│ │ │ │ │          "359945": 219,
│ │ │ │ │ -        "36": [4, 5, 34, 185, 190, 198, 199, 201, 202, 206, 207, 209, 211, 219, 226, 234, 238, 246, 247, 250, 257, 258, 260, 262, 263, 265, 3736, 3781],
│ │ │ │ │ +        "36": [4, 5, 34, 185, 190, 198, 199, 201, 202, 206, 207, 209, 211, 219, 226, 234, 238, 246, 247, 250, 257, 258, 260, 262, 263, 265, 3736, 3781, 6431],
│ │ │ │ │          "360": [40, 217, 222, 267, 6450],
│ │ │ │ │          "3603": 6434,
│ │ │ │ │          "36039066e": 196,
│ │ │ │ │          "3608": 199,
│ │ │ │ │          "360838": 261,
│ │ │ │ │          "360890": 222,
│ │ │ │ │          "360964": 259,
│ │ │ │ │ @@ -53166,23 +53195,27 @@
│ │ │ │ │          "3617": 219,
│ │ │ │ │          "36191491e": 196,
│ │ │ │ │          "362": [4, 198, 199, 207, 217],
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│ │ │ │ │          "3626": 199,
│ │ │ │ │          "363": [208, 6450, 6464],
│ │ │ │ │          "363112": 34,
│ │ │ │ │ +        "36337756": 227,
│ │ │ │ │ +        "363378": 227,
│ │ │ │ │          "363411": 236,
│ │ │ │ │          "3639": 267,
│ │ │ │ │          "364": [232, 234],
│ │ │ │ │          "3641": 201,
│ │ │ │ │ +        "36412228": 227,
│ │ │ │ │          "3646": 6454,
│ │ │ │ │          "365": [4, 185, 197, 237, 4692, 6464],
│ │ │ │ │          "36507": [198, 207],
│ │ │ │ │          "3652": 229,
│ │ │ │ │          "365385": 34,
│ │ │ │ │ +        "36545023": 227,
│ │ │ │ │          "365801": 234,
│ │ │ │ │          "365854": [4300, 4379, 4456],
│ │ │ │ │          "36587056": 222,
│ │ │ │ │          "3659": [3059, 4567, 5017, 5228, 5538, 5698, 5918, 6034],
│ │ │ │ │          "3659624311981189": 255,
│ │ │ │ │          "366": [199, 4121, 6450],
│ │ │ │ │          "366025": 259,
│ │ │ │ │ @@ -53203,15 +53236,15 @@
│ │ │ │ │          "369": [232, 234, 4121, 6450],
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│ │ │ │ │          "3692": 6454,
│ │ │ │ │          "369401e": 197,
│ │ │ │ │          "369484": 197,
│ │ │ │ │          "3695": 6454,
│ │ │ │ │          "3696": 6454,
│ │ │ │ │ -        "37": [4, 5, 34, 183, 185, 188, 198, 201, 202, 203, 209, 219, 220, 226, 229, 234, 243, 246, 250, 256, 257, 260, 263, 267, 2198, 2209, 2633, 3071, 3072, 3098, 3099, 3250, 3736, 3922, 6162, 6191, 6263, 6291, 6413, 6418, 6450, 6451],
│ │ │ │ │ +        "37": [4, 5, 185, 188, 198, 201, 202, 203, 209, 219, 220, 226, 229, 234, 246, 250, 256, 257, 260, 263, 267, 2198, 2209, 2633, 3071, 3072, 3098, 3099, 3250, 3736, 3922, 6162, 6191, 6263, 6291, 6413, 6418, 6441, 6450, 6451],
│ │ │ │ │          "370": 6450,
│ │ │ │ │          "3702": 6454,
│ │ │ │ │          "3705": 202,
│ │ │ │ │          "3705304486881485e": [3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449],
│ │ │ │ │          "371": [188, 199, 203, 217, 220, 246, 259, 4808, 6413, 6450],
│ │ │ │ │          "37117851": 201,
│ │ │ │ │          "371224": 259,
│ │ │ │ │ @@ -53248,14 +53281,15 @@
│ │ │ │ │          "376": [224, 4142, 4143, 4144, 4146],
│ │ │ │ │          "3761908329": 261,
│ │ │ │ │          "37622577": 226,
│ │ │ │ │          "37623126e": 4197,
│ │ │ │ │          "3765792117047725": 4017,
│ │ │ │ │          "3767": 6454,
│ │ │ │ │          "377": [188, 203, 6450],
│ │ │ │ │ +        "37794864": 227,
│ │ │ │ │          "377954": 234,
│ │ │ │ │          "378": [188, 203, 250, 267, 3935, 6413, 6450],
│ │ │ │ │          "378329": 260,
│ │ │ │ │          "378490": 198,
│ │ │ │ │          "378555": 199,
│ │ │ │ │          "3786": 6431,
│ │ │ │ │          "378688": 199,
│ │ │ │ │ @@ -53344,15 +53378,15 @@
│ │ │ │ │          "3882": 198,
│ │ │ │ │          "3884": 220,
│ │ │ │ │          "388520": 234,
│ │ │ │ │          "389": 6450,
│ │ │ │ │          "38939": [198, 207],
│ │ │ │ │          "3897": 229,
│ │ │ │ │          "38e": 228,
│ │ │ │ │ -        "39": [1, 4, 5, 6, 185, 193, 196, 197, 198, 201, 202, 203, 205, 206, 207, 209, 211, 213, 217, 219, 220, 224, 225, 226, 228, 229, 231, 232, 233, 234, 236, 238, 243, 246, 255, 256, 257, 259, 260, 261, 262, 263, 267, 268, 2709, 3736, 5070, 6164, 6193, 6265, 6293, 6431],
│ │ │ │ │ +        "39": [1, 4, 5, 6, 185, 193, 196, 197, 198, 201, 202, 203, 205, 206, 207, 209, 211, 213, 217, 219, 220, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 236, 238, 243, 246, 255, 256, 257, 259, 260, 261, 262, 263, 2709, 3736, 5070, 6164, 6193, 6265, 6293, 6431],
│ │ │ │ │          "390": [188, 203, 226, 259, 263, 2525, 2526, 2528, 2529, 2535, 2536, 2538, 2539, 6413],
│ │ │ │ │          "390139": 219,
│ │ │ │ │          "3903411228996467": 255,
│ │ │ │ │          "390523": 243,
│ │ │ │ │          "390633": 260,
│ │ │ │ │          "390659": 236,
│ │ │ │ │          "39079425193762": [85, 116, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074],
│ │ │ │ │ @@ -53417,15 +53451,15 @@
│ │ │ │ │          "3atyp": [6453, 6454],
│ │ │ │ │          "3d": 4250,
│ │ │ │ │          "3f": [193, 250, 3816, 3828, 3872, 4084, 4130, 4278],
│ │ │ │ │          "3longitudin": 6425,
│ │ │ │ │          "3m": 201,
│ │ │ │ │          "3q": 220,
│ │ │ │ │          "3rd": [71, 106, 182, 201, 249, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1540, 1964, 2105, 2170, 2389, 2580, 2712, 2778, 2863, 2917, 2974, 3075, 3229, 3505, 3566, 3611, 3890, 3898, 4310, 4389, 4475, 4582, 4734, 4754, 4771, 5030, 5137, 5240, 5550, 5713, 5932, 6046, 6090],
│ │ │ │ │ -        "4": [1, 4, 5, 6, 16, 17, 21, 23, 24, 28, 29, 34, 39, 71, 85, 90, 106, 116, 121, 179, 183, 185, 186, 188, 191, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 222, 223, 224, 225, 226, 228, 229, 230, 231, 232, 233, 234, 236, 237, 238, 239, 240, 241, 243, 244, 245, 246, 247, 250, 252, 254, 255, 256, 257, 258, 259, 261, 262, 263, 264, 265, 267, 268, 277, 287, 292, 349, 359, 364, 406, 434, 439, 464, 492, 497, 522, 550, 555, 579, 607, 612, 634, 662, 667, 689, 715, 720, 747, 777, 782, 812, 841, 846, 890, 919, 924, 969, 999, 1004, 1055, 1084, 1089, 1111, 1139, 1144, 1185, 1213, 1218, 1225, 1253, 1258, 1356, 1398, 1399, 1400, 1432, 1447, 1452, 1459, 1540, 1563, 1581, 1587, 1594, 1964, 1984, 2011, 2016, 2105, 2124, 2141, 2146, 2156, 2170, 2181, 2186, 2188, 2193, 2198, 2208, 2210, 2216, 2224, 2389, 2409, 2414, 2461, 2468, 2480, 2527, 2532, 2537, 2542, 2580, 2607, 2612, 2642, 2653, 2659, 2677, 2712, 2740, 2746, 2778, 2804, 2810, 2812, 2818, 2829, 2830, 2863, 2886, 2887, 2917, 2931, 2936, 2974, 3002, 3008, 3059, 3075, 3100, 3107, 3115, 3117, 3124, 3169, 3184, 3204, 3229, 3243, 3248, 3250, 3253, 3254, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3505, 3519, 3524, 3566, 3583, 3588, 3611, 3638, 3644, 3727, 3732, 3733, 3734, 3736, 3740, 3781, 3906, 3910, 3912, 3932, 3935, 3945, 4001, 4017, 4120, 4121, 4126, 4168, 4169, 4178, 4179, 4183, 4184, 4197, 4212, 4217, 4254, 4264, 4278, 4299, 4300, 4310, 4333, 4335, 4341, 4342, 4343, 4354, 4378, 4379, 4389, 4412, 4414, 4420, 4421, 4422, 4455, 4456, 4460, 4475, 4498, 4500, 4506, 4567, 4582, 4603, 4615, 4617, 4623, 4692, 4714, 4734, 4771, 4791, 4793, 4799, 4801, 4808, 4820, 4836, 4956, 4962, 5017, 5030, 5050, 5060, 5062, 5068, 5070, 5076, 5078, 5092, 5137, 5158, 5168, 5170, 5176, 5178, 5228, 5240, 5258, 5268, 5270, 5276, 5444, 5483, 5538, 5550, 5568, 5578, 5580, 5586, 5639, 5698, 5713, 5734, 5746, 5748, 5754, 5833, 5918, 5932, 5953, 5965, 5967, 5974, 6034, 6046, 6064, 6074, 6076, 6082, 6084, 6086, 6087, 6089, 6093, 6094, 6095, 6096, 6104, 6105, 6109, 6111, 6150, 6234, 6236, 6250, 6258, 6332, 6334, 6399, 6401, 6411, 6412, 6413, 6414, 6418, 6419, 6423, 6425, 6431, 6432, 6441, 6446, 6450, 6451, 6452, 6455, 6458, 6464],
│ │ │ │ │ +        "4": [1, 4, 5, 6, 16, 17, 21, 23, 24, 28, 29, 34, 39, 71, 85, 90, 106, 116, 121, 179, 183, 185, 186, 188, 191, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 236, 237, 238, 239, 240, 241, 243, 244, 245, 246, 247, 250, 252, 254, 255, 256, 257, 258, 259, 261, 262, 263, 264, 265, 267, 268, 277, 287, 292, 349, 359, 364, 406, 434, 439, 464, 492, 497, 522, 550, 555, 579, 607, 612, 634, 662, 667, 689, 715, 720, 747, 777, 782, 812, 841, 846, 890, 919, 924, 969, 999, 1004, 1055, 1084, 1089, 1111, 1139, 1144, 1185, 1213, 1218, 1225, 1253, 1258, 1356, 1398, 1399, 1400, 1432, 1447, 1452, 1459, 1540, 1563, 1581, 1587, 1594, 1964, 1984, 2011, 2016, 2105, 2124, 2141, 2146, 2156, 2170, 2181, 2186, 2188, 2193, 2198, 2208, 2210, 2216, 2224, 2389, 2409, 2414, 2461, 2468, 2480, 2527, 2532, 2537, 2542, 2580, 2607, 2612, 2642, 2653, 2659, 2677, 2712, 2740, 2746, 2778, 2804, 2810, 2812, 2818, 2829, 2830, 2863, 2886, 2887, 2917, 2931, 2936, 2974, 3002, 3008, 3059, 3075, 3100, 3107, 3115, 3117, 3124, 3169, 3184, 3204, 3229, 3243, 3248, 3250, 3253, 3254, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3505, 3519, 3524, 3566, 3583, 3588, 3611, 3638, 3644, 3727, 3732, 3733, 3734, 3736, 3740, 3781, 3906, 3910, 3912, 3932, 3935, 3945, 4001, 4017, 4120, 4121, 4126, 4168, 4169, 4178, 4179, 4183, 4184, 4197, 4212, 4217, 4254, 4264, 4278, 4299, 4300, 4310, 4333, 4335, 4341, 4342, 4343, 4354, 4378, 4379, 4389, 4412, 4414, 4420, 4421, 4422, 4455, 4456, 4460, 4475, 4498, 4500, 4506, 4567, 4582, 4603, 4615, 4617, 4623, 4692, 4714, 4734, 4771, 4791, 4793, 4799, 4801, 4808, 4820, 4836, 4956, 4962, 5017, 5030, 5050, 5060, 5062, 5068, 5070, 5076, 5078, 5092, 5137, 5158, 5168, 5170, 5176, 5178, 5228, 5240, 5258, 5268, 5270, 5276, 5444, 5483, 5538, 5550, 5568, 5578, 5580, 5586, 5639, 5698, 5713, 5734, 5746, 5748, 5754, 5833, 5918, 5932, 5953, 5965, 5967, 5974, 6034, 6046, 6064, 6074, 6076, 6082, 6084, 6086, 6087, 6089, 6093, 6094, 6095, 6096, 6104, 6105, 6109, 6111, 6150, 6234, 6236, 6250, 6258, 6332, 6334, 6399, 6401, 6411, 6412, 6413, 6414, 6418, 6419, 6423, 6425, 6431, 6432, 6441, 6446, 6450, 6451, 6452, 6455, 6458, 6464],
│ │ │ │ │          "40": [4, 5, 6, 185, 197, 198, 201, 202, 207, 209, 213, 219, 220, 222, 226, 229, 233, 234, 236, 246, 249, 252, 257, 260, 262, 263, 2224, 2226, 2246, 2247, 3210, 3736, 3781, 3883, 3901, 3964, 4120, 5070, 6164, 6193, 6265, 6293, 6413, 6425],
│ │ │ │ │          "400": [23, 193, 219, 248, 259, 263, 4897, 5070, 6450],
│ │ │ │ │          "40000": 264,
│ │ │ │ │          "400000": [198, 209, 219],
│ │ │ │ │          "400069": 5070,
│ │ │ │ │          "40008002": 196,
│ │ │ │ │          "40015721": [3733, 3734],
│ │ │ │ │ @@ -53489,15 +53523,15 @@
│ │ │ │ │          "4096": [201, 3779, 4635, 4648],
│ │ │ │ │          "409646": 226,
│ │ │ │ │          "40976931": 2504,
│ │ │ │ │          "409830": 219,
│ │ │ │ │          "409862e": 202,
│ │ │ │ │          "409877": 198,
│ │ │ │ │          "40e": [188, 203],
│ │ │ │ │ -        "41": [4, 5, 22, 185, 188, 197, 198, 201, 202, 203, 209, 219, 233, 234, 246, 250, 257, 260, 1353, 3210, 3736, 6413, 6447, 6455],
│ │ │ │ │ +        "41": [4, 5, 22, 185, 188, 197, 198, 201, 202, 203, 209, 219, 227, 233, 234, 246, 250, 257, 260, 1353, 3210, 3736, 6413, 6447, 6455],
│ │ │ │ │          "410": [208, 224, 265, 6450],
│ │ │ │ │          "4100": 185,
│ │ │ │ │          "4101": 185,
│ │ │ │ │          "4102": 185,
│ │ │ │ │          "4103": 185,
│ │ │ │ │          "4104": [185, 6454],
│ │ │ │ │          "4107": 6439,
│ │ │ │ │ @@ -53529,14 +53563,15 @@
│ │ │ │ │          "413d": 246,
│ │ │ │ │          "414": [202, 265],
│ │ │ │ │          "414162": 6464,
│ │ │ │ │          "414194e": 260,
│ │ │ │ │          "4142": 34,
│ │ │ │ │          "414204": 34,
│ │ │ │ │          "4142135623730951": 234,
│ │ │ │ │ +        "41476003": 227,
│ │ │ │ │          "414961": 219,
│ │ │ │ │          "414d": 246,
│ │ │ │ │          "415": [220, 6450],
│ │ │ │ │          "4152": 267,
│ │ │ │ │          "4156": 6454,
│ │ │ │ │          "415804": 261,
│ │ │ │ │          "415980": 260,
│ │ │ │ │ @@ -53563,15 +53598,15 @@
│ │ │ │ │          "4187": 267,
│ │ │ │ │          "4189": 6454,
│ │ │ │ │          "419": [188, 203, 6413, 6464],
│ │ │ │ │          "419180": 34,
│ │ │ │ │          "4193": 6454,
│ │ │ │ │          "4195": 6454,
│ │ │ │ │          "41994d": 243,
│ │ │ │ │ -        "42": [4, 5, 185, 193, 198, 201, 202, 207, 209, 219, 228, 229, 232, 234, 238, 246, 257, 260, 268, 3736, 3820, 3824, 4001, 6418, 6458],
│ │ │ │ │ +        "42": [4, 5, 185, 193, 198, 201, 202, 207, 209, 219, 228, 229, 232, 234, 246, 257, 260, 268, 3736, 3820, 3824, 4001, 6418, 6458],
│ │ │ │ │          "420": [207, 222, 228, 232, 234, 255, 2617],
│ │ │ │ │          "4200": 6454,
│ │ │ │ │          "420045": 199,
│ │ │ │ │          "4202": 202,
│ │ │ │ │          "420261": 211,
│ │ │ │ │          "421": [199, 210, 217, 6450],
│ │ │ │ │          "42129e": 6464,
│ │ │ │ │ @@ -53660,14 +53695,15 @@
│ │ │ │ │          "430686": 234,
│ │ │ │ │          "430807": 210,
│ │ │ │ │          "431": [198, 226, 265],
│ │ │ │ │          "43118d": 201,
│ │ │ │ │          "4313": 209,
│ │ │ │ │          "4314": 207,
│ │ │ │ │          "4316": 6434,
│ │ │ │ │ +        "43161584": 227,
│ │ │ │ │          "4319": 6454,
│ │ │ │ │          "432": [4, 201, 6450],
│ │ │ │ │          "432004": 222,
│ │ │ │ │          "4322": 6434,
│ │ │ │ │          "432445": [90, 121, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082],
│ │ │ │ │          "432499": 197,
│ │ │ │ │          "4325": 6434,
│ │ │ │ │ @@ -53692,14 +53728,15 @@
│ │ │ │ │          "436": [4, 208, 267, 4145],
│ │ │ │ │          "4364": [188, 203],
│ │ │ │ │          "4365": 6454,
│ │ │ │ │          "437": [85, 116, 201, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6458],
│ │ │ │ │          "4371": 6434,
│ │ │ │ │          "437208": 199,
│ │ │ │ │          "437566": 262,
│ │ │ │ │ +        "4379984": 227,
│ │ │ │ │          "438": [222, 238, 267, 6450],
│ │ │ │ │          "438146": 222,
│ │ │ │ │          "438480": 260,
│ │ │ │ │          "4385": [201, 6454],
│ │ │ │ │          "4385757542466028e": 209,
│ │ │ │ │          "439": [199, 6441],
│ │ │ │ │          "4390229839701703": 210,
│ │ │ │ │ @@ -53771,21 +53808,24 @@
│ │ │ │ │          "449": [20, 243],
│ │ │ │ │          "4492": [265, 6454],
│ │ │ │ │          "449294e": 197,
│ │ │ │ │          "4494": 6434,
│ │ │ │ │          "44942d": 201,
│ │ │ │ │          "449639": 207,
│ │ │ │ │          "4498": 6434,
│ │ │ │ │ +        "44997408": 227,
│ │ │ │ │          "44e": 265,
│ │ │ │ │ -        "45": [4, 5, 6, 17, 34, 185, 198, 201, 202, 209, 214, 219, 220, 228, 232, 233, 234, 237, 243, 250, 252, 256, 257, 260, 267, 2195, 2196, 2198, 2199, 2200, 2201, 2207, 2208, 2209, 2515, 2522, 2525, 2526, 2535, 2536, 3736, 6450],
│ │ │ │ │ +        "45": [4, 5, 6, 17, 34, 185, 198, 201, 202, 209, 214, 219, 220, 228, 232, 233, 234, 237, 243, 250, 252, 256, 257, 260, 267, 2195, 2196, 2198, 2199, 2200, 2201, 2207, 2208, 2209, 2515, 2522, 2525, 2526, 2535, 2536, 3736, 6450, 6464],
│ │ │ │ │          "450": [40, 196, 198, 207, 255, 267, 6450],
│ │ │ │ │          "450000": 219,
│ │ │ │ │          "450069": 259,
│ │ │ │ │          "4501": 6434,
│ │ │ │ │          "450418": 234,
│ │ │ │ │ +        "45050393": 227,
│ │ │ │ │ +        "45064714": 227,
│ │ │ │ │          "450799": 260,
│ │ │ │ │          "451": [268, 4808],
│ │ │ │ │          "4510": 6454,
│ │ │ │ │          "45116551": 196,
│ │ │ │ │          "451475": [188, 203, 6413],
│ │ │ │ │          "4515": [188, 203, 6413, 6434],
│ │ │ │ │          "45151": 4004,
│ │ │ │ │ @@ -53843,15 +53883,15 @@
│ │ │ │ │          "4589": 219,
│ │ │ │ │          "459": 247,
│ │ │ │ │          "4593": 6434,
│ │ │ │ │          "4594": 6434,
│ │ │ │ │          "4597": 202,
│ │ │ │ │          "4598": 6434,
│ │ │ │ │          "4599": 6454,
│ │ │ │ │ -        "46": [4, 5, 185, 188, 201, 202, 203, 209, 219, 222, 232, 234, 247, 257, 260, 3736, 3932, 5070, 6414, 6451],
│ │ │ │ │ +        "46": [4, 5, 185, 188, 201, 202, 203, 209, 219, 222, 227, 232, 234, 247, 257, 260, 3736, 3932, 5070, 6414, 6451],
│ │ │ │ │          "460": [217, 222, 247, 263, 6450],
│ │ │ │ │          "460075": 198,
│ │ │ │ │          "460309": [66, 104, 275, 347, 404, 462, 520, 577, 632, 687, 745, 810, 888, 967, 1053, 1109, 1183, 1223, 1430, 1535, 2102, 2168, 2384, 2575, 2858, 2910, 3063, 3134, 3227, 3503, 3564, 4305, 4384, 4470, 4573, 4767, 5021, 5128, 5231, 5541, 5704, 5922, 6037],
│ │ │ │ │          "4608": 202,
│ │ │ │ │          "460879": 234,
│ │ │ │ │          "461": [247, 259, 6450],
│ │ │ │ │          "461540": 198,
│ │ │ │ │ @@ -53863,15 +53903,15 @@
│ │ │ │ │          "462187": 234,
│ │ │ │ │          "462389": 219,
│ │ │ │ │          "46238908": 219,
│ │ │ │ │          "4626": 2235,
│ │ │ │ │          "462708684557": 259,
│ │ │ │ │          "462709": 259,
│ │ │ │ │          "4628e": 267,
│ │ │ │ │ -        "463": [247, 2377, 2405, 6450],
│ │ │ │ │ +        "463": [227, 247, 2377, 2405, 6450],
│ │ │ │ │          "463000": 254,
│ │ │ │ │          "463002": 219,
│ │ │ │ │          "463163": 259,
│ │ │ │ │          "4632": 259,
│ │ │ │ │          "463258": 197,
│ │ │ │ │          "4634": [3058, 3059, 3074, 4566, 4567, 4581, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045],
│ │ │ │ │          "463415": [4300, 4379, 4456],
│ │ │ │ │ @@ -53917,15 +53957,15 @@
│ │ │ │ │          "469": [198, 206, 247, 6434],
│ │ │ │ │          "4691": 6434,
│ │ │ │ │          "4692": 6434,
│ │ │ │ │          "4696": 6434,
│ │ │ │ │          "4698": 6434,
│ │ │ │ │          "4699": 6434,
│ │ │ │ │          "46e": [210, 6414],
│ │ │ │ │ -        "47": [4, 5, 185, 193, 201, 202, 209, 219, 220, 232, 234, 243, 246, 247, 257, 262, 263, 321, 3184, 3736, 3910, 6413],
│ │ │ │ │ +        "47": [4, 5, 185, 193, 201, 202, 206, 209, 219, 220, 231, 234, 243, 246, 247, 257, 262, 263, 265, 321, 3184, 3736, 3910, 6413],
│ │ │ │ │          "470": [196, 198, 256, 263, 6450, 6458],
│ │ │ │ │          "4700471": 233,
│ │ │ │ │          "470062982770637": 256,
│ │ │ │ │          "4702": 6434,
│ │ │ │ │          "4704": 6434,
│ │ │ │ │          "4707": 211,
│ │ │ │ │          "470842": 220,
│ │ │ │ │ @@ -53987,15 +54027,15 @@
│ │ │ │ │          "4788": 6434,
│ │ │ │ │          "4789": 6434,
│ │ │ │ │          "47894334": [3733, 3734],
│ │ │ │ │          "479": [193, 217, 222, 246, 267],
│ │ │ │ │          "4790": 6434,
│ │ │ │ │          "479808": 201,
│ │ │ │ │          "47e": 222,
│ │ │ │ │ -        "48": [4, 5, 34, 185, 197, 201, 202, 208, 209, 221, 229, 233, 234, 246, 247, 257, 262, 265, 267, 2213, 3736, 3923, 4040, 4055, 4075],
│ │ │ │ │ +        "48": [4, 5, 34, 185, 197, 201, 202, 208, 209, 217, 221, 227, 233, 234, 246, 247, 257, 262, 265, 267, 2213, 3736, 3923, 4040, 4055, 4075],
│ │ │ │ │          "480": [206, 217, 229, 246, 263, 2377, 2405, 6450],
│ │ │ │ │          "4800": 6434,
│ │ │ │ │          "480302": 243,
│ │ │ │ │          "4805": 6434,
│ │ │ │ │          "480545": 210,
│ │ │ │ │          "4806": 34,
│ │ │ │ │          "4807277010355238": 255,
│ │ │ │ │ @@ -54016,18 +54056,19 @@
│ │ │ │ │          "4820": 6434,
│ │ │ │ │          "4823": [228, 6434],
│ │ │ │ │          "482353": [4299, 4378, 4455],
│ │ │ │ │          "4826": 6434,
│ │ │ │ │          "482602218505602": 234,
│ │ │ │ │          "48260222": 234,
│ │ │ │ │          "482704": 34,
│ │ │ │ │ +        "4828734": 227,
│ │ │ │ │          "4829": 202,
│ │ │ │ │          "482922": [198, 207],
│ │ │ │ │          "482e": 222,
│ │ │ │ │ -        "483": [224, 232, 250, 265, 2887, 6096, 6450],
│ │ │ │ │ +        "483": [224, 227, 232, 250, 265, 2887, 6096, 6450],
│ │ │ │ │          "483172": 5070,
│ │ │ │ │          "48322745": [66, 104, 275, 347, 404, 462, 520, 577, 632, 687, 745, 810, 888, 967, 1053, 1109, 1183, 1223, 1430, 1535, 2102, 2168, 2384, 2575, 2858, 2910, 3063, 3134, 3227, 3503, 3564, 4305, 4384, 4470, 4573, 4767, 5021, 5128, 5231, 5541, 5704, 5922, 6037],
│ │ │ │ │          "483274": 226,
│ │ │ │ │          "48327447": 226,
│ │ │ │ │          "4834": [220, 6434],
│ │ │ │ │          "4835": 6434,
│ │ │ │ │          "483539": 228,
│ │ │ │ │ @@ -54065,31 +54106,33 @@
│ │ │ │ │          "487766": 262,
│ │ │ │ │          "4879": 6434,
│ │ │ │ │          "48796100": 201,
│ │ │ │ │          "488": [85, 116, 201, 209, 222, 243, 247, 263, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2409, 2607, 2633, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 4333, 4412, 4498, 4615, 4791, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6450],
│ │ │ │ │          "4881": 219,
│ │ │ │ │          "488158": 6464,
│ │ │ │ │          "4883": 6434,
│ │ │ │ │ +        "4883262": 227,
│ │ │ │ │          "4886": 6434,
│ │ │ │ │          "488641": 219,
│ │ │ │ │          "48864139": 219,
│ │ │ │ │          "4889": [231, 267, 6418, 6434],
│ │ │ │ │          "488901": 228,
│ │ │ │ │          "488928": 1,
│ │ │ │ │ +        "48899104": 227,
│ │ │ │ │          "489": [210, 234, 6450],
│ │ │ │ │          "4890": 6434,
│ │ │ │ │          "4891": 6434,
│ │ │ │ │          "489197": 259,
│ │ │ │ │          "4893": 6434,
│ │ │ │ │          "4895": 6434,
│ │ │ │ │          "4896": 6434,
│ │ │ │ │          "4897": 6434,
│ │ │ │ │          "4898": 196,
│ │ │ │ │          "48e": 210,
│ │ │ │ │ -        "49": [4, 5, 6, 198, 201, 207, 208, 209, 228, 229, 232, 234, 236, 245, 246, 250, 257, 260, 262, 3736, 6413, 6414, 6418, 6431, 6441, 6464],
│ │ │ │ │ +        "49": [4, 5, 6, 183, 198, 201, 207, 208, 209, 234, 236, 245, 246, 250, 257, 260, 262, 3736, 6413],
│ │ │ │ │          "490": [5, 185, 6450],
│ │ │ │ │          "4900": 6434,
│ │ │ │ │          "49009652": 233,
│ │ │ │ │          "4901": 6434,
│ │ │ │ │          "490116e": 202,
│ │ │ │ │          "4903": 6434,
│ │ │ │ │          "490547": 205,
│ │ │ │ │ @@ -54122,14 +54165,15 @@
│ │ │ │ │          "4937": 6434,
│ │ │ │ │          "494": [5, 185, 199, 202, 206, 232, 6450, 6464],
│ │ │ │ │          "4941": 6434,
│ │ │ │ │          "494280": 234,
│ │ │ │ │          "4943": 6434,
│ │ │ │ │          "4944": 6434,
│ │ │ │ │          "4947": 209,
│ │ │ │ │ +        "49482276": 227,
│ │ │ │ │          "49488": 207,
│ │ │ │ │          "494895": 234,
│ │ │ │ │          "4949": 6434,
│ │ │ │ │          "495": [193, 217, 228, 267, 6450],
│ │ │ │ │          "4950": 6434,
│ │ │ │ │          "495180": 209,
│ │ │ │ │          "4952": 209,
│ │ │ │ │ @@ -54181,15 +54225,15 @@
│ │ │ │ │          "4999999999999999": 4000,
│ │ │ │ │          "4e": [188, 203, 2253],
│ │ │ │ │          "4em": 239,
│ │ │ │ │          "4f": [198, 207, 238, 433, 491, 549, 606, 661, 714, 776, 840, 918, 998, 1083, 1138, 1212, 1252, 1580, 2010, 2140, 2265, 2266, 2267, 2268, 2739, 2803, 3001, 3242, 3637],
│ │ │ │ │          "4g": 251,
│ │ │ │ │          "4th": [191, 249, 3890, 3898, 4020, 4026, 6457],
│ │ │ │ │          "5": [1, 4, 5, 6, 8, 14, 17, 19, 27, 32, 34, 39, 85, 86, 90, 116, 117, 121, 183, 185, 186, 188, 190, 191, 193, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 217, 218, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 236, 237, 238, 239, 240, 243, 244, 245, 246, 247, 250, 251, 252, 254, 255, 256, 257, 259, 260, 261, 262, 263, 264, 265, 267, 268, 287, 288, 292, 359, 360, 364, 434, 435, 439, 492, 493, 497, 550, 551, 555, 594, 607, 608, 612, 662, 663, 667, 715, 716, 720, 777, 778, 782, 827, 841, 842, 846, 919, 920, 924, 999, 1000, 1004, 1070, 1084, 1085, 1089, 1139, 1140, 1144, 1213, 1214, 1218, 1253, 1254, 1258, 1355, 1356, 1376, 1398, 1399, 1400, 1447, 1448, 1452, 1475, 1506, 1528, 1581, 1582, 1587, 1622, 1632, 1638, 1648, 1703, 1706, 1780, 1892, 1925, 1929, 2011, 2012, 2016, 2023, 2027, 2052, 2056, 2078, 2141, 2142, 2146, 2181, 2182, 2186, 2187, 2188, 2189, 2195, 2198, 2199, 2209, 2211, 2212, 2224, 2409, 2410, 2414, 2461, 2487, 2488, 2495, 2500, 2607, 2608, 2612, 2642, 2653, 2659, 2671, 2677, 2740, 2741, 2746, 2804, 2805, 2810, 2812, 2818, 2872, 2882, 2886, 2931, 2932, 2936, 2937, 2942, 3002, 3003, 3008, 3016, 3017, 3058, 3059, 3074, 3100, 3107, 3115, 3116, 3117, 3119, 3124, 3177, 3243, 3244, 3248, 3250, 3251, 3252, 3257, 3260, 3285, 3310, 3335, 3359, 3366, 3391, 3422, 3447, 3519, 3520, 3524, 3583, 3584, 3588, 3638, 3639, 3644, 3727, 3732, 3735, 3736, 3739, 3740, 3748, 3752, 3753, 3779, 3781, 3803, 3808, 3831, 3836, 3845, 3850, 3885, 3886, 3888, 3890, 3898, 3899, 3901, 3902, 3904, 3905, 3910, 3919, 3922, 3930, 3932, 3935, 3939, 3945, 3956, 3957, 3980, 3983, 3984, 3993, 3997, 3998, 4000, 4001, 4002, 4013, 4017, 4018, 4020, 4024, 4026, 4085, 4116, 4120, 4121, 4126, 4130, 4135, 4136, 4137, 4147, 4154, 4164, 4179, 4183, 4184, 4218, 4264, 4266, 4278, 4300, 4333, 4334, 4337, 4341, 4342, 4379, 4412, 4413, 4416, 4420, 4456, 4460, 4498, 4499, 4502, 4506, 4514, 4515, 4566, 4567, 4581, 4603, 4615, 4616, 4617, 4619, 4623, 4625, 4635, 4648, 4654, 4655, 4671, 4692, 4739, 4740, 4791, 4792, 4793, 4795, 4799, 4801, 4802, 4809, 4810, 4897, 4902, 4927, 4956, 4958, 4960, 4973, 4974, 4975, 5016, 5017, 5029, 5049, 5050, 5060, 5061, 5062, 5064, 5068, 5070, 5077, 5079, 5092, 5157, 5158, 5168, 5169, 5170, 5172, 5176, 5183, 5184, 5185, 5227, 5228, 5239, 5258, 5268, 5269, 5270, 5272, 5276, 5311, 5408, 5494, 5495, 5496, 5537, 5538, 5549, 5568, 5578, 5579, 5580, 5582, 5586, 5626, 5644, 5645, 5646, 5697, 5698, 5712, 5734, 5746, 5747, 5748, 5750, 5754, 5797, 5867, 5872, 5873, 5874, 5917, 5918, 5931, 5953, 5965, 5966, 5967, 5969, 5974, 5980, 5990, 5991, 5992, 6033, 6034, 6045, 6064, 6074, 6075, 6076, 6078, 6082, 6084, 6086, 6088, 6089, 6092, 6096, 6104, 6105, 6109, 6131, 6233, 6234, 6331, 6332, 6383, 6398, 6399, 6413, 6414, 6418, 6419, 6423, 6425, 6427, 6431, 6432, 6434, 6437, 6438, 6439, 6441, 6446, 6449, 6451, 6455, 6458, 6464],
│ │ │ │ │ -        "50": [4, 5, 6, 16, 19, 29, 31, 186, 198, 201, 206, 209, 213, 214, 217, 219, 222, 226, 227, 228, 229, 232, 233, 234, 237, 239, 246, 247, 250, 253, 257, 260, 263, 265, 1985, 2194, 2195, 2196, 2443, 2495, 2498, 2516, 2523, 2702, 2937, 3126, 3161, 3214, 3735, 3736, 3748, 3752, 3753, 3793, 3886, 3890, 3898, 3956, 3957, 4001, 4006, 4140, 4148, 4150, 4179, 4183, 4897, 4973, 5070, 5183, 5494, 5644, 5872, 5990, 6418, 6440, 6451],
│ │ │ │ │ +        "50": [4, 5, 6, 16, 19, 29, 31, 186, 188, 198, 201, 206, 209, 213, 214, 217, 219, 222, 227, 228, 229, 232, 233, 234, 237, 239, 246, 247, 250, 253, 257, 260, 263, 265, 1985, 2194, 2195, 2196, 2443, 2495, 2498, 2516, 2523, 2702, 2937, 3126, 3161, 3214, 3735, 3736, 3748, 3752, 3753, 3793, 3886, 3890, 3898, 3956, 3957, 4001, 4006, 4140, 4148, 4150, 4179, 4183, 4897, 4973, 5070, 5183, 5494, 5644, 5872, 5990, 6418, 6440, 6451],
│ │ │ │ │          "500": [34, 42, 46, 199, 201, 205, 234, 239, 246, 259, 260, 1265, 1274, 1291, 1301, 1315, 1325, 1336, 1348, 1380, 2302, 2321, 2339, 2358, 2419, 2546, 4897, 5076, 5078, 6150, 6450],
│ │ │ │ │          "5000": [196, 206, 246, 2546, 3926, 4005, 4006, 4007, 4692, 6434],
│ │ │ │ │          "500000": [198, 209, 4692],
│ │ │ │ │          "500022": 222,
│ │ │ │ │          "5002": 6434,
│ │ │ │ │          "5003": 6434,
│ │ │ │ │          "5005": 6434,
│ │ │ │ │ @@ -54257,32 +54301,36 @@
│ │ │ │ │          "5080": 6434,
│ │ │ │ │          "508102": 260,
│ │ │ │ │          "508122": 236,
│ │ │ │ │          "5083": 6434,
│ │ │ │ │          "508306": 228,
│ │ │ │ │          "508388": 234,
│ │ │ │ │          "5086": 6434,
│ │ │ │ │ +        "508755": 227,
│ │ │ │ │          "508764": 234,
│ │ │ │ │ -        "5088": 6434,
│ │ │ │ │ +        "5088": [227, 6434],
│ │ │ │ │          "508939e": 260,
│ │ │ │ │          "509": [201, 246, 6450],
│ │ │ │ │          "5090": 6434,
│ │ │ │ │ +        "509181": 227,
│ │ │ │ │ +        "50918122": 227,
│ │ │ │ │          "5092": 267,
│ │ │ │ │          "50927459": 233,
│ │ │ │ │          "5093": 6434,
│ │ │ │ │          "5096": 6434,
│ │ │ │ │          "5099": 6434,
│ │ │ │ │          "50k": 225,
│ │ │ │ │ -        "51": [4, 5, 25, 31, 90, 121, 188, 201, 202, 203, 209, 219, 222, 224, 228, 232, 234, 246, 256, 260, 265, 267, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 3736, 4001, 4140, 4148, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082, 6413],
│ │ │ │ │ +        "51": [4, 5, 25, 31, 90, 121, 188, 201, 202, 203, 209, 217, 219, 222, 224, 228, 232, 234, 246, 256, 260, 265, 267, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 3736, 4001, 4140, 4148, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082, 6413],
│ │ │ │ │          "510": [193, 217, 231, 246, 6418, 6450],
│ │ │ │ │          "5103": 6434,
│ │ │ │ │          "5105": 6434,
│ │ │ │ │          "5109": 226,
│ │ │ │ │          "511": [246, 247],
│ │ │ │ │          "511024": 263,
│ │ │ │ │ +        "51136093": 227,
│ │ │ │ │          "5114": 6434,
│ │ │ │ │          "5116218690822361": 255,
│ │ │ │ │          "5119": 6434,
│ │ │ │ │          "511956": 5070,
│ │ │ │ │          "512": [5, 185, 195, 209, 217, 229, 247, 261, 3779, 4635, 4648, 4650, 6427],
│ │ │ │ │          "5120": 6434,
│ │ │ │ │          "51204": 209,
│ │ │ │ │ @@ -54353,15 +54401,15 @@
│ │ │ │ │          "519367": 226,
│ │ │ │ │          "5194": 6434,
│ │ │ │ │          "51943872": [3733, 3734],
│ │ │ │ │          "5195": 6434,
│ │ │ │ │          "5196": 6434,
│ │ │ │ │          "51977118": 196,
│ │ │ │ │          "5198": 6434,
│ │ │ │ │ -        "52": [4, 5, 14, 34, 191, 193, 197, 198, 201, 207, 209, 222, 224, 228, 234, 236, 247, 257, 260, 262, 1672, 2189, 2528, 2529, 2538, 2539, 3736, 4181, 6096],
│ │ │ │ │ +        "52": [4, 5, 14, 34, 191, 193, 197, 198, 201, 207, 209, 217, 222, 224, 228, 234, 236, 247, 257, 260, 261, 262, 1672, 2189, 2528, 2529, 2538, 2539, 3736, 4181, 6096],
│ │ │ │ │          "520": [217, 229, 232, 233, 234, 247, 6450],
│ │ │ │ │          "5200": [246, 6434],
│ │ │ │ │          "520043": 228,
│ │ │ │ │          "5201": [4181, 6434],
│ │ │ │ │          "5203": 6434,
│ │ │ │ │          "5204": [4001, 6434],
│ │ │ │ │          "520425e": 260,
│ │ │ │ │ @@ -54444,15 +54492,15 @@
│ │ │ │ │          "5295": 6434,
│ │ │ │ │          "5296": 6434,
│ │ │ │ │          "5297": [238, 6434],
│ │ │ │ │          "529937": 256,
│ │ │ │ │          "529937017": 256,
│ │ │ │ │          "529937017229363": 256,
│ │ │ │ │          "52e": 193,
│ │ │ │ │ -        "53": [4, 5, 198, 201, 207, 209, 222, 234, 246, 257, 260, 3184, 3736, 4121, 5977],
│ │ │ │ │ +        "53": [4, 5, 198, 201, 207, 209, 234, 246, 257, 259, 260, 3184, 3736, 4121, 5977],
│ │ │ │ │          "530": [201, 232, 256, 258, 267, 4820, 6450],
│ │ │ │ │          "5300": 6434,
│ │ │ │ │          "53008d": 201,
│ │ │ │ │          "5301": 6434,
│ │ │ │ │          "5304": 6434,
│ │ │ │ │          "5306": 6434,
│ │ │ │ │          "5308": 6434,
│ │ │ │ │ @@ -54474,15 +54522,15 @@
│ │ │ │ │          "5335": 6434,
│ │ │ │ │          "53364129": 233,
│ │ │ │ │          "533773": 218,
│ │ │ │ │          "533835": 243,
│ │ │ │ │          "534": [5, 185, 188, 199, 203, 207, 228, 265, 6413, 6441, 6450],
│ │ │ │ │          "5345": 6434,
│ │ │ │ │          "5348": 6434,
│ │ │ │ │ -        "535": [5, 185],
│ │ │ │ │ +        "535": [5, 185, 227],
│ │ │ │ │          "5352": 6434,
│ │ │ │ │          "5353": 6434,
│ │ │ │ │          "535526": 219,
│ │ │ │ │          "5359": 6434,
│ │ │ │ │          "536": 246,
│ │ │ │ │          "5360": 6434,
│ │ │ │ │          "536043e": 202,
│ │ │ │ │ @@ -54497,20 +54545,21 @@
│ │ │ │ │          "5381": 1527,
│ │ │ │ │          "5383": 6434,
│ │ │ │ │          "538323": 222,
│ │ │ │ │          "538445": 234,
│ │ │ │ │          "53884200": 201,
│ │ │ │ │          "539": [229, 6431, 6450],
│ │ │ │ │          "5390": 6434,
│ │ │ │ │ +        "53906618": 227,
│ │ │ │ │          "5392": 220,
│ │ │ │ │          "539282": 201,
│ │ │ │ │          "5395": 6434,
│ │ │ │ │          "5397": 6434,
│ │ │ │ │          "5399": 6434,
│ │ │ │ │ -        "54": [4, 5, 195, 196, 197, 201, 206, 209, 222, 226, 232, 234, 247, 257, 260, 263, 3736, 4120, 6096],
│ │ │ │ │ +        "54": [4, 5, 195, 196, 197, 201, 206, 209, 226, 234, 247, 257, 260, 263, 3736, 4120, 6096],
│ │ │ │ │          "540": 259,
│ │ │ │ │          "54069522e": 206,
│ │ │ │ │          "540955": 228,
│ │ │ │ │          "540984": 219,
│ │ │ │ │          "541": [198, 228, 252, 6450],
│ │ │ │ │          "5414": 6434,
│ │ │ │ │          "5415": 6434,
│ │ │ │ │ @@ -54626,17 +54675,20 @@
│ │ │ │ │          "555880": 259,
│ │ │ │ │          "555960": 219,
│ │ │ │ │          "556": [232, 234, 267, 6450],
│ │ │ │ │          "5566": 6434,
│ │ │ │ │          "5567": 6434,
│ │ │ │ │          "5568": [210, 217],
│ │ │ │ │          "5569": 6434,
│ │ │ │ │ -        "557": [201, 219],
│ │ │ │ │ +        "557": [201, 219, 227],
│ │ │ │ │          "5570": 229,
│ │ │ │ │          "55745198e": 206,
│ │ │ │ │ +        "55756297": 227,
│ │ │ │ │ +        "55765996": 227,
│ │ │ │ │ +        "557660": 227,
│ │ │ │ │          "5578": 6434,
│ │ │ │ │          "5578254": 3932,
│ │ │ │ │          "558": [267, 6450],
│ │ │ │ │          "5582": 6434,
│ │ │ │ │          "5583": [259, 6434],
│ │ │ │ │          "5584": 6434,
│ │ │ │ │          "55855562": 246,
│ │ │ │ │ @@ -54689,14 +54741,15 @@
│ │ │ │ │          "5630": 6434,
│ │ │ │ │          "5631": 6434,
│ │ │ │ │          "5633": 6434,
│ │ │ │ │          "5634": 6434,
│ │ │ │ │          "5634041": 246,
│ │ │ │ │          "5635": 6434,
│ │ │ │ │          "5636": 6434,
│ │ │ │ │ +        "56365745": 227,
│ │ │ │ │          "5637": 6434,
│ │ │ │ │          "5638": 6434,
│ │ │ │ │          "564": 6450,
│ │ │ │ │          "5640": 6434,
│ │ │ │ │          "5641": 6434,
│ │ │ │ │          "5642": 6434,
│ │ │ │ │          "5643": 6434,
│ │ │ │ │ @@ -54704,15 +54757,16 @@
│ │ │ │ │          "5645": 6434,
│ │ │ │ │          "5646": 6434,
│ │ │ │ │          "5647": 6434,
│ │ │ │ │          "5648": 6434,
│ │ │ │ │          "5649": 6434,
│ │ │ │ │          "565": [197, 198, 246, 250, 6450],
│ │ │ │ │          "5650": 6434,
│ │ │ │ │ -        "5651": 6434,
│ │ │ │ │ +        "5651": [227, 6434],
│ │ │ │ │ +        "565142": 227,
│ │ │ │ │          "565187": 219,
│ │ │ │ │          "5652": 6434,
│ │ │ │ │          "5653": 6434,
│ │ │ │ │          "5654": 6434,
│ │ │ │ │          "5655": 6434,
│ │ │ │ │          "5656": 6434,
│ │ │ │ │          "565601": 228,
│ │ │ │ │ @@ -54738,14 +54792,15 @@
│ │ │ │ │          "56745522e": 196,
│ │ │ │ │          "5675": 6434,
│ │ │ │ │          "5679": 6434,
│ │ │ │ │          "5679618342470648": 255,
│ │ │ │ │          "568": [226, 228, 243, 6441],
│ │ │ │ │          "5680": 6434,
│ │ │ │ │          "5681": 6434,
│ │ │ │ │ +        "56811991": 227,
│ │ │ │ │          "568290e": 260,
│ │ │ │ │          "5683": 6434,
│ │ │ │ │          "5684": 6434,
│ │ │ │ │          "568406": 259,
│ │ │ │ │          "568472": 259,
│ │ │ │ │          "5685": 6434,
│ │ │ │ │          "568514": 259,
│ │ │ │ │ @@ -54841,15 +54896,15 @@
│ │ │ │ │          "57607996": 201,
│ │ │ │ │          "5762": 6434,
│ │ │ │ │          "576238": 260,
│ │ │ │ │          "576260": 259,
│ │ │ │ │          "576315": 259,
│ │ │ │ │          "5765": 6434,
│ │ │ │ │          "5768": 6437,
│ │ │ │ │ -        "577": [199, 6450],
│ │ │ │ │ +        "577": [199, 227, 6450],
│ │ │ │ │          "5770": 6434,
│ │ │ │ │          "577021": 6464,
│ │ │ │ │          "5771": [217, 6434],
│ │ │ │ │          "5774": 6434,
│ │ │ │ │          "5776": 202,
│ │ │ │ │          "577620": 259,
│ │ │ │ │          "5778": 6434,
│ │ │ │ │ @@ -54960,15 +55015,15 @@
│ │ │ │ │          "58959157e": 206,
│ │ │ │ │          "5897": [6435, 6437],
│ │ │ │ │          "58974": 207,
│ │ │ │ │          "589740": 198,
│ │ │ │ │          "5898": 6437,
│ │ │ │ │          "589923": 226,
│ │ │ │ │          "58pdf": 185,
│ │ │ │ │ -        "59": [6, 196, 197, 198, 201, 202, 206, 207, 219, 232, 234, 235, 236, 250, 257, 260, 268, 1654, 3736, 3945, 4137, 5070, 6096],
│ │ │ │ │ +        "59": [6, 196, 197, 198, 201, 202, 206, 207, 219, 227, 232, 234, 235, 236, 246, 257, 260, 268, 1654, 3736, 3945, 4137, 5070, 6096],
│ │ │ │ │          "590": [196, 925, 6450],
│ │ │ │ │          "590082": 201,
│ │ │ │ │          "5901": 201,
│ │ │ │ │          "590247": 228,
│ │ │ │ │          "59026": 198,
│ │ │ │ │          "5903": [6435, 6437],
│ │ │ │ │          "590682": 219,
│ │ │ │ │ @@ -55060,15 +55115,15 @@
│ │ │ │ │          "599991": [198, 209],
│ │ │ │ │          "5e": [222, 2482, 3727],
│ │ │ │ │          "5em": 239,
│ │ │ │ │          "5f": [238, 2253],
│ │ │ │ │          "5i": 252,
│ │ │ │ │          "5th": [71, 85, 106, 116, 183, 199, 239, 277, 287, 349, 359, 406, 434, 464, 492, 522, 550, 579, 607, 634, 662, 689, 715, 747, 777, 812, 841, 890, 919, 969, 999, 1055, 1084, 1111, 1139, 1185, 1213, 1225, 1253, 1432, 1447, 1540, 1581, 1964, 2011, 2105, 2141, 2170, 2181, 2389, 2409, 2580, 2607, 2712, 2740, 2778, 2804, 2863, 2917, 2931, 2974, 3002, 3075, 3115, 3229, 3243, 3505, 3519, 3566, 3583, 3611, 3638, 3900, 3901, 3906, 3908, 3910, 3912, 4310, 4333, 4389, 4412, 4475, 4498, 4582, 4615, 4771, 4791, 5030, 5060, 5137, 5168, 5240, 5268, 5550, 5578, 5713, 5746, 5932, 5965, 6046, 6074, 6086, 6431],
│ │ │ │ │          "5x": 5980,
│ │ │ │ │ -        "6": [1, 4, 5, 6, 11, 12, 17, 22, 34, 39, 71, 106, 183, 185, 186, 188, 190, 191, 192, 193, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 222, 224, 225, 226, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 241, 243, 245, 246, 247, 250, 251, 252, 254, 255, 256, 257, 259, 260, 261, 262, 263, 264, 265, 267, 268, 277, 349, 371, 388, 406, 446, 464, 504, 522, 563, 579, 619, 634, 674, 689, 727, 747, 791, 812, 854, 874, 890, 931, 949, 969, 1013, 1034, 1055, 1096, 1111, 1151, 1168, 1185, 1225, 1353, 1432, 1473, 1540, 1596, 1703, 1780, 1796, 1811, 1964, 2105, 2170, 2192, 2198, 2211, 2220, 2221, 2389, 2501, 2546, 2580, 2633, 2653, 2671, 2712, 2778, 2863, 2917, 2974, 3075, 3207, 3229, 3250, 3359, 3486, 3505, 3544, 3566, 3611, 3653, 3675, 3724, 3727, 3732, 3733, 3734, 3735, 3736, 3740, 3885, 3910, 3924, 3925, 3926, 3927, 3928, 3958, 3960, 3980, 4084, 4121, 4140, 4148, 4180, 4197, 4278, 4310, 4342, 4389, 4475, 4582, 4771, 4801, 4802, 4808, 4958, 5030, 5078, 5137, 5240, 5444, 5550, 5639, 5713, 5833, 5932, 6046, 6109, 6111, 6233, 6234, 6331, 6332, 6398, 6399, 6413, 6414, 6418, 6419, 6423, 6425, 6431, 6432, 6434, 6441, 6453, 6455, 6458, 6464],
│ │ │ │ │ +        "6": [1, 4, 5, 6, 11, 12, 17, 22, 34, 39, 71, 106, 183, 185, 186, 188, 190, 191, 192, 193, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 219, 220, 222, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 241, 243, 245, 246, 247, 250, 251, 252, 254, 255, 256, 257, 259, 260, 261, 262, 263, 264, 265, 267, 268, 277, 349, 371, 388, 406, 446, 464, 504, 522, 563, 579, 619, 634, 674, 689, 727, 747, 791, 812, 854, 874, 890, 931, 949, 969, 1013, 1034, 1055, 1096, 1111, 1151, 1168, 1185, 1225, 1353, 1432, 1473, 1540, 1596, 1703, 1780, 1796, 1811, 1964, 2105, 2170, 2192, 2198, 2211, 2220, 2221, 2389, 2501, 2546, 2580, 2633, 2653, 2671, 2712, 2778, 2863, 2917, 2974, 3075, 3207, 3229, 3250, 3359, 3486, 3505, 3544, 3566, 3611, 3653, 3675, 3724, 3727, 3732, 3733, 3734, 3735, 3736, 3740, 3885, 3910, 3924, 3925, 3926, 3927, 3928, 3958, 3960, 3980, 4084, 4121, 4140, 4148, 4180, 4197, 4278, 4310, 4342, 4389, 4475, 4582, 4771, 4801, 4802, 4808, 4958, 5030, 5078, 5137, 5240, 5444, 5550, 5639, 5713, 5833, 5932, 6046, 6109, 6111, 6233, 6234, 6331, 6332, 6398, 6399, 6413, 6414, 6418, 6419, 6423, 6425, 6431, 6432, 6434, 6441, 6453, 6455, 6458, 6464],
│ │ │ │ │          "60": [5, 6, 192, 197, 198, 199, 201, 207, 219, 226, 229, 233, 234, 235, 236, 255, 257, 260, 1927, 1929, 2025, 2027, 2054, 2056, 2193, 2195, 2196, 2197, 3030, 3032, 3126, 3161, 3736, 3739, 3904, 4533, 4535, 4988, 4990, 5070, 5093, 5096, 5199, 5201, 5509, 5511, 5664, 5666, 5888, 5890, 6005, 6007],
│ │ │ │ │          "600": [197, 237, 239, 246, 248],
│ │ │ │ │          "6000": 6437,
│ │ │ │ │          "600000": 219,
│ │ │ │ │          "6001": 6437,
│ │ │ │ │          "60012002": 196,
│ │ │ │ │          "6002": 6437,
│ │ │ │ │ @@ -55525,14 +55580,15 @@
│ │ │ │ │          "6465": [6438, 6439],
│ │ │ │ │          "6466": 6439,
│ │ │ │ │          "6467": 6439,
│ │ │ │ │          "64687319": 201,
│ │ │ │ │          "6469": [6438, 6439],
│ │ │ │ │          "647": [219, 6464],
│ │ │ │ │          "6470": [6438, 6439],
│ │ │ │ │ +        "64705998": 227,
│ │ │ │ │          "64707987033203": 219,
│ │ │ │ │          "6471": [6438, 6439],
│ │ │ │ │          "6473": 6439,
│ │ │ │ │          "6474": [6438, 6439],
│ │ │ │ │          "6475": 6439,
│ │ │ │ │          "6477": 6439,
│ │ │ │ │          "647795959536": 209,
│ │ │ │ │ @@ -55598,15 +55654,15 @@
│ │ │ │ │          "656": [188, 203, 246, 6413],
│ │ │ │ │          "6560": 6439,
│ │ │ │ │          "65629d": 201,
│ │ │ │ │          "656412": 201,
│ │ │ │ │          "656473": 4,
│ │ │ │ │          "6565": 202,
│ │ │ │ │          "656653": 234,
│ │ │ │ │ -        "657": [224, 263, 6450],
│ │ │ │ │ +        "657": [224, 227, 263, 6450],
│ │ │ │ │          "657099": 197,
│ │ │ │ │          "657383": 228,
│ │ │ │ │          "6579": 6439,
│ │ │ │ │          "658": [229, 246, 250, 259, 267, 6451],
│ │ │ │ │          "6580": 6439,
│ │ │ │ │          "6581": 207,
│ │ │ │ │          "658119": 259,
│ │ │ │ │ @@ -55686,15 +55742,15 @@
│ │ │ │ │          "6671": 6439,
│ │ │ │ │          "6672": 268,
│ │ │ │ │          "66733514": 201,
│ │ │ │ │          "6675": 6439,
│ │ │ │ │          "6677": 6439,
│ │ │ │ │          "66779556": 222,
│ │ │ │ │          "6678": 6439,
│ │ │ │ │ -        "668": [201, 246, 6450],
│ │ │ │ │ +        "668": [201, 227, 246, 6450],
│ │ │ │ │          "6680": 6439,
│ │ │ │ │          "668079": 196,
│ │ │ │ │          "6682": 6439,
│ │ │ │ │          "668799": 234,
│ │ │ │ │          "6688": 6439,
│ │ │ │ │          "668863": 201,
│ │ │ │ │          "669": 246,
│ │ │ │ │ @@ -55883,14 +55939,15 @@
│ │ │ │ │          "6897": [250, 6439],
│ │ │ │ │          "689d": 246,
│ │ │ │ │          "69": [20, 188, 199, 201, 203, 210, 234, 236, 250, 260, 261, 3736, 6450],
│ │ │ │ │          "690": [224, 250],
│ │ │ │ │          "6900": 6439,
│ │ │ │ │          "69001092": 226,
│ │ │ │ │          "690011": 226,
│ │ │ │ │ +        "69004615": 227,
│ │ │ │ │          "6902": 6439,
│ │ │ │ │          "6903": 6439,
│ │ │ │ │          "6904": 6439,
│ │ │ │ │          "6905": 6439,
│ │ │ │ │          "6906": 6439,
│ │ │ │ │          "690764": 234,
│ │ │ │ │          "6908": 6439,
│ │ │ │ │ @@ -55905,14 +55962,15 @@
│ │ │ │ │          "6920": 6439,
│ │ │ │ │          "6921": 6441,
│ │ │ │ │          "6922": 6439,
│ │ │ │ │          "6923": 6439,
│ │ │ │ │          "6925": 6439,
│ │ │ │ │          "6926": 6439,
│ │ │ │ │          "6927": 6439,
│ │ │ │ │ +        "69299498": 227,
│ │ │ │ │          "693": [222, 237, 267],
│ │ │ │ │          "6931": 6439,
│ │ │ │ │          "6932": 6439,
│ │ │ │ │          "6933": 6439,
│ │ │ │ │          "69331": 34,
│ │ │ │ │          "6934": 6439,
│ │ │ │ │          "69358e": 6464,
│ │ │ │ │ @@ -55971,15 +56029,15 @@
│ │ │ │ │          "699436": 259,
│ │ │ │ │          "6997965543621644": 6413,
│ │ │ │ │          "6999e": 5070,
│ │ │ │ │          "69e": 222,
│ │ │ │ │          "6e": 207,
│ │ │ │ │          "6th": [71, 85, 106, 116, 277, 287, 349, 359, 406, 434, 464, 492, 522, 550, 579, 607, 634, 662, 689, 715, 747, 777, 812, 841, 890, 919, 969, 999, 1055, 1084, 1111, 1139, 1185, 1213, 1225, 1253, 1432, 1447, 1540, 1581, 1964, 2011, 2105, 2141, 2170, 2181, 2389, 2409, 2580, 2607, 2712, 2740, 2778, 2804, 2863, 2917, 2931, 2942, 2974, 3002, 3075, 3115, 3229, 3243, 3505, 3519, 3566, 3583, 3611, 3638, 3983, 3984, 4310, 4333, 4389, 4412, 4475, 4498, 4582, 4615, 4771, 4791, 5030, 5060, 5137, 5168, 5240, 5268, 5550, 5578, 5713, 5746, 5932, 5965, 6046, 6074],
│ │ │ │ │          "6x1": 5952,
│ │ │ │ │ -        "7": [1, 4, 5, 6, 13, 24, 34, 90, 121, 183, 185, 186, 188, 195, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 213, 214, 216, 217, 218, 219, 220, 221, 222, 224, 225, 226, 228, 229, 231, 232, 233, 234, 236, 237, 238, 239, 243, 246, 248, 250, 252, 254, 255, 256, 257, 259, 260, 261, 262, 263, 264, 265, 267, 268, 292, 364, 371, 388, 439, 446, 497, 504, 555, 563, 612, 619, 667, 674, 720, 727, 782, 791, 846, 854, 874, 924, 931, 949, 1004, 1013, 1034, 1089, 1096, 1144, 1151, 1168, 1218, 1258, 1452, 1528, 1587, 1596, 1654, 1929, 2016, 2027, 2056, 2146, 2186, 2188, 2189, 2198, 2224, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3021, 3082, 3100, 3124, 3248, 3250, 3524, 3588, 3644, 3727, 3732, 3736, 3740, 3900, 3905, 3922, 3926, 3981, 4120, 4121, 4141, 4252, 4257, 4299, 4341, 4342, 4378, 4420, 4455, 4506, 4519, 4589, 4603, 4623, 4734, 4799, 4809, 4836, 4956, 4958, 4979, 5038, 5050, 5068, 5083, 5146, 5158, 5176, 5178, 5189, 5247, 5258, 5276, 5343, 5440, 5483, 5500, 5557, 5568, 5586, 5650, 5720, 5734, 5754, 5829, 5878, 5940, 5953, 5974, 5996, 6053, 6064, 6082, 6084, 6096, 6105, 6109, 6131, 6132, 6233, 6234, 6331, 6332, 6356, 6367, 6398, 6399, 6413, 6414, 6418, 6423, 6425, 6431, 6432, 6437, 6441, 6444, 6450, 6451, 6453, 6464],
│ │ │ │ │ +        "7": [1, 4, 5, 6, 13, 24, 34, 90, 121, 183, 185, 186, 188, 195, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 213, 214, 216, 217, 218, 219, 220, 221, 222, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 236, 237, 238, 239, 243, 246, 248, 250, 252, 254, 255, 256, 257, 259, 260, 261, 262, 263, 264, 265, 267, 268, 292, 364, 371, 388, 439, 446, 497, 504, 555, 563, 612, 619, 667, 674, 720, 727, 782, 791, 846, 854, 874, 924, 931, 949, 1004, 1013, 1034, 1089, 1096, 1144, 1151, 1168, 1218, 1258, 1452, 1528, 1587, 1596, 1654, 1929, 2016, 2027, 2056, 2146, 2186, 2188, 2189, 2198, 2224, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3021, 3082, 3100, 3124, 3248, 3250, 3524, 3588, 3644, 3727, 3732, 3736, 3740, 3900, 3905, 3922, 3926, 3981, 4120, 4121, 4141, 4252, 4257, 4299, 4341, 4342, 4378, 4420, 4455, 4506, 4519, 4589, 4603, 4623, 4734, 4799, 4809, 4836, 4956, 4958, 4979, 5038, 5050, 5068, 5083, 5146, 5158, 5176, 5178, 5189, 5247, 5258, 5276, 5343, 5440, 5483, 5500, 5557, 5568, 5586, 5650, 5720, 5734, 5754, 5829, 5878, 5940, 5953, 5974, 5996, 6053, 6064, 6082, 6084, 6096, 6105, 6109, 6131, 6132, 6233, 6234, 6331, 6332, 6356, 6367, 6398, 6399, 6413, 6414, 6418, 6423, 6425, 6431, 6432, 6437, 6441, 6444, 6450, 6451, 6453, 6464],
│ │ │ │ │          "70": [188, 197, 201, 203, 219, 229, 234, 237, 250, 252, 257, 260, 263, 2482, 3736, 5070, 6423],
│ │ │ │ │          "700": [173, 246, 6450],
│ │ │ │ │          "7000": 6439,
│ │ │ │ │          "700000": 219,
│ │ │ │ │          "7001": 6439,
│ │ │ │ │          "7002": 6439,
│ │ │ │ │          "7004": 199,
│ │ │ │ │ @@ -56248,15 +56306,15 @@
│ │ │ │ │          "7475": 6441,
│ │ │ │ │          "74794306": 233,
│ │ │ │ │          "748": [206, 224, 4137, 6423, 6450],
│ │ │ │ │          "74824": 4004,
│ │ │ │ │          "748534": 209,
│ │ │ │ │          "7488": 6441,
│ │ │ │ │          "7489": 6441,
│ │ │ │ │ -        "749": [198, 207, 222, 6423, 6441],
│ │ │ │ │ +        "749": [198, 207, 222, 227, 6423, 6441],
│ │ │ │ │          "7490": 6441,
│ │ │ │ │          "749083": 207,
│ │ │ │ │          "749157": [86, 117, 288, 360, 435, 493, 551, 608, 663, 716, 778, 842, 920, 1000, 1085, 1140, 1214, 1254, 1448, 1582, 2012, 2142, 2182, 2410, 2608, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 4334, 4413, 4499, 4616, 4792, 5061, 5169, 5269, 5579, 5747, 5966, 6075],
│ │ │ │ │          "749406e": 202,
│ │ │ │ │          "7495": [202, 6441],
│ │ │ │ │          "7496": 249,
│ │ │ │ │          "7497": 6441,
│ │ │ │ │ @@ -56331,15 +56389,15 @@
│ │ │ │ │          "7581": 6441,
│ │ │ │ │          "7582": 6441,
│ │ │ │ │          "7583": 6441,
│ │ │ │ │          "7586": 6441,
│ │ │ │ │          "7587": 6441,
│ │ │ │ │          "7588": 6441,
│ │ │ │ │          "7589": 6441,
│ │ │ │ │ -        "759": 6450,
│ │ │ │ │ +        "759": [257, 6450],
│ │ │ │ │          "7590": 6441,
│ │ │ │ │          "7591": [250, 6441],
│ │ │ │ │          "7592": 6441,
│ │ │ │ │          "75929": 207,
│ │ │ │ │          "7593": 6441,
│ │ │ │ │          "7594": 6441,
│ │ │ │ │          "7595": 6441,
│ │ │ │ │ @@ -56370,17 +56428,19 @@
│ │ │ │ │          "7617": 6441,
│ │ │ │ │          "7618": 6441,
│ │ │ │ │          "7619": 6441,
│ │ │ │ │          "762": [188, 203, 6450],
│ │ │ │ │          "7620": 6441,
│ │ │ │ │          "7621904": 246,
│ │ │ │ │          "762205": 236,
│ │ │ │ │ +        "76252818": 227,
│ │ │ │ │          "762741": 234,
│ │ │ │ │          "763": [197, 199, 209, 246, 6450],
│ │ │ │ │          "7631": 217,
│ │ │ │ │ +        "76319271": 227,
│ │ │ │ │          "763307": [86, 117, 288, 360, 435, 493, 551, 608, 663, 716, 778, 842, 920, 1000, 1085, 1140, 1214, 1254, 1448, 1582, 2012, 2142, 2182, 2410, 2608, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 4334, 4413, 4499, 4616, 4792, 5061, 5169, 5269, 5579, 5747, 5966, 6075],
│ │ │ │ │          "763360": 234,
│ │ │ │ │          "763961": 1,
│ │ │ │ │          "764": [188, 203, 263, 265, 6413, 6450],
│ │ │ │ │          "76405235": [3733, 3734],
│ │ │ │ │          "7641": [217, 6441],
│ │ │ │ │          "76414342": 233,
│ │ │ │ │ @@ -56527,14 +56587,15 @@
│ │ │ │ │          "7816": [6442, 6446],
│ │ │ │ │          "782": 196,
│ │ │ │ │          "7820": [6442, 6446],
│ │ │ │ │          "78208136": 201,
│ │ │ │ │          "7823": 268,
│ │ │ │ │          "78244503e": 196,
│ │ │ │ │          "7825": 6446,
│ │ │ │ │ +        "78298825": 227,
│ │ │ │ │          "783": [217, 220, 224, 6450],
│ │ │ │ │          "7832": [6442, 6446],
│ │ │ │ │          "78342055": 4197,
│ │ │ │ │          "78378163": 222,
│ │ │ │ │          "7839": [6442, 6446],
│ │ │ │ │          "784": [198, 206, 6450],
│ │ │ │ │          "784169": 5070,
│ │ │ │ │ @@ -56634,15 +56695,15 @@
│ │ │ │ │          "795": [210, 6450],
│ │ │ │ │          "7950": [6443, 6446],
│ │ │ │ │          "7951": 6446,
│ │ │ │ │          "7954": [6443, 6446],
│ │ │ │ │          "7957": 246,
│ │ │ │ │          "7958": 6446,
│ │ │ │ │          "7959": 246,
│ │ │ │ │ -        "796": [220, 224, 246, 6431, 6450],
│ │ │ │ │ +        "796": [220, 224, 227, 246, 6431, 6450],
│ │ │ │ │          "7963": 246,
│ │ │ │ │          "7965": [246, 6446],
│ │ │ │ │          "796587": 259,
│ │ │ │ │          "7968": 246,
│ │ │ │ │          "796844": 234,
│ │ │ │ │          "796846": 246,
│ │ │ │ │          "796875": 246,
│ │ │ │ │ @@ -56878,14 +56939,16 @@
│ │ │ │ │          "8226": 6446,
│ │ │ │ │          "8227": 6446,
│ │ │ │ │          "8228": 6446,
│ │ │ │ │          "822e": 199,
│ │ │ │ │          "823": [199, 229, 3923, 6451],
│ │ │ │ │          "823183e": 210,
│ │ │ │ │          "823439": 219,
│ │ │ │ │ +        "823634": 227,
│ │ │ │ │ +        "82363439": 227,
│ │ │ │ │          "8239": 6446,
│ │ │ │ │          "824": [259, 6414, 6450],
│ │ │ │ │          "824021": 259,
│ │ │ │ │          "8244": 6446,
│ │ │ │ │          "8245": 6446,
│ │ │ │ │          "824526": 218,
│ │ │ │ │          "8246": 6446,
│ │ │ │ │ @@ -56897,14 +56960,15 @@
│ │ │ │ │          "825095": 201,
│ │ │ │ │          "8257": 6446,
│ │ │ │ │          "8258": 6446,
│ │ │ │ │          "8259": [217, 6446],
│ │ │ │ │          "826": [188, 201, 203, 222, 6413],
│ │ │ │ │          "8260": 6446,
│ │ │ │ │          "826039": 243,
│ │ │ │ │ +        "82605136": 227,
│ │ │ │ │          "826086": 198,
│ │ │ │ │          "8261": [183, 199],
│ │ │ │ │          "826113": 199,
│ │ │ │ │          "8263": 6446,
│ │ │ │ │          "8264": [238, 6446],
│ │ │ │ │          "826578": 234,
│ │ │ │ │          "8266": 6446,
│ │ │ │ │ @@ -57000,15 +57064,15 @@
│ │ │ │ │          "83912310946": [90, 121, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2414, 2612, 2746, 2810, 2886, 2936, 3008, 3124, 3248, 3524, 3588, 3644, 4341, 4420, 4506, 4623, 4799, 5068, 5176, 5276, 5586, 5754, 5974, 6082],
│ │ │ │ │          "8393": 259,
│ │ │ │ │          "839334": 259,
│ │ │ │ │          "839425": 228,
│ │ │ │ │          "839629": 259,
│ │ │ │ │          "83e": 222,
│ │ │ │ │          "84": [23, 85, 116, 197, 201, 202, 210, 219, 222, 234, 257, 261, 262, 263, 287, 359, 434, 492, 550, 607, 662, 715, 777, 841, 919, 999, 1084, 1139, 1213, 1253, 1447, 1581, 2011, 2141, 2181, 2189, 2409, 2607, 2740, 2804, 2931, 3002, 3115, 3243, 3519, 3583, 3638, 3736, 4333, 4412, 4498, 4615, 4791, 4808, 5060, 5168, 5268, 5578, 5746, 5965, 6074, 6413],
│ │ │ │ │ -        "840": [24, 190, 210, 229, 232, 234, 259, 6450, 6464],
│ │ │ │ │ +        "840": [24, 190, 210, 227, 229, 232, 234, 259, 6450, 6464],
│ │ │ │ │          "8400": 6446,
│ │ │ │ │          "840000": 219,
│ │ │ │ │          "8402": 6446,
│ │ │ │ │          "8404": 220,
│ │ │ │ │          "840655": 260,
│ │ │ │ │          "841": [224, 246, 6450],
│ │ │ │ │          "8411": 6446,
│ │ │ │ │ @@ -57034,14 +57098,16 @@
│ │ │ │ │          "8434": 6446,
│ │ │ │ │          "8436": [197, 217, 229],
│ │ │ │ │          "843682": 234,
│ │ │ │ │          "843822": 259,
│ │ │ │ │          "84389206": 222,
│ │ │ │ │          "843932239063406": 260,
│ │ │ │ │          "844": [199, 267],
│ │ │ │ │ +        "84456472": 227,
│ │ │ │ │ +        "844565": 227,
│ │ │ │ │          "84496178": 2653,
│ │ │ │ │          "84512063323195e": 196,
│ │ │ │ │          "8455": 6446,
│ │ │ │ │          "84564": 198,
│ │ │ │ │          "846": 246,
│ │ │ │ │          "8462": 6446,
│ │ │ │ │          "8464": 6446,
│ │ │ │ │ @@ -57189,14 +57255,15 @@
│ │ │ │ │          "86638112": 219,
│ │ │ │ │          "8664": 6446,
│ │ │ │ │          "86656458": 2653,
│ │ │ │ │          "8665e": 5070,
│ │ │ │ │          "866614052205": 260,
│ │ │ │ │          "8666144700815": 236,
│ │ │ │ │          "866630": 260,
│ │ │ │ │ +        "86665452": 227,
│ │ │ │ │          "8669": 6446,
│ │ │ │ │          "867": [4, 6450],
│ │ │ │ │          "86711982": 196,
│ │ │ │ │          "8673": 6446,
│ │ │ │ │          "8674": 6446,
│ │ │ │ │          "86753d": 201,
│ │ │ │ │          "86755799": [3733, 3734],
│ │ │ │ │ @@ -57372,15 +57439,14 @@
│ │ │ │ │          "8939": 6447,
│ │ │ │ │          "894": [209, 6450],
│ │ │ │ │          "8940": 6447,
│ │ │ │ │          "894061": 197,
│ │ │ │ │          "8941": 6447,
│ │ │ │ │          "8942": 6447,
│ │ │ │ │          "8946": 6447,
│ │ │ │ │ -        "894600": 204,
│ │ │ │ │          "8948": 6447,
│ │ │ │ │          "895": [209, 229, 243, 6450],
│ │ │ │ │          "895209e": 260,
│ │ │ │ │          "89539d": 201,
│ │ │ │ │          "895533e": 236,
│ │ │ │ │          "895752e": 260,
│ │ │ │ │          "895896": 201,
│ │ │ │ │ @@ -57405,25 +57471,26 @@
│ │ │ │ │          "899046e": 260,
│ │ │ │ │          "899299e": 202,
│ │ │ │ │          "899399": 234,
│ │ │ │ │          "899825e": 197,
│ │ │ │ │          "8999999972109698": 4090,
│ │ │ │ │          "89e": 6414,
│ │ │ │ │          "8e": [210, 232],
│ │ │ │ │ -        "9": [4, 5, 6, 17, 30, 34, 71, 106, 183, 185, 188, 190, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 213, 217, 218, 219, 220, 222, 224, 225, 226, 228, 229, 231, 232, 233, 234, 236, 237, 238, 243, 246, 247, 248, 249, 250, 251, 254, 255, 256, 257, 259, 260, 262, 263, 264, 265, 267, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1353, 1432, 1540, 1964, 2105, 2170, 2188, 2211, 2224, 2389, 2488, 2495, 2525, 2526, 2535, 2536, 2580, 2653, 2702, 2712, 2778, 2863, 2917, 2974, 3058, 3074, 3075, 3100, 3210, 3229, 3250, 3505, 3566, 3611, 3727, 3732, 3736, 3883, 4015, 4090, 4121, 4169, 4197, 4254, 4310, 4342, 4389, 4475, 4566, 4581, 4582, 4603, 4692, 4771, 5016, 5029, 5030, 5050, 5070, 5137, 5158, 5227, 5239, 5240, 5258, 5315, 5412, 5537, 5549, 5550, 5568, 5697, 5712, 5713, 5734, 5801, 5917, 5931, 5932, 5953, 6033, 6045, 6046, 6064, 6084, 6413, 6414, 6418, 6419, 6423, 6432, 6434, 6441, 6446, 6448, 6449, 6451, 6464],
│ │ │ │ │ +        "9": [4, 5, 6, 17, 30, 34, 71, 106, 183, 185, 188, 190, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 209, 210, 211, 213, 217, 218, 219, 220, 222, 224, 225, 226, 227, 228, 229, 231, 232, 233, 234, 236, 237, 238, 243, 246, 247, 248, 249, 250, 251, 254, 255, 256, 257, 259, 260, 262, 263, 264, 265, 267, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1353, 1432, 1540, 1964, 2105, 2170, 2188, 2211, 2224, 2389, 2488, 2495, 2525, 2526, 2535, 2536, 2580, 2653, 2702, 2712, 2778, 2863, 2917, 2974, 3058, 3074, 3075, 3100, 3210, 3229, 3250, 3505, 3566, 3611, 3727, 3732, 3736, 3883, 4015, 4090, 4121, 4169, 4197, 4254, 4310, 4342, 4389, 4475, 4566, 4581, 4582, 4603, 4692, 4771, 5016, 5029, 5030, 5050, 5070, 5137, 5158, 5227, 5239, 5240, 5258, 5315, 5412, 5537, 5549, 5550, 5568, 5697, 5712, 5713, 5734, 5801, 5917, 5931, 5932, 5953, 6033, 6045, 6046, 6064, 6084, 6413, 6414, 6418, 6419, 6423, 6432, 6434, 6441, 6446, 6448, 6449, 6451, 6464],
│ │ │ │ │          "90": [6, 15, 34, 201, 207, 219, 229, 232, 234, 243, 257, 2196, 2516, 2523, 3736, 3890, 3898, 3922, 4001, 4120, 4121, 6341, 6342, 6343, 6350, 6355, 6418, 6458],
│ │ │ │ │          "900": 6450,
│ │ │ │ │          "900000": [209, 219],
│ │ │ │ │          "900286": 234,
│ │ │ │ │          "90031": 3184,
│ │ │ │ │          "90033d": 201,
│ │ │ │ │          "9004e": 5070,
│ │ │ │ │          "900e": 203,
│ │ │ │ │          "901": [193, 228, 246, 6450],
│ │ │ │ │          "9015": 202,
│ │ │ │ │ +        "90156162": 227,
│ │ │ │ │          "901634": 197,
│ │ │ │ │          "901e": 196,
│ │ │ │ │          "902": [246, 6450],
│ │ │ │ │          "902030": 259,
│ │ │ │ │          "902295": 218,
│ │ │ │ │          "902388": 234,
│ │ │ │ │          "902422": 234,
│ │ │ │ │ @@ -57532,14 +57599,15 @@
│ │ │ │ │          "92346d": 201,
│ │ │ │ │          "924": [6423, 6450],
│ │ │ │ │          "924063": 236,
│ │ │ │ │          "92422d": 201,
│ │ │ │ │          "92435": 207,
│ │ │ │ │          "924941": 260,
│ │ │ │ │          "925": [193, 217, 220, 238, 246, 6418],
│ │ │ │ │ +        "92540989": 227,
│ │ │ │ │          "925908": 243,
│ │ │ │ │          "926": [209, 217, 226, 265],
│ │ │ │ │          "9260": 219,
│ │ │ │ │          "92606597": 3210,
│ │ │ │ │          "926066": [233, 6455],
│ │ │ │ │          "9261": 233,
│ │ │ │ │          "92615606": 196,
│ │ │ │ │ @@ -57547,14 +57615,15 @@
│ │ │ │ │          "927": [197, 222, 265, 6450],
│ │ │ │ │          "928": [198, 201, 222, 224, 246, 267],
│ │ │ │ │          "928315": 201,
│ │ │ │ │          "929": [246, 265],
│ │ │ │ │          "929237": 197,
│ │ │ │ │          "9293": [202, 217, 6464],
│ │ │ │ │          "92942334": 233,
│ │ │ │ │ +        "929485": 204,
│ │ │ │ │          "92e": 207,
│ │ │ │ │          "93": [196, 201, 220, 234, 246, 247, 257, 1563, 1984, 2124, 2216, 3736, 5070, 6423, 6454],
│ │ │ │ │          "930": [224, 243],
│ │ │ │ │          "930200": 211,
│ │ │ │ │          "9307": 232,
│ │ │ │ │          "930919": 234,
│ │ │ │ │          "930e": 203,
│ │ │ │ │ @@ -57562,14 +57631,15 @@
│ │ │ │ │          "931421143170174e": 209,
│ │ │ │ │          "93149": 198,
│ │ │ │ │          "932": [199, 217, 6450],
│ │ │ │ │          "93258d": 201,
│ │ │ │ │          "9326": 207,
│ │ │ │ │          "933": [188, 203, 222, 238, 6450],
│ │ │ │ │          "934": [209, 6453],
│ │ │ │ │ +        "93438555": 227,
│ │ │ │ │          "93458658": 246,
│ │ │ │ │          "9346": 246,
│ │ │ │ │          "934959": 4,
│ │ │ │ │          "935": 6451,
│ │ │ │ │          "935455": 197,
│ │ │ │ │          "9356": 6449,
│ │ │ │ │          "935633": 259,
│ │ │ │ │ @@ -57617,14 +57687,15 @@
│ │ │ │ │          "945": [259, 4278, 6450],
│ │ │ │ │          "945078": 260,
│ │ │ │ │          "946": [207, 208, 6450],
│ │ │ │ │          "9468": 202,
│ │ │ │ │          "947": 229,
│ │ │ │ │          "947060": 197,
│ │ │ │ │          "947098": 201,
│ │ │ │ │ +        "9471348": 227,
│ │ │ │ │          "9473": [2525, 2526, 2535, 2536],
│ │ │ │ │          "9476": 201,
│ │ │ │ │          "94789046e": 206,
│ │ │ │ │          "948": [224, 229, 6450],
│ │ │ │ │          "9483": 207,
│ │ │ │ │          "948314": 234,
│ │ │ │ │          "9484708982737828": [3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449],
│ │ │ │ │ @@ -57658,15 +57729,15 @@
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│ │ │ │ │ @@ -57758,14 +57833,15 @@
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│ │ │ │ │ @@ -57967,15 +58044,15 @@
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│ │ │ │ │          "In": [1, 4, 5, 10, 12, 34, 39, 82, 114, 174, 177, 178, 179, 182, 183, 185, 186, 187, 188, 190, 191, 192, 194, 195, 201, 202, 205, 206, 207, 208, 209, 211, 213, 214, 216, 217, 219, 220, 222, 223, 224, 226, 228, 230, 232, 234, 235, 236, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 255, 256, 259, 260, 264, 265, 266, 267, 268, 285, 357, 410, 429, 468, 487, 526, 545, 602, 657, 710, 726, 772, 784, 801, 836, 848, 865, 866, 914, 948, 994, 1079, 1134, 1208, 1248, 1307, 1340, 1442, 1527, 1544, 1545, 1553, 1570, 1577, 1589, 1607, 1613, 1803, 1967, 1968, 1970, 1974, 1993, 2003, 2108, 2109, 2111, 2115, 2130, 2137, 2179, 2191, 2194, 2196, 2198, 2209, 2210, 2224, 2269, 2354, 2367, 2368, 2406, 2440, 2462, 2468, 2546, 2547, 2568, 2581, 2582, 2603, 2735, 2799, 2831, 2844, 2878, 2928, 2937, 2997, 3077, 3078, 3079, 3096, 3100, 3102, 3107, 3109, 3118, 3119, 3156, 3239, 3360, 3362, 3517, 3580, 3632, 3749, 3753, 3876, 3883, 3884, 3901, 3910, 3913, 3914, 3915, 3916, 3920, 3926, 3929, 3933, 3936, 3959, 3982, 4001, 4004, 4017, 4019, 4039, 4045, 4054, 4060, 4061, 4074, 4120, 4121, 4124, 4125, 4130, 4133, 4141, 4174, 4212, 4217, 4228, 4229, 4232, 4292, 4312, 4324, 4329, 4342, 4361, 4391, 4403, 4408, 4448, 4477, 4489, 4494, 4584, 4585, 4586, 4601, 4603, 4604, 4608, 4618, 4619, 4625, 4734, 4783, 4787, 4794, 4803, 4808, 4813, 4844, 4847, 4857, 4860, 4877, 4892, 4895, 4914, 4915, 4939, 4940, 4963, 4964, 4967, 4968, 5012, 5020, 5033, 5034, 5035, 5047, 5050, 5051, 5055, 5063, 5064, 5070, 5092, 5120, 5127, 5140, 5142, 5143, 5155, 5158, 5159, 5163, 5171, 5172, 5178, 5242, 5243, 5244, 5256, 5258, 5259, 5263, 5271, 5272, 5280, 5284, 5285, 5369, 5382, 5478, 5479, 5489, 5552, 5553, 5554, 5566, 5568, 5569, 5573, 5581, 5582, 5597, 5608, 5616, 5617, 5639, 5715, 5716, 5717, 5732, 5734, 5735, 5739, 5749, 5750, 5770, 5867, 5934, 5936, 5937, 5950, 5953, 5954, 5959, 5968, 5969, 5977, 5980, 6048, 6049, 6050, 6062, 6064, 6065, 6069, 6077, 6078, 6084, 6087, 6092, 6245, 6356, 6383, 6413, 6414, 6415, 6418, 6423, 6425, 6430, 6431, 6434, 6437, 6439, 6441, 6446, 6447, 6448, 6450, 6453, 6454, 6455, 6457, 6458, 6462, 6464],
│ │ │ │ │          "It": [4, 5, 7, 22, 32, 40, 47, 62, 71, 85, 89, 95, 106, 116, 120, 126, 131, 174, 177, 179, 187, 190, 191, 194, 201, 202, 205, 209, 216, 217, 221, 223, 224, 226, 230, 232, 234, 235, 237, 238, 239, 241, 242, 243, 244, 245, 246, 248, 249, 252, 254, 259, 263, 264, 268, 277, 287, 291, 312, 326, 338, 349, 359, 363, 372, 389, 406, 434, 438, 447, 464, 492, 496, 505, 522, 550, 554, 562, 564, 579, 607, 611, 620, 634, 662, 666, 675, 689, 715, 719, 728, 747, 777, 781, 790, 792, 812, 841, 845, 853, 855, 873, 875, 890, 919, 923, 932, 950, 969, 999, 1003, 1014, 1033, 1035, 1055, 1084, 1088, 1097, 1111, 1139, 1143, 1152, 1169, 1185, 1213, 1217, 1225, 1253, 1257, 1280, 1281, 1282, 1283, 1307, 1381, 1415, 1432, 1447, 1451, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1511, 1527, 1540, 1550, 1581, 1586, 1595, 1597, 1622, 1638, 1886, 1919, 1930, 1964, 1971, 2011, 2015, 2017, 2028, 2046, 2057, 2083, 2105, 2112, 2141, 2145, 2170, 2181, 2185, 2189, 2194, 2210, 2213, 2262, 2303, 2322, 2340, 2359, 2380, 2389, 2409, 2413, 2420, 2438, 2444, 2467, 2477, 2490, 2499, 2552, 2571, 2580, 2607, 2611, 2621, 2627, 2634, 2636, 2643, 2660, 2678, 2712, 2740, 2745, 2756, 2778, 2804, 2809, 2819, 2836, 2852, 2863, 2881, 2885, 2895, 2906, 2917, 2931, 2935, 2943, 2974, 3002, 3007, 3010, 3075, 3115, 3123, 3128, 3163, 3215, 3222, 3229, 3243, 3247, 3358, 3359, 3487, 3502, 3505, 3519, 3523, 3529, 3546, 3563, 3566, 3583, 3587, 3611, 3638, 3643, 3655, 3677, 3712, 3716, 3740, 3755, 3756, 3760, 3787, 3904, 3922, 3961, 3982, 4006, 4029, 4040, 4045, 4055, 4060, 4066, 4075, 4085, 4089, 4093, 4097, 4101, 4105, 4109, 4112, 4113, 4114, 4128, 4129, 4130, 4146, 4257, 4284, 4285, 4310, 4333, 4340, 4352, 4389, 4412, 4419, 4438, 4475, 4498, 4505, 4508, 4582, 4615, 4622, 4771, 4791, 4798, 4841, 4854, 4889, 4897, 4903, 4916, 4928, 4941, 4963, 5012, 5030, 5060, 5067, 5070, 5137, 5168, 5175, 5240, 5268, 5275, 5478, 5550, 5578, 5585, 5616, 5639, 5713, 5746, 5753, 5867, 5932, 5965, 5973, 5976, 6046, 6074, 6081, 6122, 6151, 6360, 6367, 6411, 6412, 6414, 6419, 6427, 6430, 6431, 6434, 6439, 6449, 6450, 6451, 6452, 6454, 6457, 6458, 6459, 6462],
│ │ │ │ │          "Its": [251, 2096, 3222, 4141, 6414],
│ │ │ │ │          "NOT": [282, 4138, 6093, 6458],
│ │ │ │ │          "Near": 6434,
│ │ │ │ │ -        "No": [17, 34, 79, 111, 142, 183, 188, 190, 191, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 220, 222, 224, 226, 228, 229, 231, 232, 233, 234, 238, 239, 243, 246, 248, 250, 257, 258, 259, 261, 264, 265, 267, 268, 296, 321, 354, 422, 480, 538, 583, 595, 639, 650, 693, 704, 752, 765, 816, 828, 847, 894, 907, 974, 987, 1059, 1071, 1116, 1127, 1190, 1201, 1230, 1241, 1546, 1672, 1927, 1969, 1987, 2025, 2054, 2110, 2126, 2176, 2210, 2401, 2524, 2545, 2596, 2615, 2671, 2728, 2792, 2871, 2925, 2989, 3235, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3513, 3575, 3625, 3727, 3886, 3924, 3925, 3926, 3927, 3928, 3932, 4121, 4278, 4342, 4343, 4354, 4429, 4441, 4460, 4507, 4687, 4723, 4840, 4853, 4888, 4897, 5070, 5478, 5867, 6234, 6332, 6399, 6413, 6414, 6418, 6425, 6427, 6431, 6441, 6450, 6451, 6458, 6464],
│ │ │ │ │ +        "No": [17, 34, 79, 111, 142, 183, 188, 190, 191, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 220, 222, 224, 226, 227, 228, 229, 231, 232, 233, 234, 238, 239, 243, 246, 248, 250, 257, 258, 259, 261, 264, 265, 267, 268, 296, 321, 354, 422, 480, 538, 583, 595, 639, 650, 693, 704, 752, 765, 816, 828, 847, 894, 907, 974, 987, 1059, 1071, 1116, 1127, 1190, 1201, 1230, 1241, 1546, 1672, 1927, 1969, 1987, 2025, 2054, 2110, 2126, 2176, 2210, 2401, 2524, 2545, 2596, 2615, 2671, 2728, 2792, 2871, 2925, 2989, 3235, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3513, 3575, 3625, 3727, 3886, 3924, 3925, 3926, 3927, 3928, 3932, 4121, 4278, 4342, 4343, 4354, 4429, 4441, 4460, 4507, 4687, 4723, 4840, 4853, 4888, 4897, 5070, 5478, 5867, 6234, 6332, 6399, 6413, 6414, 6418, 6425, 6427, 6431, 6441, 6450, 6451, 6458, 6464],
│ │ │ │ │          "Not": [81, 113, 115, 143, 268, 284, 286, 297, 356, 411, 425, 469, 483, 527, 541, 598, 653, 707, 768, 831, 895, 910, 990, 1074, 1130, 1204, 1244, 1421, 1439, 1441, 1459, 1503, 1563, 1569, 1919, 1984, 1991, 2017, 2046, 2075, 2080, 2124, 2129, 2178, 2207, 2216, 2404, 2516, 2523, 2547, 2600, 2616, 2730, 2794, 2876, 2927, 2992, 3018, 3105, 3153, 3237, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3480, 3502, 3516, 3536, 3538, 3563, 3578, 3627, 3647, 3669, 3733, 3734, 3739, 3753, 3904, 4044, 4045, 4059, 4326, 4405, 4491, 4513, 4516, 4606, 4642, 4657, 4741, 4785, 4963, 4976, 5053, 5070, 5080, 5161, 5186, 5261, 5294, 5299, 5300, 5303, 5306, 5391, 5396, 5397, 5400, 5403, 5497, 5571, 5616, 5647, 5737, 5779, 5784, 5785, 5788, 5791, 5875, 5957, 5993, 6067, 6092, 6251, 6414],
│ │ │ │ │          "OR": [4, 67, 105, 219, 276, 348, 405, 463, 521, 578, 633, 688, 746, 811, 889, 968, 1054, 1110, 1184, 1224, 1431, 1536, 1677, 1962, 2103, 2169, 2385, 2576, 2707, 2774, 2859, 2911, 2970, 3064, 3228, 3504, 3565, 3607, 4306, 4385, 4471, 4574, 4768, 5022, 5129, 5232, 5542, 5705, 5923, 6038],
│ │ │ │ │          "Of": [210, 237, 2191],
│ │ │ │ │          "On": [5, 24, 174, 194, 209, 252, 1353, 2194, 2617, 2937, 4019, 4121, 4183, 4184, 4808, 6084, 6085, 6422],
│ │ │ │ │          "One": [71, 85, 89, 106, 116, 120, 174, 175, 182, 187, 195, 209, 211, 221, 222, 226, 230, 239, 241, 242, 243, 244, 245, 248, 249, 251, 252, 277, 287, 291, 349, 359, 363, 406, 414, 434, 438, 464, 472, 492, 496, 522, 530, 550, 554, 579, 586, 607, 611, 634, 642, 662, 666, 689, 696, 715, 719, 747, 755, 777, 781, 812, 819, 841, 845, 890, 897, 919, 923, 969, 977, 999, 1003, 1055, 1062, 1084, 1088, 1111, 1119, 1139, 1143, 1185, 1193, 1213, 1217, 1225, 1233, 1253, 1257, 1432, 1447, 1451, 1540, 1550, 1581, 1586, 1927, 1964, 1971, 2008, 2011, 2015, 2025, 2054, 2105, 2112, 2141, 2145, 2170, 2181, 2185, 2389, 2409, 2413, 2580, 2607, 2611, 2712, 2717, 2718, 2740, 2745, 2778, 2782, 2783, 2804, 2809, 2863, 2885, 2917, 2931, 2935, 2974, 2978, 2979, 3002, 3007, 3075, 3115, 3123, 3229, 3243, 3247, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3483, 3505, 3519, 3523, 3541, 3566, 3583, 3587, 3611, 3615, 3616, 3638, 3643, 3650, 3672, 3716, 3802, 3985, 3986, 3987, 3989, 4001, 4005, 4006, 4019, 4060, 4085, 4124, 4162, 4240, 4310, 4333, 4340, 4389, 4412, 4419, 4460, 4475, 4498, 4505, 4582, 4615, 4622, 4734, 4755, 4771, 4791, 4798, 4836, 4849, 4884, 4963, 5030, 5060, 5067, 5070, 5137, 5168, 5175, 5178, 5240, 5268, 5275, 5550, 5578, 5585, 5608, 5713, 5746, 5753, 5932, 5965, 5973, 6046, 6074, 6081, 6452, 6458, 6464],
│ │ │ │ │          "Or": [203, 206, 212, 2468, 2480, 2653, 6419, 6464],
│ │ │ │ │          "Such": [3820, 6425, 6451],
│ │ │ │ │ @@ -58255,15 +58332,15 @@
│ │ │ │ │          "address": [5, 185, 6446],
│ │ │ │ │          "adequ": [190, 4809],
│ │ │ │ │          "adf": [189, 6086, 6096, 6434, 6439, 6462],
│ │ │ │ │          "adf_test": 254,
│ │ │ │ │          "adful": [3, 254, 260, 263, 6092, 6433, 6434, 6451, 6454],
│ │ │ │ │          "adfvalu": 6434,
│ │ │ │ │          "adher": 175,
│ │ │ │ │ -        "adj": [34, 188, 193, 203, 210, 222, 231, 232, 234, 265, 6413, 6418, 6431, 6437],
│ │ │ │ │ +        "adj": [34, 188, 193, 203, 210, 222, 227, 231, 232, 234, 265, 6413, 6418, 6431, 6437],
│ │ │ │ │          "adjac": [4, 2196],
│ │ │ │ │          "adjust": [0, 12, 23, 27, 89, 120, 190, 207, 209, 213, 219, 241, 251, 259, 263, 291, 307, 333, 363, 438, 496, 554, 562, 611, 666, 719, 781, 790, 845, 853, 873, 923, 1003, 1033, 1088, 1143, 1217, 1257, 1451, 1459, 1563, 1586, 1595, 1984, 2015, 2124, 2145, 2185, 2189, 2216, 2223, 2224, 2225, 2226, 2413, 2495, 2611, 2688, 2717, 2734, 2745, 2756, 2782, 2798, 2809, 2830, 2885, 2935, 2978, 3007, 3100, 3119, 3123, 3129, 3155, 3247, 3523, 3587, 3589, 3615, 3631, 3643, 3712, 3723, 3829, 3884, 3889, 3901, 3939, 3959, 3965, 3968, 3973, 3979, 3980, 3982, 4006, 4017, 4120, 4124, 4125, 4135, 4136, 4181, 4228, 4229, 4260, 4271, 4272, 4296, 4319, 4337, 4340, 4375, 4398, 4416, 4419, 4452, 4484, 4502, 4505, 4603, 4619, 4622, 4798, 4808, 4820, 4897, 5050, 5064, 5067, 5158, 5172, 5175, 5258, 5272, 5275, 5568, 5582, 5585, 5734, 5750, 5753, 5953, 5969, 5973, 6064, 6078, 6081, 6084, 6085, 6090, 6091, 6099, 6101, 6102, 6126, 6184, 6236, 6284, 6334, 6401, 6411, 6429, 6434, 6439, 6450, 6451],
│ │ │ │ │          "administr": [15, 17, 198, 209],
│ │ │ │ │          "admittedli": 6413,
│ │ │ │ │          "admonit": 6446,
│ │ │ │ │          "ado": 3071,
│ │ │ │ │          "adrienpacifico": 6439,
│ │ │ │ │ @@ -58307,15 +58384,15 @@
│ │ │ │ │          "agre": [206, 209, 220, 250, 1919, 2017, 2046, 4010, 4042, 4057],
│ │ │ │ │          "agreement": [196, 3935, 6450],
│ │ │ │ │          "agresti": [4120, 4125, 4135, 4136],
│ │ │ │ │          "agresti_coul": 4125,
│ │ │ │ │          "agricultur": [17, 198, 209],
│ │ │ │ │          "ahead": [243, 244, 245, 247, 248, 249, 250, 251, 258, 3079, 3102, 4586, 4604, 4828, 4829, 4832, 4833, 5035, 5051, 5143, 5159, 5244, 5259, 5278, 5361, 5475, 5554, 5569, 5717, 5735, 5937, 5952, 5954, 6050, 6065, 6162, 6163, 6164, 6171, 6191, 6193, 6207, 6263, 6264, 6265, 6272, 6291, 6293, 6307, 6383, 6458, 6464],
│ │ │ │ │          "ai": 6446,
│ │ │ │ │ -        "aic": [34, 59, 128, 188, 190, 191, 193, 196, 197, 201, 203, 206, 210, 217, 222, 231, 232, 234, 236, 238, 241, 243, 246, 247, 250, 254, 257, 260, 261, 265, 414, 472, 530, 586, 642, 696, 755, 819, 897, 977, 1062, 1119, 1193, 1233, 1527, 1531, 1550, 1956, 1971, 2075, 2098, 2112, 2164, 2377, 2509, 2510, 2517, 2518, 2568, 2688, 2718, 2783, 2903, 2952, 2979, 3083, 3129, 3589, 3616, 4232, 4233, 4234, 4278, 4296, 4342, 4365, 4375, 4452, 4507, 4590, 4762, 4862, 4864, 4871, 5039, 5070, 5120, 5147, 5224, 5248, 5558, 5721, 5941, 6054, 6086, 6087, 6092, 6105, 6150, 6178, 6245, 6250, 6413, 6418, 6425, 6430, 6431, 6441, 6450, 6451, 6454, 6458, 6460, 6464],
│ │ │ │ │ +        "aic": [34, 59, 128, 188, 190, 191, 193, 196, 197, 201, 203, 206, 210, 217, 222, 227, 231, 232, 234, 236, 238, 241, 243, 246, 247, 250, 254, 257, 260, 261, 265, 414, 472, 530, 586, 642, 696, 755, 819, 897, 977, 1062, 1119, 1193, 1233, 1527, 1531, 1550, 1956, 1971, 2075, 2098, 2112, 2164, 2377, 2509, 2510, 2517, 2518, 2568, 2688, 2718, 2783, 2903, 2952, 2979, 3083, 3129, 3589, 3616, 4232, 4233, 4234, 4278, 4296, 4342, 4365, 4375, 4452, 4507, 4590, 4762, 4862, 4864, 4871, 5039, 5070, 5120, 5147, 5224, 5248, 5558, 5721, 5941, 6054, 6086, 6087, 6092, 6105, 6150, 6178, 6245, 6250, 6413, 6418, 6425, 6430, 6431, 6441, 6450, 6451, 6454, 6458, 6460, 6464],
│ │ │ │ │          "aic_ful": 247,
│ │ │ │ │          "aic_l": [3083, 4590, 5039, 5147, 5248, 5558, 5721, 5941, 6054],
│ │ │ │ │          "aic_min_ord": 6087,
│ │ │ │ │          "aic_miss": 247,
│ │ │ │ │          "aicc": [2718, 2783, 2979, 3616, 4234, 4296, 4375, 4452, 4762, 4862, 5120, 5224, 6446, 6458],
│ │ │ │ │          "aid": 4120,
│ │ │ │ │          "aidan": 6441,
│ │ │ │ │ @@ -58665,15 +58742,15 @@
│ │ │ │ │          "assertionerror": 6451,
│ │ │ │ │          "assess": [4, 198, 205, 207, 222, 231, 246, 251, 252, 1562, 1563, 1565, 1622, 1638, 1983, 1984, 1985, 1986, 2123, 2124, 2125, 2187, 2216, 2219, 3818, 3819, 3843, 3844, 3874, 3875, 3946, 3976, 4019, 5020, 5120, 5127, 6424, 6452, 6453, 6458],
│ │ │ │ │          "assign": [11, 243, 248, 250, 431, 489, 547, 604, 659, 712, 774, 838, 916, 996, 1081, 1136, 1210, 1250, 2605, 3713, 3727, 3933, 3936, 4247, 5310, 5407, 5483, 5625, 5796, 6367, 6446, 6451, 6459],
│ │ │ │ │          "assimakopoulo": [258, 4820, 6462],
│ │ │ │ │          "assist": [190, 252],
│ │ │ │ │          "associ": [4, 22, 191, 209, 241, 242, 243, 245, 251, 252, 1563, 1659, 1665, 1671, 1672, 1680, 1686, 1687, 1690, 1692, 1984, 2124, 2194, 2210, 2216, 2546, 3103, 3222, 3727, 3819, 3844, 3875, 4121, 4605, 4748, 4762, 4774, 4783, 4784, 4897, 5049, 5052, 5070, 5120, 5160, 5224, 5260, 5311, 5320, 5321, 5408, 5417, 5418, 5478, 5483, 5484, 5570, 5597, 5600, 5601, 5606, 5607, 5609, 5611, 5612, 5626, 5736, 5797, 5806, 5807, 5955, 5977, 6066, 6084, 6088, 6413, 6414, 6425, 6428, 6450, 6458, 6459],
│ │ │ │ │          "assort": 6434,
│ │ │ │ │ -        "assum": [5, 34, 47, 67, 71, 85, 89, 95, 105, 106, 116, 120, 126, 177, 178, 182, 183, 188, 190, 191, 193, 194, 195, 196, 197, 203, 209, 210, 216, 221, 222, 231, 232, 234, 241, 245, 246, 249, 251, 256, 258, 263, 265, 276, 277, 287, 291, 312, 326, 338, 348, 349, 359, 363, 372, 389, 405, 406, 430, 434, 438, 447, 463, 464, 488, 492, 496, 505, 521, 522, 546, 550, 554, 564, 578, 579, 583, 603, 607, 611, 620, 633, 634, 639, 658, 662, 666, 675, 688, 689, 693, 711, 715, 719, 728, 737, 746, 747, 752, 773, 777, 781, 792, 804, 811, 812, 816, 837, 841, 845, 855, 864, 875, 882, 889, 890, 894, 915, 919, 923, 932, 939, 950, 959, 968, 969, 974, 995, 999, 1003, 1006, 1014, 1016, 1017, 1022, 1023, 1024, 1025, 1026, 1035, 1054, 1055, 1059, 1080, 1084, 1088, 1097, 1110, 1111, 1116, 1135, 1139, 1143, 1152, 1169, 1184, 1185, 1190, 1209, 1213, 1217, 1224, 1225, 1230, 1249, 1253, 1257, 1353, 1381, 1415, 1431, 1432, 1447, 1451, 1467, 1472, 1474, 1475, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1511, 1526, 1536, 1540, 1546, 1578, 1581, 1586, 1597, 1610, 1697, 1771, 1886, 1907, 1929, 1930, 1945, 1962, 1964, 1969, 2011, 2015, 2027, 2028, 2043, 2056, 2057, 2072, 2075, 2083, 2095, 2103, 2105, 2110, 2138, 2141, 2145, 2169, 2170, 2181, 2185, 2191, 2195, 2196, 2197, 2212, 2218, 2224, 2228, 2303, 2322, 2340, 2353, 2359, 2385, 2389, 2409, 2413, 2420, 2438, 2444, 2459, 2461, 2462, 2463, 2467, 2477, 2546, 2552, 2576, 2580, 2607, 2611, 2621, 2627, 2634, 2636, 2643, 2660, 2666, 2678, 2697, 2698, 2699, 2702, 2707, 2709, 2712, 2740, 2745, 2765, 2766, 2767, 2774, 2778, 2804, 2809, 2819, 2830, 2836, 2859, 2863, 2881, 2885, 2895, 2911, 2917, 2931, 2935, 2943, 2961, 2962, 2963, 2970, 2974, 3002, 3007, 3010, 3045, 3059, 3064, 3074, 3075, 3096, 3100, 3103, 3107, 3110, 3115, 3123, 3128, 3163, 3210, 3215, 3222, 3228, 3229, 3243, 3247, 3359, 3483, 3487, 3501, 3502, 3504, 3505, 3519, 3523, 3529, 3541, 3546, 3562, 3563, 3565, 3566, 3583, 3587, 3598, 3599, 3600, 3607, 3611, 3638, 3643, 3646, 3650, 3655, 3668, 3672, 3677, 3696, 3712, 3716, 3755, 3760, 3883, 3884, 3887, 3890, 3898, 3903, 3904, 3910, 3912, 3913, 3914, 3915, 3916, 3918, 3919, 3923, 3924, 3925, 3926, 3927, 3928, 3933, 3934, 3935, 3936, 3979, 3980, 3981, 3982, 3995, 3999, 4001, 4002, 4004, 4006, 4012, 4013, 4017, 4018, 4020, 4026, 4060, 4109, 4111, 4113, 4120, 4123, 4124, 4129, 4133, 4134, 4135, 4136, 4150, 4169, 4174, 4175, 4179, 4185, 4188, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197, 4199, 4200, 4221, 4223, 4224, 4225, 4226, 4228, 4229, 4230, 4232, 4234, 4237, 4239, 4261, 4284, 4285, 4300, 4306, 4310, 4323, 4333, 4340, 4352, 4379, 4385, 4389, 4402, 4412, 4419, 4438, 4456, 4460, 4471, 4475, 4488, 4498, 4505, 4507, 4553, 4567, 4574, 4581, 4582, 4601, 4603, 4605, 4611, 4615, 4622, 4762, 4768, 4771, 4784, 4791, 4798, 4801, 4802, 4809, 4832, 4833, 4836, 4841, 4854, 4880, 4889, 4897, 4903, 4928, 5003, 5012, 5017, 5022, 5029, 5030, 5047, 5050, 5052, 5056, 5060, 5067, 5120, 5124, 5129, 5136, 5137, 5155, 5158, 5160, 5164, 5168, 5175, 5214, 5224, 5228, 5232, 5239, 5240, 5256, 5258, 5260, 5264, 5268, 5275, 5285, 5313, 5348, 5382, 5410, 5447, 5478, 5483, 5489, 5524, 5538, 5542, 5549, 5550, 5566, 5568, 5570, 5574, 5578, 5585, 5597, 5617, 5628, 5639, 5684, 5698, 5705, 5712, 5713, 5732, 5734, 5736, 5742, 5746, 5753, 5761, 5770, 5799, 5836, 5867, 5904, 5918, 5923, 5931, 5932, 5950, 5953, 5955, 5961, 5965, 5973, 5985, 6020, 6034, 6038, 6045, 6046, 6062, 6064, 6066, 6070, 6074, 6081, 6084, 6092, 6116, 6135, 6136, 6137, 6145, 6151, 6155, 6164, 6193, 6200, 6227, 6233, 6260, 6265, 6293, 6300, 6331, 6360, 6398, 6413, 6414, 6418, 6419, 6427, 6429, 6431, 6433, 6437, 6450, 6453, 6458, 6464],
│ │ │ │ │ +        "assum": [5, 34, 47, 67, 71, 85, 89, 95, 105, 106, 116, 120, 126, 177, 178, 182, 183, 188, 190, 191, 193, 194, 195, 196, 197, 203, 209, 210, 216, 221, 222, 227, 231, 232, 234, 241, 245, 246, 249, 251, 256, 258, 263, 265, 276, 277, 287, 291, 312, 326, 338, 348, 349, 359, 363, 372, 389, 405, 406, 430, 434, 438, 447, 463, 464, 488, 492, 496, 505, 521, 522, 546, 550, 554, 564, 578, 579, 583, 603, 607, 611, 620, 633, 634, 639, 658, 662, 666, 675, 688, 689, 693, 711, 715, 719, 728, 737, 746, 747, 752, 773, 777, 781, 792, 804, 811, 812, 816, 837, 841, 845, 855, 864, 875, 882, 889, 890, 894, 915, 919, 923, 932, 939, 950, 959, 968, 969, 974, 995, 999, 1003, 1006, 1014, 1016, 1017, 1022, 1023, 1024, 1025, 1026, 1035, 1054, 1055, 1059, 1080, 1084, 1088, 1097, 1110, 1111, 1116, 1135, 1139, 1143, 1152, 1169, 1184, 1185, 1190, 1209, 1213, 1217, 1224, 1225, 1230, 1249, 1253, 1257, 1353, 1381, 1415, 1431, 1432, 1447, 1451, 1467, 1472, 1474, 1475, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1511, 1526, 1536, 1540, 1546, 1578, 1581, 1586, 1597, 1610, 1697, 1771, 1886, 1907, 1929, 1930, 1945, 1962, 1964, 1969, 2011, 2015, 2027, 2028, 2043, 2056, 2057, 2072, 2075, 2083, 2095, 2103, 2105, 2110, 2138, 2141, 2145, 2169, 2170, 2181, 2185, 2191, 2195, 2196, 2197, 2212, 2218, 2224, 2228, 2303, 2322, 2340, 2353, 2359, 2385, 2389, 2409, 2413, 2420, 2438, 2444, 2459, 2461, 2462, 2463, 2467, 2477, 2546, 2552, 2576, 2580, 2607, 2611, 2621, 2627, 2634, 2636, 2643, 2660, 2666, 2678, 2697, 2698, 2699, 2702, 2707, 2709, 2712, 2740, 2745, 2765, 2766, 2767, 2774, 2778, 2804, 2809, 2819, 2830, 2836, 2859, 2863, 2881, 2885, 2895, 2911, 2917, 2931, 2935, 2943, 2961, 2962, 2963, 2970, 2974, 3002, 3007, 3010, 3045, 3059, 3064, 3074, 3075, 3096, 3100, 3103, 3107, 3110, 3115, 3123, 3128, 3163, 3210, 3215, 3222, 3228, 3229, 3243, 3247, 3359, 3483, 3487, 3501, 3502, 3504, 3505, 3519, 3523, 3529, 3541, 3546, 3562, 3563, 3565, 3566, 3583, 3587, 3598, 3599, 3600, 3607, 3611, 3638, 3643, 3646, 3650, 3655, 3668, 3672, 3677, 3696, 3712, 3716, 3755, 3760, 3883, 3884, 3887, 3890, 3898, 3903, 3904, 3910, 3912, 3913, 3914, 3915, 3916, 3918, 3919, 3923, 3924, 3925, 3926, 3927, 3928, 3933, 3934, 3935, 3936, 3979, 3980, 3981, 3982, 3995, 3999, 4001, 4002, 4004, 4006, 4012, 4013, 4017, 4018, 4020, 4026, 4060, 4109, 4111, 4113, 4120, 4123, 4124, 4129, 4133, 4134, 4135, 4136, 4150, 4169, 4174, 4175, 4179, 4185, 4188, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197, 4199, 4200, 4221, 4223, 4224, 4225, 4226, 4228, 4229, 4230, 4232, 4234, 4237, 4239, 4261, 4284, 4285, 4300, 4306, 4310, 4323, 4333, 4340, 4352, 4379, 4385, 4389, 4402, 4412, 4419, 4438, 4456, 4460, 4471, 4475, 4488, 4498, 4505, 4507, 4553, 4567, 4574, 4581, 4582, 4601, 4603, 4605, 4611, 4615, 4622, 4762, 4768, 4771, 4784, 4791, 4798, 4801, 4802, 4809, 4832, 4833, 4836, 4841, 4854, 4880, 4889, 4897, 4903, 4928, 5003, 5012, 5017, 5022, 5029, 5030, 5047, 5050, 5052, 5056, 5060, 5067, 5120, 5124, 5129, 5136, 5137, 5155, 5158, 5160, 5164, 5168, 5175, 5214, 5224, 5228, 5232, 5239, 5240, 5256, 5258, 5260, 5264, 5268, 5275, 5285, 5313, 5348, 5382, 5410, 5447, 5478, 5483, 5489, 5524, 5538, 5542, 5549, 5550, 5566, 5568, 5570, 5574, 5578, 5585, 5597, 5617, 5628, 5639, 5684, 5698, 5705, 5712, 5713, 5732, 5734, 5736, 5742, 5746, 5753, 5761, 5770, 5799, 5836, 5867, 5904, 5918, 5923, 5931, 5932, 5950, 5953, 5955, 5961, 5965, 5973, 5985, 6020, 6034, 6038, 6045, 6046, 6062, 6064, 6066, 6070, 6074, 6081, 6084, 6092, 6116, 6135, 6136, 6137, 6145, 6151, 6155, 6164, 6193, 6200, 6227, 6233, 6260, 6265, 6293, 6300, 6331, 6360, 6398, 6413, 6414, 6418, 6419, 6427, 6429, 6431, 6433, 6437, 6450, 6453, 6458, 6464],
│ │ │ │ │          "assumpt": [182, 185, 187, 209, 232, 263, 265, 2075, 2080, 2459, 2462, 2697, 2702, 2765, 2961, 3483, 3501, 3541, 3562, 3598, 3650, 3672, 3750, 3904, 3995, 4001, 4017, 4020, 4026, 4127, 4130, 4131, 4460, 5070, 5444, 5833, 6092, 6235, 6333, 6400, 6430, 6441, 6450, 6458, 6459, 6464],
│ │ │ │ │          "astronom": 193,
│ │ │ │ │          "astrophys": 39,
│ │ │ │ │          "astyp": [185, 191, 193, 194, 198, 204, 209, 218, 219, 222, 223, 226, 229, 2195, 2196, 2222, 2227, 6434, 6451, 6452, 6464],
│ │ │ │ │          "asunicod": 6451,
│ │ │ │ │          "aswan": [25, 39],
│ │ │ │ │          "asym": [3926, 6142, 6143],
│ │ │ │ │ @@ -58921,15 +58998,15 @@
│ │ │ │ │          "below": [4, 5, 30, 31, 46, 67, 79, 94, 102, 105, 111, 142, 174, 175, 177, 179, 185, 190, 191, 194, 198, 199, 200, 201, 202, 205, 207, 213, 216, 217, 219, 220, 224, 226, 229, 230, 231, 232, 235, 237, 238, 239, 241, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 256, 257, 258, 259, 264, 276, 296, 310, 324, 336, 348, 354, 370, 387, 405, 422, 445, 463, 480, 503, 521, 538, 561, 578, 583, 594, 595, 618, 633, 639, 650, 673, 688, 693, 704, 726, 746, 752, 765, 789, 811, 816, 827, 828, 852, 872, 889, 894, 907, 930, 948, 968, 974, 987, 1011, 1032, 1054, 1059, 1070, 1071, 1095, 1110, 1116, 1127, 1150, 1167, 1184, 1190, 1201, 1224, 1230, 1241, 1380, 1414, 1431, 1510, 1536, 1546, 1694, 1700, 1701, 1703, 1704, 1711, 1715, 1716, 1719, 1724, 1729, 1730, 1732, 1733, 1740, 1745, 1746, 1748, 1749, 1756, 1761, 1762, 1764, 1765, 1772, 1777, 1778, 1780, 1781, 1788, 1793, 1794, 1796, 1797, 1804, 1808, 1809, 1811, 1812, 1962, 1987, 2082, 2103, 2110, 2126, 2169, 2176, 2187, 2198, 2219, 2221, 2223, 2250, 2285, 2302, 2321, 2339, 2358, 2385, 2401, 2419, 2461, 2470, 2546, 2576, 2596, 2615, 2633, 2642, 2659, 2677, 2707, 2717, 2727, 2728, 2774, 2782, 2792, 2818, 2831, 2859, 2871, 2872, 2887, 2911, 2925, 2970, 2978, 2989, 3064, 3228, 3235, 3251, 3252, 3255, 3257, 3504, 3513, 3565, 3575, 3607, 3615, 3625, 3727, 3748, 3752, 3753, 3803, 3805, 3833, 3845, 3847, 3899, 3926, 4141, 4218, 4284, 4306, 4352, 4354, 4385, 4438, 4441, 4460, 4471, 4574, 4625, 4647, 4768, 4802, 4804, 4805, 4902, 4927, 4973, 5022, 5070, 5076, 5129, 5183, 5232, 5489, 5494, 5542, 5644, 5705, 5867, 5872, 5923, 5990, 6038, 6089, 6092, 6093, 6419, 6428, 6450, 6451, 6452, 6458, 6464],
│ │ │ │ │          "ben": [6441, 6451],
│ │ │ │ │          "bench": 19,
│ │ │ │ │          "benchmark": [222, 3935, 4124, 4897, 6430],
│ │ │ │ │          "benefit": [4, 27, 30, 186, 198, 207, 237, 242, 248, 1927, 2025, 2054, 5639, 6454],
│ │ │ │ │          "benhren": 4001,
│ │ │ │ │          "benjamini": [2727, 3979, 3980, 3982],
│ │ │ │ │ -        "bera": [34, 188, 193, 197, 201, 203, 210, 222, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 3118, 3890, 3898, 4180, 4336, 4415, 4501, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077, 6124, 6235, 6333, 6400, 6413, 6418, 6431, 6453, 6458],
│ │ │ │ │ +        "bera": [34, 188, 193, 197, 201, 203, 210, 222, 227, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 3118, 3890, 3898, 4180, 4336, 4415, 4501, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077, 6124, 6235, 6333, 6400, 6413, 6418, 6431, 6453, 6458],
│ │ │ │ │          "bergmeir": [221, 4956],
│ │ │ │ │          "berlin": [3083, 4590, 4968, 5039, 5147, 5248, 5558, 5721, 5941, 5985, 6054],
│ │ │ │ │          "berndt": [3034, 4540, 4992, 5098, 5203, 5513, 5671, 5892, 6009],
│ │ │ │ │          "bernoulli": [1512, 1543, 1696, 1931, 1966, 2029, 2058, 2084, 2107, 4116],
│ │ │ │ │          "bernsteindistribut": 6441,
│ │ │ │ │          "bertrandhaut": 6434,
│ │ │ │ │          "beseghi": 6439,
│ │ │ │ │ @@ -58965,15 +59042,15 @@
│ │ │ │ │          "bhapkar": [3809, 3851],
│ │ │ │ │          "bi": 195,
│ │ │ │ │          "bia": [250, 252, 1919, 1954, 1961, 2009, 2017, 2046, 2226, 2517, 2623, 3929, 3961, 4244, 4839, 4852, 4862, 4871, 4887, 6099],
│ │ │ │ │          "bianchi": 3184,
│ │ │ │ │          "bias": [1414, 1510, 2082, 2642, 2659, 2677, 2818, 4135, 4136, 6097, 6225, 6325],
│ │ │ │ │          "bias_reduc": [1927, 1954, 2008, 2025, 2054],
│ │ │ │ │          "bibtex": 6418,
│ │ │ │ │ -        "bic": [34, 59, 128, 188, 190, 191, 193, 196, 197, 201, 203, 206, 210, 217, 222, 231, 232, 234, 236, 238, 241, 243, 246, 250, 257, 260, 261, 265, 414, 472, 530, 586, 642, 696, 755, 819, 897, 977, 1062, 1119, 1193, 1233, 1527, 1550, 1971, 2112, 2164, 2377, 2568, 2688, 2718, 2783, 2903, 2952, 2979, 3083, 3129, 3589, 3616, 4237, 4278, 4296, 4342, 4365, 4375, 4452, 4507, 4590, 4762, 4862, 4871, 5039, 5070, 5120, 5147, 5224, 5248, 5558, 5721, 5941, 6054, 6086, 6087, 6092, 6105, 6150, 6178, 6245, 6250, 6413, 6418, 6431, 6439, 6441, 6450, 6451, 6458, 6460, 6464],
│ │ │ │ │ +        "bic": [34, 59, 128, 188, 190, 191, 193, 196, 197, 201, 203, 206, 210, 217, 222, 227, 231, 232, 234, 236, 238, 241, 243, 246, 250, 257, 260, 261, 265, 414, 472, 530, 586, 642, 696, 755, 819, 897, 977, 1062, 1119, 1193, 1233, 1527, 1550, 1971, 2112, 2164, 2377, 2568, 2688, 2718, 2783, 2903, 2952, 2979, 3083, 3129, 3589, 3616, 4237, 4278, 4296, 4342, 4365, 4375, 4452, 4507, 4590, 4762, 4862, 4871, 5039, 5070, 5120, 5147, 5224, 5248, 5558, 5721, 5941, 6054, 6086, 6087, 6092, 6105, 6150, 6178, 6245, 6250, 6413, 6418, 6431, 6439, 6441, 6450, 6451, 6458, 6460, 6464],
│ │ │ │ │          "bic_l": [3083, 4590, 5039, 5147, 5248, 5558, 5721, 5941, 6054],
│ │ │ │ │          "bic_min_ord": 6087,
│ │ │ │ │          "bieren": 4232,
│ │ │ │ │          "bifurc": 4004,
│ │ │ │ │          "big": [5, 5070, 6142, 6143, 6421, 6433],
│ │ │ │ │          "bigg": [3072, 3117, 4617, 4793, 5062, 5170, 5270, 5580, 5748, 5967, 6076, 6089],
│ │ │ │ │          "bigger": 233,
│ │ │ │ │ @@ -59559,15 +59636,15 @@
│ │ │ │ │          "code_with_intercept": [5, 194],
│ │ │ │ │          "code_without_intercept": [5, 194],
│ │ │ │ │          "codebas": [174, 175, 6433, 6451, 6453, 6457],
│ │ │ │ │          "codebook": 207,
│ │ │ │ │          "codec": 5,
│ │ │ │ │          "codecov": [0, 180, 6434, 6437, 6442, 6446],
│ │ │ │ │          "codeql": [6446, 6448],
│ │ │ │ │ -        "coef": [34, 85, 86, 116, 117, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2235, 2409, 2410, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2882, 2931, 2932, 3002, 3003, 3115, 3116, 3214, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6159, 6169, 6178, 6205, 6222, 6260, 6270, 6273, 6278, 6305, 6308, 6322, 6380, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │ +        "coef": [34, 85, 86, 116, 117, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2235, 2409, 2410, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2882, 2931, 2932, 3002, 3003, 3115, 3116, 3214, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6159, 6169, 6178, 6205, 6222, 6260, 6270, 6273, 6278, 6305, 6308, 6322, 6380, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │          "coef_var": [3890, 3893, 3896, 3898],
│ │ │ │ │          "coeff": [205, 239, 2482, 4652, 4653],
│ │ │ │ │          "coeff_matrix": 2449,
│ │ │ │ │          "coefffici": 4147,
│ │ │ │ │          "coeffici": [5, 59, 71, 85, 90, 106, 116, 121, 144, 182, 190, 194, 198, 205, 206, 208, 216, 220, 222, 223, 230, 232, 234, 241, 245, 246, 249, 252, 277, 287, 292, 311, 325, 337, 349, 359, 364, 365, 379, 382, 390, 397, 406, 434, 439, 440, 448, 455, 464, 492, 497, 498, 506, 513, 522, 550, 555, 565, 579, 607, 612, 626, 634, 662, 667, 689, 715, 720, 721, 729, 737, 747, 777, 782, 783, 793, 812, 841, 846, 890, 919, 924, 925, 933, 939, 942, 951, 959, 969, 999, 1004, 1005, 1015, 1023, 1027, 1036, 1055, 1084, 1089, 1090, 1103, 1111, 1139, 1144, 1145, 1159, 1162, 1176, 1185, 1213, 1218, 1225, 1253, 1258, 1307, 1309, 1310, 1317, 1340, 1342, 1343, 1350, 1351, 1414, 1422, 1426, 1432, 1447, 1452, 1467, 1470, 1491, 1510, 1521, 1540, 1541, 1581, 1587, 1598, 1617, 1659, 1665, 1671, 1680, 1686, 1692, 1927, 1929, 1940, 1954, 1964, 1965, 2011, 2016, 2025, 2027, 2038, 2054, 2056, 2067, 2075, 2082, 2091, 2096, 2105, 2106, 2141, 2146, 2170, 2181, 2186, 2219, 2226, 2353, 2368, 2376, 2389, 2409, 2414, 2433, 2449, 2452, 2468, 2480, 2482, 2551, 2560, 2580, 2607, 2612, 2633, 2642, 2644, 2653, 2659, 2661, 2666, 2677, 2679, 2684, 2688, 2712, 2714, 2740, 2746, 2756, 2778, 2780, 2804, 2810, 2818, 2820, 2829, 2830, 2831, 2835, 2836, 2849, 2854, 2863, 2886, 2917, 2931, 2936, 2944, 2952, 2974, 2976, 3002, 3008, 3010, 3075, 3101, 3103, 3104, 3115, 3124, 3125, 3129, 3141, 3151, 3184, 3214, 3222, 3229, 3243, 3248, 3359, 3505, 3519, 3524, 3566, 3583, 3588, 3611, 3638, 3644, 3701, 3737, 3767, 3768, 3775, 3786, 3787, 3802, 3881, 3886, 3890, 3898, 3910, 3913, 3914, 3915, 3916, 3976, 4004, 4008, 4146, 4147, 4296, 4304, 4310, 4333, 4341, 4375, 4383, 4389, 4412, 4420, 4452, 4460, 4461, 4475, 4498, 4506, 4560, 4561, 4563, 4582, 4605, 4615, 4623, 4624, 4625, 4628, 4629, 4631, 4642, 4643, 4644, 4645, 4646, 4647, 4649, 4651, 4652, 4653, 4654, 4655, 4656, 4762, 4771, 4784, 4791, 4799, 4800, 4803, 4806, 4807, 4898, 4923, 4945, 4962, 5012, 5013, 5020, 5030, 5049, 5052, 5060, 5068, 5069, 5070, 5092, 5120, 5127, 5137, 5141, 5157, 5160, 5168, 5176, 5177, 5224, 5240, 5260, 5268, 5276, 5277, 5550, 5570, 5578, 5586, 5587, 5639, 5691, 5692, 5694, 5713, 5736, 5746, 5754, 5755, 5867, 5932, 5955, 5956, 5965, 5974, 5975, 5976, 5977, 5978, 5980, 5981, 5982, 5985, 6030, 6046, 6066, 6074, 6082, 6083, 6084, 6093, 6094, 6095, 6097, 6098, 6099, 6103, 6131, 6132, 6167, 6169, 6176, 6178, 6183, 6184, 6202, 6205, 6214, 6218, 6228, 6232, 6260, 6268, 6270, 6273, 6283, 6284, 6302, 6305, 6308, 6314, 6318, 6327, 6341, 6344, 6345, 6367, 6375, 6380, 6413, 6425, 6441, 6450, 6451, 6452, 6454, 6458, 6459, 6464],
│ │ │ │ │          "coefficient_matrices_var": [5013, 6030],
│ │ │ │ │          "coefficient_matrices_vma": 6030,
│ │ │ │ │ @@ -59693,15 +59770,15 @@
│ │ │ │ │          "concept": [242, 249, 2194, 4897, 5489, 6398, 6399, 6437],
│ │ │ │ │          "conceptu": 6454,
│ │ │ │ │          "concern": [174, 186, 5445, 5834],
│ │ │ │ │          "concis": 175,
│ │ │ │ │          "conclud": [254, 258],
│ │ │ │ │          "conclus": [187, 6234, 6332],
│ │ │ │ │          "concret": [264, 4962],
│ │ │ │ │ -        "cond": [34, 182, 188, 193, 203, 210, 222, 231, 232, 234, 255, 265, 4138, 4148, 4150, 6413, 6418, 6431, 6443, 6446],
│ │ │ │ │ +        "cond": [34, 182, 188, 193, 203, 210, 222, 227, 231, 232, 234, 255, 265, 4138, 4148, 4150, 6413, 6418, 6431, 6443, 6446],
│ │ │ │ │          "cond_mean": [1563, 1984, 2124, 2216],
│ │ │ │ │          "conda": [6419, 6434, 6439, 6443, 6446],
│ │ │ │ │          "condit": [25, 34, 39, 46, 94, 153, 172, 182, 185, 188, 196, 197, 203, 210, 221, 226, 228, 231, 232, 237, 252, 307, 310, 321, 324, 333, 336, 370, 371, 379, 387, 388, 397, 445, 446, 455, 503, 504, 513, 561, 563, 571, 618, 619, 626, 673, 674, 726, 727, 737, 789, 791, 802, 852, 854, 864, 872, 874, 882, 930, 931, 939, 948, 949, 959, 1011, 1013, 1023, 1032, 1034, 1045, 1095, 1096, 1103, 1150, 1151, 1159, 1167, 1168, 1176, 1286, 1296, 1302, 1356, 1380, 1459, 1521, 1563, 1596, 1608, 1940, 1970, 1984, 2038, 2067, 2091, 2111, 2124, 2216, 2239, 2250, 2302, 2321, 2339, 2353, 2358, 2368, 2419, 2440, 2448, 2453, 2458, 2459, 2504, 2505, 2506, 2507, 2508, 2509, 2517, 2562, 2568, 2582, 2688, 2700, 2702, 2709, 2768, 2874, 2875, 2952, 2964, 3045, 3079, 3102, 3209, 3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448, 3479, 3480, 3484, 3490, 3491, 3537, 3538, 3542, 3550, 3552, 3589, 3601, 3646, 3647, 3651, 3659, 3661, 3668, 3669, 3673, 3681, 3685, 3716, 3717, 3756, 3773, 3902, 3909, 3935, 4121, 4138, 4148, 4150, 4266, 4278, 4309, 4388, 4474, 4553, 4586, 4604, 4788, 4806, 4820, 4880, 4897, 4914, 4915, 4939, 4940, 4963, 4964, 4966, 4967, 5003, 5035, 5051, 5109, 5143, 5159, 5214, 5244, 5259, 5310, 5407, 5483, 5524, 5554, 5569, 5625, 5639, 5684, 5717, 5735, 5756, 5765, 5766, 5767, 5796, 5904, 5937, 5954, 5980, 6020, 6050, 6065, 6088, 6094, 6150, 6414, 6415, 6425, 6427, 6430, 6437, 6441, 6446, 6450, 6451, 6458, 6461, 6462],
│ │ │ │ │          "condition": 252,
│ │ │ │ │          "condition_numb": [222, 2688, 2952, 3589],
│ │ │ │ │          "conditional_probability_distribut": 2504,
│ │ │ │ │          "conditionallogit": 6434,
│ │ │ │ │ @@ -59752,15 +59829,15 @@
│ │ │ │ │          "conserv": [6, 226, 255, 256, 2223, 2224, 3040, 3753, 4013, 4121, 4125, 4165, 4166, 4513, 4548, 4973, 4998, 5104, 5183, 5209, 5278, 5284, 5287, 5322, 5343, 5345, 5384, 5419, 5440, 5442, 5475, 5494, 5519, 5644, 5679, 5772, 5808, 5829, 5831, 5872, 5898, 5990, 6015, 6084, 6085, 6434, 6437, 6439, 6450],
│ │ │ │ │          "conserve_memori": [3040, 4548, 4998, 5104, 5209, 5278, 5284, 5293, 5343, 5390, 5440, 5475, 5519, 5679, 5778, 5829, 5898, 6015],
│ │ │ │ │          "consid": [39, 40, 179, 182, 187, 191, 195, 201, 202, 205, 206, 209, 214, 217, 222, 230, 237, 238, 240, 241, 243, 245, 247, 248, 249, 250, 251, 252, 256, 594, 827, 1070, 1307, 1340, 1468, 1472, 1473, 1474, 1475, 1523, 1943, 2041, 2070, 2093, 2210, 2653, 2702, 3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448, 3741, 3974, 4042, 4057, 4111, 4342, 4507, 4508, 4962, 4968, 5867, 5985, 6087, 6356, 6383, 6423, 6428, 6450, 6451, 6457, 6458, 6464],
│ │ │ │ │          "consider": [174, 232, 249, 2546, 3939, 4137, 6433, 6458],
│ │ │ │ │          "consist": [4, 5, 30, 90, 121, 182, 185, 191, 198, 201, 208, 210, 215, 220, 234, 238, 240, 245, 251, 255, 259, 292, 302, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1307, 1330, 1340, 1376, 1452, 1531, 1563, 1587, 1956, 1984, 2016, 2075, 2098, 2124, 2146, 2148, 2186, 2195, 2196, 2197, 2216, 2414, 2525, 2526, 2528, 2529, 2535, 2536, 2538, 2539, 2612, 2636, 2746, 2810, 2886, 2890, 2936, 3008, 3058, 3059, 3071, 3074, 3124, 3248, 3253, 3255, 3483, 3524, 3541, 3588, 3644, 3650, 3651, 3672, 3820, 3824, 3923, 3974, 4299, 4300, 4341, 4378, 4379, 4420, 4455, 4456, 4506, 4566, 4567, 4581, 4623, 4799, 4804, 5016, 5017, 5029, 5068, 5123, 5124, 5136, 5176, 5178, 5227, 5228, 5239, 5276, 5537, 5538, 5549, 5586, 5598, 5599, 5600, 5601, 5605, 5606, 5607, 5697, 5698, 5712, 5754, 5917, 5918, 5931, 5974, 6033, 6034, 6045, 6082, 6096, 6099, 6109, 6185, 6285, 6375, 6427, 6433, 6434, 6437, 6450, 6451, 6454, 6464],
│ │ │ │ │          "consol": [6231, 6330],
│ │ │ │ │          "consolid": 6434,
│ │ │ │ │ -        "const": [183, 193, 196, 197, 199, 206, 207, 209, 210, 211, 217, 219, 222, 230, 233, 246, 249, 260, 264, 265, 2671, 3704, 3994, 4258, 4692, 6107, 6367, 6414, 6418, 6423, 6431, 6434, 6441, 6455, 6464],
│ │ │ │ │ +        "const": [183, 193, 196, 197, 199, 206, 207, 209, 210, 211, 217, 219, 222, 227, 230, 233, 246, 249, 260, 264, 265, 2671, 3704, 3994, 4258, 4692, 6107, 6367, 6414, 6418, 6423, 6431, 6434, 6441, 6455, 6464],
│ │ │ │ │          "const_break": 197,
│ │ │ │ │          "const_coint": 6367,
│ │ │ │ │          "const_post": 245,
│ │ │ │ │          "const_post_plus1": 245,
│ │ │ │ │          "const_pr": 245,
│ │ │ │ │          "constanc": [3071, 3072, 3098, 3099, 3922],
│ │ │ │ │          "constant": [4, 5, 12, 34, 59, 122, 182, 190, 191, 194, 197, 198, 206, 207, 214, 216, 217, 219, 222, 226, 228, 233, 234, 235, 237, 239, 241, 249, 250, 251, 253, 255, 257, 263, 264, 365, 379, 382, 390, 397, 417, 431, 440, 448, 455, 475, 489, 498, 506, 513, 533, 547, 583, 589, 604, 639, 645, 659, 693, 699, 712, 752, 758, 774, 816, 822, 838, 847, 894, 900, 916, 974, 980, 996, 1059, 1065, 1081, 1090, 1103, 1116, 1136, 1190, 1196, 1210, 1230, 1236, 1250, 1546, 1554, 1559, 1613, 1629, 1645, 1739, 1778, 1911, 1929, 1941, 1969, 1975, 1980, 2027, 2039, 2056, 2068, 2110, 2116, 2121, 2217, 2226, 2353, 2354, 2367, 2375, 2376, 2468, 2480, 2509, 2512, 2517, 2519, 2568, 2591, 2605, 2636, 2637, 2653, 2654, 2671, 2672, 2688, 2693, 2694, 2710, 2714, 2733, 2734, 2756, 2761, 2762, 2776, 2780, 2797, 2798, 2812, 2813, 2829, 2938, 2952, 2972, 2976, 3126, 3129, 3130, 3131, 3137, 3139, 3141, 3143, 3154, 3155, 3161, 3164, 3169, 3174, 3189, 3199, 3204, 3214, 3251, 3252, 3253, 3254, 3255, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3480, 3538, 3589, 3594, 3595, 3609, 3630, 3631, 3647, 3669, 3702, 3704, 3755, 3904, 3910, 3912, 3920, 3994, 4004, 4151, 4153, 4231, 4232, 4233, 4234, 4236, 4237, 4238, 4239, 4258, 4278, 4342, 4343, 4354, 4429, 4441, 4460, 4507, 4508, 4683, 4687, 4692, 4721, 4723, 4728, 4801, 4809, 4823, 4898, 4958, 5020, 5070, 5094, 5120, 5127, 5309, 5311, 5313, 5406, 5408, 5410, 5624, 5626, 5628, 5639, 5795, 5797, 5799, 5867, 5980, 5985, 6086, 6092, 6093, 6096, 6099, 6105, 6107, 6108, 6150, 6164, 6166, 6170, 6193, 6198, 6206, 6250, 6258, 6265, 6267, 6271, 6293, 6298, 6306, 6356, 6367, 6408, 6409, 6410, 6413, 6418, 6434, 6441, 6446, 6450, 6451, 6454],
│ │ │ │ │ @@ -59855,15 +59932,15 @@
│ │ │ │ │          "corr_nearest": [3883, 3887],
│ │ │ │ │          "corr_nearest_factor": 6451,
│ │ │ │ │          "corr_new": [3883, 3884],
│ │ │ │ │          "corr_param": [1261, 1270, 1287, 1297, 1311, 1321, 1332, 1344],
│ │ │ │ │          "corr_threshold": 6451,
│ │ │ │ │          "corrcoef": [2190, 2191, 3359, 3885, 3886, 4197],
│ │ │ │ │          "correct": [0, 62, 86, 117, 131, 182, 187, 198, 209, 223, 226, 231, 233, 234, 241, 250, 265, 288, 360, 414, 430, 435, 472, 488, 493, 530, 546, 551, 586, 594, 603, 608, 642, 658, 663, 696, 711, 716, 755, 773, 778, 819, 827, 837, 842, 897, 906, 915, 920, 977, 995, 1000, 1062, 1070, 1080, 1085, 1119, 1135, 1140, 1193, 1209, 1214, 1233, 1249, 1254, 1356, 1448, 1503, 1550, 1578, 1582, 1830, 1860, 1861, 1867, 1885, 1891, 1919, 1971, 2012, 2017, 2046, 2075, 2112, 2138, 2142, 2182, 2210, 2226, 2380, 2410, 2526, 2529, 2536, 2539, 2571, 2608, 2623, 2636, 2697, 2699, 2717, 2718, 2727, 2741, 2765, 2767, 2782, 2783, 2805, 2812, 2852, 2882, 2906, 2932, 2961, 2963, 2978, 2979, 3003, 3057, 3116, 3244, 3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448, 3483, 3520, 3528, 3541, 3584, 3598, 3600, 3615, 3616, 3639, 3650, 3672, 3712, 3714, 3743, 3744, 3745, 3746, 3748, 3750, 3752, 3753, 3755, 3781, 3800, 3802, 3830, 3877, 3883, 3884, 3887, 3904, 3909, 3918, 3919, 3922, 3929, 3932, 3933, 3936, 3959, 3960, 3961, 3979, 3980, 3982, 3983, 3984, 4002, 4012, 4013, 4017, 4018, 4019, 4020, 4026, 4028, 4045, 4090, 4092, 4093, 4115, 4120, 4127, 4128, 4129, 4134, 4135, 4136, 4137, 4147, 4167, 4168, 4169, 4174, 4175, 4176, 4197, 4206, 4207, 4215, 4216, 4218, 4226, 4233, 4234, 4284, 4296, 4298, 4334, 4343, 4352, 4375, 4377, 4413, 4438, 4452, 4454, 4460, 4499, 4565, 4616, 4762, 4764, 4792, 4862, 4864, 4958, 5015, 5061, 5120, 5122, 5169, 5224, 5226, 5269, 5536, 5579, 5696, 5747, 5916, 5966, 5977, 6032, 6075, 6099, 6186, 6286, 6356, 6367, 6411, 6412, 6418, 6428, 6430, 6433, 6434, 6437, 6438, 6439, 6440, 6441, 6443, 6446, 6447, 6449, 6450, 6451, 6459],
│ │ │ │ │ -        "correctli": [0, 34, 175, 182, 188, 195, 196, 203, 209, 210, 222, 226, 231, 232, 234, 255, 259, 265, 562, 790, 853, 873, 1033, 1503, 1529, 1588, 1595, 1919, 2017, 2046, 2075, 2080, 3740, 3753, 3917, 3923, 3982, 4013, 4088, 4089, 4092, 4093, 4096, 4097, 4100, 4101, 4104, 4105, 4108, 4109, 4111, 4112, 4113, 4114, 4123, 4142, 4143, 4144, 4145, 4146, 6413, 6415, 6418, 6431, 6434, 6437, 6450, 6451],
│ │ │ │ │ +        "correctli": [0, 34, 175, 182, 188, 195, 196, 203, 209, 210, 222, 226, 227, 231, 232, 234, 255, 259, 265, 562, 790, 853, 873, 1033, 1503, 1529, 1588, 1595, 1919, 2017, 2046, 2075, 2080, 3740, 3753, 3917, 3923, 3982, 4013, 4088, 4089, 4092, 4093, 4096, 4097, 4100, 4101, 4104, 4105, 4108, 4109, 4111, 4112, 4113, 4114, 4123, 4142, 4143, 4144, 4145, 4146, 6413, 6415, 6418, 6431, 6434, 6437, 6450, 6451],
│ │ │ │ │          "correia": 6454,
│ │ │ │ │          "correl": [187, 196, 205, 210, 214, 220, 222, 226, 232, 246, 256, 268, 1261, 1270, 1287, 1297, 1307, 1309, 1310, 1311, 1317, 1321, 1332, 1340, 1342, 1343, 1344, 1350, 1351, 1466, 1467, 1470, 1491, 1654, 1655, 1656, 1660, 1661, 1662, 1667, 1668, 1672, 1673, 1674, 1682, 1683, 1688, 1689, 1690, 1919, 1954, 2017, 2046, 2160, 2214, 2223, 2224, 2225, 2226, 2433, 2434, 2440, 2470, 2482, 2636, 2697, 2699, 2765, 2767, 2831, 2836, 2890, 2961, 2963, 3119, 3359, 3598, 3600, 3737, 3883, 3884, 3885, 3886, 3887, 3890, 3898, 3900, 3901, 3902, 3920, 3924, 3925, 3926, 3927, 3928, 3937, 3962, 3963, 3976, 3979, 3980, 3982, 4178, 4197, 4199, 4228, 4229, 4309, 4337, 4388, 4416, 4429, 4474, 4502, 4619, 4795, 5064, 5070, 5172, 5272, 5582, 5750, 5969, 6078, 6086, 6088, 6090, 6105, 6161, 6180, 6221, 6262, 6280, 6321, 6437, 6439, 6447, 6450, 6451, 6453, 6459, 6464],
│ │ │ │ │          "correlation_structur": 6434,
│ │ │ │ │          "correlation_tool": 6436,
│ │ │ │ │          "correlationeffect": 6434,
│ │ │ │ │          "correlogram": [3100, 4322, 4401, 4487, 4603, 5050, 5158, 5258, 5568, 5734, 5953, 6064, 6458],
│ │ │ │ │          "correspond": [2, 5, 66, 86, 90, 104, 117, 121, 174, 184, 194, 196, 201, 209, 220, 221, 223, 239, 241, 242, 245, 246, 248, 249, 252, 255, 256, 267, 270, 271, 272, 275, 288, 292, 347, 360, 364, 367, 384, 404, 435, 439, 442, 462, 493, 497, 500, 520, 551, 555, 558, 577, 608, 612, 615, 632, 663, 667, 670, 687, 716, 720, 723, 745, 778, 782, 785, 810, 842, 846, 849, 869, 888, 920, 924, 927, 945, 967, 1000, 1004, 1007, 1029, 1053, 1085, 1089, 1092, 1109, 1140, 1144, 1147, 1164, 1183, 1214, 1218, 1223, 1254, 1258, 1317, 1350, 1351, 1359, 1368, 1398, 1399, 1400, 1403, 1416, 1426, 1427, 1428, 1430, 1433, 1448, 1452, 1454, 1455, 1456, 1457, 1458, 1463, 1512, 1535, 1543, 1544, 1582, 1587, 1590, 1622, 1638, 1654, 1677, 1687, 1690, 1696, 1771, 1921, 1931, 1966, 1969, 1985, 2012, 2016, 2019, 2029, 2048, 2058, 2084, 2102, 2107, 2142, 2146, 2168, 2182, 2186, 2190, 2191, 2192, 2196, 2219, 2285, 2353, 2374, 2377, 2384, 2405, 2410, 2414, 2461, 2470, 2524, 2545, 2566, 2575, 2608, 2612, 2613, 2686, 2741, 2746, 2805, 2810, 2834, 2840, 2858, 2872, 2882, 2886, 2910, 2932, 2936, 3003, 3008, 3010, 3040, 3041, 3042, 3043, 3044, 3063, 3079, 3080, 3102, 3116, 3117, 3118, 3124, 3126, 3134, 3161, 3227, 3244, 3248, 3261, 3262, 3266, 3275, 3286, 3287, 3291, 3300, 3311, 3312, 3316, 3325, 3336, 3337, 3341, 3350, 3367, 3368, 3372, 3381, 3392, 3393, 3397, 3406, 3423, 3424, 3428, 3437, 3448, 3449, 3453, 3462, 3503, 3520, 3524, 3525, 3564, 3584, 3588, 3639, 3644, 3711, 3907, 3950, 3980, 3982, 3994, 4001, 4002, 4012, 4013, 4017, 4018, 4020, 4028, 4042, 4045, 4057, 4092, 4093, 4127, 4130, 4133, 4141, 4142, 4144, 4146, 4147, 4185, 4187, 4191, 4194, 4197, 4205, 4212, 4217, 4226, 4266, 4273, 4305, 4334, 4341, 4384, 4413, 4420, 4470, 4499, 4506, 4508, 4548, 4549, 4550, 4551, 4552, 4573, 4586, 4587, 4604, 4616, 4617, 4618, 4623, 4767, 4788, 4792, 4793, 4794, 4799, 4898, 4923, 4956, 4968, 4998, 4999, 5000, 5001, 5002, 5021, 5035, 5036, 5051, 5061, 5062, 5063, 5068, 5104, 5105, 5106, 5107, 5108, 5128, 5143, 5144, 5159, 5169, 5170, 5171, 5176, 5178, 5209, 5210, 5211, 5212, 5213, 5231, 5244, 5245, 5259, 5269, 5270, 5271, 5276, 5278, 5311, 5347, 5361, 5408, 5446, 5475, 5519, 5520, 5521, 5522, 5523, 5541, 5554, 5555, 5569, 5579, 5580, 5581, 5586, 5608, 5609, 5610, 5614, 5626, 5679, 5680, 5681, 5682, 5683, 5704, 5717, 5718, 5735, 5747, 5748, 5749, 5754, 5797, 5835, 5898, 5899, 5900, 5901, 5902, 5922, 5937, 5938, 5952, 5954, 5966, 5967, 5968, 5974, 5980, 6015, 6016, 6017, 6018, 6019, 6037, 6050, 6051, 6065, 6075, 6076, 6077, 6082, 6086, 6092, 6093, 6094, 6098, 6101, 6105, 6233, 6234, 6245, 6331, 6332, 6339, 6356, 6367, 6375, 6398, 6399, 6414, 6430, 6434, 6454, 6462, 6464],
│ │ │ │ │ @@ -59937,15 +60014,15 @@
│ │ │ │ │          "cov_ratio": [182, 4060],
│ │ │ │ │          "cov_robust": 1954,
│ │ │ │ │          "cov_robust_bc": 1954,
│ │ │ │ │          "cov_struct": [204, 205, 268, 1919, 2017, 2046, 2156, 6434, 6439, 6451],
│ │ │ │ │          "cov_typ": [90, 121, 190, 193, 223, 226, 292, 364, 370, 387, 400, 430, 439, 445, 458, 488, 497, 503, 516, 546, 555, 573, 603, 612, 628, 658, 667, 683, 711, 720, 726, 741, 773, 782, 806, 837, 846, 915, 924, 930, 948, 963, 995, 1004, 1049, 1080, 1089, 1095, 1105, 1135, 1144, 1150, 1167, 1179, 1209, 1218, 1219, 1249, 1258, 1452, 1508, 1578, 1587, 1594, 1927, 1954, 1961, 2008, 2009, 2016, 2025, 2054, 2075, 2080, 2096, 2138, 2146, 2186, 2414, 2612, 2641, 2658, 2676, 2688, 2717, 2746, 2756, 2782, 2810, 2817, 2886, 2936, 2952, 2978, 3008, 3014, 3047, 3055, 3124, 3127, 3129, 3162, 3248, 3524, 3588, 3589, 3615, 3644, 3902, 3907, 3920, 4004, 4045, 4284, 4341, 4352, 4420, 4438, 4460, 4506, 4512, 4513, 4555, 4563, 4623, 4799, 4901, 4902, 4919, 4926, 4927, 4944, 4972, 4973, 5005, 5013, 5068, 5075, 5076, 5078, 5111, 5120, 5176, 5182, 5183, 5216, 5224, 5276, 5493, 5494, 5526, 5534, 5586, 5643, 5644, 5686, 5694, 5754, 5871, 5872, 5906, 5914, 5974, 5989, 5990, 6022, 6030, 6082, 6434, 6439, 6446, 6451, 6452],
│ │ │ │ │          "cov_var_repr": 6367,
│ │ │ │ │          "cov_whit": 4175,
│ │ │ │ │ -        "covari": [34, 42, 67, 68, 69, 71, 85, 89, 102, 105, 106, 116, 120, 128, 134, 135, 182, 183, 185, 188, 189, 190, 193, 196, 197, 198, 199, 201, 203, 205, 206, 207, 208, 209, 210, 211, 217, 220, 222, 223, 226, 229, 231, 232, 233, 234, 235, 237, 238, 243, 244, 246, 250, 252, 253, 254, 257, 261, 265, 267, 268, 276, 277, 287, 291, 307, 321, 333, 348, 349, 359, 363, 400, 405, 406, 430, 434, 438, 458, 463, 464, 488, 492, 496, 516, 521, 522, 546, 550, 554, 573, 578, 579, 599, 600, 603, 607, 611, 628, 633, 634, 658, 662, 666, 683, 688, 689, 711, 715, 719, 741, 746, 747, 773, 777, 781, 806, 811, 812, 832, 834, 837, 841, 845, 884, 889, 890, 915, 919, 923, 963, 968, 969, 995, 999, 1003, 1049, 1054, 1055, 1075, 1077, 1080, 1084, 1088, 1105, 1110, 1111, 1135, 1139, 1143, 1179, 1184, 1185, 1209, 1213, 1217, 1219, 1224, 1225, 1249, 1253, 1257, 1307, 1402, 1421, 1422, 1425, 1426, 1431, 1432, 1447, 1451, 1453, 1459, 1526, 1536, 1540, 1578, 1581, 1586, 1622, 1638, 1655, 1656, 1660, 1661, 1662, 1667, 1668, 1673, 1674, 1677, 1682, 1683, 1688, 1689, 1919, 1927, 1941, 1945, 1954, 1961, 1962, 1964, 1985, 2008, 2009, 2011, 2015, 2017, 2025, 2039, 2043, 2046, 2054, 2068, 2072, 2075, 2080, 2095, 2103, 2105, 2138, 2141, 2145, 2169, 2170, 2181, 2185, 2228, 2230, 2377, 2385, 2386, 2387, 2389, 2409, 2413, 2440, 2448, 2451, 2482, 2568, 2576, 2577, 2578, 2580, 2607, 2611, 2617, 2620, 2623, 2629, 2636, 2641, 2653, 2658, 2670, 2676, 2688, 2698, 2699, 2703, 2704, 2705, 2706, 2707, 2712, 2714, 2717, 2736, 2740, 2745, 2756, 2766, 2767, 2770, 2771, 2772, 2773, 2774, 2778, 2780, 2782, 2800, 2804, 2809, 2817, 2831, 2834, 2835, 2838, 2839, 2841, 2844, 2847, 2848, 2849, 2859, 2860, 2861, 2863, 2875, 2880, 2885, 2887, 2888, 2889, 2890, 2903, 2911, 2914, 2915, 2917, 2931, 2935, 2937, 2942, 2952, 2962, 2963, 2966, 2967, 2968, 2969, 2970, 2974, 2976, 2978, 2998, 3002, 3007, 3014, 3042, 3045, 3047, 3064, 3065, 3066, 3067, 3068, 3069, 3070, 3075, 3083, 3104, 3110, 3115, 3123, 3127, 3129, 3135, 3136, 3141, 3162, 3166, 3176, 3181, 3186, 3191, 3196, 3201, 3206, 3210, 3214, 3222, 3228, 3229, 3243, 3247, 3358, 3359, 3480, 3483, 3501, 3504, 3505, 3519, 3523, 3528, 3538, 3541, 3562, 3565, 3566, 3583, 3587, 3589, 3599, 3600, 3603, 3604, 3605, 3606, 3607, 3611, 3615, 3633, 3638, 3643, 3647, 3650, 3669, 3672, 3755, 3802, 3809, 3851, 3879, 3881, 3887, 3888, 3889, 3902, 3907, 3920, 3923, 3925, 3926, 3927, 3962, 3963, 3972, 3985, 3986, 3987, 3988, 3989, 4004, 4060, 4062, 4151, 4153, 4167, 4168, 4169, 4174, 4175, 4176, 4177, 4197, 4200, 4284, 4296, 4306, 4310, 4333, 4340, 4352, 4375, 4385, 4389, 4412, 4419, 4438, 4452, 4460, 4464, 4471, 4475, 4498, 4505, 4512, 4513, 4550, 4553, 4555, 4574, 4575, 4576, 4577, 4578, 4579, 4580, 4582, 4590, 4611, 4615, 4622, 4762, 4768, 4769, 4771, 4791, 4798, 4901, 4902, 4919, 4926, 4927, 4944, 4963, 4964, 4965, 4967, 4968, 4972, 4973, 5000, 5003, 5005, 5012, 5022, 5023, 5024, 5025, 5026, 5027, 5028, 5030, 5031, 5039, 5056, 5060, 5067, 5070, 5075, 5076, 5078, 5106, 5111, 5120, 5129, 5130, 5131, 5132, 5133, 5134, 5135, 5137, 5138, 5147, 5164, 5168, 5175, 5182, 5183, 5211, 5214, 5216, 5224, 5232, 5233, 5234, 5235, 5236, 5237, 5238, 5240, 5248, 5264, 5268, 5275, 5278, 5284, 5293, 5311, 5313, 5323, 5324, 5327, 5331, 5332, 5339, 5343, 5346, 5347, 5348, 5351, 5354, 5361, 5381, 5390, 5408, 5410, 5420, 5421, 5424, 5428, 5429, 5436, 5440, 5443, 5445, 5446, 5447, 5448, 5465, 5468, 5475, 5493, 5494, 5521, 5524, 5526, 5542, 5543, 5544, 5545, 5546, 5547, 5548, 5550, 5558, 5574, 5578, 5585, 5614, 5616, 5626, 5628, 5631, 5635, 5643, 5644, 5681, 5684, 5686, 5705, 5706, 5707, 5708, 5709, 5710, 5711, 5713, 5721, 5742, 5746, 5753, 5761, 5769, 5778, 5797, 5799, 5809, 5810, 5813, 5817, 5818, 5825, 5829, 5832, 5834, 5835, 5836, 5840, 5857, 5860, 5871, 5872, 5900, 5904, 5906, 5919, 5923, 5924, 5925, 5926, 5927, 5928, 5929, 5930, 5932, 5935, 5941, 5943, 5956, 5960, 5961, 5965, 5970, 5973, 5977, 5981, 5985, 5989, 5990, 6017, 6020, 6022, 6038, 6039, 6040, 6041, 6042, 6043, 6044, 6046, 6054, 6070, 6074, 6081, 6091, 6096, 6101, 6178, 6184, 6185, 6186, 6192, 6225, 6260, 6284, 6285, 6286, 6292, 6325, 6367, 6375, 6413, 6414, 6418, 6425, 6431, 6433, 6434, 6437, 6439, 6446, 6448, 6450, 6451, 6452, 6453, 6454, 6464],
│ │ │ │ │ +        "covari": [34, 42, 67, 68, 69, 71, 85, 89, 102, 105, 106, 116, 120, 128, 134, 135, 182, 183, 185, 188, 189, 190, 193, 196, 197, 198, 199, 201, 203, 205, 206, 207, 208, 209, 210, 211, 217, 220, 222, 223, 226, 227, 229, 231, 232, 233, 234, 235, 237, 238, 243, 244, 246, 250, 252, 253, 254, 257, 261, 265, 267, 268, 276, 277, 287, 291, 307, 321, 333, 348, 349, 359, 363, 400, 405, 406, 430, 434, 438, 458, 463, 464, 488, 492, 496, 516, 521, 522, 546, 550, 554, 573, 578, 579, 599, 600, 603, 607, 611, 628, 633, 634, 658, 662, 666, 683, 688, 689, 711, 715, 719, 741, 746, 747, 773, 777, 781, 806, 811, 812, 832, 834, 837, 841, 845, 884, 889, 890, 915, 919, 923, 963, 968, 969, 995, 999, 1003, 1049, 1054, 1055, 1075, 1077, 1080, 1084, 1088, 1105, 1110, 1111, 1135, 1139, 1143, 1179, 1184, 1185, 1209, 1213, 1217, 1219, 1224, 1225, 1249, 1253, 1257, 1307, 1402, 1421, 1422, 1425, 1426, 1431, 1432, 1447, 1451, 1453, 1459, 1526, 1536, 1540, 1578, 1581, 1586, 1622, 1638, 1655, 1656, 1660, 1661, 1662, 1667, 1668, 1673, 1674, 1677, 1682, 1683, 1688, 1689, 1919, 1927, 1941, 1945, 1954, 1961, 1962, 1964, 1985, 2008, 2009, 2011, 2015, 2017, 2025, 2039, 2043, 2046, 2054, 2068, 2072, 2075, 2080, 2095, 2103, 2105, 2138, 2141, 2145, 2169, 2170, 2181, 2185, 2228, 2230, 2377, 2385, 2386, 2387, 2389, 2409, 2413, 2440, 2448, 2451, 2482, 2568, 2576, 2577, 2578, 2580, 2607, 2611, 2617, 2620, 2623, 2629, 2636, 2641, 2653, 2658, 2670, 2676, 2688, 2698, 2699, 2703, 2704, 2705, 2706, 2707, 2712, 2714, 2717, 2736, 2740, 2745, 2756, 2766, 2767, 2770, 2771, 2772, 2773, 2774, 2778, 2780, 2782, 2800, 2804, 2809, 2817, 2831, 2834, 2835, 2838, 2839, 2841, 2844, 2847, 2848, 2849, 2859, 2860, 2861, 2863, 2875, 2880, 2885, 2887, 2888, 2889, 2890, 2903, 2911, 2914, 2915, 2917, 2931, 2935, 2937, 2942, 2952, 2962, 2963, 2966, 2967, 2968, 2969, 2970, 2974, 2976, 2978, 2998, 3002, 3007, 3014, 3042, 3045, 3047, 3064, 3065, 3066, 3067, 3068, 3069, 3070, 3075, 3083, 3104, 3110, 3115, 3123, 3127, 3129, 3135, 3136, 3141, 3162, 3166, 3176, 3181, 3186, 3191, 3196, 3201, 3206, 3210, 3214, 3222, 3228, 3229, 3243, 3247, 3358, 3359, 3480, 3483, 3501, 3504, 3505, 3519, 3523, 3528, 3538, 3541, 3562, 3565, 3566, 3583, 3587, 3589, 3599, 3600, 3603, 3604, 3605, 3606, 3607, 3611, 3615, 3633, 3638, 3643, 3647, 3650, 3669, 3672, 3755, 3802, 3809, 3851, 3879, 3881, 3887, 3888, 3889, 3902, 3907, 3920, 3923, 3925, 3926, 3927, 3962, 3963, 3972, 3985, 3986, 3987, 3988, 3989, 4004, 4060, 4062, 4151, 4153, 4167, 4168, 4169, 4174, 4175, 4176, 4177, 4197, 4200, 4284, 4296, 4306, 4310, 4333, 4340, 4352, 4375, 4385, 4389, 4412, 4419, 4438, 4452, 4460, 4464, 4471, 4475, 4498, 4505, 4512, 4513, 4550, 4553, 4555, 4574, 4575, 4576, 4577, 4578, 4579, 4580, 4582, 4590, 4611, 4615, 4622, 4762, 4768, 4769, 4771, 4791, 4798, 4901, 4902, 4919, 4926, 4927, 4944, 4963, 4964, 4965, 4967, 4968, 4972, 4973, 5000, 5003, 5005, 5012, 5022, 5023, 5024, 5025, 5026, 5027, 5028, 5030, 5031, 5039, 5056, 5060, 5067, 5070, 5075, 5076, 5078, 5106, 5111, 5120, 5129, 5130, 5131, 5132, 5133, 5134, 5135, 5137, 5138, 5147, 5164, 5168, 5175, 5182, 5183, 5211, 5214, 5216, 5224, 5232, 5233, 5234, 5235, 5236, 5237, 5238, 5240, 5248, 5264, 5268, 5275, 5278, 5284, 5293, 5311, 5313, 5323, 5324, 5327, 5331, 5332, 5339, 5343, 5346, 5347, 5348, 5351, 5354, 5361, 5381, 5390, 5408, 5410, 5420, 5421, 5424, 5428, 5429, 5436, 5440, 5443, 5445, 5446, 5447, 5448, 5465, 5468, 5475, 5493, 5494, 5521, 5524, 5526, 5542, 5543, 5544, 5545, 5546, 5547, 5548, 5550, 5558, 5574, 5578, 5585, 5614, 5616, 5626, 5628, 5631, 5635, 5643, 5644, 5681, 5684, 5686, 5705, 5706, 5707, 5708, 5709, 5710, 5711, 5713, 5721, 5742, 5746, 5753, 5761, 5769, 5778, 5797, 5799, 5809, 5810, 5813, 5817, 5818, 5825, 5829, 5832, 5834, 5835, 5836, 5840, 5857, 5860, 5871, 5872, 5900, 5904, 5906, 5919, 5923, 5924, 5925, 5926, 5927, 5928, 5929, 5930, 5932, 5935, 5941, 5943, 5956, 5960, 5961, 5965, 5970, 5973, 5977, 5981, 5985, 5989, 5990, 6017, 6020, 6022, 6038, 6039, 6040, 6041, 6042, 6043, 6044, 6046, 6054, 6070, 6074, 6081, 6091, 6096, 6101, 6178, 6184, 6185, 6186, 6192, 6225, 6260, 6284, 6285, 6286, 6292, 6325, 6367, 6375, 6413, 6414, 6418, 6425, 6431, 6433, 6434, 6437, 6439, 6446, 6448, 6450, 6451, 6452, 6453, 6454, 6464],
│ │ │ │ │          "covariance_structur": 6451,
│ │ │ │ │          "covariance_typ": [1426, 6451],
│ │ │ │ │          "covariancepenalti": 2834,
│ │ │ │ │          "covb": 265,
│ │ │ │ │          "cover": [190, 191, 211, 224, 245, 250, 267, 2547, 3716, 3885, 3979, 4323, 4402, 4460, 4488, 4832, 4836, 4839, 6413, 6450, 6457],
│ │ │ │ │          "coverag": [0, 180, 255, 1462, 1463, 1503, 2547, 3816, 3823, 3826, 3828, 3856, 3860, 3865, 3869, 3872, 3890, 3898, 3950, 3951, 3952, 3953, 3954, 3993, 3994, 3996, 4120, 4121, 4125, 4132, 4137, 4138, 4139, 4149, 4190, 4191, 4194, 4212, 4217, 4220, 4222, 4662, 5593, 6430, 6434, 6450, 6451],
│ │ │ │ │          "coveragerc": 6434,
│ │ │ │ │ @@ -60159,15 +60236,15 @@
│ │ │ │ │          "dataplot": [2214, 2215, 2220],
│ │ │ │ │          "datapoint": [230, 243, 245, 247, 3045, 3071, 3072, 4553, 4788, 4880, 5003, 5109, 5178, 5214, 5524, 5600, 5601, 5606, 5607, 5609, 5611, 5639, 5684, 5904, 6020, 6443, 6446],
│ │ │ │ │          "dataread": [216, 230, 235, 237, 240, 241, 242, 248, 251, 6458],
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│ │ │ │ │          "datatimeindex": 6434,
│ │ │ │ │          "datatyp": [2274, 2288, 2291, 5278, 5284, 5290, 5381, 5387, 5448, 5475, 5614, 5616, 5621, 5756, 5769, 5775, 5838, 5840, 5977, 6450],
│ │ │ │ │          "dataxx": 2239,
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│ │ │ │ │ +        "date": [10, 34, 37, 174, 175, 183, 188, 189, 190, 193, 196, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 216, 217, 221, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 241, 243, 244, 245, 246, 249, 250, 251, 257, 259, 261, 265, 267, 268, 1946, 2045, 2074, 2222, 2227, 3021, 3045, 3077, 3078, 3079, 3082, 3096, 3102, 3110, 4292, 4312, 4314, 4323, 4324, 4361, 4391, 4393, 4402, 4403, 4448, 4477, 4479, 4488, 4489, 4508, 4519, 4553, 4584, 4585, 4586, 4589, 4601, 4604, 4611, 4734, 4773, 4774, 4783, 4788, 4812, 4813, 4836, 4847, 4860, 4877, 4880, 4895, 4898, 4914, 4923, 4939, 4979, 5003, 5033, 5034, 5035, 5038, 5047, 5051, 5056, 5070, 5083, 5109, 5140, 5142, 5143, 5146, 5155, 5159, 5164, 5178, 5189, 5214, 5242, 5243, 5244, 5247, 5256, 5259, 5264, 5489, 5500, 5524, 5552, 5553, 5554, 5557, 5566, 5569, 5574, 5597, 5598, 5599, 5600, 5601, 5605, 5606, 5607, 5608, 5609, 5610, 5611, 5612, 5639, 5650, 5684, 5715, 5716, 5717, 5720, 5732, 5735, 5742, 5867, 5878, 5904, 5934, 5936, 5937, 5940, 5950, 5954, 5961, 5996, 6020, 6048, 6049, 6050, 6053, 6062, 6065, 6070, 6145, 6178, 6247, 6278, 6356, 6367, 6411, 6412, 6413, 6414, 6418, 6419, 6431, 6433, 6437, 6441, 6446, 6450, 6451, 6454, 6458, 6464],
│ │ │ │ │          "date_format": 5,
│ │ │ │ │          "date_from": [3080, 4587, 5036, 5144, 5245, 5555, 5718, 5938, 6051],
│ │ │ │ │          "date_pars": 5,
│ │ │ │ │          "date_rang": [190, 201, 202, 216, 217, 221, 230, 236, 238, 243, 244, 245, 249, 252, 257, 261, 262, 4692, 4809, 4956, 6458],
│ │ │ │ │          "date_str": 6451,
│ │ │ │ │          "date_to": [3080, 4587, 5036, 5144, 5245, 5555, 5718, 5938, 6051],
│ │ │ │ │          "dateindex": [4836, 5489],
│ │ │ │ │ @@ -60294,15 +60371,15 @@
│ │ │ │ │          "denot": [214, 230, 232, 245, 252, 382, 440, 721, 942, 2246, 2247, 3080, 3096, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 4205, 4508, 4587, 4601, 4734, 4965, 4968, 5036, 5047, 5144, 5155, 5245, 5256, 5476, 5478, 5483, 5484, 5555, 5566, 5639, 5718, 5732, 5938, 5950, 5979, 5985, 6051, 6062, 6458, 6464],
│ │ │ │ │          "dens": [2188, 3885, 6424],
│ │ │ │ │          "dens_c": 2504,
│ │ │ │ │          "dens_u": 2499,
│ │ │ │ │          "densiti": [189, 195, 234, 237, 248, 378, 396, 454, 512, 570, 625, 680, 736, 801, 881, 938, 958, 1044, 1102, 1158, 1175, 1313, 1334, 1346, 1607, 1629, 1645, 2188, 2189, 2196, 2367, 2487, 2488, 2490, 2494, 2495, 2498, 2499, 2503, 2504, 2505, 2506, 2508, 2524, 2525, 2526, 2527, 2528, 2529, 2530, 2531, 2532, 2533, 2534, 2535, 2536, 2537, 2538, 2539, 2540, 2541, 2542, 2543, 2544, 2545, 2937, 2942, 3100, 3268, 3274, 3293, 3299, 3318, 3324, 3343, 3349, 3360, 3362, 3374, 3380, 3399, 3405, 3430, 3436, 3455, 3461, 3763, 3781, 3788, 3790, 3791, 3793, 3794, 3795, 3975, 3981, 4322, 4401, 4487, 4603, 4641, 4650, 5050, 5158, 5258, 5568, 5734, 5953, 6064, 6414, 6433, 6434, 6441, 6462],
│ │ │ │ │          "densitydist": [239, 248],
│ │ │ │ │          "dentist": 234,
│ │ │ │ │ -        "dep": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 265, 267, 268, 5070, 6413, 6414, 6418, 6431, 6439, 6441, 6442, 6446, 6458],
│ │ │ │ │ +        "dep": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 265, 267, 268, 5070, 6413, 6414, 6418, 6431, 6439, 6441, 6442, 6446, 6458],
│ │ │ │ │          "dep_data": [204, 1687, 1919, 2017, 2046, 6434],
│ │ │ │ │          "dep_fml": 204,
│ │ │ │ │          "dep_func_ev": 1284,
│ │ │ │ │          "dep_param": [1654, 1660, 1981, 2005],
│ │ │ │ │          "dep_params_first": [1981, 2005],
│ │ │ │ │          "dep_params_last": [1981, 2005],
│ │ │ │ │          "dep_typ": [2504, 2509],
│ │ │ │ │ @@ -60372,15 +60449,15 @@
│ │ │ │ │          "dev": [198, 216, 220, 237, 252, 257, 2080, 3214, 6438, 6439, 6441, 6446, 6451],
│ │ │ │ │          "dev0": 177,
│ │ │ │ │          "devan": 4013,
│ │ │ │ │          "devel": [6453, 6454],
│ │ │ │ │          "develop": [0, 18, 45, 174, 176, 177, 178, 186, 196, 224, 244, 248, 266, 562, 790, 847, 853, 873, 1033, 1353, 1379, 1595, 2301, 2320, 2338, 2357, 2418, 2550, 4265, 5310, 5407, 5625, 5796, 6418, 6419, 6429, 6457, 6459, 6464],
│ │ │ │ │          "devianc": [207, 208, 209, 211, 229, 267, 599, 832, 1075, 1531, 1532, 1559, 1573, 1704, 1719, 1733, 1748, 1749, 1765, 1781, 1797, 1812, 1956, 1957, 1980, 1998, 2075, 2080, 2096, 2098, 2099, 2121, 2133, 3222, 6414, 6450],
│ │ │ │ │          "deviat": [62, 64, 65, 128, 131, 132, 133, 182, 230, 232, 233, 234, 246, 255, 256, 265, 427, 485, 543, 655, 708, 770, 912, 992, 1132, 1206, 1246, 1373, 1457, 1617, 1620, 1622, 1627, 1628, 1638, 1643, 1644, 1656, 1662, 1668, 1674, 1683, 1689, 2187, 2189, 2199, 2200, 2201, 2207, 2208, 2209, 2210, 2224, 2226, 2246, 2247, 2377, 2380, 2382, 2383, 2428, 2568, 2571, 2573, 2574, 2642, 2659, 2677, 2818, 2830, 2852, 2856, 2857, 2890, 2903, 2906, 2908, 2909, 2937, 3071, 3107, 3214, 3253, 3254, 3255, 3261, 3280, 3286, 3305, 3311, 3330, 3336, 3355, 3360, 3362, 3367, 3386, 3392, 3411, 3423, 3442, 3448, 3467, 3723, 3743, 3744, 3745, 3746, 3778, 3819, 3844, 3875, 3886, 3887, 3890, 3898, 3961, 3962, 3963, 3972, 3974, 3999, 4020, 4060, 4069, 4077, 4089, 4100, 4101, 4104, 4105, 4108, 4110, 4111, 4112, 4114, 4131, 4177, 4184, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197, 4206, 4207, 4208, 4224, 4225, 4226, 4228, 4229, 4230, 4248, 4309, 4388, 4474, 4634, 4647, 4657, 4661, 4664, 5070, 5123, 5124, 5136, 5592, 5595, 6084, 6090, 6099, 6424, 6464],
│ │ │ │ │ -        "df": [1, 4, 34, 47, 90, 95, 121, 126, 183, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 204, 206, 207, 208, 209, 210, 211, 214, 218, 220, 221, 222, 226, 228, 229, 231, 232, 233, 234, 244, 247, 250, 256, 264, 265, 267, 292, 312, 326, 338, 364, 372, 389, 430, 439, 447, 488, 497, 505, 546, 555, 564, 603, 612, 620, 658, 667, 675, 711, 720, 728, 773, 782, 792, 837, 846, 855, 875, 915, 924, 932, 950, 995, 1004, 1014, 1035, 1080, 1089, 1097, 1135, 1144, 1152, 1169, 1209, 1218, 1249, 1258, 1340, 1381, 1415, 1452, 1460, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1511, 1526, 1578, 1587, 1597, 1613, 1615, 1922, 1930, 1945, 2016, 2020, 2028, 2043, 2049, 2057, 2072, 2083, 2095, 2138, 2146, 2147, 2186, 2267, 2303, 2322, 2340, 2359, 2414, 2420, 2438, 2444, 2448, 2452, 2467, 2477, 2546, 2547, 2552, 2612, 2621, 2627, 2634, 2643, 2660, 2678, 2688, 2693, 2694, 2697, 2698, 2699, 2727, 2746, 2748, 2761, 2762, 2765, 2766, 2767, 2810, 2819, 2830, 2836, 2886, 2895, 2936, 2943, 2961, 2962, 2963, 3008, 3021, 3082, 3124, 3128, 3129, 3130, 3131, 3163, 3215, 3248, 3487, 3524, 3529, 3546, 3588, 3589, 3594, 3595, 3598, 3599, 3600, 3644, 3655, 3677, 3716, 3729, 3731, 3754, 3802, 3809, 3817, 3818, 3843, 3851, 3873, 3874, 3929, 3955, 3985, 3986, 3987, 3989, 3990, 3991, 4004, 4010, 4011, 4013, 4014, 4015, 4019, 4023, 4026, 4090, 4104, 4108, 4192, 4197, 4213, 4221, 4223, 4225, 4285, 4341, 4420, 4506, 4519, 4589, 4623, 4657, 4799, 4841, 4854, 4889, 4903, 4928, 4979, 5038, 5068, 5146, 5176, 5189, 5247, 5276, 5500, 5557, 5586, 5650, 5720, 5754, 5878, 5940, 5974, 5996, 6053, 6082, 6120, 6122, 6124, 6126, 6151, 6234, 6332, 6360, 6413, 6414, 6418, 6431, 6434, 6439, 6450],
│ │ │ │ │ +        "df": [1, 4, 34, 47, 90, 95, 121, 126, 183, 185, 188, 193, 196, 197, 198, 199, 201, 202, 203, 204, 206, 207, 208, 209, 210, 211, 214, 218, 220, 221, 222, 226, 227, 228, 229, 231, 232, 233, 234, 244, 247, 250, 256, 264, 265, 267, 292, 312, 326, 338, 364, 372, 389, 430, 439, 447, 488, 497, 505, 546, 555, 564, 603, 612, 620, 658, 667, 675, 711, 720, 728, 773, 782, 792, 837, 846, 855, 875, 915, 924, 932, 950, 995, 1004, 1014, 1035, 1080, 1089, 1097, 1135, 1144, 1152, 1169, 1209, 1218, 1249, 1258, 1340, 1381, 1415, 1452, 1460, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1511, 1526, 1578, 1587, 1597, 1613, 1615, 1922, 1930, 1945, 2016, 2020, 2028, 2043, 2049, 2057, 2072, 2083, 2095, 2138, 2146, 2147, 2186, 2267, 2303, 2322, 2340, 2359, 2414, 2420, 2438, 2444, 2448, 2452, 2467, 2477, 2546, 2547, 2552, 2612, 2621, 2627, 2634, 2643, 2660, 2678, 2688, 2693, 2694, 2697, 2698, 2699, 2727, 2746, 2748, 2761, 2762, 2765, 2766, 2767, 2810, 2819, 2830, 2836, 2886, 2895, 2936, 2943, 2961, 2962, 2963, 3008, 3021, 3082, 3124, 3128, 3129, 3130, 3131, 3163, 3215, 3248, 3487, 3524, 3529, 3546, 3588, 3589, 3594, 3595, 3598, 3599, 3600, 3644, 3655, 3677, 3716, 3729, 3731, 3754, 3802, 3809, 3817, 3818, 3843, 3851, 3873, 3874, 3929, 3955, 3985, 3986, 3987, 3989, 3990, 3991, 4004, 4010, 4011, 4013, 4014, 4015, 4019, 4023, 4026, 4090, 4104, 4108, 4192, 4197, 4213, 4221, 4223, 4225, 4285, 4341, 4420, 4506, 4519, 4589, 4623, 4657, 4799, 4841, 4854, 4889, 4903, 4928, 4979, 5038, 5068, 5146, 5176, 5189, 5247, 5276, 5500, 5557, 5586, 5650, 5720, 5754, 5878, 5940, 5974, 5996, 6053, 6082, 6120, 6122, 6124, 6126, 6151, 6234, 6332, 6360, 6413, 6414, 6418, 6431, 6434, 6439, 6450],
│ │ │ │ │          "df1": [4010, 4014, 4015, 4019, 4090, 4214, 4227],
│ │ │ │ │          "df2": [4010, 4014, 4015, 4019, 4090, 4214, 4227],
│ │ │ │ │          "df3": 219,
│ │ │ │ │          "df_": [4296, 4297, 4298, 4303, 4313, 4315, 4375, 4376, 4377, 4382, 4392, 4394, 4452, 4453, 4454, 4459, 4478, 4480],
│ │ │ │ │          "df_12y": 219,
│ │ │ │ │          "df_a": 209,
│ │ │ │ │          "df_adjust": [3119, 4619, 5064, 5172, 5272, 5582, 5750, 5969, 6078],
│ │ │ │ │ @@ -60677,30 +60754,30 @@
│ │ │ │ │          "dta_ful": 247,
│ │ │ │ │          "dta_hamilton": 216,
│ │ │ │ │          "dta_inf": 217,
│ │ │ │ │          "dta_kn": 216,
│ │ │ │ │          "dta_miss": 247,
│ │ │ │ │          "dta_ogap": 217,
│ │ │ │ │          "dtrend": 5867,
│ │ │ │ │ -        "dtype": [4, 5, 34, 188, 197, 198, 199, 203, 206, 207, 209, 210, 220, 223, 224, 233, 234, 236, 243, 247, 252, 254, 257, 260, 261, 262, 263, 264, 2353, 2671, 3058, 3059, 3074, 3727, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 4646, 5016, 5017, 5029, 5227, 5228, 5239, 5278, 5284, 5381, 5475, 5537, 5538, 5549, 5614, 5616, 5697, 5698, 5712, 5756, 5769, 5917, 5918, 5931, 6033, 6034, 6045, 6413, 6423, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6455, 6464],
│ │ │ │ │ +        "dtype": [4, 5, 34, 188, 197, 198, 199, 203, 206, 207, 209, 210, 220, 223, 224, 227, 233, 234, 236, 243, 247, 252, 254, 257, 260, 261, 262, 263, 264, 2353, 2671, 3058, 3059, 3074, 3727, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 4646, 5016, 5017, 5029, 5227, 5228, 5239, 5278, 5284, 5381, 5475, 5537, 5538, 5549, 5614, 5616, 5697, 5698, 5712, 5756, 5769, 5917, 5918, 5931, 6033, 6034, 6045, 6413, 6423, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6455, 6464],
│ │ │ │ │          "dtype_backend": 5,
│ │ │ │ │          "du": 213,
│ │ │ │ │          "due": [165, 175, 191, 209, 217, 220, 221, 241, 246, 247, 252, 254, 263, 1512, 1543, 1780, 1931, 1966, 2029, 2058, 2084, 2107, 2194, 2490, 2553, 2583, 2644, 2661, 2671, 2679, 2820, 2944, 3021, 3071, 3082, 3261, 3286, 3311, 3336, 3367, 3392, 3423, 3448, 4005, 4006, 4008, 4296, 4319, 4375, 4398, 4452, 4484, 4519, 4589, 4625, 4647, 4979, 5038, 5083, 5146, 5189, 5247, 5308, 5405, 5500, 5557, 5650, 5720, 5794, 5878, 5940, 5996, 6053, 6413, 6424, 6434, 6436, 6437, 6439, 6446, 6448, 6450, 6451, 6453],
│ │ │ │ │          "duffield": 6451,
│ │ │ │ │          "dumb": 37,
│ │ │ │ │          "dumblauska": [6452, 6453],
│ │ │ │ │          "dummi": [11, 13, 19, 223, 411, 469, 527, 583, 639, 693, 752, 816, 847, 894, 974, 1059, 1116, 1190, 1230, 1546, 1690, 1949, 1969, 2110, 2468, 2480, 3126, 3161, 3700, 3701, 3702, 3704, 4278, 4300, 4342, 4343, 4354, 4379, 4429, 4441, 4456, 4507, 4666, 4669, 4671, 4674, 4677, 4680, 4683, 4689, 4692, 4699, 4701, 4703, 4705, 4709, 4711, 4714, 4718, 4721, 4725, 4728, 4731, 6086, 6096, 6104, 6105, 6367, 6413, 6437, 6439, 6450, 6454, 6457, 6462],
│ │ │ │ │          "dummy_spars": 6434,
│ │ │ │ │          "duncan": [34, 2671],
│ │ │ │ │          "duncan_prestig": [34, 2671],
│ │ │ │ │          "dunnet": [3716, 4129],
│ │ │ │ │          "dupe": 6446,
│ │ │ │ │          "duplic": [3741, 5600, 5601, 5606, 5607, 6102, 6434, 6441, 6450, 6451],
│ │ │ │ │          "durat": [34, 86, 90, 117, 121, 189, 212, 216, 217, 250, 288, 292, 360, 364, 435, 439, 493, 497, 551, 555, 608, 612, 663, 667, 716, 720, 778, 782, 842, 846, 920, 924, 1000, 1004, 1085, 1089, 1140, 1144, 1214, 1218, 1254, 1258, 1582, 1587, 2012, 2016, 2142, 2146, 2182, 2186, 2193, 2410, 2414, 2527, 2532, 2537, 2542, 2608, 2612, 2741, 2746, 2805, 2810, 2882, 2886, 2932, 2936, 3003, 3008, 3116, 3124, 3244, 3248, 3520, 3524, 3584, 3588, 3639, 3644, 4334, 4341, 4413, 4420, 4499, 4506, 4616, 4623, 4792, 4799, 5061, 5068, 5169, 5176, 5269, 5276, 5579, 5586, 5747, 5754, 5966, 5974, 6075, 6082, 6434, 6446, 6454, 6463],
│ │ │ │ │ -        "durbin": [34, 182, 188, 193, 203, 210, 222, 231, 232, 234, 237, 244, 247, 250, 251, 252, 265, 2226, 3010, 3071, 3072, 3098, 3099, 3922, 4178, 5070, 5284, 5293, 5311, 5345, 5358, 5390, 5408, 5442, 5444, 5451, 5472, 5483, 5616, 5626, 5639, 5778, 5797, 5831, 5833, 5843, 5864, 5867, 6097, 6098, 6099, 6413, 6418, 6431, 6434, 6454],
│ │ │ │ │ +        "durbin": [34, 182, 188, 193, 203, 210, 222, 227, 231, 232, 234, 237, 244, 247, 250, 251, 252, 265, 2226, 3010, 3071, 3072, 3098, 3099, 3922, 4178, 5070, 5284, 5293, 5311, 5345, 5358, 5390, 5408, 5442, 5444, 5451, 5472, 5483, 5616, 5626, 5639, 5778, 5797, 5831, 5833, 5843, 5864, 5867, 6097, 6098, 6099, 6413, 6418, 6431, 6434, 6454],
│ │ │ │ │          "durbin_watson": [182, 236, 260, 6439, 6450],
│ │ │ │ │          "dure": [0, 5, 102, 153, 185, 201, 216, 217, 221, 224, 243, 245, 246, 257, 258, 2080, 2239, 2835, 3090, 3483, 3541, 3650, 3672, 3922, 4595, 5044, 5120, 5152, 5224, 5253, 5278, 5284, 5293, 5313, 5390, 5410, 5475, 5563, 5628, 5726, 5778, 5799, 5947, 6059, 6411, 6412, 6423, 6430, 6437, 6450, 6453, 6454],
│ │ │ │ │          "dusphci": 241,
│ │ │ │ │          "dvandenbussch": 6450,
│ │ │ │ │          "dvar_i": 3927,
│ │ │ │ │          "dvar_x": 3927,
│ │ │ │ │          "dvector": [239, 248],
│ │ │ │ │ @@ -60983,22 +61060,21 @@
│ │ │ │ │          "equival": [34, 191, 197, 209, 212, 214, 219, 223, 230, 235, 241, 246, 249, 251, 255, 321, 1399, 1491, 1563, 1625, 1641, 1919, 1984, 2124, 2195, 2197, 2216, 2353, 2461, 2468, 2480, 2482, 2495, 2653, 2699, 2767, 2836, 2963, 3087, 3184, 3222, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3600, 3705, 3738, 3742, 3749, 3767, 3768, 3809, 3851, 3876, 3907, 3959, 3995, 3998, 4001, 4010, 4011, 4018, 4019, 4020, 4021, 4022, 4023, 4025, 4027, 4118, 4119, 4124, 4131, 4136, 4141, 4142, 4143, 4144, 4146, 4150, 4193, 4196, 4214, 4219, 4226, 4227, 4230, 4628, 4629, 4643, 4644, 5478, 5639, 5980, 5985, 6093, 6434, 6439, 6441, 6450, 6459],
│ │ │ │ │          "equivalence_onewai": [4019, 4020, 6439],
│ │ │ │ │          "equivalence_oneway_gener": 6439,
│ │ │ │ │          "equivalence_scale_onewai": [4018, 6439],
│ │ │ │ │          "equivalenceclass": 6452,
│ │ │ │ │          "equivari": [3976, 6439],
│ │ │ │ │          "eras": 4259,
│ │ │ │ │ -        "erat": 201,
│ │ │ │ │          "eric": [3935, 6434, 6446, 6451],
│ │ │ │ │          "ernst": [3034, 4540, 4992, 5098, 5203, 5513, 5671, 5892, 6009],
│ │ │ │ │ -        "err": [5, 34, 85, 86, 116, 117, 183, 185, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2235, 2409, 2410, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2882, 2931, 2932, 3002, 3003, 3115, 3116, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │ +        "err": [5, 34, 85, 86, 116, 117, 183, 185, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2235, 2409, 2410, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2882, 2931, 2932, 3002, 3003, 3115, 3116, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6413, 6414, 6418, 6425, 6431, 6441, 6458],
│ │ │ │ │          "errband": 6434,
│ │ │ │ │          "errno": [5, 185],
│ │ │ │ │          "erron": [77, 109, 280, 352, 420, 478, 536, 592, 648, 702, 763, 825, 903, 985, 1068, 1125, 1199, 1239, 1436, 1555, 1976, 2117, 2174, 2254, 2398, 2594, 2721, 2786, 2869, 2923, 2982, 3089, 3145, 3233, 3511, 3573, 3619, 4318, 4397, 4483, 4594, 4778, 5043, 5151, 5252, 5562, 5725, 5946, 6058],
│ │ │ │ │ -        "error": [5, 34, 38, 46, 59, 62, 63, 94, 102, 103, 122, 131, 154, 161, 164, 165, 170, 171, 181, 182, 183, 185, 187, 188, 190, 193, 196, 197, 201, 202, 203, 206, 209, 210, 214, 219, 220, 222, 223, 226, 231, 232, 233, 235, 238, 239, 241, 243, 244, 245, 246, 248, 249, 250, 251, 252, 253, 257, 259, 265, 273, 274, 310, 324, 336, 345, 346, 365, 370, 382, 387, 403, 440, 445, 461, 498, 503, 519, 561, 576, 583, 618, 631, 639, 673, 686, 693, 721, 726, 744, 752, 762, 783, 789, 809, 816, 847, 852, 872, 894, 925, 930, 942, 948, 966, 974, 984, 1005, 1011, 1027, 1032, 1052, 1059, 1090, 1095, 1116, 1145, 1150, 1162, 1167, 1182, 1190, 1222, 1230, 1380, 1413, 1421, 1426, 1429, 1439, 1445, 1459, 1475, 1528, 1534, 1546, 1560, 1564, 1660, 1919, 1954, 1961, 2008, 2009, 2017, 2046, 2075, 2096, 2101, 2110, 2164, 2167, 2224, 2236, 2302, 2321, 2339, 2353, 2358, 2377, 2380, 2381, 2415, 2419, 2428, 2440, 2443, 2448, 2453, 2458, 2470, 2501, 2506, 2546, 2568, 2571, 2572, 2636, 2642, 2653, 2659, 2666, 2671, 2677, 2688, 2689, 2690, 2691, 2692, 2695, 2698, 2714, 2717, 2722, 2723, 2724, 2727, 2736, 2756, 2757, 2758, 2759, 2760, 2763, 2766, 2780, 2782, 2787, 2788, 2789, 2800, 2812, 2818, 2839, 2849, 2852, 2853, 2854, 2855, 2903, 2906, 2907, 2942, 2952, 2959, 2962, 2976, 2978, 2985, 2998, 3042, 3061, 3091, 3092, 3100, 3107, 3111, 3126, 3129, 3132, 3141, 3146, 3147, 3148, 3161, 3210, 3222, 3262, 3287, 3312, 3337, 3358, 3359, 3368, 3393, 3424, 3449, 3483, 3498, 3499, 3500, 3506, 3525, 3541, 3547, 3551, 3559, 3560, 3561, 3568, 3581, 3589, 3590, 3591, 3592, 3593, 3596, 3599, 3615, 3620, 3621, 3622, 3633, 3646, 3650, 3656, 3660, 3668, 3672, 3678, 3684, 3712, 3729, 3731, 3736, 3743, 3744, 3745, 3746, 3752, 3753, 3755, 3820, 3824, 3845, 3858, 3862, 3883, 3884, 3886, 3887, 3890, 3898, 3904, 3910, 3912, 3922, 3923, 3959, 3976, 3979, 3980, 3982, 4005, 4006, 4008, 4028, 4031, 4033, 4035, 4045, 4048, 4050, 4060, 4068, 4082, 4085, 4087, 4088, 4089, 4091, 4092, 4093, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4123, 4133, 4142, 4143, 4144, 4145, 4146, 4154, 4160, 4161, 4218, 4220, 4221, 4222, 4223, 4224, 4235, 4240, 4241, 4242, 4243, 4244, 4245, 4246, 4247, 4248, 4249, 4251, 4258, 4266, 4278, 4296, 4304, 4313, 4342, 4343, 4354, 4375, 4383, 4392, 4429, 4441, 4452, 4461, 4462, 4478, 4507, 4508, 4550, 4572, 4596, 4600, 4603, 4612, 4734, 4748, 4762, 4766, 4779, 4780, 4788, 4789, 4836, 4862, 4880, 4881, 4898, 4923, 4968, 5000, 5012, 5019, 5045, 5046, 5050, 5057, 5070, 5078, 5106, 5120, 5126, 5153, 5154, 5158, 5165, 5178, 5211, 5224, 5230, 5254, 5255, 5258, 5265, 5278, 5281, 5284, 5327, 5328, 5335, 5343, 5346, 5361, 5378, 5424, 5425, 5432, 5440, 5443, 5475, 5484, 5485, 5521, 5540, 5564, 5565, 5568, 5575, 5600, 5601, 5639, 5681, 5703, 5727, 5731, 5734, 5743, 5813, 5814, 5821, 5829, 5832, 5867, 5900, 5921, 5948, 5949, 5953, 5962, 5977, 5981, 5985, 6017, 6036, 6060, 6061, 6064, 6071, 6084, 6094, 6097, 6104, 6107, 6128, 6131, 6132, 6134, 6135, 6136, 6137, 6138, 6142, 6143, 6150, 6163, 6171, 6178, 6183, 6189, 6194, 6200, 6201, 6207, 6227, 6228, 6235, 6241, 6242, 6250, 6264, 6272, 6283, 6289, 6294, 6300, 6301, 6307, 6327, 6333, 6356, 6367, 6392, 6400, 6413, 6417, 6418, 6425, 6428, 6430, 6431, 6434, 6435, 6437, 6440, 6441, 6443, 6446, 6448, 6450, 6451, 6452, 6453, 6458, 6459, 6460, 6461],
│ │ │ │ │ +        "error": [5, 34, 38, 46, 59, 62, 63, 94, 102, 103, 122, 131, 154, 161, 164, 165, 170, 171, 181, 182, 183, 185, 187, 188, 190, 193, 196, 197, 201, 202, 203, 206, 209, 210, 214, 219, 220, 222, 223, 226, 227, 231, 232, 233, 235, 238, 239, 241, 243, 244, 245, 246, 248, 249, 250, 251, 252, 253, 257, 259, 265, 273, 274, 310, 324, 336, 345, 346, 365, 370, 382, 387, 403, 440, 445, 461, 498, 503, 519, 561, 576, 583, 618, 631, 639, 673, 686, 693, 721, 726, 744, 752, 762, 783, 789, 809, 816, 847, 852, 872, 894, 925, 930, 942, 948, 966, 974, 984, 1005, 1011, 1027, 1032, 1052, 1059, 1090, 1095, 1116, 1145, 1150, 1162, 1167, 1182, 1190, 1222, 1230, 1380, 1413, 1421, 1426, 1429, 1439, 1445, 1459, 1475, 1528, 1534, 1546, 1560, 1564, 1660, 1919, 1954, 1961, 2008, 2009, 2017, 2046, 2075, 2096, 2101, 2110, 2164, 2167, 2224, 2236, 2302, 2321, 2339, 2353, 2358, 2377, 2380, 2381, 2415, 2419, 2428, 2440, 2443, 2448, 2453, 2458, 2470, 2501, 2506, 2546, 2568, 2571, 2572, 2636, 2642, 2653, 2659, 2666, 2671, 2677, 2688, 2689, 2690, 2691, 2692, 2695, 2698, 2714, 2717, 2722, 2723, 2724, 2727, 2736, 2756, 2757, 2758, 2759, 2760, 2763, 2766, 2780, 2782, 2787, 2788, 2789, 2800, 2812, 2818, 2839, 2849, 2852, 2853, 2854, 2855, 2903, 2906, 2907, 2942, 2952, 2959, 2962, 2976, 2978, 2985, 2998, 3042, 3061, 3091, 3092, 3100, 3107, 3111, 3126, 3129, 3132, 3141, 3146, 3147, 3148, 3161, 3210, 3222, 3262, 3287, 3312, 3337, 3358, 3359, 3368, 3393, 3424, 3449, 3483, 3498, 3499, 3500, 3506, 3525, 3541, 3547, 3551, 3559, 3560, 3561, 3568, 3581, 3589, 3590, 3591, 3592, 3593, 3596, 3599, 3615, 3620, 3621, 3622, 3633, 3646, 3650, 3656, 3660, 3668, 3672, 3678, 3684, 3712, 3729, 3731, 3736, 3743, 3744, 3745, 3746, 3752, 3753, 3755, 3820, 3824, 3845, 3858, 3862, 3883, 3884, 3886, 3887, 3890, 3898, 3904, 3910, 3912, 3922, 3923, 3959, 3976, 3979, 3980, 3982, 4005, 4006, 4008, 4028, 4031, 4033, 4035, 4045, 4048, 4050, 4060, 4068, 4082, 4085, 4087, 4088, 4089, 4091, 4092, 4093, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4123, 4133, 4142, 4143, 4144, 4145, 4146, 4154, 4160, 4161, 4218, 4220, 4221, 4222, 4223, 4224, 4235, 4240, 4241, 4242, 4243, 4244, 4245, 4246, 4247, 4248, 4249, 4251, 4258, 4266, 4278, 4296, 4304, 4313, 4342, 4343, 4354, 4375, 4383, 4392, 4429, 4441, 4452, 4461, 4462, 4478, 4507, 4508, 4550, 4572, 4596, 4600, 4603, 4612, 4734, 4748, 4762, 4766, 4779, 4780, 4788, 4789, 4836, 4862, 4880, 4881, 4898, 4923, 4968, 5000, 5012, 5019, 5045, 5046, 5050, 5057, 5070, 5078, 5106, 5120, 5126, 5153, 5154, 5158, 5165, 5178, 5211, 5224, 5230, 5254, 5255, 5258, 5265, 5278, 5281, 5284, 5327, 5328, 5335, 5343, 5346, 5361, 5378, 5424, 5425, 5432, 5440, 5443, 5475, 5484, 5485, 5521, 5540, 5564, 5565, 5568, 5575, 5600, 5601, 5639, 5681, 5703, 5727, 5731, 5734, 5743, 5813, 5814, 5821, 5829, 5832, 5867, 5900, 5921, 5948, 5949, 5953, 5962, 5977, 5981, 5985, 6017, 6036, 6060, 6061, 6064, 6071, 6084, 6094, 6097, 6104, 6107, 6128, 6131, 6132, 6134, 6135, 6136, 6137, 6138, 6142, 6143, 6150, 6163, 6171, 6178, 6183, 6189, 6194, 6200, 6201, 6207, 6227, 6228, 6235, 6241, 6242, 6250, 6264, 6272, 6283, 6289, 6294, 6300, 6301, 6307, 6327, 6333, 6356, 6367, 6392, 6400, 6413, 6417, 6418, 6425, 6428, 6430, 6431, 6434, 6435, 6437, 6440, 6441, 6443, 6446, 6448, 6450, 6451, 6452, 6453, 6458, 6459, 6460, 6461],
│ │ │ │ │          "error_cov": [241, 5012],
│ │ │ │ │          "error_cov_typ": [241, 253, 4968, 5985],
│ │ │ │ │          "error_ord": [241, 4968],
│ │ │ │ │          "error_var": [241, 4968, 6437],
│ │ │ │ │          "error_vari": [5977, 5981],
│ │ │ │ │          "ersst": 15,
│ │ │ │ │          "escamilla": 6454,
│ │ │ │ │ @@ -61222,15 +61298,15 @@
│ │ │ │ │          "extrapol": [4897, 4962, 6164, 6193, 6265, 6293, 6454],
│ │ │ │ │          "extrapolate_trend": 4962,
│ │ │ │ │          "extrem": [6, 40, 214, 223, 237, 243, 1284, 1285, 1288, 1289, 2546, 4005, 4006, 4125, 4179, 4183, 4964, 4967, 6428, 6430, 6441],
│ │ │ │ │          "ey": [4, 220, 239, 241, 244, 252, 2831, 3759, 6117],
│ │ │ │ │          "eydx": [583, 639, 693, 752, 816, 894, 974, 1059, 1116, 1190, 1230, 1546, 1969, 2110],
│ │ │ │ │          "eyex": [583, 639, 693, 752, 816, 894, 974, 1059, 1116, 1190, 1230, 1546, 1969, 2110],
│ │ │ │ │          "ezequiel": [6439, 6441],
│ │ │ │ │ -        "f": [1, 5, 34, 46, 71, 85, 89, 90, 94, 106, 116, 120, 121, 144, 147, 185, 187, 188, 191, 193, 201, 203, 206, 210, 214, 216, 219, 228, 231, 232, 234, 235, 243, 244, 246, 253, 257, 258, 264, 265, 277, 287, 291, 292, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 349, 359, 363, 364, 370, 387, 406, 434, 438, 439, 445, 464, 492, 496, 497, 503, 522, 550, 554, 555, 561, 579, 607, 611, 612, 618, 634, 662, 666, 667, 673, 689, 715, 719, 720, 726, 747, 777, 781, 782, 789, 812, 841, 845, 846, 852, 872, 890, 919, 923, 924, 930, 948, 969, 999, 1003, 1004, 1011, 1032, 1055, 1084, 1088, 1089, 1095, 1111, 1139, 1143, 1144, 1150, 1167, 1185, 1213, 1217, 1218, 1225, 1253, 1257, 1258, 1356, 1380, 1400, 1432, 1447, 1451, 1452, 1460, 1472, 1473, 1474, 1475, 1540, 1581, 1586, 1587, 1771, 1964, 2011, 2015, 2016, 2105, 2141, 2145, 2146, 2170, 2181, 2185, 2186, 2187, 2253, 2302, 2321, 2339, 2353, 2358, 2389, 2409, 2413, 2414, 2419, 2434, 2449, 2450, 2470, 2482, 2500, 2502, 2505, 2507, 2508, 2580, 2607, 2611, 2612, 2633, 2653, 2671, 2688, 2697, 2711, 2712, 2714, 2740, 2745, 2746, 2765, 2777, 2778, 2780, 2804, 2809, 2810, 2812, 2863, 2885, 2886, 2917, 2931, 2935, 2936, 2952, 2961, 2973, 2974, 2976, 3002, 3007, 3008, 3075, 3115, 3117, 3123, 3124, 3129, 3140, 3141, 3229, 3243, 3247, 3248, 3261, 3262, 3286, 3287, 3311, 3312, 3336, 3337, 3367, 3368, 3392, 3393, 3423, 3424, 3448, 3449, 3505, 3519, 3523, 3524, 3566, 3583, 3587, 3588, 3589, 3598, 3610, 3611, 3638, 3643, 3644, 3668, 3704, 3716, 3727, 3802, 3900, 3902, 3907, 3909, 3910, 3911, 3912, 3918, 3919, 3920, 3985, 3986, 3987, 3988, 3989, 3995, 3999, 4010, 4011, 4012, 4013, 4014, 4015, 4016, 4017, 4018, 4019, 4020, 4021, 4022, 4023, 4026, 4027, 4029, 4045, 4046, 4086, 4088, 4089, 4090, 4092, 4093, 4109, 4113, 4250, 4251, 4252, 4253, 4254, 4255, 4276, 4310, 4333, 4340, 4341, 4389, 4412, 4419, 4420, 4460, 4475, 4498, 4505, 4506, 4582, 4615, 4617, 4622, 4623, 4771, 4791, 4793, 4798, 4799, 4809, 4820, 4828, 4897, 5030, 5060, 5062, 5067, 5068, 5092, 5137, 5168, 5170, 5175, 5176, 5240, 5268, 5270, 5275, 5276, 5550, 5578, 5580, 5585, 5586, 5713, 5746, 5748, 5753, 5754, 5932, 5965, 5967, 5973, 5974, 5977, 5978, 5981, 5982, 6046, 6074, 6076, 6081, 6082, 6089, 6093, 6104, 6105, 6120, 6122, 6233, 6331, 6413, 6418, 6428, 6431, 6437, 6438, 6439, 6446, 6450, 6451, 6452, 6454, 6459, 6464],
│ │ │ │ │ +        "f": [1, 5, 34, 46, 71, 85, 89, 90, 94, 106, 116, 120, 121, 144, 147, 185, 187, 188, 191, 193, 201, 203, 206, 210, 214, 216, 219, 227, 228, 231, 232, 234, 235, 243, 244, 246, 253, 257, 258, 264, 265, 277, 287, 291, 292, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 349, 359, 363, 364, 370, 387, 406, 434, 438, 439, 445, 464, 492, 496, 497, 503, 522, 550, 554, 555, 561, 579, 607, 611, 612, 618, 634, 662, 666, 667, 673, 689, 715, 719, 720, 726, 747, 777, 781, 782, 789, 812, 841, 845, 846, 852, 872, 890, 919, 923, 924, 930, 948, 969, 999, 1003, 1004, 1011, 1032, 1055, 1084, 1088, 1089, 1095, 1111, 1139, 1143, 1144, 1150, 1167, 1185, 1213, 1217, 1218, 1225, 1253, 1257, 1258, 1356, 1380, 1400, 1432, 1447, 1451, 1452, 1460, 1472, 1473, 1474, 1475, 1540, 1581, 1586, 1587, 1771, 1964, 2011, 2015, 2016, 2105, 2141, 2145, 2146, 2170, 2181, 2185, 2186, 2187, 2253, 2302, 2321, 2339, 2353, 2358, 2389, 2409, 2413, 2414, 2419, 2434, 2449, 2450, 2470, 2482, 2500, 2502, 2505, 2507, 2508, 2580, 2607, 2611, 2612, 2633, 2653, 2671, 2688, 2697, 2711, 2712, 2714, 2740, 2745, 2746, 2765, 2777, 2778, 2780, 2804, 2809, 2810, 2812, 2863, 2885, 2886, 2917, 2931, 2935, 2936, 2952, 2961, 2973, 2974, 2976, 3002, 3007, 3008, 3075, 3115, 3117, 3123, 3124, 3129, 3140, 3141, 3229, 3243, 3247, 3248, 3261, 3262, 3286, 3287, 3311, 3312, 3336, 3337, 3367, 3368, 3392, 3393, 3423, 3424, 3448, 3449, 3505, 3519, 3523, 3524, 3566, 3583, 3587, 3588, 3589, 3598, 3610, 3611, 3638, 3643, 3644, 3668, 3704, 3716, 3727, 3802, 3900, 3902, 3907, 3909, 3910, 3911, 3912, 3918, 3919, 3920, 3985, 3986, 3987, 3988, 3989, 3995, 3999, 4010, 4011, 4012, 4013, 4014, 4015, 4016, 4017, 4018, 4019, 4020, 4021, 4022, 4023, 4026, 4027, 4029, 4045, 4046, 4086, 4088, 4089, 4090, 4092, 4093, 4109, 4113, 4250, 4251, 4252, 4253, 4254, 4255, 4276, 4310, 4333, 4340, 4341, 4389, 4412, 4419, 4420, 4460, 4475, 4498, 4505, 4506, 4582, 4615, 4617, 4622, 4623, 4771, 4791, 4793, 4798, 4799, 4809, 4820, 4828, 4897, 5030, 5060, 5062, 5067, 5068, 5092, 5137, 5168, 5170, 5175, 5176, 5240, 5268, 5270, 5275, 5276, 5550, 5578, 5580, 5585, 5586, 5713, 5746, 5748, 5753, 5754, 5932, 5965, 5967, 5973, 5974, 5977, 5978, 5981, 5982, 6046, 6074, 6076, 6081, 6082, 6089, 6093, 6104, 6105, 6120, 6122, 6233, 6331, 6413, 6418, 6428, 6431, 6437, 6438, 6439, 6446, 6450, 6451, 6452, 6454, 6459, 6464],
│ │ │ │ │          "f0": [234, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449],
│ │ │ │ │          "f1": [226, 241, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449],
│ │ │ │ │          "f18": 24,
│ │ │ │ │          "f2": [226, 1400, 4010, 4016, 4017, 4018, 4019, 4021, 4023, 4025, 4027, 4088, 4090, 4092, 4093, 4109, 4113],
│ │ │ │ │          "f2_alt": [4017, 4023],
│ │ │ │ │          "f2_to_wellek": 6439,
│ │ │ │ │          "f401": 203,
│ │ │ │ │ @@ -61507,15 +61583,15 @@
│ │ │ │ │          "fleiss_kappa": [3933, 6446],
│ │ │ │ │          "fleme": 185,
│ │ │ │ │          "fletcher": [46, 94, 300, 302, 310, 324, 336, 370, 387, 445, 503, 561, 618, 673, 726, 789, 852, 872, 930, 948, 1011, 1032, 1095, 1150, 1167, 1380, 2302, 2321, 2339, 2358, 2419, 4902, 4927, 4973, 5076, 5183, 5494, 5644, 5872, 5990, 6428],
│ │ │ │ │          "flexibl": [182, 242, 250, 252, 3716, 6451, 6452, 6453, 6458, 6464],
│ │ │ │ │          "fligner": [256, 4001, 6441],
│ │ │ │ │          "flip": [214, 2200],
│ │ │ │ │          "float": [46, 49, 59, 66, 67, 84, 86, 89, 90, 94, 102, 104, 105, 117, 120, 121, 145, 147, 178, 193, 198, 222, 223, 247, 250, 275, 276, 288, 291, 292, 304, 310, 324, 336, 347, 348, 358, 360, 363, 364, 370, 371, 376, 382, 387, 388, 394, 400, 404, 405, 414, 430, 431, 432, 433, 435, 438, 439, 440, 445, 446, 452, 458, 462, 463, 472, 488, 489, 490, 491, 493, 496, 497, 503, 504, 510, 516, 520, 521, 530, 546, 547, 548, 549, 551, 554, 555, 561, 563, 573, 577, 578, 586, 603, 604, 605, 606, 608, 611, 612, 618, 619, 628, 632, 633, 642, 658, 659, 660, 661, 663, 666, 667, 673, 674, 683, 687, 688, 696, 711, 712, 713, 714, 716, 719, 720, 726, 727, 734, 741, 745, 746, 755, 773, 774, 775, 776, 778, 781, 782, 789, 791, 799, 806, 810, 811, 819, 837, 838, 839, 840, 842, 845, 846, 847, 852, 854, 860, 872, 874, 884, 888, 889, 897, 915, 916, 917, 918, 920, 923, 924, 930, 931, 937, 948, 949, 956, 963, 967, 968, 977, 995, 996, 997, 998, 1000, 1003, 1004, 1011, 1013, 1020, 1032, 1034, 1042, 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│ │ │ │ │ -        "float64": [4, 34, 188, 197, 198, 199, 203, 206, 207, 209, 210, 219, 226, 233, 234, 236, 243, 254, 257, 260, 261, 262, 2671, 3058, 3059, 3074, 3802, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5616, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045, 6413, 6423, 6455],
│ │ │ │ │ +        "float64": [4, 34, 188, 197, 198, 199, 203, 206, 207, 209, 210, 219, 226, 227, 233, 234, 236, 243, 254, 257, 260, 261, 262, 2671, 3058, 3059, 3074, 3802, 4299, 4300, 4378, 4379, 4455, 4456, 4566, 4567, 4581, 5016, 5017, 5029, 5227, 5228, 5239, 5537, 5538, 5549, 5616, 5697, 5698, 5712, 5917, 5918, 5931, 6033, 6034, 6045, 6413, 6423, 6455],
│ │ │ │ │          "float64arrai": 6423,
│ │ │ │ │          "float_fmt": 4084,
│ │ │ │ │          "float_format": [251, 433, 491, 549, 606, 661, 714, 776, 840, 918, 998, 1083, 1138, 1212, 1252, 1580, 2010, 2140, 2265, 2266, 2267, 2268, 2739, 2803, 3001, 3242, 3637, 3816, 3828, 3872, 5608, 5609, 5610, 6434],
│ │ │ │ │          "float_precis": 5,
│ │ │ │ │          "floc": [3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449],
│ │ │ │ │          "floor": [229, 250, 1353, 4169, 4198, 5867],
│ │ │ │ │          "flow": [34, 245, 3096, 4601, 5047, 5070, 5155, 5256, 5566, 5597, 5732, 5950, 6062],
│ │ │ │ │ @@ -62038,15 +62114,15 @@
│ │ │ │ │          "grouputil": [6434, 6451],
│ │ │ │ │          "grow": [220, 249],
│ │ │ │ │          "growth": [190, 216, 230, 252, 5070],
│ │ │ │ │          "grp": [205, 317, 320],
│ │ │ │ │          "gruman": 4019,
│ │ │ │ │          "grunfeld": [34, 6433],
│ │ │ │ │          "gsoc": [0, 6453, 6454],
│ │ │ │ │ -        "gt": [193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 213, 217, 219, 220, 222, 225, 226, 228, 229, 231, 232, 233, 234, 236, 238, 243, 246, 250, 254, 255, 256, 257, 259, 260, 261, 263, 264, 265],
│ │ │ │ │ +        "gt": [193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 213, 217, 219, 220, 222, 225, 226, 227, 228, 229, 231, 232, 233, 234, 236, 238, 243, 246, 250, 254, 255, 256, 257, 259, 260, 261, 263, 264, 265],
│ │ │ │ │          "gtol": [46, 94, 310, 324, 336, 370, 387, 445, 503, 561, 618, 673, 726, 789, 852, 872, 930, 948, 1011, 1032, 1095, 1150, 1167, 1380, 2160, 2302, 2321, 2339, 2358, 2419, 2633, 6428],
│ │ │ │ │          "gu": [255, 4140, 4148, 4150, 6437],
│ │ │ │ │          "guarante": [0, 255, 3051, 3261, 3262, 3286, 3287, 3311, 3312, 3336, 3337, 3367, 3368, 3392, 3393, 3423, 3424, 3448, 3449, 3502, 3563, 3885, 4559, 4898, 4923, 5009, 5116, 5220, 5278, 5284, 5381, 5475, 5530, 5614, 5616, 5690, 5769, 5910, 6026, 6101, 6434, 6437, 6439, 6441, 6442, 6443, 6444, 6446, 6447, 6448, 6449, 6453, 6454],
│ │ │ │ │          "guerri": [188, 203, 231, 6413, 6418, 6434, 6450, 6451],
│ │ │ │ │          "guess": [46, 94, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 370, 371, 387, 388, 445, 446, 503, 504, 561, 563, 618, 619, 673, 674, 726, 727, 789, 791, 852, 854, 872, 874, 930, 931, 948, 949, 1011, 1013, 1032, 1034, 1095, 1096, 1150, 1151, 1167, 1168, 1380, 1596, 1720, 1735, 1751, 1767, 1783, 1799, 1814, 2080, 2302, 2321, 2339, 2358, 2419, 3016, 3214, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3508, 3570, 4169, 4513, 4514, 4734, 4739, 4755, 4902, 4927, 4973, 4974, 5076, 5077, 5078, 5183, 5184, 5494, 5495, 5644, 5645, 5872, 5873, 5990, 5991],
│ │ │ │ │          "guglielmo": [6436, 6437],
│ │ │ │ │          "gui": [6450, 6451],
│ │ │ │ │ @@ -62681,15 +62757,15 @@
│ │ │ │ │          "intent": [3, 6434],
│ │ │ │ │          "intention": [5284, 6434],
│ │ │ │ │          "inter": [3724, 3935],
│ │ │ │ │          "interact": [11, 27, 30, 189, 198, 207, 2193, 2468, 2480, 3727, 3912, 3923, 3945, 4004, 4008, 6424, 6433, 6450, 6451, 6458],
│ │ │ │ │          "interaction_plot": [3, 192, 212, 6434, 6450],
│ │ │ │ │          "interactions_anova": 6439,
│ │ │ │ │          "interc": 24,
│ │ │ │ │ -        "intercept": [5, 59, 90, 121, 122, 188, 194, 197, 198, 203, 205, 206, 208, 209, 212, 220, 222, 223, 228, 230, 231, 232, 234, 236, 237, 239, 243, 246, 249, 250, 251, 252, 264, 267, 268, 292, 307, 333, 364, 365, 382, 401, 402, 439, 440, 459, 460, 497, 498, 517, 518, 555, 574, 575, 612, 629, 630, 667, 684, 685, 720, 721, 782, 783, 807, 808, 846, 847, 924, 925, 942, 1004, 1005, 1027, 1050, 1051, 1089, 1090, 1106, 1107, 1144, 1145, 1162, 1180, 1181, 1218, 1220, 1221, 1258, 1402, 1452, 1491, 1560, 1564, 1587, 1622, 1628, 1638, 1644, 1687, 1919, 1927, 2016, 2017, 2025, 2046, 2054, 2075, 2146, 2186, 2212, 2235, 2353, 2414, 2463, 2468, 2473, 2480, 2547, 2612, 2636, 2653, 2671, 2746, 2810, 2812, 2831, 2836, 2886, 2936, 3008, 3021, 3080, 3082, 3124, 3126, 3161, 3210, 3248, 3524, 3588, 3644, 3913, 3914, 3915, 3916, 3923, 4341, 4420, 4506, 4508, 4519, 4523, 4587, 4589, 4623, 4799, 4898, 4923, 4979, 5036, 5038, 5068, 5144, 5146, 5176, 5189, 5245, 5247, 5276, 5278, 5280, 5308, 5340, 5355, 5361, 5369, 5405, 5437, 5469, 5475, 5476, 5479, 5500, 5555, 5557, 5586, 5614, 5616, 5632, 5636, 5650, 5654, 5718, 5720, 5754, 5794, 5826, 5861, 5867, 5878, 5938, 5940, 5974, 5996, 6051, 6053, 6082, 6159, 6166, 6170, 6175, 6178, 6187, 6198, 6206, 6226, 6260, 6267, 6271, 6276, 6278, 6287, 6298, 6306, 6326, 6356, 6367, 6410, 6413, 6418, 6425, 6431, 6434, 6450, 6451, 6453, 6464],
│ │ │ │ │ +        "intercept": [5, 59, 90, 121, 122, 188, 194, 197, 198, 203, 205, 206, 208, 209, 212, 220, 222, 223, 227, 228, 230, 231, 232, 234, 236, 237, 239, 243, 246, 249, 250, 251, 252, 264, 267, 268, 292, 307, 333, 364, 365, 382, 401, 402, 439, 440, 459, 460, 497, 498, 517, 518, 555, 574, 575, 612, 629, 630, 667, 684, 685, 720, 721, 782, 783, 807, 808, 846, 847, 924, 925, 942, 1004, 1005, 1027, 1050, 1051, 1089, 1090, 1106, 1107, 1144, 1145, 1162, 1180, 1181, 1218, 1220, 1221, 1258, 1402, 1452, 1491, 1560, 1564, 1587, 1622, 1628, 1638, 1644, 1687, 1919, 1927, 2016, 2017, 2025, 2046, 2054, 2075, 2146, 2186, 2212, 2235, 2353, 2414, 2463, 2468, 2473, 2480, 2547, 2612, 2636, 2653, 2671, 2746, 2810, 2812, 2831, 2836, 2886, 2936, 3008, 3021, 3080, 3082, 3124, 3126, 3161, 3210, 3248, 3524, 3588, 3644, 3913, 3914, 3915, 3916, 3923, 4341, 4420, 4506, 4508, 4519, 4523, 4587, 4589, 4623, 4799, 4898, 4923, 4979, 5036, 5038, 5068, 5144, 5146, 5176, 5189, 5245, 5247, 5276, 5278, 5280, 5308, 5340, 5355, 5361, 5369, 5405, 5437, 5469, 5475, 5476, 5479, 5500, 5555, 5557, 5586, 5614, 5616, 5632, 5636, 5650, 5654, 5718, 5720, 5754, 5794, 5826, 5861, 5867, 5878, 5938, 5940, 5974, 5996, 6051, 6053, 6082, 6159, 6166, 6170, 6175, 6178, 6187, 6198, 6206, 6226, 6260, 6267, 6271, 6276, 6278, 6287, 6298, 6306, 6326, 6356, 6367, 6410, 6413, 6418, 6425, 6431, 6434, 6450, 6451, 6453, 6464],
│ │ │ │ │          "interest": [23, 34, 176, 177, 185, 191, 196, 198, 206, 217, 221, 222, 228, 241, 243, 245, 248, 252, 256, 263, 2210, 2872, 3755, 3945, 4002, 5070, 5478, 5597, 5600, 5601, 5605, 5606, 5607, 5608, 6413, 6425, 6464],
│ │ │ │ │          "interfac": [0, 5, 122, 185, 186, 206, 226, 230, 235, 264, 1307, 1330, 1340, 1527, 1687, 2463, 2468, 2585, 2636, 2641, 2642, 2653, 2658, 2659, 2671, 2676, 2677, 2812, 2817, 2818, 3727, 4090, 4127, 4508, 6413, 6421, 6428, 6434, 6450, 6451, 6454],
│ │ │ │ │          "interfact": 2468,
│ │ │ │ │          "interior": [256, 1613, 2702],
│ │ │ │ │          "interm_lm": 212,
│ │ │ │ │          "interm_lm32": 212,
│ │ │ │ │          "intermedi": [81, 113, 177, 183, 284, 356, 425, 483, 541, 598, 653, 707, 768, 831, 910, 990, 1074, 1130, 1204, 1244, 1441, 1569, 1991, 2129, 2178, 2404, 2470, 2495, 2524, 2545, 2600, 2730, 2794, 2876, 2927, 2992, 3040, 3105, 3153, 3237, 3516, 3578, 3627, 3886, 3887, 3900, 3902, 3906, 3908, 3909, 3911, 3949, 3959, 3992, 4124, 4225, 4326, 4405, 4491, 4513, 4548, 4606, 4785, 4973, 4998, 5053, 5076, 5078, 5104, 5161, 5183, 5209, 5261, 5284, 5337, 5343, 5434, 5440, 5444, 5494, 5519, 5571, 5644, 5679, 5737, 5823, 5829, 5833, 5872, 5898, 5957, 5990, 6015, 6067, 6097, 6424],
│ │ │ │ │ @@ -62750,25 +62826,25 @@
│ │ │ │ │          "iolib": [3, 34, 84, 265, 358, 432, 433, 490, 491, 548, 549, 605, 606, 660, 661, 713, 714, 775, 776, 839, 840, 917, 918, 997, 998, 1082, 1083, 1137, 1138, 1211, 1212, 1251, 1252, 1446, 1579, 1580, 2009, 2010, 2139, 2140, 2180, 2408, 2606, 2738, 2739, 2802, 2803, 2880, 2930, 3000, 3001, 3114, 3242, 3518, 3582, 3636, 3637, 4332, 4411, 4497, 4614, 4790, 4835, 4882, 5059, 5167, 5267, 5577, 5745, 5964, 6073, 6397, 6433, 6437, 6439, 6446, 6450, 6454, 6463],
│ │ │ │ │          "ip": 216,
│ │ │ │ │          "ip_direct": 6451,
│ │ │ │ │          "ipman": 241,
│ │ │ │ │          "iprod": 32,
│ │ │ │ │          "ipw": [4266, 6446],
│ │ │ │ │          "ipw_ra": 259,
│ │ │ │ │ -        "ipykernel_674979": 202,
│ │ │ │ │ -        "ipykernel_674980": 225,
│ │ │ │ │ -        "ipykernel_675282": 264,
│ │ │ │ │ -        "ipykernel_675326": 261,
│ │ │ │ │ -        "ipykernel_675465": 257,
│ │ │ │ │ -        "ipykernel_675539": 254,
│ │ │ │ │ -        "ipykernel_676484": 238,
│ │ │ │ │ -        "ipykernel_676560": 234,
│ │ │ │ │ -        "ipykernel_676698": 224,
│ │ │ │ │ -        "ipykernel_677002": 208,
│ │ │ │ │ -        "ipykernel_677183": 193,
│ │ │ │ │ +        "ipykernel_3303356": 202,
│ │ │ │ │ +        "ipykernel_3303358": 225,
│ │ │ │ │ +        "ipykernel_3303996": 264,
│ │ │ │ │ +        "ipykernel_3304043": 261,
│ │ │ │ │ +        "ipykernel_3304182": 257,
│ │ │ │ │ +        "ipykernel_3304255": 254,
│ │ │ │ │ +        "ipykernel_3306638": 238,
│ │ │ │ │ +        "ipykernel_3306715": 234,
│ │ │ │ │ +        "ipykernel_3306854": 224,
│ │ │ │ │ +        "ipykernel_3307443": 208,
│ │ │ │ │ +        "ipykernel_3308298": 193,
│ │ │ │ │          "ipynb": [6434, 6439, 6440, 6446],
│ │ │ │ │          "ipython": [3, 189, 195, 206, 220, 234, 251, 5639, 6413, 6419, 6450, 6451],
│ │ │ │ │          "ipython_direct": 6451,
│ │ │ │ │          "iqr": [234, 2487, 2488, 2495, 3890, 3893, 3896, 3898, 6439],
│ │ │ │ │          "iqr_norm": [3890, 3893, 3896, 3898],
│ │ │ │ │          "iranalysi": [6199, 6299, 6439],
│ │ │ │ │          "irf": [6200, 6201, 6227, 6300, 6301, 6434, 6437, 6439, 6441, 6452, 6458, 6464],
│ │ │ │ │ @@ -62853,25 +62929,25 @@
│ │ │ │ │          "jan": [243, 244, 252, 3010, 3030, 3032, 4019, 4533, 4535, 4988, 4990, 5093, 5096, 5199, 5201, 5311, 5408, 5483, 5509, 5511, 5616, 5626, 5639, 5664, 5666, 5797, 5867, 5888, 5890, 6005, 6007, 6446, 6450, 6451, 6452, 6453],
│ │ │ │ │          "janitor": 234,
│ │ │ │ │          "janosbiro": 6441,
│ │ │ │ │          "januari": [27, 207, 221, 245, 257],
│ │ │ │ │          "janusz": [2527, 2532, 2537, 2542],
│ │ │ │ │          "japan": 3724,
│ │ │ │ │          "jarnorfb": 6434,
│ │ │ │ │ -        "jarqu": [34, 188, 193, 197, 201, 203, 210, 222, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 3118, 3890, 3898, 4180, 4336, 4415, 4501, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077, 6124, 6235, 6333, 6400, 6413, 6418, 6431, 6453, 6458],
│ │ │ │ │ +        "jarqu": [34, 188, 193, 197, 201, 203, 210, 222, 227, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 3118, 3890, 3898, 4180, 4336, 4415, 4501, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077, 6124, 6235, 6333, 6400, 6413, 6418, 6431, 6453, 6458],
│ │ │ │ │          "jarque_bera": [182, 231, 3118, 3890, 3893, 3896, 3898, 4336, 4415, 4501, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077],
│ │ │ │ │          "jarque_beta_pv": [3890, 3898],
│ │ │ │ │          "jarquebera": [3118, 4618, 4794, 5063, 5171, 5271, 5581, 5749, 5968, 6077, 6458],
│ │ │ │ │          "jarrod": 6434,
│ │ │ │ │          "jarvi": 6454,
│ │ │ │ │          "jasa": [220, 2617, 2629],
│ │ │ │ │          "jasc": [6450, 6451],
│ │ │ │ │          "jasmin": 6454,
│ │ │ │ │          "javascript": [195, 6434],
│ │ │ │ │ -        "jb": [34, 188, 193, 197, 201, 203, 210, 222, 231, 232, 234, 238, 243, 246, 250, 257, 261, 263, 265, 4180, 6413, 6418, 6431, 6458],
│ │ │ │ │ +        "jb": [34, 188, 193, 197, 201, 203, 210, 222, 227, 231, 232, 234, 238, 243, 246, 250, 257, 261, 263, 265, 4180, 6413, 6418, 6431, 6458],
│ │ │ │ │          "jbb": 2566,
│ │ │ │ │          "jbg": 2566,
│ │ │ │ │          "jbpv": 4180,
│ │ │ │ │          "jbrockmendel": 6434,
│ │ │ │ │          "jcdang": 6434,
│ │ │ │ │          "jcjf1983": 6451,
│ │ │ │ │          "jeff": [11, 12, 13, 27, 30, 198, 207, 255, 6414, 6450],
│ │ │ │ │ @@ -63169,15 +63245,15 @@
│ │ │ │ │          "kt": 212,
│ │ │ │ │          "kucukelbir": [1627, 1643, 6424],
│ │ │ │ │          "kulkarni": 4137,
│ │ │ │ │          "kumar": 6439,
│ │ │ │ │          "kuritzen": 6446,
│ │ │ │ │          "kurt": [2458, 3362],
│ │ │ │ │          "kurt0": [1477, 1478],
│ │ │ │ │ -        "kurtosi": [34, 188, 193, 197, 201, 203, 210, 222, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 268, 1372, 1471, 1472, 1477, 1478, 2458, 3279, 3304, 3329, 3354, 3360, 3362, 3385, 3410, 3441, 3466, 3890, 3893, 3896, 3898, 3966, 3969, 3970, 3971, 4179, 4180, 4183, 4184, 4336, 4415, 4501, 6413, 6418, 6431, 6451, 6458, 6459],
│ │ │ │ │ +        "kurtosi": [34, 188, 193, 197, 201, 203, 210, 222, 227, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 268, 1372, 1471, 1472, 1477, 1478, 2458, 3279, 3304, 3329, 3354, 3360, 3362, 3385, 3410, 3441, 3466, 3890, 3893, 3896, 3898, 3966, 3969, 3970, 3971, 4179, 4180, 4183, 4184, 4336, 4415, 4501, 6413, 6418, 6431, 6451, 6458, 6459],
│ │ │ │ │          "kurtosistest": [210, 222],
│ │ │ │ │          "kw": 6451,
│ │ │ │ │          "kwarg": [5, 46, 47, 55, 73, 75, 79, 91, 94, 95, 100, 102, 107, 111, 122, 126, 127, 141, 142, 188, 196, 203, 213, 214, 238, 239, 241, 244, 251, 278, 282, 295, 296, 299, 300, 301, 302, 303, 304, 305, 306, 307, 310, 311, 312, 318, 321, 324, 325, 326, 331, 333, 336, 337, 338, 343, 350, 354, 365, 370, 371, 372, 382, 387, 388, 389, 409, 412, 415, 422, 431, 440, 445, 446, 447, 467, 470, 473, 480, 489, 498, 503, 504, 505, 525, 528, 531, 538, 547, 556, 561, 563, 564, 581, 584, 587, 595, 604, 613, 618, 619, 620, 637, 640, 643, 650, 659, 668, 673, 674, 675, 691, 694, 697, 704, 712, 721, 726, 727, 728, 750, 753, 756, 765, 774, 783, 789, 791, 792, 814, 817, 820, 828, 838, 847, 852, 854, 855, 867, 872, 874, 875, 892, 898, 907, 916, 925, 930, 931, 932, 942, 948, 949, 950, 972, 975, 978, 987, 996, 1005, 1011, 1013, 1014, 1027, 1032, 1034, 1035, 1057, 1060, 1063, 1071, 1081, 1090, 1095, 1096, 1097, 1114, 1117, 1120, 1127, 1136, 1145, 1150, 1151, 1152, 1162, 1167, 1168, 1169, 1188, 1191, 1194, 1201, 1210, 1228, 1231, 1234, 1241, 1250, 1370, 1374, 1380, 1381, 1402, 1414, 1415, 1434, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1508, 1510, 1511, 1547, 1551, 1566, 1588, 1596, 1597, 1919, 1930, 1947, 1972, 1987, 2017, 2028, 2046, 2057, 2075, 2080, 2082, 2083, 2113, 2126, 2156, 2161, 2163, 2172, 2176, 2193, 2198, 2199, 2200, 2201, 2212, 2213, 2217, 2218, 2219, 2223, 2224, 2225, 2226, 2302, 2303, 2312, 2321, 2322, 2331, 2339, 2340, 2349, 2358, 2359, 2391, 2393, 2401, 2419, 2420, 2433, 2438, 2439, 2444, 2446, 2463, 2467, 2469, 2473, 2477, 2478, 2552, 2571, 2587, 2589, 2596, 2605, 2614, 2615, 2617, 2620, 2621, 2622, 2623, 2626, 2627, 2628, 2629, 2632, 2633, 2634, 2635, 2636, 2641, 2642, 2643, 2653, 2658, 2659, 2660, 2666, 2671, 2676, 2677, 2678, 2688, 2716, 2717, 2719, 2728, 2756, 2781, 2782, 2784, 2792, 2812, 2817, 2818, 2819, 2831, 2836, 2867, 2871, 2890, 2894, 2895, 2900, 2919, 2921, 2925, 2937, 2942, 2943, 2952, 2977, 2978, 2980, 2989, 3010, 3011, 3014, 3020, 3021, 3028, 3030, 3032, 3033, 3034, 3036, 3038, 3039, 3040, 3041, 3042, 3043, 3044, 3045, 3046, 3047, 3054, 3055, 3058, 3059, 3074, 3077, 3078, 3079, 3082, 3084, 3096, 3102, 3110, 3128, 3163, 3210, 3215, 3231, 3235, 3281, 3306, 3331, 3356, 3364, 3387, 3389, 3412, 3420, 3443, 3445, 3468, 3487, 3492, 3507, 3513, 3529, 3546, 3569, 3575, 3589, 3614, 3615, 3617, 3625, 3655, 3677, 3802, 3976, 4040, 4055, 4075, 4093, 4250, 4251, 4252, 4253, 4254, 4255, 4285, 4316, 4395, 4481, 4509, 4512, 4518, 4519, 4531, 4533, 4535, 4539, 4540, 4544, 4546, 4547, 4548, 4549, 4550, 4551, 4552, 4553, 4554, 4555, 4563, 4566, 4567, 4581, 4584, 4585, 4586, 4589, 4591, 4601, 4604, 4611, 4735, 4738, 4741, 4742, 4748, 4751, 4753, 4760, 4776, 4809, 4812, 4813, 4841, 4854, 4870, 4889, 4897, 4902, 4903, 4927, 4928, 4968, 4969, 4972, 4973, 4978, 4979, 4986, 4988, 4990, 4991, 4992, 4994, 4996, 4997, 4998, 4999, 5000, 5001, 5002, 5003, 5004, 5005, 5013, 5016, 5017, 5029, 5033, 5034, 5035, 5038, 5040, 5047, 5051, 5056, 5070, 5071, 5075, 5076, 5082, 5083, 5090, 5093, 5096, 5097, 5098, 5100, 5102, 5103, 5104, 5105, 5106, 5107, 5108, 5109, 5110, 5111, 5119, 5120, 5123, 5124, 5136, 5140, 5142, 5143, 5146, 5148, 5155, 5159, 5164, 5179, 5182, 5183, 5188, 5189, 5196, 5199, 5201, 5202, 5203, 5205, 5207, 5208, 5209, 5210, 5211, 5212, 5213, 5214, 5215, 5216, 5224, 5227, 5228, 5239, 5242, 5243, 5244, 5247, 5249, 5256, 5259, 5264, 5280, 5284, 5286, 5292, 5320, 5321, 5343, 5344, 5345, 5346, 5347, 5369, 5381, 5383, 5389, 5417, 5418, 5440, 5441, 5442, 5443, 5444, 5445, 5446, 5448, 5479, 5489, 5490, 5493, 5494, 5499, 5500, 5507, 5509, 5511, 5512, 5513, 5515, 5517, 5518, 5519, 5520, 5521, 5522, 5523, 5524, 5525, 5526, 5534, 5537, 5538, 5549, 5552, 5553, 5554, 5557, 5559, 5566, 5569, 5574, 5616, 5618, 5623, 5639, 5640, 5643, 5644, 5649, 5650, 5662, 5664, 5666, 5670, 5671, 5675, 5677, 5678, 5679, 5680, 5681, 5682, 5683, 5684, 5685, 5686, 5694, 5697, 5698, 5712, 5715, 5716, 5717, 5720, 5722, 5732, 5735, 5742, 5769, 5771, 5777, 5793, 5806, 5807, 5829, 5830, 5831, 5832, 5833, 5834, 5835, 5838, 5840, 5867, 5868, 5871, 5872, 5877, 5878, 5886, 5888, 5890, 5891, 5892, 5894, 5896, 5897, 5898, 5899, 5900, 5901, 5902, 5904, 5905, 5906, 5914, 5917, 5918, 5931, 5934, 5936, 5937, 5940, 5942, 5950, 5954, 5961, 5985, 5986, 5989, 5990, 5995, 5996, 6003, 6005, 6007, 6008, 6009, 6011, 6013, 6014, 6015, 6016, 6017, 6018, 6019, 6020, 6021, 6022, 6030, 6033, 6034, 6045, 6048, 6049, 6050, 6053, 6055, 6062, 6065, 6070, 6151, 6156, 6251, 6360, 6365, 6423, 6434, 6435, 6437, 6439, 6441, 6451, 6458],
│ │ │ │ │          "kwd": [5, 42, 58, 140, 144, 206, 210, 222, 1353, 1354, 1355, 1357, 1358, 1359, 1360, 1361, 1362, 1363, 1364, 1365, 1367, 1368, 1371, 1372, 1373, 1375, 1393, 1513, 1515, 1518, 1520, 1522, 1524, 1525, 1529, 1594, 1599, 1601, 1605, 1606, 1609, 1611, 1612, 1954, 2148, 2164, 2298, 2316, 2317, 2334, 2335, 2352, 2353, 2372, 2415, 2432, 2547, 2551, 3259, 3260, 3261, 3262, 3264, 3265, 3266, 3267, 3268, 3269, 3270, 3271, 3272, 3274, 3275, 3277, 3278, 3279, 3280, 3282, 3283, 3284, 3285, 3286, 3287, 3289, 3290, 3291, 3292, 3293, 3294, 3295, 3296, 3297, 3299, 3300, 3302, 3303, 3304, 3305, 3307, 3309, 3310, 3311, 3312, 3314, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322, 3324, 3325, 3327, 3328, 3329, 3330, 3332, 3334, 3335, 3336, 3337, 3339, 3340, 3341, 3342, 3343, 3344, 3345, 3346, 3347, 3349, 3350, 3352, 3353, 3354, 3355, 3357, 3358, 3359, 3365, 3366, 3367, 3368, 3370, 3371, 3372, 3373, 3374, 3375, 3376, 3377, 3378, 3380, 3381, 3383, 3384, 3385, 3386, 3388, 3390, 3391, 3392, 3393, 3395, 3396, 3397, 3398, 3399, 3400, 3401, 3402, 3403, 3405, 3406, 3408, 3409, 3410, 3411, 3413, 3421, 3422, 3423, 3424, 3426, 3427, 3428, 3429, 3430, 3431, 3432, 3433, 3434, 3436, 3437, 3439, 3440, 3441, 3442, 3444, 3446, 3447, 3448, 3449, 3451, 3452, 3453, 3454, 3455, 3456, 3457, 3458, 3459, 3461, 3462, 3464, 3465, 3466, 3467, 3469, 3479, 3498, 3506, 3537, 3559, 3568, 3646, 3651, 3659, 3664, 3668, 3688, 3949, 3952, 3959, 3992, 4017, 4039, 4054, 4074, 4086, 4087, 4090, 4091, 4094, 4095, 4098, 4099, 4102, 4103, 4106, 4107, 4266, 4269, 4273, 5589, 6451],
│ │ │ │ │          "kwds_default": 5,
│ │ │ │ │          "kwiatkowski": [254, 6096],
│ │ │ │ │          "kxk": 6367,
│ │ │ │ │ @@ -63297,15 +63373,15 @@
│ │ │ │ │          "ldb": [2226, 6099],
│ │ │ │ │          "ldbias": [2226, 6099],
│ │ │ │ │          "ldot": [190, 191, 1771, 4429, 4508, 4625, 4734, 4738, 6145, 6247, 6356, 6367, 6414, 6464],
│ │ │ │ │          "lead": [216, 220, 222, 226, 241, 244, 250, 251, 256, 3767, 3768, 3779, 3796, 3797, 3798, 3799, 3809, 3851, 4628, 4629, 4635, 4643, 4644, 4648, 4650, 4734, 4801, 4880, 5608, 5609, 5977, 6399, 6434],
│ │ │ │ │          "leaf": 229,
│ │ │ │ │          "lean": 6,
│ │ │ │ │          "learn": [4, 174, 188, 203, 207, 214, 231, 248, 3935, 6427],
│ │ │ │ │ -        "least": [0, 20, 22, 34, 42, 173, 182, 188, 189, 203, 221, 223, 226, 231, 232, 237, 252, 255, 259, 430, 488, 546, 603, 658, 711, 773, 837, 915, 995, 1080, 1135, 1209, 1249, 1578, 1654, 2075, 2080, 2138, 2195, 2196, 2197, 2452, 2468, 2473, 2480, 2499, 2504, 2509, 2512, 2517, 2519, 2620, 2636, 2641, 2652, 2653, 2658, 2671, 2676, 2687, 2702, 2709, 2756, 2812, 2817, 2937, 2942, 3010, 3055, 3126, 3161, 3179, 3180, 3181, 3182, 3183, 3184, 3200, 3201, 3202, 3203, 3210, 3214, 3222, 3483, 3525, 3541, 3650, 3672, 3749, 3760, 3800, 3876, 3923, 3930, 3941, 3988, 4060, 4111, 4121, 4125, 4174, 4284, 4292, 4312, 4314, 4323, 4324, 4352, 4361, 4391, 4393, 4402, 4403, 4429, 4438, 4440, 4441, 4448, 4477, 4479, 4488, 4489, 4513, 4897, 4962, 5639, 6413, 6414, 6418, 6427, 6428, 6431, 6433, 6437, 6450, 6456, 6462],
│ │ │ │ │ +        "least": [0, 20, 22, 34, 42, 173, 182, 188, 189, 203, 221, 223, 226, 227, 231, 232, 237, 252, 255, 259, 430, 488, 546, 603, 658, 711, 773, 837, 915, 995, 1080, 1135, 1209, 1249, 1578, 1654, 2075, 2080, 2138, 2195, 2196, 2197, 2452, 2468, 2473, 2480, 2499, 2504, 2509, 2512, 2517, 2519, 2620, 2636, 2641, 2652, 2653, 2658, 2671, 2676, 2687, 2702, 2709, 2756, 2812, 2817, 2937, 2942, 3010, 3055, 3126, 3161, 3179, 3180, 3181, 3182, 3183, 3184, 3200, 3201, 3202, 3203, 3210, 3214, 3222, 3483, 3525, 3541, 3650, 3672, 3749, 3760, 3800, 3876, 3923, 3930, 3941, 3988, 4060, 4111, 4121, 4125, 4174, 4284, 4292, 4312, 4314, 4323, 4324, 4352, 4361, 4391, 4393, 4402, 4403, 4429, 4438, 4440, 4441, 4448, 4477, 4479, 4488, 4489, 4513, 4897, 4962, 5639, 6413, 6414, 6418, 6427, 6428, 6431, 6433, 6437, 6450, 6456, 6462],
│ │ │ │ │          "least_squar": [4839, 4852, 4887],
│ │ │ │ │          "leastsq": 4642,
│ │ │ │ │          "leastsquar": [234, 3184, 3210],
│ │ │ │ │          "leav": [177, 193, 239, 249, 253, 2213, 2502, 2506, 2507, 2512, 2519, 3716, 3727, 3887, 4028, 4040, 4055, 4060, 4062, 4063, 4064, 4065, 4066, 4073, 4075, 4078, 4079, 4080, 4082, 4084, 6356, 6464],
│ │ │ │ │          "lectur": [4232, 6455],
│ │ │ │ │          "led": 245,
│ │ │ │ │          "lee": [28, 1353, 6446, 6452, 6453],
│ │ │ │ │ @@ -63370,15 +63446,15 @@
│ │ │ │ │          "lickert": 4013,
│ │ │ │ │          "lie": [228, 232, 239, 2214, 4296, 4328, 4375, 4407, 4452, 4493, 5980, 6167, 6202, 6222, 6268, 6302, 6322],
│ │ │ │ │          "life": [214, 231, 266],
│ │ │ │ │          "lift": 186,
│ │ │ │ │          "light": [221, 234, 3935],
│ │ │ │ │          "lightgrei": 185,
│ │ │ │ │          "like": [0, 3, 4, 5, 40, 47, 59, 73, 79, 95, 111, 126, 142, 173, 174, 175, 178, 179, 184, 194, 195, 196, 198, 203, 206, 212, 215, 221, 222, 223, 226, 237, 239, 241, 243, 244, 245, 246, 248, 249, 255, 256, 265, 269, 270, 271, 272, 273, 296, 312, 326, 338, 354, 372, 389, 412, 422, 447, 470, 480, 505, 528, 538, 564, 584, 595, 620, 640, 650, 675, 694, 704, 728, 737, 753, 765, 792, 817, 828, 855, 864, 875, 882, 907, 932, 939, 950, 959, 975, 987, 1014, 1023, 1035, 1060, 1071, 1097, 1117, 1127, 1152, 1169, 1191, 1201, 1231, 1241, 1307, 1340, 1381, 1415, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1511, 1527, 1597, 1930, 1987, 2028, 2057, 2080, 2083, 2126, 2164, 2165, 2166, 2176, 2201, 2209, 2210, 2219, 2233, 2235, 2240, 2241, 2247, 2250, 2303, 2322, 2340, 2359, 2391, 2401, 2420, 2438, 2443, 2444, 2467, 2477, 2504, 2532, 2542, 2546, 2552, 2587, 2596, 2615, 2621, 2627, 2634, 2643, 2660, 2678, 2688, 2714, 2717, 2728, 2780, 2782, 2792, 2819, 2831, 2836, 2841, 2844, 2847, 2848, 2871, 2889, 2895, 2919, 2925, 2943, 2952, 2976, 2978, 2989, 3128, 3129, 3141, 3163, 3184, 3215, 3235, 3487, 3490, 3513, 3529, 3546, 3550, 3575, 3615, 3625, 3655, 3659, 3677, 3681, 3716, 3904, 3935, 3945, 3951, 3983, 3984, 3985, 3986, 3987, 3989, 4013, 4020, 4028, 4045, 4137, 4147, 4185, 4266, 4273, 4285, 4292, 4314, 4323, 4324, 4343, 4361, 4393, 4402, 4403, 4429, 4448, 4479, 4488, 4489, 4507, 4508, 4668, 4670, 4673, 4676, 4679, 4681, 4688, 4691, 4693, 4694, 4696, 4700, 4702, 4704, 4707, 4710, 4713, 4716, 4719, 4724, 4727, 4730, 4733, 4836, 4841, 4854, 4889, 4903, 4928, 5284, 5381, 5478, 5489, 5616, 5769, 5867, 6087, 6151, 6339, 6360, 6411, 6412, 6413, 6419, 6421, 6422, 6423, 6427, 6434, 6437, 6441, 6450, 6457, 6459],
│ │ │ │ │ -        "likelihood": [7, 14, 34, 42, 45, 46, 48, 50, 52, 53, 54, 57, 58, 59, 68, 69, 74, 76, 83, 91, 94, 97, 99, 102, 108, 128, 134, 135, 138, 139, 182, 183, 188, 189, 190, 191, 193, 196, 197, 198, 199, 201, 203, 207, 208, 210, 211, 216, 217, 220, 222, 223, 226, 229, 231, 232, 234, 237, 239, 241, 242, 243, 244, 245, 246, 247, 249, 250, 252, 253, 257, 261, 264, 265, 267, 273, 279, 299, 300, 301, 302, 303, 304, 305, 306, 307, 310, 314, 316, 324, 328, 330, 333, 336, 340, 342, 345, 351, 370, 371, 374, 376, 377, 381, 387, 388, 392, 394, 395, 399, 416, 418, 419, 445, 446, 450, 452, 453, 457, 474, 476, 477, 503, 504, 508, 510, 511, 515, 532, 534, 535, 561, 563, 567, 569, 588, 590, 591, 618, 619, 622, 624, 626, 644, 646, 647, 673, 674, 677, 679, 698, 700, 701, 726, 727, 732, 734, 735, 757, 759, 760, 789, 791, 794, 796, 799, 800, 803, 804, 805, 821, 823, 824, 852, 854, 857, 858, 860, 861, 862, 865, 866, 872, 874, 878, 880, 899, 901, 902, 925, 930, 931, 935, 948, 949, 952, 953, 954, 956, 957, 960, 961, 962, 979, 981, 982, 1011, 1013, 1018, 1020, 1021, 1024, 1026, 1032, 1034, 1037, 1038, 1039, 1042, 1043, 1064, 1066, 1067, 1090, 1095, 1096, 1099, 1101, 1121, 1123, 1124, 1150, 1151, 1154, 1156, 1157, 1160, 1161, 1167, 1168, 1171, 1173, 1174, 1177, 1178, 1195, 1197, 1198, 1235, 1237, 1238, 1379, 1380, 1383, 1385, 1387, 1388, 1389, 1392, 1393, 1402, 1405, 1406, 1407, 1408, 1409, 1410, 1417, 1418, 1420, 1435, 1465, 1469, 1470, 1473, 1477, 1478, 1479, 1480, 1481, 1518, 1519, 1520, 1521, 1531, 1533, 1552, 1553, 1554, 1567, 1594, 1596, 1602, 1605, 1606, 1610, 1700, 1701, 1715, 1716, 1729, 1730, 1745, 1746, 1761, 1762, 1777, 1778, 1793, 1794, 1803, 1808, 1809, 1936, 1937, 1940, 1941, 1956, 1958, 1970, 1973, 1974, 1975, 1988, 2034, 2035, 2038, 2039, 2063, 2064, 2067, 2068, 2075, 2089, 2090, 2091, 2098, 2100, 2111, 2114, 2115, 2116, 2127, 2164, 2173, 2196, 2298, 2301, 2302, 2304, 2306, 2308, 2309, 2310, 2311, 2315, 2316, 2317, 2320, 2321, 2323, 2325, 2327, 2328, 2329, 2330, 2333, 2334, 2335, 2338, 2339, 2341, 2343, 2345, 2346, 2347, 2348, 2351, 2352, 2357, 2358, 2360, 2362, 2364, 2365, 2366, 2371, 2372, 2377, 2386, 2387, 2392, 2394, 2396, 2397, 2407, 2415, 2418, 2419, 2421, 2423, 2425, 2426, 2427, 2428, 2431, 2432, 2440, 2445, 2448, 2453, 2458, 2499, 2502, 2504, 2507, 2550, 2551, 2557, 2559, 2560, 2561, 2564, 2568, 2577, 2578, 2588, 2590, 2592, 2593, 2597, 2604, 2636, 2642, 2647, 2649, 2659, 2664, 2667, 2677, 2680, 2682, 2684, 2686, 2688, 2699, 2702, 2709, 2720, 2767, 2785, 2818, 2823, 2825, 2830, 2834, 2842, 2844, 2846, 2847, 2860, 2861, 2866, 2872, 2879, 2887, 2897, 2899, 2903, 2914, 2915, 2920, 2922, 2929, 2946, 2948, 2963, 3010, 3020, 3022, 3030, 3032, 3048, 3052, 3053, 3083, 3085, 3086, 3090, 3096, 3129, 3144, 3211, 3214, 3217, 3219, 3232, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3498, 3510, 3531, 3533, 3559, 3572, 3589, 3600, 3618, 4045, 4121, 4147, 4148, 4232, 4278, 4288, 4290, 4296, 4317, 4357, 4359, 4375, 4396, 4444, 4446, 4452, 4482, 4508, 4513, 4518, 4520, 4533, 4535, 4556, 4560, 4561, 4590, 4592, 4593, 4595, 4601, 4734, 4738, 4742, 4743, 4748, 4758, 4762, 4777, 4839, 4843, 4846, 4852, 4856, 4859, 4887, 4891, 4894, 4898, 4902, 4904, 4905, 4920, 4921, 4922, 4923, 4927, 4929, 4930, 4945, 4946, 4947, 4956, 4963, 4973, 4978, 4980, 4988, 4990, 5006, 5010, 5011, 5039, 5041, 5042, 5044, 5047, 5070, 5076, 5078, 5082, 5084, 5093, 5094, 5096, 5112, 5117, 5118, 5120, 5147, 5149, 5150, 5152, 5155, 5178, 5183, 5188, 5190, 5199, 5201, 5217, 5221, 5222, 5224, 5248, 5250, 5251, 5253, 5256, 5297, 5313, 5330, 5334, 5344, 5394, 5410, 5427, 5431, 5441, 5478, 5489, 5494, 5499, 5501, 5509, 5511, 5527, 5531, 5532, 5558, 5560, 5561, 5563, 5566, 5597, 5628, 5639, 5644, 5649, 5651, 5664, 5666, 5687, 5691, 5692, 5721, 5723, 5724, 5726, 5732, 5782, 5799, 5816, 5820, 5830, 5867, 5872, 5877, 5879, 5888, 5890, 5907, 5911, 5941, 5944, 5945, 5947, 5950, 5977, 5978, 5981, 5982, 5990, 5995, 5997, 6005, 6007, 6023, 6027, 6028, 6054, 6056, 6057, 6059, 6062, 6153, 6155, 6225, 6253, 6255, 6325, 6356, 6359, 6362, 6364, 6367, 6413, 6414, 6418, 6422, 6425, 6427, 6429, 6431, 6433, 6434, 6441, 6451, 6452, 6453, 6458, 6460, 6462, 6463, 6464],
│ │ │ │ │ +        "likelihood": [7, 14, 34, 42, 45, 46, 48, 50, 52, 53, 54, 57, 58, 59, 68, 69, 74, 76, 83, 91, 94, 97, 99, 102, 108, 128, 134, 135, 138, 139, 182, 183, 188, 189, 190, 191, 193, 196, 197, 198, 199, 201, 203, 207, 208, 210, 211, 216, 217, 220, 222, 223, 226, 227, 229, 231, 232, 234, 237, 239, 241, 242, 243, 244, 245, 246, 247, 249, 250, 252, 253, 257, 261, 264, 265, 267, 273, 279, 299, 300, 301, 302, 303, 304, 305, 306, 307, 310, 314, 316, 324, 328, 330, 333, 336, 340, 342, 345, 351, 370, 371, 374, 376, 377, 381, 387, 388, 392, 394, 395, 399, 416, 418, 419, 445, 446, 450, 452, 453, 457, 474, 476, 477, 503, 504, 508, 510, 511, 515, 532, 534, 535, 561, 563, 567, 569, 588, 590, 591, 618, 619, 622, 624, 626, 644, 646, 647, 673, 674, 677, 679, 698, 700, 701, 726, 727, 732, 734, 735, 757, 759, 760, 789, 791, 794, 796, 799, 800, 803, 804, 805, 821, 823, 824, 852, 854, 857, 858, 860, 861, 862, 865, 866, 872, 874, 878, 880, 899, 901, 902, 925, 930, 931, 935, 948, 949, 952, 953, 954, 956, 957, 960, 961, 962, 979, 981, 982, 1011, 1013, 1018, 1020, 1021, 1024, 1026, 1032, 1034, 1037, 1038, 1039, 1042, 1043, 1064, 1066, 1067, 1090, 1095, 1096, 1099, 1101, 1121, 1123, 1124, 1150, 1151, 1154, 1156, 1157, 1160, 1161, 1167, 1168, 1171, 1173, 1174, 1177, 1178, 1195, 1197, 1198, 1235, 1237, 1238, 1379, 1380, 1383, 1385, 1387, 1388, 1389, 1392, 1393, 1402, 1405, 1406, 1407, 1408, 1409, 1410, 1417, 1418, 1420, 1435, 1465, 1469, 1470, 1473, 1477, 1478, 1479, 1480, 1481, 1518, 1519, 1520, 1521, 1531, 1533, 1552, 1553, 1554, 1567, 1594, 1596, 1602, 1605, 1606, 1610, 1700, 1701, 1715, 1716, 1729, 1730, 1745, 1746, 1761, 1762, 1777, 1778, 1793, 1794, 1803, 1808, 1809, 1936, 1937, 1940, 1941, 1956, 1958, 1970, 1973, 1974, 1975, 1988, 2034, 2035, 2038, 2039, 2063, 2064, 2067, 2068, 2075, 2089, 2090, 2091, 2098, 2100, 2111, 2114, 2115, 2116, 2127, 2164, 2173, 2196, 2298, 2301, 2302, 2304, 2306, 2308, 2309, 2310, 2311, 2315, 2316, 2317, 2320, 2321, 2323, 2325, 2327, 2328, 2329, 2330, 2333, 2334, 2335, 2338, 2339, 2341, 2343, 2345, 2346, 2347, 2348, 2351, 2352, 2357, 2358, 2360, 2362, 2364, 2365, 2366, 2371, 2372, 2377, 2386, 2387, 2392, 2394, 2396, 2397, 2407, 2415, 2418, 2419, 2421, 2423, 2425, 2426, 2427, 2428, 2431, 2432, 2440, 2445, 2448, 2453, 2458, 2499, 2502, 2504, 2507, 2550, 2551, 2557, 2559, 2560, 2561, 2564, 2568, 2577, 2578, 2588, 2590, 2592, 2593, 2597, 2604, 2636, 2642, 2647, 2649, 2659, 2664, 2667, 2677, 2680, 2682, 2684, 2686, 2688, 2699, 2702, 2709, 2720, 2767, 2785, 2818, 2823, 2825, 2830, 2834, 2842, 2844, 2846, 2847, 2860, 2861, 2866, 2872, 2879, 2887, 2897, 2899, 2903, 2914, 2915, 2920, 2922, 2929, 2946, 2948, 2963, 3010, 3020, 3022, 3030, 3032, 3048, 3052, 3053, 3083, 3085, 3086, 3090, 3096, 3129, 3144, 3211, 3214, 3217, 3219, 3232, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3498, 3510, 3531, 3533, 3559, 3572, 3589, 3600, 3618, 4045, 4121, 4147, 4148, 4232, 4278, 4288, 4290, 4296, 4317, 4357, 4359, 4375, 4396, 4444, 4446, 4452, 4482, 4508, 4513, 4518, 4520, 4533, 4535, 4556, 4560, 4561, 4590, 4592, 4593, 4595, 4601, 4734, 4738, 4742, 4743, 4748, 4758, 4762, 4777, 4839, 4843, 4846, 4852, 4856, 4859, 4887, 4891, 4894, 4898, 4902, 4904, 4905, 4920, 4921, 4922, 4923, 4927, 4929, 4930, 4945, 4946, 4947, 4956, 4963, 4973, 4978, 4980, 4988, 4990, 5006, 5010, 5011, 5039, 5041, 5042, 5044, 5047, 5070, 5076, 5078, 5082, 5084, 5093, 5094, 5096, 5112, 5117, 5118, 5120, 5147, 5149, 5150, 5152, 5155, 5178, 5183, 5188, 5190, 5199, 5201, 5217, 5221, 5222, 5224, 5248, 5250, 5251, 5253, 5256, 5297, 5313, 5330, 5334, 5344, 5394, 5410, 5427, 5431, 5441, 5478, 5489, 5494, 5499, 5501, 5509, 5511, 5527, 5531, 5532, 5558, 5560, 5561, 5563, 5566, 5597, 5628, 5639, 5644, 5649, 5651, 5664, 5666, 5687, 5691, 5692, 5721, 5723, 5724, 5726, 5732, 5782, 5799, 5816, 5820, 5830, 5867, 5872, 5877, 5879, 5888, 5890, 5907, 5911, 5941, 5944, 5945, 5947, 5950, 5977, 5978, 5981, 5982, 5990, 5995, 5997, 6005, 6007, 6023, 6027, 6028, 6054, 6056, 6057, 6059, 6062, 6153, 6155, 6225, 6253, 6255, 6325, 6356, 6359, 6362, 6364, 6367, 6413, 6414, 6418, 6422, 6425, 6427, 6429, 6431, 6433, 6434, 6441, 6451, 6452, 6453, 6458, 6460, 6462, 6463, 6464],
│ │ │ │ │          "likelihood_model": [367, 384, 442, 500, 558, 615, 670, 723, 785, 849, 869, 927, 945, 1007, 1029, 1092, 1147, 1164, 1590],
│ │ │ │ │          "likelihoodmodel": [46, 59, 102, 176, 206, 310, 324, 336, 370, 375, 387, 393, 445, 451, 503, 509, 561, 568, 618, 623, 668, 673, 678, 726, 733, 789, 797, 852, 872, 930, 936, 948, 955, 1011, 1019, 1032, 1040, 1095, 1100, 1150, 1155, 1167, 1172, 1380, 1508, 1603, 2075, 2302, 2321, 2339, 2358, 2419, 3483, 3541, 3650, 3672, 4973, 5076, 5183, 5494, 5644, 5872, 5990, 6423, 6428, 6450, 6451, 6452],
│ │ │ │ │          "likelihoodmodelresult": [46, 94, 176, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 370, 371, 387, 388, 445, 446, 503, 504, 561, 563, 618, 619, 673, 674, 726, 727, 789, 791, 852, 854, 872, 874, 930, 931, 948, 949, 1011, 1013, 1032, 1034, 1095, 1096, 1150, 1151, 1167, 1168, 1380, 1426, 1596, 2080, 2096, 2302, 2321, 2339, 2358, 2419, 2849, 3222, 4092, 4738, 4902, 4927, 4973, 5076, 5183, 5494, 5644, 5872, 5990, 6451],
│ │ │ │ │          "likelihoodresult": [59, 102],
│ │ │ │ │          "likelihoodresultswrapp": 176,
│ │ │ │ │          "likert": 3932,
│ │ │ │ │          "likev": 220,
│ │ │ │ │ @@ -63510,15 +63586,15 @@
│ │ │ │ │          "local_log_oddsratio": [3803, 3812, 3839, 3845, 3854],
│ │ │ │ │          "local_oddsratio": [4, 3803, 3845],
│ │ │ │ │          "locallevel": [238, 6452],
│ │ │ │ │          "locallevelconcentr": 238,
│ │ │ │ │          "locallineartrend": 244,
│ │ │ │ │          "locat": [37, 171, 191, 213, 214, 234, 235, 241, 243, 1354, 1355, 1356, 1358, 1359, 1360, 1361, 1362, 1363, 1364, 1365, 1367, 1368, 1370, 1371, 1372, 1373, 1374, 1375, 1613, 2193, 2198, 2208, 2633, 3098, 3099, 3101, 3151, 3209, 3250, 3259, 3260, 3261, 3262, 3263, 3265, 3266, 3267, 3268, 3269, 3270, 3271, 3272, 3274, 3275, 3277, 3278, 3279, 3280, 3281, 3282, 3284, 3285, 3286, 3287, 3288, 3290, 3291, 3292, 3293, 3294, 3295, 3296, 3297, 3299, 3300, 3302, 3303, 3304, 3305, 3306, 3307, 3309, 3310, 3311, 3312, 3313, 3315, 3316, 3317, 3318, 3319, 3320, 3321, 3322, 3324, 3325, 3327, 3328, 3329, 3330, 3331, 3332, 3334, 3335, 3336, 3337, 3338, 3340, 3341, 3342, 3343, 3344, 3345, 3346, 3347, 3349, 3350, 3352, 3353, 3354, 3355, 3356, 3357, 3358, 3365, 3366, 3367, 3368, 3369, 3371, 3372, 3373, 3374, 3375, 3376, 3377, 3378, 3380, 3381, 3383, 3384, 3385, 3386, 3387, 3388, 3390, 3391, 3392, 3393, 3394, 3396, 3397, 3398, 3399, 3400, 3401, 3402, 3403, 3405, 3406, 3408, 3409, 3410, 3411, 3412, 3413, 3421, 3422, 3423, 3424, 3425, 3427, 3428, 3429, 3430, 3431, 3432, 3433, 3434, 3436, 3437, 3439, 3440, 3441, 3442, 3443, 3444, 3446, 3447, 3448, 3449, 3450, 3452, 3453, 3454, 3455, 3456, 3457, 3458, 3459, 3461, 3462, 3464, 3465, 3466, 3467, 3468, 3469, 3751, 3796, 3797, 3798, 3799, 3889, 4001, 4256, 4292, 4314, 4323, 4324, 4361, 4393, 4402, 4403, 4448, 4479, 4488, 4489, 5484, 5597, 6411, 6412, 6434, 6441, 6446, 6447, 6450, 6451],
│ │ │ │ │          "loess": [2517, 4801, 4802, 4808, 4809, 4956, 4958, 4962],
│ │ │ │ │ -        "log": [4, 6, 11, 14, 21, 34, 42, 45, 48, 50, 52, 53, 54, 57, 58, 59, 68, 73, 74, 76, 79, 83, 86, 90, 97, 99, 108, 111, 117, 121, 128, 134, 138, 139, 142, 174, 175, 176, 177, 180, 183, 188, 191, 192, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 212, 216, 217, 218, 219, 220, 222, 223, 226, 229, 230, 231, 232, 234, 237, 238, 239, 241, 243, 244, 245, 246, 248, 249, 250, 251, 252, 255, 257, 258, 261, 264, 265, 267, 273, 279, 288, 292, 296, 299, 300, 301, 302, 303, 304, 305, 306, 314, 316, 328, 330, 340, 342, 345, 351, 354, 360, 364, 365, 371, 374, 376, 377, 379, 381, 382, 388, 390, 392, 394, 395, 397, 399, 412, 416, 419, 422, 435, 439, 440, 446, 448, 450, 452, 453, 455, 457, 470, 474, 477, 480, 493, 497, 498, 504, 506, 508, 510, 511, 513, 515, 528, 532, 535, 538, 551, 555, 563, 565, 567, 569, 584, 588, 591, 595, 608, 612, 619, 622, 624, 626, 640, 644, 647, 650, 663, 667, 674, 677, 679, 694, 698, 701, 704, 716, 720, 721, 727, 729, 732, 734, 735, 737, 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│ │ │ │ │ +        "log": [4, 6, 11, 14, 21, 34, 42, 45, 48, 50, 52, 53, 54, 57, 58, 59, 68, 73, 74, 76, 79, 83, 86, 90, 97, 99, 108, 111, 117, 121, 128, 134, 138, 139, 142, 174, 175, 176, 177, 180, 183, 188, 191, 192, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 212, 216, 217, 218, 219, 220, 222, 223, 226, 227, 229, 230, 231, 232, 234, 237, 238, 239, 241, 243, 244, 245, 246, 248, 249, 250, 251, 252, 255, 257, 258, 261, 264, 265, 267, 273, 279, 288, 292, 296, 299, 300, 301, 302, 303, 304, 305, 306, 314, 316, 328, 330, 340, 342, 345, 351, 354, 360, 364, 365, 371, 374, 376, 377, 379, 381, 382, 388, 390, 392, 394, 395, 397, 399, 412, 416, 419, 422, 435, 439, 440, 446, 448, 450, 452, 453, 455, 457, 470, 474, 477, 480, 493, 497, 498, 504, 506, 508, 510, 511, 513, 515, 528, 532, 535, 538, 551, 555, 563, 565, 567, 569, 584, 588, 591, 595, 608, 612, 619, 622, 624, 626, 640, 644, 647, 650, 663, 667, 674, 677, 679, 694, 698, 701, 704, 716, 720, 721, 727, 729, 732, 734, 735, 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│ │ │ │ │          "log10": [260, 6084, 6099, 6100, 6101, 6102],
│ │ │ │ │          "log_oddsratio": 3845,
│ │ │ │ │          "log_oddsratio_s": 3845,
│ │ │ │ │          "log_plus_1": [188, 203],
│ │ │ │ │          "log_rat": 211,
│ │ │ │ │          "log_riskratio": 3845,
│ │ │ │ │          "log_riskratio_s": 3845,
│ │ │ │ │ @@ -63621,15 +63697,15 @@
│ │ │ │ │          "lrma": [4343, 4429],
│ │ │ │ │          "lrrrrrr": 247,
│ │ │ │ │          "lrtest": 6093,
│ │ │ │ │          "lry": [14, 191, 4343, 4429, 6441],
│ │ │ │ │          "lst_sq": 234,
│ │ │ │ │          "lstsq": [2080, 3127, 3162],
│ │ │ │ │          "lstyle": 212,
│ │ │ │ │ -        "lt": [196, 198, 201, 202, 203, 205, 213, 217, 222, 225, 226, 233, 234, 243, 246, 254, 255, 256, 259, 260, 263, 265],
│ │ │ │ │ +        "lt": [196, 198, 201, 202, 203, 205, 213, 217, 222, 225, 226, 227, 233, 234, 243, 246, 254, 255, 256, 259, 260, 263, 265],
│ │ │ │ │          "ltx_fmt": 2274,
│ │ │ │ │          "lu": [5318, 5346, 5350, 5415, 5443, 5464, 5804, 5832, 5856],
│ │ │ │ │          "luca": [230, 6437],
│ │ │ │ │          "lucrezia": [245, 3096, 4601, 5047, 5070, 5155, 5256, 5566, 5597, 5732, 5950, 6062],
│ │ │ │ │          "luke": 6441,
│ │ │ │ │          "luminos": 234,
│ │ │ │ │          "lumlei": 1672,
│ │ │ │ │ @@ -63795,15 +63871,15 @@
│ │ │ │ │          "mathrm": [213, 214, 6163, 6171, 6186, 6207, 6264, 6272, 6286, 6307, 6464],
│ │ │ │ │          "matiumerca": 6453,
│ │ │ │ │          "matlab": [252, 2937, 3779, 4635, 4648],
│ │ │ │ │          "matmul": 252,
│ │ │ │ │          "matplolib": [4039, 4054, 4074],
│ │ │ │ │          "matplotlib": [185, 190, 192, 195, 197, 198, 201, 202, 205, 207, 211, 212, 213, 214, 216, 217, 219, 220, 221, 222, 224, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 239, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 254, 257, 258, 260, 261, 262, 263, 265, 1562, 1563, 1564, 1565, 1983, 1984, 1986, 2123, 2124, 2125, 2187, 2188, 2189, 2190, 2191, 2192, 2193, 2195, 2196, 2197, 2198, 2207, 2208, 2209, 2210, 2211, 2212, 2213, 2214, 2215, 2216, 2217, 2218, 2219, 2220, 2221, 2223, 2224, 2225, 2226, 2227, 2246, 2247, 2248, 2483, 2484, 2490, 3100, 3151, 3724, 3952, 4039, 4040, 4054, 4055, 4074, 4075, 4087, 4091, 4095, 4099, 4103, 4107, 4603, 4801, 4802, 4808, 4951, 4956, 4958, 5050, 5158, 5258, 5568, 5734, 5953, 6064, 6419, 6434, 6441, 6446, 6450, 6451, 6462, 6464],
│ │ │ │ │          "matric": [5, 188, 194, 203, 237, 238, 244, 252, 253, 264, 1613, 1690, 2191, 2433, 2463, 2470, 3021, 3040, 3054, 3082, 3502, 3563, 3755, 3878, 3885, 3886, 3888, 3962, 3988, 4176, 4245, 4246, 4519, 4548, 4562, 4589, 4963, 4968, 4979, 4998, 5012, 5013, 5038, 5070, 5083, 5104, 5146, 5189, 5209, 5247, 5278, 5279, 5280, 5284, 5286, 5290, 5308, 5311, 5323, 5324, 5327, 5329, 5331, 5332, 5341, 5343, 5356, 5361, 5368, 5369, 5381, 5383, 5387, 5405, 5408, 5420, 5421, 5424, 5426, 5428, 5429, 5438, 5440, 5445, 5470, 5475, 5477, 5479, 5483, 5489, 5500, 5519, 5557, 5614, 5616, 5618, 5621, 5626, 5633, 5637, 5639, 5650, 5679, 5693, 5720, 5756, 5769, 5771, 5775, 5794, 5797, 5809, 5810, 5813, 5815, 5817, 5818, 5827, 5829, 5834, 5862, 5878, 5898, 5940, 5976, 5977, 5980, 5981, 5985, 5996, 6015, 6030, 6053, 6088, 6163, 6169, 6171, 6176, 6178, 6192, 6205, 6207, 6232, 6264, 6270, 6272, 6273, 6278, 6292, 6305, 6307, 6308, 6367, 6375, 6380, 6392, 6424, 6430, 6437, 6439, 6440, 6441, 6450, 6451, 6452, 6458, 6459],
│ │ │ │ │ -        "matrix": [5, 34, 42, 47, 49, 50, 51, 67, 71, 85, 86, 89, 95, 96, 97, 98, 102, 105, 106, 116, 117, 120, 126, 167, 188, 193, 194, 196, 197, 201, 203, 204, 205, 206, 210, 212, 216, 217, 220, 222, 223, 224, 226, 231, 232, 233, 234, 235, 238, 241, 243, 244, 246, 250, 252, 253, 257, 261, 265, 276, 277, 287, 288, 291, 299, 300, 301, 302, 303, 304, 305, 306, 312, 313, 314, 315, 326, 327, 328, 329, 338, 339, 340, 341, 348, 349, 359, 360, 363, 367, 372, 373, 374, 384, 389, 391, 392, 400, 405, 406, 410, 430, 434, 435, 438, 442, 447, 449, 450, 458, 463, 464, 468, 488, 492, 493, 496, 500, 505, 507, 508, 516, 521, 522, 526, 546, 550, 551, 554, 558, 564, 566, 567, 573, 578, 579, 603, 607, 608, 611, 615, 620, 621, 622, 628, 633, 634, 658, 662, 663, 666, 670, 675, 676, 677, 683, 688, 689, 711, 715, 716, 719, 723, 728, 730, 731, 732, 741, 746, 747, 773, 777, 778, 781, 785, 792, 794, 796, 806, 811, 812, 837, 841, 842, 845, 849, 855, 857, 858, 865, 866, 869, 875, 877, 878, 884, 889, 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│ │ │ │ │ +        "matrix": [5, 34, 42, 47, 49, 50, 51, 67, 71, 85, 86, 89, 95, 96, 97, 98, 102, 105, 106, 116, 117, 120, 126, 167, 188, 193, 194, 196, 197, 201, 203, 204, 205, 206, 210, 212, 216, 217, 220, 222, 223, 224, 226, 227, 231, 232, 233, 234, 235, 238, 241, 243, 244, 246, 250, 252, 253, 257, 261, 265, 276, 277, 287, 288, 291, 299, 300, 301, 302, 303, 304, 305, 306, 312, 313, 314, 315, 326, 327, 328, 329, 338, 339, 340, 341, 348, 349, 359, 360, 363, 367, 372, 373, 374, 384, 389, 391, 392, 400, 405, 406, 410, 430, 434, 435, 438, 442, 447, 449, 450, 458, 463, 464, 468, 488, 492, 493, 496, 500, 505, 507, 508, 516, 521, 522, 526, 546, 550, 551, 554, 558, 564, 566, 567, 573, 578, 579, 603, 607, 608, 611, 615, 620, 621, 622, 628, 633, 634, 658, 662, 663, 666, 670, 675, 676, 677, 683, 688, 689, 711, 715, 716, 719, 723, 728, 730, 731, 732, 741, 746, 747, 773, 777, 778, 781, 785, 792, 794, 796, 806, 811, 812, 837, 841, 842, 845, 849, 855, 857, 858, 865, 866, 869, 875, 877, 878, 884, 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│ │ │ │ │          "matrix_rank": [4260, 6434, 6451],
│ │ │ │ │          "matt": [214, 6446],
│ │ │ │ │          "matter": [5, 194, 244, 245, 2195],
│ │ │ │ │          "matthew": [174, 6434, 6450, 6453],
│ │ │ │ │          "matthij": 3935,
│ │ │ │ │          "mattwigwai": 6434,
│ │ │ │ │          "matur": 220,
│ │ │ │ │ @@ -63960,15 +64036,15 @@
│ │ │ │ │          "meta_analysi": [219, 6439],
│ │ │ │ │          "metabin": 219,
│ │ │ │ │          "metadata": [34, 6451],
│ │ │ │ │          "metafor": [219, 3959],
│ │ │ │ │          "meth": [5, 185, 255, 6341],
│ │ │ │ │          "meth_nam": [5, 185],
│ │ │ │ │          "methhod": 2080,
│ │ │ │ │ -        "method": [0, 2, 4, 5, 10, 26, 34, 42, 46, 59, 62, 73, 79, 82, 86, 91, 94, 102, 111, 114, 117, 122, 128, 131, 140, 142, 144, 175, 176, 178, 182, 183, 184, 186, 188, 190, 191, 193, 194, 196, 197, 198, 199, 203, 206, 207, 208, 209, 210, 211, 213, 219, 220, 222, 223, 224, 226, 228, 229, 230, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 248, 250, 251, 252, 254, 255, 256, 258, 264, 265, 267, 268, 269, 273, 282, 285, 288, 293, 296, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 310, 311, 321, 324, 325, 333, 336, 337, 345, 354, 357, 360, 365, 370, 371, 379, 382, 387, 388, 390, 397, 400, 408, 410, 411, 412, 422, 429, 431, 435, 440, 445, 446, 448, 455, 458, 466, 468, 469, 470, 480, 487, 489, 493, 498, 503, 504, 506, 513, 516, 524, 526, 527, 528, 538, 545, 547, 551, 556, 561, 562, 563, 565, 573, 582, 583, 584, 595, 602, 604, 608, 613, 618, 619, 626, 628, 636, 638, 639, 640, 650, 657, 659, 663, 668, 673, 674, 683, 692, 693, 694, 704, 710, 712, 716, 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│ │ │ │ │ +        "method": [0, 2, 4, 5, 10, 26, 34, 42, 46, 59, 62, 73, 79, 82, 86, 91, 94, 102, 111, 114, 117, 122, 128, 131, 140, 142, 144, 175, 176, 178, 182, 183, 184, 186, 188, 190, 191, 193, 194, 196, 197, 198, 199, 203, 206, 207, 208, 209, 210, 211, 213, 219, 220, 222, 223, 224, 226, 227, 228, 229, 230, 231, 232, 233, 234, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 248, 250, 251, 252, 254, 255, 256, 258, 264, 265, 267, 268, 269, 273, 282, 285, 288, 293, 296, 298, 299, 300, 301, 302, 303, 304, 305, 306, 307, 310, 311, 321, 324, 325, 333, 336, 337, 345, 354, 357, 360, 365, 370, 371, 379, 382, 387, 388, 390, 397, 400, 408, 410, 411, 412, 422, 429, 431, 435, 440, 445, 446, 448, 455, 458, 466, 468, 469, 470, 480, 487, 489, 493, 498, 503, 504, 506, 513, 516, 524, 526, 527, 528, 538, 545, 547, 551, 556, 561, 562, 563, 565, 573, 582, 583, 584, 595, 602, 604, 608, 613, 618, 619, 626, 628, 636, 638, 639, 640, 650, 657, 659, 663, 668, 673, 674, 683, 692, 693, 694, 704, 710, 712, 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│ │ │ │ │          "method_arg": 2461,
│ │ │ │ │          "method_kwarg": 4513,
│ │ │ │ │          "method_mov": 4138,
│ │ │ │ │          "method_names_poisson_1samp": 255,
│ │ │ │ │          "method_names_poisson_2indep": 255,
│ │ │ │ │          "method_r": [219, 3959],
│ │ │ │ │          "method_var": [255, 4142, 4143, 4144, 4145, 4146],
│ │ │ │ │ @@ -64148,15 +64224,15 @@
│ │ │ │ │          "mod_uc": [240, 248],
│ │ │ │ │          "mod_ucarima": 240,
│ │ │ │ │          "mod_var1": 6458,
│ │ │ │ │          "mod_wl": 265,
│ │ │ │ │          "modal": [3890, 3898],
│ │ │ │ │          "mode": [5, 34, 170, 191, 203, 240, 248, 1622, 1626, 1638, 1642, 2196, 3727, 3890, 3893, 3896, 3898, 4804, 4805, 6419, 6434],
│ │ │ │ │          "mode_freq": [3890, 3898],
│ │ │ │ │ -        "model": [0, 1, 3, 4, 5, 11, 12, 13, 24, 27, 30, 34, 40, 144, 147, 158, 165, 168, 173, 175, 177, 178, 179, 182, 183, 184, 185, 186, 187, 190, 194, 195, 200, 202, 204, 205, 210, 211, 212, 213, 214, 218, 219, 222, 226, 228, 229, 230, 232, 235, 236, 246, 254, 255, 257, 259, 261, 263, 264, 265, 266, 269, 270, 271, 272, 273, 276, 277, 278, 279, 280, 281, 282, 284, 285, 287, 291, 293, 294, 295, 296, 307, 310, 311, 312, 313, 314, 315, 316, 318, 319, 321, 324, 325, 326, 327, 328, 329, 330, 331, 332, 333, 336, 337, 338, 339, 340, 341, 342, 343, 344, 345, 348, 349, 350, 351, 352, 353, 354, 356, 357, 358, 359, 363, 365, 366, 370, 371, 372, 373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398, 399, 400, 405, 406, 410, 411, 412, 414, 415, 416, 420, 421, 422, 425, 426, 427, 429, 430, 431, 432, 434, 438, 440, 441, 445, 446, 447, 448, 449, 450, 451, 452, 453, 454, 455, 456, 457, 458, 463, 464, 468, 469, 470, 472, 473, 474, 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│ │ │ │ │          "model1": [229, 264],
│ │ │ │ │          "model2": [229, 264, 2653],
│ │ │ │ │          "model3": 264,
│ │ │ │ │          "model4": 264,
│ │ │ │ │          "model_args_fn": [2228, 2233],
│ │ │ │ │          "model_cl": 3943,
│ │ │ │ │          "model_class": [200, 226, 269, 2235, 2250],
│ │ │ │ │ @@ -64621,15 +64697,15 @@
│ │ │ │ │          "nonlinearivgmm": 3537,
│ │ │ │ │          "nonmiss": 5078,
│ │ │ │ │          "nonmonoton": 3926,
│ │ │ │ │          "nonneg": [6408, 6409, 6441],
│ │ │ │ │          "nonnorm": 6124,
│ │ │ │ │          "nonparametr": [3, 185, 186, 198, 213, 215, 234, 256, 4060, 4061, 6451, 6463],
│ │ │ │ │          "nonparametricsurviv": 185,
│ │ │ │ │ -        "nonrobust": [34, 183, 188, 196, 198, 199, 203, 206, 207, 208, 209, 210, 211, 222, 226, 229, 231, 232, 234, 235, 265, 267, 370, 387, 400, 430, 445, 458, 488, 503, 516, 546, 573, 603, 628, 658, 683, 711, 726, 741, 773, 806, 837, 915, 930, 948, 963, 995, 1049, 1080, 1095, 1105, 1135, 1150, 1167, 1179, 1209, 1219, 1249, 1508, 1578, 2075, 2080, 2096, 2138, 2641, 2658, 2676, 2688, 2714, 2717, 2756, 2780, 2782, 2817, 2952, 2976, 2978, 3127, 3129, 3141, 3162, 3589, 3615, 3902, 3907, 3920, 4004, 4284, 4352, 4438, 4460, 6413, 6414, 6418, 6431],
│ │ │ │ │ +        "nonrobust": [34, 183, 188, 196, 198, 199, 203, 206, 207, 208, 209, 210, 211, 222, 226, 227, 229, 231, 232, 234, 235, 265, 267, 370, 387, 400, 430, 445, 458, 488, 503, 516, 546, 573, 603, 628, 658, 683, 711, 726, 741, 773, 806, 837, 915, 930, 948, 963, 995, 1049, 1080, 1095, 1105, 1135, 1150, 1167, 1179, 1209, 1219, 1249, 1508, 1578, 2075, 2080, 2096, 2138, 2641, 2658, 2676, 2688, 2714, 2717, 2756, 2780, 2782, 2817, 2952, 2976, 2978, 3127, 3129, 3141, 3162, 3589, 3615, 3902, 3907, 3920, 4004, 4284, 4352, 4438, 4460, 6413, 6414, 6418, 6431],
│ │ │ │ │          "nonseason": [190, 4609, 4610, 5740, 5741],
│ │ │ │ │          "nonseq": [3692, 3695],
│ │ │ │ │          "nonstationari": [2887, 6439],
│ │ │ │ │          "nonstochast": [1771, 1886, 1907, 2702, 2709],
│ │ │ │ │          "nonsymmetr": 2192,
│ │ │ │ │          "nonzero": [196, 255, 256, 367, 379, 384, 397, 442, 455, 500, 513, 558, 615, 670, 723, 785, 849, 869, 927, 945, 1007, 1029, 1092, 1103, 1147, 1164, 1590],
│ │ │ │ │          "noop": [3052, 3053, 5221, 5222, 5531, 5532],
│ │ │ │ │ @@ -64663,15 +64739,15 @@
│ │ │ │ │          "norwayfinland": 244,
│ │ │ │ │          "nose": [6434, 6450],
│ │ │ │ │          "nosetest": 6450,
│ │ │ │ │          "nosum_lm": 212,
│ │ │ │ │          "notabl": 232,
│ │ │ │ │          "notat": [67, 105, 223, 242, 244, 246, 251, 266, 276, 348, 405, 463, 521, 578, 633, 688, 746, 811, 889, 937, 968, 1054, 1110, 1184, 1224, 1431, 1536, 1962, 2103, 2169, 2253, 2385, 2576, 2707, 2774, 2859, 2911, 2970, 3064, 3228, 3504, 3565, 3607, 3646, 3668, 3905, 4306, 4385, 4471, 4574, 4734, 4768, 4880, 5022, 5129, 5232, 5478, 5542, 5705, 5923, 5977, 6038, 6128, 6425, 6464],
│ │ │ │ │          "notation": 302,
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6464],
│ │ │ │ │          "notebook": [40, 185, 189, 190, 191, 200, 201, 202, 204, 205, 208, 209, 212, 215, 216, 217, 218, 219, 220, 221, 223, 224, 225, 226, 229, 234, 235, 236, 237, 239, 240, 242, 243, 244, 245, 246, 248, 249, 250, 252, 253, 255, 256, 259, 263, 264, 268, 2219, 4266, 4278, 4343, 4508, 4692, 4801, 4802, 4808, 4809, 4836, 4849, 4884, 4898, 4923, 4958, 5639, 6086, 6096, 6419, 6425, 6434, 6436, 6437, 6439, 6441, 6446, 6447, 6450, 6451, 6452, 6458, 6459, 6461, 6462],
│ │ │ │ │          "noth": [243, 245, 1563, 1856, 1984, 2124, 2216, 2456, 2687, 2951, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 4004, 5078, 6411, 6412, 6423],
│ │ │ │ │          "notic": [5, 179, 188, 194, 203, 206, 217, 237, 239, 241, 243, 244, 245, 249, 251, 252, 253, 6413],
│ │ │ │ │          "notimpl": [863, 6439],
│ │ │ │ │          "notimplementederror": 4121,
│ │ │ │ │          "notmarri": 259,
│ │ │ │ │          "nottest": 6439,
│ │ │ │ │ @@ -64775,27 +64851,27 @@
│ │ │ │ │          "obs_dist": 213,
│ │ │ │ │          "obs_hist_arg": 2248,
│ │ │ │ │          "obs_intercept": [239, 244, 5278, 5280, 5284, 5361, 5369, 5372, 5381, 5475, 5479, 5614, 5616, 5769, 6458],
│ │ │ │ │          "obs_intercept_contribut": [3080, 4587, 5036, 5144, 5245, 5476, 5555, 5718, 5938, 6051],
│ │ │ │ │          "obs_intercept_from": [3080, 4587, 5036, 5144, 5245, 5555, 5718, 5938, 6051],
│ │ │ │ │          "obs_label": [232, 2219, 6413],
│ │ │ │ │          "obser": 226,
│ │ │ │ │ -        "observ": [4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 39, 42, 49, 53, 58, 62, 73, 122, 131, 178, 182, 183, 187, 188, 189, 190, 193, 195, 196, 197, 198, 199, 201, 203, 204, 205, 206, 207, 208, 210, 211, 212, 214, 216, 217, 220, 223, 226, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 240, 241, 243, 244, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 259, 260, 261, 263, 264, 265, 267, 268, 365, 377, 379, 382, 395, 397, 412, 430, 440, 453, 455, 470, 488, 498, 511, 513, 528, 546, 583, 584, 594, 599, 600, 603, 639, 640, 658, 693, 694, 711, 721, 735, 752, 753, 773, 783, 800, 804, 805, 816, 817, 827, 832, 834, 837, 847, 862, 866, 894, 906, 911, 915, 925, 942, 957, 961, 962, 974, 975, 995, 1005, 1021, 1025, 1026, 1027, 1043, 1047, 1048, 1059, 1060, 1070, 1075, 1077, 1080, 1090, 1103, 1116, 1117, 1135, 1145, 1157, 1159, 1162, 1174, 1176, 1190, 1191, 1209, 1230, 1231, 1249, 1285, 1288, 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4895, 4897, 4914, 4918, 4939, 4943, 4948, 4949, 4951, 4963, 4968, 4969, 4973, 4979, 4991, 4997, 5003, 5012, 5016, 5017, 5029, 5033, 5034, 5035, 5036, 5038, 5039, 5044, 5047, 5051, 5056, 5059, 5063, 5070, 5071, 5076, 5078, 5083, 5092, 5097, 5103, 5109, 5114, 5120, 5123, 5124, 5136, 5140, 5141, 5142, 5143, 5144, 5146, 5147, 5152, 5155, 5159, 5164, 5167, 5171, 5178, 5179, 5183, 5189, 5202, 5208, 5214, 5224, 5227, 5228, 5239, 5242, 5243, 5244, 5245, 5247, 5248, 5253, 5256, 5259, 5264, 5267, 5271, 5278, 5280, 5284, 5286, 5291, 5292, 5296, 5305, 5321, 5330, 5334, 5338, 5339, 5340, 5343, 5348, 5361, 5369, 5381, 5383, 5388, 5389, 5393, 5402, 5418, 5427, 5431, 5435, 5436, 5437, 5440, 5445, 5447, 5475, 5476, 5478, 5479, 5483, 5489, 5490, 5494, 5500, 5512, 5518, 5524, 5534, 5537, 5538, 5549, 5552, 5553, 5554, 5555, 5557, 5558, 5563, 5566, 5569, 5574, 5577, 5581, 5597, 5598, 5599, 5600, 5601, 5606, 5607, 5608, 5609, 5610, 5611, 5612, 5614, 5616, 5618, 5622, 5623, 5630, 5631, 5632, 5639, 5640, 5644, 5650, 5670, 5678, 5684, 5697, 5698, 5712, 5715, 5716, 5717, 5718, 5720, 5721, 5726, 5732, 5735, 5742, 5745, 5749, 5756, 5758, 5769, 5771, 5776, 5777, 5781, 5790, 5793, 5807, 5816, 5820, 5824, 5825, 5826, 5829, 5834, 5836, 5838, 5867, 5868, 5872, 5878, 5891, 5897, 5904, 5917, 5918, 5931, 5934, 5936, 5937, 5938, 5940, 5941, 5947, 5950, 5952, 5954, 5961, 5964, 5968, 5983, 5984, 5985, 5986, 5990, 5996, 6008, 6014, 6020, 6033, 6034, 6045, 6048, 6049, 6050, 6051, 6053, 6054, 6059, 6062, 6065, 6070, 6073, 6077, 6084, 6085, 6086, 6088, 6092, 6095, 6099, 6100, 6101, 6102, 6103, 6106, 6108, 6109, 6110, 6175, 6178, 6188, 6200, 6201, 6226, 6227, 6276, 6288, 6300, 6301, 6326, 6356, 6367, 6382, 6389, 6410, 6413, 6414, 6417, 6418, 6421, 6423, 6425, 6431, 6434, 6437, 6439, 6441, 6446, 6451, 6453, 6454, 6458, 6459, 6460, 6464],
│ │ │ │ │ +        "observ": [4, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 39, 42, 49, 53, 58, 62, 73, 122, 131, 178, 182, 183, 187, 188, 189, 190, 193, 195, 196, 197, 198, 199, 201, 203, 204, 205, 206, 207, 208, 210, 211, 212, 214, 216, 217, 220, 223, 226, 227, 228, 229, 231, 232, 233, 234, 235, 236, 237, 238, 240, 241, 243, 244, 246, 247, 248, 249, 250, 251, 252, 253, 254, 255, 256, 257, 259, 260, 261, 263, 264, 265, 267, 268, 365, 377, 379, 382, 395, 397, 412, 430, 440, 453, 455, 470, 488, 498, 511, 513, 528, 546, 583, 584, 594, 599, 600, 603, 639, 640, 658, 693, 694, 711, 721, 735, 752, 753, 773, 783, 800, 804, 805, 816, 817, 827, 832, 834, 837, 847, 862, 866, 894, 906, 911, 915, 925, 942, 957, 961, 962, 974, 975, 995, 1005, 1021, 1025, 1026, 1027, 1043, 1047, 1048, 1059, 1060, 1070, 1075, 1077, 1080, 1090, 1103, 1116, 1117, 1135, 1145, 1157, 1159, 1162, 1174, 1176, 1190, 1191, 1209, 1230, 1231, 1249, 1285, 1288, 1289, 1384, 1388, 1393, 1398, 1399, 1402, 1413, 1415, 1416, 1422, 1424, 1425, 1433, 1443, 1462, 1466, 1471, 1479, 1481, 1497, 1512, 1514, 1520, 1523, 1525, 1526, 1543, 1544, 1545, 1546, 1547, 1578, 1606, 1610, 1612, 1613, 1614, 1615, 1616, 1634, 1650, 1654, 1656, 1662, 1668, 1674, 1683, 1687, 1689, 1700, 1701, 1704, 1715, 1716, 1719, 1729, 1730, 1733, 1745, 1746, 1749, 1761, 1762, 1765, 1777, 1778, 1781, 1793, 1794, 1797, 1808, 1809, 1812, 1919, 1931, 1932, 1933, 1943, 1944, 1945, 1966, 1967, 1968, 1969, 1970, 2017, 2029, 2030, 2031, 2041, 2042, 2043, 2046, 2058, 2059, 2060, 2070, 2071, 2072, 2075, 2080, 2084, 2085, 2086, 2093, 2094, 2095, 2096, 2107, 2108, 2109, 2110, 2111, 2138, 2156, 2209, 2213, 2217, 2218, 2219, 2223, 2228, 2240, 2241, 2246, 2247, 2248, 2250, 2305, 2309, 2316, 2324, 2328, 2334, 2342, 2346, 2352, 2353, 2361, 2365, 2368, 2372, 2373, 2374, 2377, 2380, 2391, 2405, 2422, 2426, 2428, 2432, 2440, 2448, 2463, 2473, 2482, 2486, 2499, 2504, 2546, 2547, 2553, 2555, 2556, 2560, 2566, 2567, 2571, 2583, 2587, 2626, 2632, 2633, 2636, 2638, 2644, 2646, 2653, 2655, 2661, 2663, 2670, 2671, 2673, 2679, 2681, 2688, 2715, 2716, 2717, 2724, 2725, 2727, 2781, 2782, 2789, 2790, 2812, 2814, 2820, 2822, 2831, 2852, 2887, 2888, 2890, 2906, 2919, 2939, 2944, 2952, 2977, 2978, 2987, 3010, 3011, 3021, 3033, 3039, 3045, 3058, 3059, 3074, 3077, 3078, 3079, 3080, 3082, 3083, 3088, 3090, 3096, 3102, 3110, 3114, 3118, 3126, 3129, 3135, 3138, 3148, 3149, 3161, 3210, 3222, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3480, 3538, 3589, 3614, 3615, 3622, 3623, 3647, 3669, 3711, 3743, 3744, 3745, 3746, 3750, 3751, 3753, 3755, 3773, 3774, 3778, 3779, 3800, 3889, 3890, 3898, 3904, 3907, 3911, 3917, 3919, 3922, 3924, 3925, 3926, 3927, 3928, 3929, 3930, 3932, 3935, 3951, 3961, 3974, 3983, 3985, 3986, 3987, 3988, 3989, 3990, 3991, 3999, 4011, 4012, 4013, 4017, 4018, 4019, 4020, 4022, 4023, 4024, 4026, 4028, 4030, 4031, 4032, 4033, 4034, 4039, 4040, 4041, 4044, 4045, 4047, 4048, 4049, 4054, 4055, 4056, 4059, 4060, 4062, 4063, 4064, 4065, 4066, 4067, 4073, 4074, 4075, 4079, 4082, 4084, 4087, 4088, 4089, 4091, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4112, 4113, 4114, 4116, 4117, 4118, 4119, 4121, 4123, 4124, 4127, 4128, 4129, 4130, 4131, 4133, 4135, 4136, 4137, 4138, 4139, 4142, 4143, 4144, 4145, 4146, 4147, 4148, 4149, 4150, 4154, 4164, 4165, 4166, 4174, 4175, 4187, 4197, 4198, 4199, 4200, 4204, 4218, 4231, 4232, 4233, 4234, 4236, 4237, 4238, 4239, 4250, 4266, 4278, 4292, 4296, 4299, 4300, 4314, 4319, 4323, 4324, 4342, 4343, 4354, 4361, 4375, 4378, 4379, 4393, 4398, 4402, 4403, 4429, 4440, 4441, 4448, 4452, 4455, 4456, 4479, 4484, 4488, 4489, 4507, 4508, 4509, 4513, 4519, 4539, 4547, 4553, 4566, 4567, 4581, 4584, 4585, 4586, 4587, 4589, 4590, 4595, 4601, 4604, 4611, 4614, 4618, 4634, 4635, 4647, 4648, 4671, 4697, 4714, 4717, 4734, 4774, 4783, 4788, 4790, 4794, 4803, 4808, 4813, 4836, 4844, 4847, 4857, 4860, 4877, 4892, 4895, 4897, 4914, 4918, 4939, 4943, 4948, 4949, 4951, 4963, 4968, 4969, 4973, 4979, 4991, 4997, 5003, 5012, 5016, 5017, 5029, 5033, 5034, 5035, 5036, 5038, 5039, 5044, 5047, 5051, 5056, 5059, 5063, 5070, 5071, 5076, 5078, 5083, 5092, 5097, 5103, 5109, 5114, 5120, 5123, 5124, 5136, 5140, 5141, 5142, 5143, 5144, 5146, 5147, 5152, 5155, 5159, 5164, 5167, 5171, 5178, 5179, 5183, 5189, 5202, 5208, 5214, 5224, 5227, 5228, 5239, 5242, 5243, 5244, 5245, 5247, 5248, 5253, 5256, 5259, 5264, 5267, 5271, 5278, 5280, 5284, 5286, 5291, 5292, 5296, 5305, 5321, 5330, 5334, 5338, 5339, 5340, 5343, 5348, 5361, 5369, 5381, 5383, 5388, 5389, 5393, 5402, 5418, 5427, 5431, 5435, 5436, 5437, 5440, 5445, 5447, 5475, 5476, 5478, 5479, 5483, 5489, 5490, 5494, 5500, 5512, 5518, 5524, 5534, 5537, 5538, 5549, 5552, 5553, 5554, 5555, 5557, 5558, 5563, 5566, 5569, 5574, 5577, 5581, 5597, 5598, 5599, 5600, 5601, 5606, 5607, 5608, 5609, 5610, 5611, 5612, 5614, 5616, 5618, 5622, 5623, 5630, 5631, 5632, 5639, 5640, 5644, 5650, 5670, 5678, 5684, 5697, 5698, 5712, 5715, 5716, 5717, 5718, 5720, 5721, 5726, 5732, 5735, 5742, 5745, 5749, 5756, 5758, 5769, 5771, 5776, 5777, 5781, 5790, 5793, 5807, 5816, 5820, 5824, 5825, 5826, 5829, 5834, 5836, 5838, 5867, 5868, 5872, 5878, 5891, 5897, 5904, 5917, 5918, 5931, 5934, 5936, 5937, 5938, 5940, 5941, 5947, 5950, 5952, 5954, 5961, 5964, 5968, 5983, 5984, 5985, 5986, 5990, 5996, 6008, 6014, 6020, 6033, 6034, 6045, 6048, 6049, 6050, 6051, 6053, 6054, 6059, 6062, 6065, 6070, 6073, 6077, 6084, 6085, 6086, 6088, 6092, 6095, 6099, 6100, 6101, 6102, 6103, 6106, 6108, 6109, 6110, 6175, 6178, 6188, 6200, 6201, 6226, 6227, 6276, 6288, 6300, 6301, 6326, 6356, 6367, 6382, 6389, 6410, 6413, 6414, 6417, 6418, 6421, 6423, 6425, 6431, 6434, 6437, 6439, 6441, 6446, 6451, 6453, 6454, 6458, 6459, 6460, 6464],
│ │ │ │ │          "observatori": 10,
│ │ │ │ │          "obsolet": 6450,
│ │ │ │ │          "obtain": [0, 4, 10, 15, 26, 28, 31, 34, 39, 49, 185, 201, 206, 207, 209, 210, 220, 224, 226, 229, 245, 256, 259, 267, 268, 1384, 1416, 1421, 1433, 1462, 1514, 1523, 1541, 1562, 1613, 1677, 1919, 1922, 1933, 1941, 1943, 1965, 1983, 2017, 2020, 2031, 2039, 2041, 2046, 2049, 2060, 2068, 2070, 2080, 2086, 2093, 2106, 2123, 2235, 2238, 2239, 2305, 2324, 2342, 2361, 2375, 2422, 2448, 2453, 2458, 2460, 2565, 2617, 2646, 2663, 2681, 2822, 2835, 2900, 3196, 3483, 3541, 3650, 3668, 3672, 3716, 3743, 3744, 3745, 3746, 3754, 3803, 3805, 3817, 3833, 3845, 3847, 3873, 3885, 3888, 3889, 3926, 3980, 4014, 4137, 4788, 4880, 4962, 5280, 5369, 5479, 6086, 6092, 6103, 6414, 6450, 6451],
│ │ │ │ │          "obviou": [190, 191, 239, 245, 249, 251, 258],
│ │ │ │ │          "occasion": [6419, 6438, 6439],
│ │ │ │ │          "occup": [17, 34, 198, 209],
│ │ │ │ │          "occupation_husb": [17, 198, 209],
│ │ │ │ │          "occupi": 3727,
│ │ │ │ │          "occur": [4, 5, 81, 113, 155, 185, 214, 256, 264, 284, 356, 425, 483, 541, 598, 653, 707, 768, 831, 910, 990, 1074, 1130, 1204, 1244, 1402, 1415, 1441, 1459, 1497, 1569, 1927, 1991, 2025, 2054, 2129, 2178, 2195, 2196, 2404, 2600, 2730, 2794, 2835, 2876, 2927, 2992, 3058, 3074, 3105, 3153, 3237, 3516, 3578, 3627, 3980, 4042, 4057, 4299, 4326, 4378, 4405, 4455, 4491, 4527, 4566, 4581, 4606, 4785, 5016, 5029, 5053, 5070, 5123, 5136, 5161, 5227, 5239, 5261, 5537, 5549, 5571, 5658, 5697, 5712, 5737, 5917, 5931, 5957, 6033, 6045, 6067, 6430, 6432, 6451],
│ │ │ │ │          "occurr": [9, 2075, 2282, 2294, 4423],
│ │ │ │ │          "ocean": [15, 2195, 2196, 2197],
│ │ │ │ │ -        "oct": [34, 183, 188, 193, 196, 197, 198, 199, 201, 202, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 249, 250, 257, 258, 259, 261, 265, 267, 268, 6413, 6414, 6418, 6431, 6441, 6458, 6464],
│ │ │ │ │ +        "oct": [202, 249, 258, 6458],
│ │ │ │ │          "octal": 2253,
│ │ │ │ │          "octil": 4183,
│ │ │ │ │          "octob": [2697, 2765, 2961, 3598],
│ │ │ │ │          "odd": [4, 221, 257, 1672, 1675, 1677, 1678, 1680, 2046, 2353, 3803, 3805, 3806, 3811, 3812, 3820, 3822, 3823, 3824, 3825, 3826, 3829, 3830, 3833, 3834, 3838, 3839, 3845, 3847, 3848, 3853, 3854, 3855, 3856, 3857, 3858, 3864, 3865, 3866, 3952, 3960, 4115, 4120, 4134, 4135, 4136, 4809, 4956, 4958, 6439, 6451],
│ │ │ │ │          "odds_ratio": 3960,
│ │ │ │ │          "oddsratio": [4, 3845],
│ │ │ │ │          "oddsratio_pool": [3820, 3822],
│ │ │ │ │ @@ -64858,15 +64934,15 @@
│ │ │ │ │          "ominu": 4734,
│ │ │ │ │          "ominus_": 4734,
│ │ │ │ │          "ominus_b": 4734,
│ │ │ │ │          "omiss": 190,
│ │ │ │ │          "omit": [5, 26, 194, 222, 235, 241, 246, 430, 488, 546, 603, 658, 711, 773, 837, 915, 995, 1080, 1135, 1209, 1249, 1526, 1578, 1631, 1647, 1941, 1945, 2039, 2043, 2068, 2072, 2095, 2138, 2483, 2484, 2485, 2688, 2733, 2797, 3129, 3154, 3589, 3630, 4278, 4342, 4343, 4354, 4429, 4441, 4507, 4839, 6088, 6098, 6433],
│ │ │ │ │          "omni": 231,
│ │ │ │ │          "omni_normtest": [182, 231, 6450],
│ │ │ │ │ -        "omnibu": [34, 188, 193, 203, 210, 222, 231, 232, 234, 265, 4182, 6235, 6333, 6400, 6413, 6418, 6431],
│ │ │ │ │ +        "omnibu": [34, 188, 193, 203, 210, 222, 227, 231, 232, 234, 265, 4182, 6235, 6333, 6400, 6413, 6418, 6431],
│ │ │ │ │          "omp_num_thread": 179,
│ │ │ │ │          "on_bad_lin": 5,
│ │ │ │ │          "onc": [174, 177, 179, 231, 235, 237, 239, 241, 245, 246, 251, 252, 1656, 1662, 1668, 1674, 1683, 1689, 2191, 2230, 2232, 2296, 2482, 2498, 3747, 3883, 4337, 4416, 4502, 4963, 5867, 6421, 6434, 6458],
│ │ │ │ │          "one": [0, 3, 4, 5, 15, 31, 46, 47, 90, 94, 95, 121, 126, 174, 177, 178, 179, 183, 187, 188, 190, 191, 194, 196, 201, 203, 206, 209, 210, 211, 212, 214, 215, 216, 217, 220, 221, 223, 226, 229, 231, 232, 235, 237, 238, 239, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 254, 256, 259, 264, 268, 292, 310, 312, 324, 326, 336, 338, 364, 370, 371, 372, 379, 387, 388, 389, 390, 397, 430, 439, 445, 446, 447, 448, 455, 488, 497, 503, 504, 505, 506, 513, 546, 555, 561, 563, 564, 565, 583, 603, 612, 618, 619, 620, 639, 658, 667, 673, 674, 675, 693, 711, 720, 726, 727, 728, 729, 737, 752, 773, 782, 789, 791, 792, 793, 816, 837, 846, 847, 852, 854, 855, 864, 872, 874, 875, 882, 894, 915, 924, 930, 931, 932, 933, 939, 948, 949, 950, 951, 959, 974, 995, 1004, 1011, 1013, 1014, 1015, 1023, 1032, 1034, 1035, 1036, 1059, 1080, 1089, 1095, 1096, 1097, 1103, 1116, 1135, 1144, 1150, 1151, 1152, 1159, 1167, 1168, 1169, 1176, 1190, 1209, 1218, 1230, 1249, 1258, 1283, 1356, 1380, 1381, 1415, 1421, 1439, 1452, 1454, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1510, 1511, 1528, 1546, 1563, 1578, 1587, 1596, 1597, 1598, 1613, 1619, 1628, 1644, 1693, 1703, 1710, 1780, 1856, 1927, 1929, 1930, 1954, 1961, 1969, 1984, 2009, 2016, 2025, 2027, 2028, 2054, 2056, 2057, 2082, 2083, 2110, 2124, 2138, 2146, 2148, 2186, 2188, 2189, 2191, 2192, 2194, 2195, 2196, 2197, 2210, 2214, 2215, 2216, 2217, 2220, 2221, 2225, 2238, 2246, 2248, 2249, 2258, 2263, 2274, 2302, 2303, 2321, 2322, 2339, 2340, 2358, 2359, 2368, 2414, 2419, 2420, 2438, 2444, 2448, 2452, 2454, 2461, 2467, 2468, 2477, 2499, 2502, 2504, 2506, 2507, 2509, 2510, 2512, 2517, 2518, 2519, 2546, 2552, 2612, 2621, 2627, 2634, 2636, 2643, 2660, 2678, 2717, 2727, 2746, 2756, 2782, 2810, 2819, 2836, 2886, 2890, 2895, 2936, 2943, 2978, 3008, 3042, 3079, 3100, 3102, 3124, 3128, 3163, 3210, 3215, 3248, 3250, 3256, 3261, 3286, 3311, 3336, 3359, 3360, 3361, 3367, 3392, 3423, 3448, 3487, 3490, 3502, 3524, 3529, 3546, 3550, 3563, 3588, 3615, 3644, 3655, 3659, 3677, 3681, 3716, 3724, 3727, 3750, 3753, 3755, 3800, 3802, 3877, 3883, 3884, 3885, 3888, 3902, 3907, 3911, 3920, 3923, 3927, 3929, 3932, 3934, 3958, 3959, 3980, 3982, 3988, 3990, 3993, 3994, 3997, 3998, 4000, 4001, 4005, 4006, 4028, 4029, 4030, 4031, 4032, 4033, 4034, 4035, 4038, 4041, 4045, 4046, 4047, 4048, 4049, 4050, 4053, 4056, 4060, 4062, 4063, 4064, 4065, 4066, 4073, 4078, 4079, 4080, 4082, 4084, 4085, 4086, 4087, 4088, 4089, 4091, 4092, 4093, 4094, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4106, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4116, 4117, 4118, 4123, 4124, 4125, 4129, 4130, 4133, 4135, 4136, 4137, 4138, 4139, 4140, 4141, 4142, 4143, 4144, 4145, 4146, 4147, 4148, 4149, 4150, 4154, 4174, 4175, 4191, 4192, 4194, 4195, 4205, 4212, 4213, 4214, 4217, 4218, 4219, 4220, 4221, 4222, 4223, 4224, 4225, 4226, 4227, 4228, 4229, 4230, 4250, 4251, 4252, 4253, 4254, 4255, 4285, 4341, 4420, 4506, 4508, 4513, 4550, 4586, 4603, 4604, 4623, 4625, 4788, 4799, 4803, 4827, 4836, 4839, 4841, 4849, 4852, 4854, 4880, 4884, 4887, 4889, 4902, 4903, 4916, 4927, 4928, 4941, 4962, 4963, 4973, 5000, 5020, 5035, 5050, 5051, 5068, 5070, 5076, 5078, 5106, 5114, 5120, 5127, 5141, 5143, 5158, 5159, 5176, 5178, 5183, 5211, 5244, 5258, 5259, 5276, 5278, 5284, 5292, 5346, 5361, 5389, 5443, 5445, 5475, 5494, 5521, 5554, 5568, 5569, 5586, 5608, 5609, 5610, 5611, 5612, 5616, 5623, 5639, 5644, 5681, 5717, 5734, 5735, 5754, 5777, 5832, 5834, 5867, 5872, 5900, 5937, 5952, 5953, 5954, 5974, 5980, 5990, 6017, 6050, 6064, 6065, 6082, 6108, 6151, 6175, 6226, 6276, 6326, 6339, 6360, 6399, 6413, 6414, 6417, 6418, 6419, 6425, 6428, 6433, 6434, 6439, 6446, 6450, 6451, 6454, 6457, 6458, 6459, 6460, 6464],
│ │ │ │ │          "one_step": 4827,
│ │ │ │ │          "onelin": [174, 175, 177],
│ │ │ │ │          "onerussian": 6451,
│ │ │ │ │ @@ -65020,15 +65096,15 @@
│ │ │ │ │          "ox": 6451,
│ │ │ │ │          "oxberri": 6446,
│ │ │ │ │          "oxcodeal": 244,
│ │ │ │ │          "oxcodeintrostatespacebook": 244,
│ │ │ │ │          "oxford": [14, 191, 244, 245, 3010, 3096, 3099, 4601, 5047, 5070, 5155, 5256, 5311, 5408, 5483, 5566, 5597, 5616, 5626, 5639, 5732, 5797, 5867, 5950, 6062, 6356, 6431, 6464],
│ │ │ │ │          "oxid": 29,
│ │ │ │ │          "ozen": 6437,
│ │ │ │ │ -        "p": [4, 10, 26, 34, 46, 59, 71, 80, 85, 86, 89, 90, 94, 106, 112, 116, 117, 120, 121, 177, 183, 185, 188, 190, 191, 193, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 214, 216, 217, 218, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 236, 237, 238, 241, 243, 245, 246, 247, 248, 249, 250, 252, 254, 255, 256, 257, 259, 260, 261, 264, 265, 267, 268, 270, 271, 272, 273, 277, 283, 287, 288, 291, 292, 310, 324, 336, 345, 349, 355, 359, 360, 363, 364, 370, 376, 377, 379, 382, 387, 394, 395, 397, 401, 402, 406, 424, 426, 430, 434, 435, 438, 439, 440, 445, 452, 453, 455, 459, 460, 464, 482, 484, 488, 492, 493, 496, 497, 503, 510, 511, 513, 517, 518, 522, 540, 542, 546, 550, 551, 554, 555, 561, 574, 575, 579, 597, 601, 603, 607, 608, 611, 612, 618, 629, 630, 634, 652, 654, 658, 662, 663, 666, 667, 673, 684, 685, 689, 706, 711, 715, 716, 719, 720, 721, 726, 734, 735, 747, 767, 769, 773, 777, 778, 781, 782, 789, 807, 808, 812, 830, 833, 835, 837, 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1893, 1894, 1895, 1898, 1899, 1900, 1901, 1902, 1903, 1905, 1907, 1919, 1922, 1925, 1945, 1964, 1988, 1989, 2004, 2011, 2012, 2015, 2016, 2017, 2020, 2023, 2043, 2046, 2049, 2052, 2072, 2075, 2078, 2095, 2096, 2105, 2127, 2128, 2138, 2141, 2142, 2145, 2146, 2153, 2164, 2170, 2177, 2181, 2182, 2185, 2186, 2188, 2198, 2199, 2235, 2259, 2302, 2321, 2339, 2358, 2377, 2389, 2403, 2405, 2409, 2410, 2413, 2414, 2419, 2461, 2501, 2504, 2505, 2510, 2512, 2515, 2518, 2519, 2522, 2568, 2580, 2599, 2607, 2608, 2611, 2612, 2636, 2641, 2642, 2653, 2658, 2659, 2666, 2670, 2671, 2676, 2677, 2688, 2690, 2697, 2698, 2699, 2709, 2711, 2712, 2717, 2727, 2729, 2736, 2740, 2741, 2745, 2746, 2756, 2758, 2765, 2766, 2767, 2777, 2778, 2782, 2793, 2800, 2804, 2805, 2809, 2810, 2812, 2817, 2818, 2829, 2830, 2855, 2863, 2873, 2881, 2882, 2885, 2886, 2888, 2903, 2917, 2926, 2931, 2932, 2935, 2936, 2937, 2952, 2961, 2962, 2963, 2973, 2974, 2978, 2991, 2998, 3002, 3003, 3007, 3008, 3010, 3075, 3103, 3115, 3116, 3117, 3119, 3123, 3124, 3127, 3129, 3140, 3152, 3162, 3210, 3222, 3229, 3243, 3244, 3247, 3248, 3251, 3252, 3257, 3360, 3362, 3498, 3505, 3514, 3518, 3519, 3520, 3523, 3524, 3559, 3566, 3576, 3582, 3583, 3584, 3587, 3588, 3589, 3591, 3598, 3599, 3600, 3610, 3611, 3615, 3626, 3633, 3636, 3638, 3639, 3643, 3644, 3704, 3712, 3723, 3750, 3752, 3753, 3754, 3755, 3779, 3802, 3809, 3817, 3818, 3819, 3829, 3830, 3843, 3844, 3851, 3857, 3861, 3866, 3870, 3873, 3874, 3875, 3877, 3889, 3899, 3900, 3901, 3902, 3907, 3909, 3910, 3911, 3912, 3913, 3914, 3915, 3916, 3918, 3923, 3926, 3931, 3955, 3973, 3976, 3979, 3980, 3982, 3985, 3986, 3987, 3988, 3989, 3993, 3995, 3997, 3998, 3999, 4000, 4001, 4002, 4006, 4013, 4018, 4019, 4020, 4026, 4029, 4045, 4046, 4116, 4118, 4120, 4121, 4127, 4128, 4129, 4130, 4134, 4135, 4136, 4138, 4141, 4148, 4150, 4162, 4183, 4205, 4219, 4221, 4223, 4224, 4226, 4261, 4278, 4296, 4310, 4325, 4328, 4333, 4334, 4335, 4336, 4337, 4340, 4341, 4342, 4343, 4345, 4375, 4389, 4404, 4407, 4412, 4413, 4414, 4415, 4416, 4419, 4420, 4429, 4431, 4452, 4460, 4466, 4475, 4490, 4493, 4498, 4499, 4500, 4501, 4502, 4505, 4506, 4508, 4513, 4582, 4605, 4615, 4616, 4617, 4619, 4622, 4623, 4625, 4635, 4642, 4648, 4663, 4762, 4771, 4784, 4791, 4792, 4793, 4798, 4799, 4897, 4898, 4965, 4968, 5012, 5030, 5052, 5060, 5061, 5062, 5064, 5067, 5068, 5070, 5120, 5137, 5160, 5168, 5169, 5170, 5172, 5175, 5176, 5224, 5240, 5260, 5268, 5269, 5270, 5272, 5275, 5276, 5476, 5550, 5570, 5578, 5579, 5580, 5582, 5585, 5586, 5594, 5639, 5713, 5736, 5746, 5747, 5748, 5750, 5753, 5754, 5766, 5932, 5955, 5965, 5966, 5967, 5969, 5973, 5974, 5976, 5977, 5985, 6046, 6066, 6074, 6075, 6076, 6078, 6081, 6082, 6084, 6086, 6088, 6089, 6090, 6092, 6094, 6095, 6096, 6098, 6100, 6101, 6103, 6104, 6124, 6126, 6128, 6145, 6159, 6160, 6162, 6172, 6174, 6175, 6176, 6178, 6179, 6184, 6191, 6194, 6203, 6208, 6213, 6214, 6222, 6226, 6232, 6234, 6241, 6247, 6260, 6261, 6263, 6273, 6275, 6276, 6278, 6279, 6284, 6291, 6294, 6299, 6303, 6308, 6313, 6314, 6322, 6326, 6332, 6341, 6367, 6380, 6392, 6413, 6414, 6418, 6425, 6427, 6428, 6431, 6434, 6441, 6450, 6458, 6459],
│ │ │ │ │ +        "p": [4, 10, 26, 34, 46, 59, 71, 80, 85, 86, 89, 90, 94, 106, 112, 116, 117, 120, 121, 177, 183, 185, 188, 190, 191, 193, 196, 197, 198, 199, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 214, 216, 217, 218, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 236, 237, 238, 241, 243, 245, 246, 247, 248, 249, 250, 252, 254, 255, 256, 257, 259, 260, 261, 264, 265, 267, 268, 270, 271, 272, 273, 277, 283, 287, 288, 291, 292, 310, 324, 336, 345, 349, 355, 359, 360, 363, 364, 370, 376, 377, 379, 382, 387, 394, 395, 397, 401, 402, 406, 424, 426, 430, 434, 435, 438, 439, 440, 445, 452, 453, 455, 459, 460, 464, 482, 484, 488, 492, 493, 496, 497, 503, 510, 511, 513, 517, 518, 522, 540, 542, 546, 550, 551, 554, 555, 561, 574, 575, 579, 597, 601, 603, 607, 608, 611, 612, 618, 629, 630, 634, 652, 654, 658, 662, 663, 666, 667, 673, 684, 685, 689, 706, 711, 715, 716, 719, 720, 721, 726, 734, 735, 747, 767, 769, 773, 777, 778, 781, 782, 789, 807, 808, 812, 830, 833, 835, 837, 841, 842, 845, 846, 852, 872, 890, 909, 915, 919, 920, 923, 924, 930, 942, 948, 952, 953, 956, 957, 960, 961, 962, 969, 989, 991, 995, 999, 1000, 1003, 1004, 1011, 1032, 1050, 1051, 1055, 1073, 1078, 1080, 1084, 1085, 1088, 1089, 1090, 1095, 1103, 1106, 1107, 1111, 1129, 1131, 1135, 1139, 1140, 1143, 1144, 1145, 1150, 1167, 1180, 1181, 1185, 1203, 1205, 1209, 1213, 1214, 1217, 1218, 1220, 1221, 1225, 1243, 1245, 1249, 1253, 1254, 1257, 1258, 1307, 1310, 1340, 1343, 1350, 1380, 1432, 1440, 1446, 1447, 1448, 1451, 1452, 1459, 1461, 1462, 1469, 1470, 1475, 1477, 1478, 1479, 1480, 1481, 1506, 1526, 1540, 1567, 1568, 1578, 1581, 1582, 1586, 1587, 1627, 1629, 1643, 1645, 1811, 1819, 1820, 1821, 1822, 1823, 1826, 1827, 1828, 1829, 1831, 1832, 1833, 1834, 1835, 1836, 1838, 1839, 1840, 1841, 1844, 1845, 1846, 1847, 1850, 1851, 1852, 1853, 1857, 1858, 1859, 1862, 1863, 1864, 1865, 1866, 1868, 1869, 1870, 1871, 1872, 1873, 1875, 1876, 1877, 1878, 1879, 1880, 1881, 1882, 1883, 1887, 1888, 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4389, 4404, 4407, 4412, 4413, 4414, 4415, 4416, 4419, 4420, 4429, 4431, 4452, 4460, 4466, 4475, 4490, 4493, 4498, 4499, 4500, 4501, 4502, 4505, 4506, 4508, 4513, 4582, 4605, 4615, 4616, 4617, 4619, 4622, 4623, 4625, 4635, 4642, 4648, 4663, 4762, 4771, 4784, 4791, 4792, 4793, 4798, 4799, 4897, 4898, 4965, 4968, 5012, 5030, 5052, 5060, 5061, 5062, 5064, 5067, 5068, 5070, 5120, 5137, 5160, 5168, 5169, 5170, 5172, 5175, 5176, 5224, 5240, 5260, 5268, 5269, 5270, 5272, 5275, 5276, 5476, 5550, 5570, 5578, 5579, 5580, 5582, 5585, 5586, 5594, 5639, 5713, 5736, 5746, 5747, 5748, 5750, 5753, 5754, 5766, 5932, 5955, 5965, 5966, 5967, 5969, 5973, 5974, 5976, 5977, 5985, 6046, 6066, 6074, 6075, 6076, 6078, 6081, 6082, 6084, 6086, 6088, 6089, 6090, 6092, 6094, 6095, 6096, 6098, 6100, 6101, 6103, 6104, 6124, 6126, 6128, 6145, 6159, 6160, 6162, 6172, 6174, 6175, 6176, 6178, 6179, 6184, 6191, 6194, 6203, 6208, 6213, 6214, 6222, 6226, 6232, 6234, 6241, 6247, 6260, 6261, 6263, 6273, 6275, 6276, 6278, 6279, 6284, 6291, 6294, 6299, 6303, 6308, 6313, 6314, 6322, 6326, 6332, 6341, 6367, 6380, 6392, 6413, 6414, 6418, 6425, 6427, 6428, 6431, 6434, 6441, 6450, 6458, 6459],
│ │ │ │ │          "p0": [193, 256],
│ │ │ │ │          "p1": [228, 3960, 4115, 4120, 4123, 4130, 4133, 4134, 4135, 4136],
│ │ │ │ │          "p2": [228, 256, 3960, 4115, 4120, 4123, 4126, 4130, 4133, 4134, 4135, 4136],
│ │ │ │ │          "p3": 228,
│ │ │ │ │          "p33ajkafl": 214,
│ │ │ │ │          "p4": 228,
│ │ │ │ │          "p5": 228,
│ │ │ │ │ @@ -65614,15 +65690,15 @@
│ │ │ │ │          "print_stdout": [6411, 6412],
│ │ │ │ │          "prior": [5, 194, 195, 201, 221, 230, 239, 248, 252, 266, 1622, 1628, 1638, 1644, 1657, 1663, 1669, 1676, 1684, 1927, 1938, 2025, 2054, 2065, 2080, 2228, 2233, 3045, 3079, 3080, 3096, 3102, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3979, 3980, 3982, 4089, 4093, 4097, 4101, 4105, 4109, 4112, 4113, 4114, 4137, 4292, 4314, 4323, 4324, 4361, 4393, 4402, 4403, 4448, 4479, 4488, 4489, 4553, 4586, 4587, 4601, 4604, 4774, 4783, 4788, 4807, 4813, 4880, 4956, 4963, 5003, 5035, 5036, 5047, 5051, 5070, 5109, 5143, 5144, 5159, 5214, 5244, 5245, 5256, 5259, 5280, 5369, 5448, 5476, 5478, 5479, 5483, 5524, 5554, 5555, 5566, 5569, 5606, 5607, 5611, 5612, 5639, 5684, 5717, 5718, 5732, 5735, 5840, 5904, 5937, 5938, 5950, 5954, 6020, 6050, 6051, 6062, 6065, 6162, 6191, 6263, 6291, 6446],
│ │ │ │ │          "prior_contribut": [3080, 4587, 5036, 5144, 5245, 5476, 5555, 5718, 5938, 6051],
│ │ │ │ │          "priori": 263,
│ │ │ │ │          "prioriti": [6450, 6451],
│ │ │ │ │          "privat": [23, 223, 263, 1862, 1868, 1880, 1905, 1907, 6446],
│ │ │ │ │          "prn": 216,
│ │ │ │ │ -        "prob": [34, 188, 193, 196, 197, 201, 203, 206, 210, 213, 222, 226, 231, 232, 234, 236, 238, 243, 246, 250, 255, 256, 257, 259, 260, 261, 265, 379, 397, 412, 455, 470, 513, 528, 571, 584, 626, 640, 694, 737, 753, 784, 802, 817, 864, 882, 939, 959, 975, 1023, 1045, 1060, 1103, 1117, 1159, 1176, 1191, 1231, 1376, 1589, 1608, 2200, 2353, 2368, 3993, 3994, 3995, 3997, 3999, 4139, 4149, 4205, 6413, 6418, 6431, 6458, 6464],
│ │ │ │ │ +        "prob": [34, 188, 193, 196, 197, 201, 203, 206, 210, 213, 222, 226, 227, 231, 232, 234, 236, 238, 243, 246, 250, 255, 256, 257, 259, 260, 261, 265, 379, 397, 412, 455, 470, 513, 528, 571, 584, 626, 640, 694, 737, 753, 784, 802, 817, 864, 882, 939, 959, 975, 1023, 1045, 1060, 1103, 1117, 1159, 1176, 1191, 1231, 1376, 1589, 1608, 2200, 2353, 2368, 3993, 3994, 3995, 3997, 3999, 4139, 4149, 4205, 6413, 6418, 6431, 6458, 6464],
│ │ │ │ │          "prob1": [256, 3994, 3995],
│ │ │ │ │          "prob2": 256,
│ │ │ │ │          "prob_larger9": 196,
│ │ │ │ │          "prob_larger_continu": 256,
│ │ │ │ │          "probabilist": 248,
│ │ │ │ │          "probabilit": 255,
│ │ │ │ │          "probabl": [4, 59, 174, 185, 195, 196, 198, 205, 213, 217, 223, 226, 231, 241, 255, 256, 259, 365, 378, 379, 382, 396, 397, 419, 440, 454, 455, 477, 498, 512, 513, 535, 570, 583, 591, 625, 626, 639, 647, 680, 693, 701, 736, 737, 752, 760, 801, 816, 824, 857, 881, 894, 902, 911, 938, 939, 958, 959, 974, 982, 1022, 1023, 1044, 1059, 1067, 1102, 1103, 1116, 1124, 1158, 1159, 1175, 1176, 1190, 1198, 1230, 1238, 1307, 1313, 1334, 1346, 1356, 1358, 1359, 1361, 1367, 1368, 1454, 1455, 1456, 1457, 1458, 1459, 1461, 1462, 1463, 1546, 1607, 1675, 1710, 1822, 1833, 1835, 1865, 1871, 1881, 1882, 1883, 1902, 1948, 1951, 1952, 1969, 2110, 2148, 2188, 2189, 2195, 2196, 2198, 2200, 2353, 2367, 2368, 2369, 2377, 2397, 2405, 2490, 2493, 2503, 2506, 2508, 2528, 2529, 2538, 2539, 2568, 2593, 3184, 3261, 3265, 3266, 3268, 3274, 3275, 3286, 3290, 3291, 3293, 3299, 3300, 3311, 3315, 3316, 3318, 3324, 3325, 3336, 3340, 3341, 3343, 3349, 3350, 3367, 3371, 3372, 3374, 3380, 3381, 3392, 3396, 3397, 3399, 3405, 3406, 3423, 3427, 3428, 3430, 3436, 3437, 3448, 3452, 3453, 3455, 3461, 3462, 3749, 3755, 3803, 3810, 3813, 3816, 3823, 3826, 3828, 3837, 3840, 3845, 3852, 3856, 3860, 3863, 3865, 3869, 3872, 3876, 3904, 3929, 3932, 3985, 3986, 3987, 3988, 3989, 3993, 3995, 3996, 3997, 3998, 3999, 4000, 4001, 4002, 4088, 4089, 4092, 4093, 4096, 4097, 4100, 4101, 4104, 4105, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4116, 4120, 4121, 4123, 4124, 4133, 4137, 4139, 4142, 4143, 4144, 4145, 4146, 4148, 4149, 4182, 4205, 4267, 4268, 4270, 4271, 4323, 4402, 4488, 4832, 4898, 4906, 4908, 4909, 4914, 4916, 4923, 4931, 4933, 4934, 4939, 4941, 4945, 6423, 6425, 6433, 6435, 6437, 6450],
│ │ │ │ │ @@ -66090,15 +66166,15 @@
│ │ │ │ │          "regime_transit": [4906, 4931],
│ │ │ │ │          "region": [4, 27, 186, 188, 203, 207, 213, 1159, 1176, 1463, 1468, 1476, 2194, 2195, 2196, 3983, 4117, 4118, 4119, 4124, 4140, 6413],
│ │ │ │ │          "regist": [190, 249],
│ │ │ │ │          "register_matplotlib_convert": [190, 221, 235, 248, 249, 257, 4956, 4958],
│ │ │ │ │          "regmodeleffect": 6434,
│ │ │ │ │          "regplot": 214,
│ │ │ │ │          "regres": 1422,
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│ │ │ │ │ +        "result": [0, 3, 4, 5, 30, 34, 39, 42, 46, 59, 62, 66, 71, 73, 75, 77, 81, 82, 84, 85, 86, 89, 90, 94, 102, 104, 106, 107, 109, 113, 114, 116, 117, 120, 121, 122, 131, 144, 147, 167, 178, 182, 183, 185, 188, 190, 191, 193, 196, 197, 198, 199, 201, 202, 203, 205, 206, 207, 208, 209, 210, 211, 213, 214, 216, 217, 219, 220, 221, 222, 223, 226, 227, 229, 231, 232, 233, 234, 235, 237, 238, 239, 241, 243, 244, 245, 246, 247, 248, 249, 250, 252, 254, 256, 257, 261, 264, 265, 269, 270, 271, 272, 273, 275, 277, 278, 280, 282, 284, 285, 287, 288, 291, 292, 293, 295, 299, 300, 301, 302, 303, 304, 305, 306, 310, 311, 324, 325, 336, 337, 347, 349, 350, 352, 356, 357, 358, 359, 360, 363, 364, 367, 370, 371, 384, 387, 388, 400, 404, 406, 412, 415, 420, 425, 429, 430, 431, 432, 433, 434, 435, 438, 439, 442, 445, 446, 458, 462, 464, 470, 473, 478, 483, 487, 488, 489, 490, 491, 492, 493, 496, 497, 500, 503, 504, 516, 520, 522, 528, 531, 536, 541, 545, 546, 547, 548, 549, 550, 551, 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│ │ │ │ │          "result1": [229, 264],
│ │ │ │ │          "result2": [229, 264],
│ │ │ │ │          "result3": 264,
│ │ │ │ │          "result4": 264,
│ │ │ │ │          "result_fram": [86, 117, 288, 360, 435, 493, 551, 608, 663, 716, 778, 842, 920, 1000, 1085, 1140, 1214, 1254, 1448, 1582, 2012, 2142, 2182, 2410, 2608, 2741, 2805, 2882, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 4334, 4413, 4499, 4616, 4792, 5061, 5169, 5269, 5579, 5747, 5966, 6075],
│ │ │ │ │          "resultantli": 6421,
│ │ │ │ │          "resultmixin": 176,
│ │ │ │ │ @@ -66848,15 +66924,15 @@
│ │ │ │ │          "semidefinit": [3878, 3885, 3887, 3888, 3976],
│ │ │ │ │          "semin": 216,
│ │ │ │ │          "semiparametr": 268,
│ │ │ │ │          "send": [5, 174, 185, 6438, 6439],
│ │ │ │ │          "sens": [5, 174, 177, 179, 187, 191, 194, 210, 221, 234, 237, 241, 251, 256, 258, 583, 639, 693, 752, 816, 894, 974, 1059, 1116, 1190, 1230, 1546, 1919, 1929, 1969, 2017, 2027, 2046, 2056, 2075, 2110, 2285, 3912, 4808, 4897, 5639],
│ │ │ │ │          "sensibl": [3358, 3359, 6439],
│ │ │ │ │          "sensit": [239, 244, 2196, 3819, 3844, 3875, 3926, 4124, 5639],
│ │ │ │ │ -        "sep": [5, 193, 216, 244, 247, 2195, 2196, 2197, 6109],
│ │ │ │ │ +        "sep": [5, 34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 216, 217, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 244, 246, 247, 250, 257, 259, 261, 265, 267, 268, 2195, 2196, 2197, 6109, 6413, 6414, 6418, 6431, 6441, 6464],
│ │ │ │ │          "separ": [46, 94, 179, 182, 188, 193, 196, 203, 212, 223, 224, 237, 240, 245, 252, 263, 310, 324, 336, 370, 387, 430, 445, 488, 503, 546, 561, 583, 603, 618, 639, 658, 673, 693, 711, 726, 752, 773, 789, 816, 837, 852, 872, 894, 915, 930, 948, 974, 995, 1011, 1032, 1059, 1080, 1095, 1116, 1135, 1150, 1167, 1190, 1209, 1230, 1249, 1380, 1491, 1546, 1578, 1628, 1644, 1969, 2075, 2110, 2138, 2198, 2210, 2215, 2220, 2239, 2253, 2256, 2276, 2297, 2302, 2321, 2339, 2353, 2358, 2419, 2499, 2504, 2509, 2517, 2836, 3502, 3563, 3704, 3716, 3930, 3931, 4148, 4212, 4217, 4226, 4508, 4968, 5070, 5072, 6101, 6413, 6419, 6428, 6430, 6451, 6458, 6460, 6462],
│ │ │ │ │          "separate_param": [241, 5059, 6073],
│ │ │ │ │          "seq": 3478,
│ │ │ │ │          "sequenc": [4, 5, 46, 90, 94, 121, 194, 195, 204, 225, 234, 256, 270, 271, 272, 292, 310, 324, 336, 364, 370, 387, 439, 445, 497, 503, 555, 561, 612, 618, 667, 673, 720, 726, 782, 789, 846, 852, 872, 924, 930, 948, 1004, 1011, 1032, 1089, 1095, 1144, 1150, 1167, 1218, 1258, 1372, 1380, 1452, 1587, 1672, 1981, 2005, 2016, 2146, 2186, 2188, 2189, 2192, 2195, 2196, 2197, 2210, 2223, 2235, 2253, 2289, 2302, 2321, 2339, 2358, 2414, 2419, 2470, 2516, 2523, 2546, 2547, 2612, 2746, 2810, 2830, 2834, 2886, 2894, 2936, 3008, 3124, 3248, 3279, 3304, 3329, 3354, 3385, 3410, 3441, 3466, 3524, 3588, 3644, 3747, 3760, 3890, 3898, 3930, 3931, 3982, 4341, 4343, 4354, 4420, 4429, 4460, 4506, 4623, 4657, 4692, 4799, 4809, 4958, 5068, 5176, 5276, 5586, 5754, 5974, 6082, 6159, 6233, 6234, 6260, 6299, 6331, 6332, 6398, 6399, 6434, 6454, 6462],
│ │ │ │ │          "sequenti": [270, 272, 3728, 6434],
│ │ │ │ │          "ser": [208, 238],
│ │ │ │ │          "seri": [3, 4, 9, 18, 34, 66, 81, 104, 113, 173, 177, 178, 190, 191, 192, 201, 202, 208, 210, 211, 216, 217, 221, 223, 224, 230, 237, 238, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 251, 252, 253, 254, 257, 258, 261, 262, 275, 282, 284, 347, 356, 404, 425, 462, 483, 520, 541, 577, 598, 632, 653, 687, 707, 745, 768, 810, 831, 847, 888, 910, 967, 990, 1053, 1074, 1109, 1130, 1183, 1204, 1223, 1244, 1430, 1441, 1535, 1566, 1569, 1803, 1991, 2102, 2129, 2168, 2178, 2193, 2209, 2210, 2222, 2223, 2224, 2225, 2226, 2227, 2353, 2384, 2404, 2482, 2483, 2485, 2486, 2575, 2600, 2670, 2717, 2730, 2782, 2794, 2829, 2831, 2858, 2876, 2910, 2927, 2937, 2978, 2992, 3010, 3011, 3021, 3033, 3045, 3058, 3059, 3063, 3071, 3072, 3074, 3077, 3082, 3083, 3098, 3099, 3100, 3102, 3104, 3105, 3110, 3117, 3119, 3134, 3153, 3227, 3237, 3503, 3516, 3564, 3578, 3615, 3627, 3766, 3774, 3775, 3777, 3778, 3796, 3797, 3798, 3799, 3901, 3902, 3909, 3911, 3922, 3932, 3959, 3961, 3985, 3986, 3987, 3988, 3989, 4013, 4018, 4020, 4026, 4125, 4141, 4149, 4169, 4174, 4175, 4205, 4258, 4292, 4299, 4300, 4305, 4324, 4326, 4335, 4336, 4343, 4354, 4361, 4378, 4379, 4384, 4403, 4405, 4414, 4415, 4429, 4441, 4448, 4455, 4456, 4470, 4489, 4491, 4500, 4501, 4508, 4509, 4519, 4539, 4553, 4566, 4567, 4573, 4581, 4584, 4589, 4590, 4603, 4604, 4606, 4611, 4617, 4619, 4625, 4627, 4631, 4633, 4634, 4646, 4647, 4651, 4657, 4671, 4692, 4703, 4734, 4767, 4783, 4785, 4788, 4793, 4795, 4801, 4802, 4803, 4806, 4807, 4808, 4809, 4811, 4812, 4813, 4818, 4820, 4828, 4836, 4849, 4880, 4884, 4897, 4948, 4951, 4956, 4958, 4961, 4962, 4968, 4969, 4979, 4991, 5003, 5016, 5017, 5021, 5029, 5031, 5033, 5038, 5039, 5050, 5051, 5053, 5056, 5062, 5064, 5070, 5071, 5097, 5109, 5123, 5124, 5128, 5136, 5138, 5140, 5141, 5146, 5147, 5155, 5158, 5159, 5161, 5164, 5170, 5172, 5178, 5179, 5189, 5202, 5214, 5227, 5228, 5231, 5239, 5242, 5247, 5248, 5258, 5259, 5261, 5264, 5270, 5272, 5278, 5284, 5285, 5286, 5292, 5311, 5346, 5348, 5361, 5381, 5382, 5383, 5389, 5408, 5443, 5447, 5475, 5478, 5483, 5489, 5490, 5500, 5512, 5524, 5537, 5538, 5541, 5549, 5552, 5557, 5558, 5568, 5569, 5571, 5574, 5580, 5582, 5614, 5616, 5617, 5618, 5623, 5626, 5639, 5640, 5650, 5670, 5684, 5697, 5698, 5704, 5712, 5715, 5720, 5721, 5734, 5735, 5737, 5742, 5748, 5750, 5769, 5770, 5771, 5777, 5797, 5832, 5836, 5867, 5868, 5878, 5891, 5903, 5904, 5917, 5918, 5919, 5922, 5930, 5931, 5934, 5935, 5940, 5941, 5943, 5952, 5953, 5954, 5956, 5957, 5960, 5961, 5967, 5969, 5970, 5979, 5985, 5986, 5996, 6008, 6020, 6033, 6034, 6037, 6045, 6048, 6053, 6054, 6064, 6065, 6067, 6070, 6076, 6078, 6084, 6085, 6086, 6087, 6088, 6089, 6090, 6091, 6092, 6093, 6094, 6095, 6096, 6097, 6098, 6099, 6100, 6101, 6102, 6103, 6104, 6105, 6107, 6108, 6109, 6110, 6145, 6209, 6233, 6234, 6236, 6247, 6309, 6331, 6332, 6334, 6339, 6341, 6356, 6359, 6367, 6381, 6383, 6392, 6398, 6399, 6401, 6408, 6411, 6412, 6413, 6414, 6419, 6433, 6446, 6450, 6451, 6464],
│ │ │ │ │ @@ -67088,15 +67164,15 @@
│ │ │ │ │          "sj": 4839,
│ │ │ │ │          "sk1": 4184,
│ │ │ │ │          "sk2": 4184,
│ │ │ │ │          "sk3": 4184,
│ │ │ │ │          "sk4": 4184,
│ │ │ │ │          "sk_": 4184,
│ │ │ │ │          "sketch": 237,
│ │ │ │ │ -        "skew": [34, 184, 188, 193, 197, 201, 203, 210, 222, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 268, 1372, 1471, 1474, 1477, 1480, 2855, 3258, 3279, 3304, 3308, 3329, 3333, 3354, 3360, 3362, 3363, 3385, 3410, 3441, 3466, 3890, 3893, 3896, 3898, 3966, 3969, 3970, 3971, 4013, 4180, 4181, 4183, 4184, 4336, 4415, 4501, 6413, 6418, 6431, 6437, 6451, 6458, 6459],
│ │ │ │ │ +        "skew": [34, 184, 188, 193, 197, 201, 203, 210, 222, 227, 231, 232, 234, 238, 243, 246, 250, 257, 261, 265, 268, 1372, 1471, 1474, 1477, 1480, 2855, 3258, 3279, 3304, 3308, 3329, 3333, 3354, 3360, 3362, 3363, 3385, 3410, 3441, 3466, 3890, 3893, 3896, 3898, 3966, 3969, 3970, 3971, 4013, 4180, 4181, 4183, 4184, 4336, 4415, 4501, 6413, 6418, 6431, 6437, 6451, 6458, 6459],
│ │ │ │ │          "skew0": [1477, 1480],
│ │ │ │ │          "skewnorm2_gen": 3363,
│ │ │ │ │          "skill": [17, 198, 209, 256],
│ │ │ │ │          "skip": [90, 121, 179, 201, 243, 246, 248, 292, 364, 439, 497, 555, 612, 667, 720, 782, 846, 924, 1004, 1089, 1144, 1218, 1258, 1452, 1587, 2016, 2146, 2186, 2233, 2235, 2237, 2244, 2414, 2468, 2480, 2546, 2612, 2746, 2810, 2834, 2886, 2936, 3008, 3124, 3126, 3161, 3248, 3524, 3588, 3644, 3727, 3917, 3922, 4258, 4341, 4420, 4506, 4623, 4738, 4799, 4820, 5068, 5176, 5276, 5586, 5754, 5974, 6082, 6107, 6434, 6439, 6451],
│ │ │ │ │          "skip_blank_lin": 5,
│ │ │ │ │          "skip_hessian": [46, 94, 310, 324, 336, 370, 387, 445, 503, 561, 618, 673, 726, 789, 852, 872, 930, 948, 1011, 1032, 1095, 1150, 1167, 1380, 2302, 2321, 2339, 2358, 2419],
│ │ │ │ │          "skip_intercept_test": [2468, 2480],
│ │ │ │ │ @@ -67257,15 +67333,15 @@
│ │ │ │ │          "spd": [1656, 1662, 1668, 1674, 1683, 1689, 3888],
│ │ │ │ │          "speak": [5444, 5833],
│ │ │ │ │          "spearman": [1350, 2191],
│ │ │ │ │          "spec": [241, 6411, 6434],
│ │ │ │ │          "spec_whit": 182,
│ │ │ │ │          "special": [0, 71, 106, 184, 196, 198, 226, 228, 237, 245, 251, 252, 256, 277, 349, 406, 464, 522, 579, 634, 689, 747, 812, 890, 969, 1055, 1111, 1185, 1225, 1432, 1508, 1540, 1778, 1941, 1964, 2039, 2068, 2105, 2170, 2389, 2580, 2688, 2712, 2778, 2863, 2917, 2937, 2974, 3021, 3045, 3075, 3082, 3110, 3229, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3505, 3566, 3589, 3611, 3712, 3750, 3877, 3932, 4002, 4026, 4310, 4389, 4475, 4508, 4519, 4553, 4582, 4589, 4611, 4771, 4788, 4880, 4979, 5003, 5030, 5038, 5056, 5070, 5083, 5109, 5137, 5146, 5164, 5178, 5189, 5214, 5240, 5247, 5264, 5500, 5524, 5550, 5557, 5574, 5650, 5684, 5713, 5720, 5742, 5878, 5904, 5932, 5940, 5961, 5996, 6020, 6046, 6053, 6070, 6356, 6414, 6439, 6451, 6453, 6454, 6462, 6464],
│ │ │ │ │          "specif": [18, 34, 46, 78, 79, 94, 110, 111, 142, 168, 174, 175, 178, 183, 184, 187, 190, 205, 209, 222, 223, 226, 231, 235, 237, 238, 242, 245, 246, 247, 248, 249, 250, 251, 252, 256, 263, 281, 296, 310, 324, 336, 353, 354, 370, 387, 408, 410, 421, 422, 445, 466, 468, 479, 480, 503, 524, 526, 537, 538, 561, 593, 595, 618, 636, 649, 650, 673, 703, 704, 726, 749, 764, 765, 789, 826, 828, 852, 872, 905, 907, 930, 948, 971, 986, 987, 1011, 1032, 1069, 1071, 1095, 1113, 1126, 1127, 1150, 1167, 1187, 1200, 1201, 1227, 1240, 1241, 1285, 1288, 1289, 1380, 1426, 1438, 1506, 1538, 1552, 1557, 1570, 1571, 1572, 1573, 1574, 1594, 1613, 1614, 1616, 1634, 1650, 1687, 1690, 1704, 1719, 1733, 1749, 1765, 1781, 1797, 1812, 1925, 1954, 1963, 1973, 1978, 1985, 1987, 1993, 1994, 1995, 1998, 1999, 2017, 2023, 2052, 2075, 2078, 2080, 2096, 2104, 2114, 2119, 2126, 2130, 2131, 2132, 2133, 2134, 2175, 2176, 2188, 2253, 2274, 2302, 2321, 2339, 2353, 2358, 2399, 2401, 2419, 2461, 2485, 2547, 2595, 2596, 2615, 2688, 2726, 2728, 2756, 2791, 2792, 2831, 2849, 2870, 2871, 2924, 2925, 2988, 2989, 3011, 3017, 3055, 3058, 3059, 3074, 3096, 3097, 3117, 3222, 3234, 3235, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 3512, 3513, 3574, 3575, 3624, 3625, 3634, 3701, 3913, 3914, 3915, 3916, 3918, 3919, 3923, 3980, 3982, 3998, 4001, 4002, 4006, 4028, 4320, 4343, 4399, 4429, 4460, 4485, 4508, 4509, 4513, 4515, 4563, 4566, 4567, 4581, 4601, 4602, 4617, 4740, 4782, 4793, 4839, 4852, 4887, 4898, 4923, 4969, 4975, 5013, 5016, 5017, 5029, 5047, 5048, 5062, 5070, 5071, 5076, 5079, 5083, 5109, 5123, 5124, 5136, 5143, 5144, 5155, 5156, 5170, 5179, 5185, 5227, 5228, 5239, 5256, 5257, 5270, 5286, 5292, 5383, 5389, 5478, 5483, 5490, 5496, 5537, 5538, 5549, 5566, 5567, 5580, 5608, 5609, 5618, 5623, 5639, 5640, 5646, 5694, 5697, 5698, 5712, 5732, 5733, 5748, 5771, 5777, 5867, 5868, 5874, 5914, 5917, 5918, 5931, 5950, 5951, 5952, 5967, 5986, 5992, 6030, 6033, 6034, 6045, 6062, 6063, 6076, 6175, 6217, 6226, 6260, 6276, 6317, 6326, 6367, 6383, 6411, 6412, 6415, 6425, 6428, 6431, 6433, 6434, 6437, 6439, 6440, 6441, 6442, 6443, 6444, 6446, 6447, 6448, 6449, 6450, 6451, 6452, 6453, 6454, 6457, 6458, 6462],
│ │ │ │ │ -        "specifi": [2, 34, 37, 39, 42, 46, 47, 66, 67, 71, 85, 86, 89, 94, 95, 104, 105, 106, 116, 117, 120, 126, 140, 175, 182, 186, 188, 191, 196, 203, 209, 210, 216, 217, 218, 220, 222, 223, 226, 231, 232, 234, 239, 240, 241, 244, 245, 246, 248, 249, 250, 251, 252, 253, 255, 256, 257, 258, 259, 261, 264, 265, 275, 276, 277, 287, 288, 291, 310, 312, 324, 326, 336, 338, 347, 348, 349, 359, 360, 363, 370, 372, 379, 387, 389, 390, 397, 404, 405, 406, 430, 434, 435, 438, 445, 447, 448, 455, 462, 463, 464, 488, 492, 493, 496, 503, 505, 506, 513, 520, 521, 522, 546, 550, 551, 554, 561, 564, 565, 571, 577, 578, 579, 583, 603, 607, 608, 611, 618, 620, 626, 632, 633, 634, 639, 658, 662, 663, 666, 673, 675, 687, 688, 689, 693, 711, 715, 716, 719, 726, 728, 729, 737, 745, 746, 747, 752, 773, 777, 778, 781, 789, 792, 793, 802, 810, 811, 812, 816, 837, 841, 842, 845, 852, 855, 864, 872, 875, 882, 888, 889, 890, 894, 915, 919, 920, 923, 930, 932, 933, 939, 948, 950, 951, 959, 967, 968, 969, 974, 995, 999, 1000, 1003, 1011, 1014, 1015, 1023, 1032, 1035, 1036, 1045, 1053, 1054, 1055, 1059, 1080, 1084, 1085, 1088, 1095, 1097, 1103, 1109, 1110, 1111, 1116, 1135, 1139, 1140, 1143, 1145, 1150, 1152, 1159, 1162, 1167, 1169, 1176, 1183, 1184, 1185, 1190, 1209, 1213, 1214, 1217, 1223, 1224, 1225, 1230, 1249, 1253, 1254, 1257, 1283, 1365, 1380, 1381, 1415, 1430, 1431, 1432, 1447, 1448, 1451, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1511, 1521, 1535, 1536, 1540, 1546, 1578, 1581, 1582, 1586, 1594, 1597, 1598, 1608, 1693, 1919, 1930, 1940, 1961, 1962, 1964, 1969, 1970, 2008, 2011, 2012, 2015, 2017, 2028, 2038, 2046, 2057, 2067, 2075, 2080, 2083, 2091, 2102, 2103, 2105, 2110, 2111, 2138, 2141, 2142, 2145, 2153, 2161, 2168, 2169, 2170, 2181, 2182, 2185, 2188, 2189, 2191, 2196, 2198, 2208, 2210, 2218, 2223, 2224, 2226, 2239, 2250, 2252, 2253, 2302, 2303, 2321, 2322, 2339, 2340, 2353, 2358, 2359, 2384, 2385, 2389, 2409, 2410, 2413, 2419, 2420, 2438, 2440, 2444, 2452, 2454, 2463, 2467, 2468, 2473, 2477, 2498, 2499, 2504, 2505, 2509, 2517, 2546, 2547, 2552, 2575, 2576, 2580, 2607, 2608, 2611, 2621, 2627, 2634, 2643, 2660, 2678, 2688, 2707, 2712, 2714, 2717, 2740, 2741, 2745, 2774, 2778, 2780, 2782, 2804, 2805, 2809, 2819, 2830, 2831, 2834, 2836, 2858, 2859, 2863, 2864, 2877, 2881, 2882, 2885, 2895, 2910, 2911, 2917, 2931, 2932, 2935, 2943, 2952, 2970, 2974, 2976, 2978, 3002, 3003, 3007, 3021, 3045, 3063, 3064, 3075, 3080, 3082, 3096, 3098, 3099, 3100, 3101, 3110, 3115, 3116, 3117, 3123, 3128, 3129, 3134, 3141, 3151, 3163, 3214, 3215, 3222, 3227, 3228, 3229, 3243, 3244, 3247, 3262, 3272, 3287, 3297, 3312, 3322, 3337, 3347, 3358, 3359, 3368, 3378, 3393, 3403, 3420, 3424, 3434, 3449, 3459, 3470, 3474, 3475, 3476, 3487, 3503, 3504, 3505, 3519, 3520, 3523, 3529, 3546, 3564, 3565, 3566, 3583, 3584, 3587, 3607, 3611, 3615, 3638, 3639, 3643, 3655, 3677, 3711, 3712, 3736, 3752, 3755, 3800, 3821, 3889, 3902, 3903, 3907, 3911, 3917, 3920, 3922, 3923, 3950, 3951, 3952, 3953, 3954, 3982, 3983, 3984, 4013, 4018, 4087, 4091, 4095, 4099, 4103, 4107, 4130, 4141, 4162, 4181, 4185, 4191, 4192, 4194, 4212, 4217, 4260, 4285, 4305, 4306, 4310, 4322, 4333, 4334, 4340, 4354, 4384, 4385, 4389, 4401, 4412, 4413, 4419, 4441, 4470, 4471, 4475, 4487, 4498, 4499, 4505, 4508, 4519, 4553, 4573, 4574, 4582, 4587, 4589, 4601, 4603, 4611, 4615, 4616, 4617, 4622, 4625, 4663, 4734, 4738, 4767, 4768, 4771, 4788, 4791, 4792, 4793, 4798, 4809, 4820, 4841, 4854, 4880, 4889, 4903, 4914, 4928, 4939, 4967, 4968, 4979, 5003, 5021, 5022, 5030, 5036, 5038, 5047, 5049, 5050, 5056, 5060, 5061, 5062, 5067, 5070, 5071, 5109, 5124, 5128, 5129, 5137, 5144, 5146, 5155, 5157, 5158, 5164, 5168, 5169, 5170, 5175, 5189, 5214, 5231, 5232, 5240, 5245, 5247, 5256, 5258, 5264, 5268, 5269, 5270, 5275, 5284, 5286, 5292, 5343, 5344, 5346, 5347, 5348, 5381, 5383, 5389, 5440, 5441, 5443, 5444, 5445, 5446, 5447, 5476, 5478, 5500, 5524, 5541, 5542, 5550, 5555, 5557, 5566, 5568, 5574, 5578, 5579, 5580, 5585, 5594, 5597, 5608, 5609, 5610, 5616, 5618, 5623, 5639, 5650, 5684, 5704, 5705, 5713, 5718, 5720, 5732, 5734, 5742, 5746, 5747, 5748, 5753, 5761, 5769, 5771, 5777, 5793, 5829, 5830, 5832, 5833, 5834, 5835, 5836, 5838, 5867, 5878, 5904, 5922, 5923, 5932, 5938, 5940, 5950, 5952, 5953, 5961, 5965, 5966, 5967, 5973, 5985, 5996, 6020, 6037, 6038, 6046, 6051, 6053, 6062, 6064, 6070, 6074, 6075, 6076, 6081, 6084, 6085, 6088, 6089, 6099, 6151, 6233, 6234, 6243, 6245, 6331, 6332, 6356, 6360, 6367, 6398, 6399, 6411, 6412, 6413, 6417, 6418, 6421, 6422, 6428, 6431, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6452, 6454, 6458, 6464],
│ │ │ │ │ +        "specifi": [2, 34, 37, 39, 42, 46, 47, 66, 67, 71, 85, 86, 89, 94, 95, 104, 105, 106, 116, 117, 120, 126, 140, 175, 182, 186, 188, 191, 196, 203, 209, 210, 216, 217, 218, 220, 222, 223, 226, 227, 231, 232, 234, 239, 240, 241, 244, 245, 246, 248, 249, 250, 251, 252, 253, 255, 256, 257, 258, 259, 261, 264, 265, 275, 276, 277, 287, 288, 291, 310, 312, 324, 326, 336, 338, 347, 348, 349, 359, 360, 363, 370, 372, 379, 387, 389, 390, 397, 404, 405, 406, 430, 434, 435, 438, 445, 447, 448, 455, 462, 463, 464, 488, 492, 493, 496, 503, 505, 506, 513, 520, 521, 522, 546, 550, 551, 554, 561, 564, 565, 571, 577, 578, 579, 583, 603, 607, 608, 611, 618, 620, 626, 632, 633, 634, 639, 658, 662, 663, 666, 673, 675, 687, 688, 689, 693, 711, 715, 716, 719, 726, 728, 729, 737, 745, 746, 747, 752, 773, 777, 778, 781, 789, 792, 793, 802, 810, 811, 812, 816, 837, 841, 842, 845, 852, 855, 864, 872, 875, 882, 888, 889, 890, 894, 915, 919, 920, 923, 930, 932, 933, 939, 948, 950, 951, 959, 967, 968, 969, 974, 995, 999, 1000, 1003, 1011, 1014, 1015, 1023, 1032, 1035, 1036, 1045, 1053, 1054, 1055, 1059, 1080, 1084, 1085, 1088, 1095, 1097, 1103, 1109, 1110, 1111, 1116, 1135, 1139, 1140, 1143, 1145, 1150, 1152, 1159, 1162, 1167, 1169, 1176, 1183, 1184, 1185, 1190, 1209, 1213, 1214, 1217, 1223, 1224, 1225, 1230, 1249, 1253, 1254, 1257, 1283, 1365, 1380, 1381, 1415, 1430, 1431, 1432, 1447, 1448, 1451, 1482, 1483, 1484, 1485, 1486, 1487, 1488, 1489, 1490, 1491, 1492, 1493, 1494, 1495, 1496, 1497, 1498, 1499, 1500, 1501, 1502, 1503, 1511, 1521, 1535, 1536, 1540, 1546, 1578, 1581, 1582, 1586, 1594, 1597, 1598, 1608, 1693, 1919, 1930, 1940, 1961, 1962, 1964, 1969, 1970, 2008, 2011, 2012, 2015, 2017, 2028, 2038, 2046, 2057, 2067, 2075, 2080, 2083, 2091, 2102, 2103, 2105, 2110, 2111, 2138, 2141, 2142, 2145, 2153, 2161, 2168, 2169, 2170, 2181, 2182, 2185, 2188, 2189, 2191, 2196, 2198, 2208, 2210, 2218, 2223, 2224, 2226, 2239, 2250, 2252, 2253, 2302, 2303, 2321, 2322, 2339, 2340, 2353, 2358, 2359, 2384, 2385, 2389, 2409, 2410, 2413, 2419, 2420, 2438, 2440, 2444, 2452, 2454, 2463, 2467, 2468, 2473, 2477, 2498, 2499, 2504, 2505, 2509, 2517, 2546, 2547, 2552, 2575, 2576, 2580, 2607, 2608, 2611, 2621, 2627, 2634, 2643, 2660, 2678, 2688, 2707, 2712, 2714, 2717, 2740, 2741, 2745, 2774, 2778, 2780, 2782, 2804, 2805, 2809, 2819, 2830, 2831, 2834, 2836, 2858, 2859, 2863, 2864, 2877, 2881, 2882, 2885, 2895, 2910, 2911, 2917, 2931, 2932, 2935, 2943, 2952, 2970, 2974, 2976, 2978, 3002, 3003, 3007, 3021, 3045, 3063, 3064, 3075, 3080, 3082, 3096, 3098, 3099, 3100, 3101, 3110, 3115, 3116, 3117, 3123, 3128, 3129, 3134, 3141, 3151, 3163, 3214, 3215, 3222, 3227, 3228, 3229, 3243, 3244, 3247, 3262, 3272, 3287, 3297, 3312, 3322, 3337, 3347, 3358, 3359, 3368, 3378, 3393, 3403, 3420, 3424, 3434, 3449, 3459, 3470, 3474, 3475, 3476, 3487, 3503, 3504, 3505, 3519, 3520, 3523, 3529, 3546, 3564, 3565, 3566, 3583, 3584, 3587, 3607, 3611, 3615, 3638, 3639, 3643, 3655, 3677, 3711, 3712, 3736, 3752, 3755, 3800, 3821, 3889, 3902, 3903, 3907, 3911, 3917, 3920, 3922, 3923, 3950, 3951, 3952, 3953, 3954, 3982, 3983, 3984, 4013, 4018, 4087, 4091, 4095, 4099, 4103, 4107, 4130, 4141, 4162, 4181, 4185, 4191, 4192, 4194, 4212, 4217, 4260, 4285, 4305, 4306, 4310, 4322, 4333, 4334, 4340, 4354, 4384, 4385, 4389, 4401, 4412, 4413, 4419, 4441, 4470, 4471, 4475, 4487, 4498, 4499, 4505, 4508, 4519, 4553, 4573, 4574, 4582, 4587, 4589, 4601, 4603, 4611, 4615, 4616, 4617, 4622, 4625, 4663, 4734, 4738, 4767, 4768, 4771, 4788, 4791, 4792, 4793, 4798, 4809, 4820, 4841, 4854, 4880, 4889, 4903, 4914, 4928, 4939, 4967, 4968, 4979, 5003, 5021, 5022, 5030, 5036, 5038, 5047, 5049, 5050, 5056, 5060, 5061, 5062, 5067, 5070, 5071, 5109, 5124, 5128, 5129, 5137, 5144, 5146, 5155, 5157, 5158, 5164, 5168, 5169, 5170, 5175, 5189, 5214, 5231, 5232, 5240, 5245, 5247, 5256, 5258, 5264, 5268, 5269, 5270, 5275, 5284, 5286, 5292, 5343, 5344, 5346, 5347, 5348, 5381, 5383, 5389, 5440, 5441, 5443, 5444, 5445, 5446, 5447, 5476, 5478, 5500, 5524, 5541, 5542, 5550, 5555, 5557, 5566, 5568, 5574, 5578, 5579, 5580, 5585, 5594, 5597, 5608, 5609, 5610, 5616, 5618, 5623, 5639, 5650, 5684, 5704, 5705, 5713, 5718, 5720, 5732, 5734, 5742, 5746, 5747, 5748, 5753, 5761, 5769, 5771, 5777, 5793, 5829, 5830, 5832, 5833, 5834, 5835, 5836, 5838, 5867, 5878, 5904, 5922, 5923, 5932, 5938, 5940, 5950, 5952, 5953, 5961, 5965, 5966, 5967, 5973, 5985, 5996, 6020, 6037, 6038, 6046, 6051, 6053, 6062, 6064, 6070, 6074, 6075, 6076, 6081, 6084, 6085, 6088, 6089, 6099, 6151, 6233, 6234, 6243, 6245, 6331, 6332, 6356, 6360, 6367, 6398, 6399, 6411, 6412, 6413, 6417, 6418, 6421, 6422, 6428, 6431, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6452, 6454, 6458, 6464],
│ │ │ │ │          "speconli": 6411,
│ │ │ │ │          "spector": [34, 42, 179, 183, 199, 206, 6431, 6433],
│ │ │ │ │          "spector_data": [183, 199, 6431],
│ │ │ │ │          "spectral": [3763, 3781, 3788, 3790, 3791, 3793, 3794, 3795, 3885, 4641, 4650, 6084, 6085, 6462],
│ │ │ │ │          "spectrum": [3763, 3790],
│ │ │ │ │          "speed": [237, 857, 3738, 5976, 6419, 6427, 6433, 6434, 6437, 6439, 6451, 6458],
│ │ │ │ │          "speedup": 6451,
│ │ │ │ │ @@ -67292,15 +67368,15 @@
│ │ │ │ │          "spyder": 3,
│ │ │ │ │          "sq": [6233, 6331],
│ │ │ │ │          "sqrt": [176, 185, 193, 198, 204, 205, 214, 220, 222, 239, 255, 265, 600, 834, 1077, 1574, 1703, 1704, 1718, 1719, 1732, 1733, 1748, 1749, 1764, 1765, 1780, 1781, 1787, 1792, 1796, 1797, 1811, 1812, 1892, 1919, 1999, 2017, 2046, 2134, 2224, 2226, 2642, 2659, 2677, 2688, 2689, 2690, 2732, 2757, 2758, 2796, 2812, 2818, 2828, 2887, 2952, 2994, 3100, 3161, 3251, 3252, 3589, 3590, 3591, 3629, 3886, 3932, 3960, 3972, 3995, 3999, 4017, 4021, 4027, 4042, 4043, 4057, 4058, 4060, 4066, 4069, 4090, 4110, 4111, 4123, 4126, 4137, 4138, 4142, 4143, 4144, 4145, 4146, 4147, 4148, 4150, 4177, 4603, 5050, 5158, 5258, 5568, 5734, 5953, 6064, 6084, 6090, 6099, 6185, 6210, 6285, 6310, 6414, 6451],
│ │ │ │ │          "sqrt_lasso": [2642, 2659, 2677, 2818],
│ │ │ │ │          "sqrtcc": [255, 4138],
│ │ │ │ │          "sqtab": 4,
│ │ │ │ │          "squ": [183, 196, 198, 199, 206, 207, 208, 209, 211, 226, 229, 267, 6414],
│ │ │ │ │ -        "squar": [4, 20, 22, 34, 59, 102, 173, 184, 185, 188, 189, 203, 219, 228, 231, 232, 241, 243, 418, 419, 423, 476, 477, 481, 534, 535, 539, 590, 591, 596, 646, 647, 651, 700, 701, 705, 759, 760, 766, 823, 824, 829, 857, 901, 902, 908, 981, 982, 988, 1066, 1067, 1072, 1123, 1124, 1128, 1197, 1198, 1202, 1237, 1238, 1242, 1422, 1505, 1528, 1561, 1567, 1654, 1755, 1850, 1927, 1929, 1982, 1988, 2025, 2027, 2054, 2056, 2077, 2080, 2122, 2127, 2190, 2196, 2218, 2239, 2250, 2377, 2396, 2397, 2402, 2440, 2470, 2473, 2482, 2483, 2486, 2499, 2501, 2504, 2506, 2509, 2512, 2515, 2517, 2519, 2522, 2568, 2592, 2593, 2597, 2598, 2620, 2633, 2636, 2641, 2642, 2652, 2653, 2658, 2659, 2671, 2676, 2677, 2687, 2688, 2696, 2697, 2698, 2699, 2700, 2710, 2714, 2722, 2723, 2724, 2733, 2734, 2736, 2737, 2743, 2756, 2764, 2765, 2766, 2767, 2768, 2776, 2780, 2787, 2788, 2789, 2797, 2798, 2800, 2801, 2807, 2812, 2817, 2818, 2825, 2831, 2841, 2847, 2848, 2937, 2942, 2952, 2961, 2962, 2963, 2964, 2972, 2976, 2985, 2998, 2999, 3010, 3055, 3072, 3092, 3099, 3111, 3117, 3126, 3129, 3133, 3139, 3141, 3146, 3147, 3148, 3154, 3155, 3157, 3159, 3161, 3179, 3180, 3181, 3182, 3183, 3184, 3210, 3214, 3222, 3359, 3525, 3559, 3581, 3589, 3597, 3598, 3599, 3600, 3601, 3609, 3620, 3621, 3622, 3630, 3631, 3633, 3635, 3641, 3743, 3744, 3745, 3746, 3754, 3760, 3800, 3802, 3803, 3817, 3873, 3877, 3878, 3882, 3885, 3888, 3901, 3902, 3912, 3918, 3920, 3923, 3927, 3929, 3932, 3934, 3941, 3956, 3957, 3958, 3972, 3986, 4016, 4017, 4018, 4019, 4020, 4021, 4022, 4023, 4024, 4026, 4027, 4046, 4060, 4068, 4088, 4090, 4092, 4093, 4109, 4113, 4121, 4130, 4137, 4138, 4147, 4148, 4150, 4164, 4177, 4197, 4211, 4245, 4246, 4247, 4284, 4335, 4352, 4414, 4438, 4500, 4513, 4600, 4612, 4617, 4642, 4762, 4780, 4789, 4793, 4862, 4881, 4897, 4962, 5046, 5057, 5062, 5120, 5141, 5154, 5157, 5165, 5170, 5224, 5255, 5265, 5270, 5303, 5400, 5565, 5575, 5580, 5639, 5731, 5743, 5748, 5788, 5949, 5962, 5967, 6061, 6071, 6076, 6089, 6093, 6117, 6413, 6414, 6418, 6427, 6428, 6431, 6433, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6452, 6456, 6458, 6460, 6462, 6464],
│ │ │ │ │ +        "squar": [4, 20, 22, 34, 59, 102, 173, 184, 185, 188, 189, 203, 219, 227, 228, 231, 232, 241, 243, 418, 419, 423, 476, 477, 481, 534, 535, 539, 590, 591, 596, 646, 647, 651, 700, 701, 705, 759, 760, 766, 823, 824, 829, 857, 901, 902, 908, 981, 982, 988, 1066, 1067, 1072, 1123, 1124, 1128, 1197, 1198, 1202, 1237, 1238, 1242, 1422, 1505, 1528, 1561, 1567, 1654, 1755, 1850, 1927, 1929, 1982, 1988, 2025, 2027, 2054, 2056, 2077, 2080, 2122, 2127, 2190, 2196, 2218, 2239, 2250, 2377, 2396, 2397, 2402, 2440, 2470, 2473, 2482, 2483, 2486, 2499, 2501, 2504, 2506, 2509, 2512, 2515, 2517, 2519, 2522, 2568, 2592, 2593, 2597, 2598, 2620, 2633, 2636, 2641, 2642, 2652, 2653, 2658, 2659, 2671, 2676, 2677, 2687, 2688, 2696, 2697, 2698, 2699, 2700, 2710, 2714, 2722, 2723, 2724, 2733, 2734, 2736, 2737, 2743, 2756, 2764, 2765, 2766, 2767, 2768, 2776, 2780, 2787, 2788, 2789, 2797, 2798, 2800, 2801, 2807, 2812, 2817, 2818, 2825, 2831, 2841, 2847, 2848, 2937, 2942, 2952, 2961, 2962, 2963, 2964, 2972, 2976, 2985, 2998, 2999, 3010, 3055, 3072, 3092, 3099, 3111, 3117, 3126, 3129, 3133, 3139, 3141, 3146, 3147, 3148, 3154, 3155, 3157, 3159, 3161, 3179, 3180, 3181, 3182, 3183, 3184, 3210, 3214, 3222, 3359, 3525, 3559, 3581, 3589, 3597, 3598, 3599, 3600, 3601, 3609, 3620, 3621, 3622, 3630, 3631, 3633, 3635, 3641, 3743, 3744, 3745, 3746, 3754, 3760, 3800, 3802, 3803, 3817, 3873, 3877, 3878, 3882, 3885, 3888, 3901, 3902, 3912, 3918, 3920, 3923, 3927, 3929, 3932, 3934, 3941, 3956, 3957, 3958, 3972, 3986, 4016, 4017, 4018, 4019, 4020, 4021, 4022, 4023, 4024, 4026, 4027, 4046, 4060, 4068, 4088, 4090, 4092, 4093, 4109, 4113, 4121, 4130, 4137, 4138, 4147, 4148, 4150, 4164, 4177, 4197, 4211, 4245, 4246, 4247, 4284, 4335, 4352, 4414, 4438, 4500, 4513, 4600, 4612, 4617, 4642, 4762, 4780, 4789, 4793, 4862, 4881, 4897, 4962, 5046, 5057, 5062, 5120, 5141, 5154, 5157, 5165, 5170, 5224, 5255, 5265, 5270, 5303, 5400, 5565, 5575, 5580, 5639, 5731, 5743, 5748, 5788, 5949, 5962, 5967, 6061, 6071, 6076, 6089, 6093, 6117, 6413, 6414, 6418, 6427, 6428, 6431, 6433, 6434, 6437, 6439, 6441, 6446, 6450, 6451, 6452, 6456, 6458, 6460, 6462, 6464],
│ │ │ │ │          "squaret": 4,
│ │ │ │ │          "squeez": [212, 236, 260, 2224, 2226, 4264, 6423, 6440, 6451],
│ │ │ │ │          "squeezabl": [4809, 4956, 4958],
│ │ │ │ │          "srang": [3743, 3745],
│ │ │ │ │          "src": [26, 27, 33, 39, 207],
│ │ │ │ │          "srep": [4041, 4056],
│ │ │ │ │          "sresid": [3214, 3222],
│ │ │ │ │ @@ -67339,15 +67415,15 @@
│ │ │ │ │          "stamp": [243, 4683, 4687],
│ │ │ │ │          "stan": 247,
│ │ │ │ │          "stand": [179, 196, 248, 3646, 3668, 6356, 6359, 6383, 6464],
│ │ │ │ │          "stand_error": 2096,
│ │ │ │ │          "stand_mad": 6451,
│ │ │ │ │          "standalon": [562, 790, 853, 873, 1033, 1595, 3930, 3931, 6459, 6460],
│ │ │ │ │          "standar": [214, 2450],
│ │ │ │ │ -        "standard": [27, 30, 34, 59, 62, 63, 64, 65, 66, 102, 103, 104, 128, 131, 132, 133, 154, 175, 178, 181, 182, 185, 187, 188, 190, 191, 193, 196, 200, 203, 206, 207, 209, 210, 211, 212, 214, 216, 220, 222, 223, 224, 226, 229, 231, 232, 234, 237, 241, 246, 252, 254, 257, 258, 259, 265, 273, 274, 275, 282, 345, 346, 347, 403, 404, 427, 461, 462, 485, 519, 520, 543, 562, 576, 577, 583, 631, 632, 639, 655, 686, 687, 693, 708, 744, 745, 752, 762, 770, 790, 809, 810, 816, 853, 873, 888, 894, 912, 966, 967, 974, 984, 992, 1033, 1052, 1053, 1059, 1090, 1109, 1116, 1132, 1182, 1183, 1190, 1206, 1222, 1223, 1230, 1246, 1307, 1373, 1413, 1421, 1426, 1429, 1430, 1439, 1445, 1457, 1459, 1534, 1535, 1546, 1560, 1564, 1595, 1617, 1620, 1622, 1627, 1628, 1634, 1638, 1643, 1644, 1650, 1656, 1662, 1668, 1674, 1683, 1689, 1831, 1898, 1919, 1954, 1961, 2008, 2009, 2017, 2046, 2096, 2101, 2102, 2110, 2164, 2167, 2168, 2187, 2188, 2189, 2198, 2199, 2200, 2201, 2207, 2208, 2209, 2210, 2218, 2224, 2226, 2236, 2246, 2247, 2353, 2377, 2380, 2381, 2382, 2383, 2384, 2428, 2448, 2449, 2450, 2453, 2458, 2482, 2485, 2486, 2568, 2571, 2572, 2573, 2574, 2575, 2602, 2642, 2659, 2677, 2688, 2689, 2690, 2691, 2692, 2695, 2717, 2736, 2756, 2757, 2758, 2759, 2760, 2763, 2782, 2800, 2818, 2830, 2834, 2849, 2852, 2853, 2854, 2855, 2856, 2857, 2858, 2890, 2903, 2906, 2907, 2908, 2909, 2910, 2942, 2952, 2959, 2978, 2998, 3045, 3061, 3063, 3071, 3072, 3083, 3100, 3107, 3110, 3117, 3118, 3119, 3129, 3132, 3134, 3214, 3222, 3227, 3253, 3255, 3262, 3280, 3287, 3305, 3312, 3330, 3337, 3355, 3358, 3359, 3362, 3368, 3386, 3393, 3411, 3424, 3442, 3449, 3467, 3498, 3499, 3500, 3503, 3506, 3525, 3559, 3560, 3561, 3564, 3568, 3589, 3590, 3591, 3592, 3593, 3596, 3615, 3633, 3723, 3737, 3743, 3744, 3745, 3746, 3753, 3778, 3803, 3815, 3819, 3820, 3824, 3842, 3844, 3845, 3858, 3862, 3871, 3875, 3886, 3887, 3890, 3898, 3904, 3922, 3923, 3932, 3951, 3959, 3961, 3962, 3963, 3972, 3974, 3976, 3981, 3995, 3999, 4005, 4006, 4008, 4013, 4017, 4018, 4019, 4020, 4026, 4028, 4031, 4033, 4035, 4041, 4044, 4045, 4048, 4050, 4056, 4059, 4060, 4069, 4077, 4083, 4085, 4088, 4089, 4092, 4093, 4096, 4097, 4100, 4101, 4104, 4105, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4123, 4130, 4131, 4137, 4141, 4142, 4143, 4144, 4145, 4146, 4154, 4160, 4161, 4177, 4179, 4183, 4184, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197, 4206, 4207, 4208, 4218, 4220, 4221, 4222, 4223, 4224, 4225, 4226, 4228, 4229, 4230, 4248, 4266, 4284, 4292, 4296, 4304, 4305, 4309, 4314, 4322, 4323, 4324, 4336, 4352, 4361, 4375, 4383, 4384, 4388, 4393, 4401, 4402, 4403, 4415, 4438, 4448, 4452, 4460, 4461, 4462, 4470, 4474, 4479, 4487, 4488, 4489, 4501, 4553, 4572, 4573, 4590, 4603, 4611, 4617, 4618, 4619, 4634, 4647, 4657, 4661, 4664, 4762, 4766, 4767, 4788, 4793, 4794, 4795, 4809, 4880, 4967, 5003, 5019, 5021, 5039, 5050, 5056, 5062, 5063, 5064, 5070, 5083, 5109, 5120, 5123, 5124, 5126, 5128, 5136, 5143, 5144, 5147, 5158, 5164, 5170, 5171, 5172, 5214, 5224, 5230, 5231, 5248, 5258, 5264, 5270, 5271, 5272, 5281, 5335, 5343, 5348, 5378, 5432, 5440, 5447, 5475, 5485, 5524, 5540, 5541, 5558, 5568, 5574, 5580, 5581, 5582, 5592, 5595, 5639, 5684, 5703, 5704, 5721, 5734, 5742, 5748, 5749, 5750, 5761, 5821, 5829, 5836, 5904, 5921, 5922, 5941, 5953, 5961, 5967, 5968, 5969, 6020, 6036, 6037, 6054, 6064, 6070, 6076, 6077, 6078, 6084, 6090, 6099, 6128, 6131, 6132, 6142, 6143, 6183, 6200, 6210, 6227, 6228, 6233, 6234, 6241, 6242, 6283, 6300, 6310, 6327, 6331, 6332, 6367, 6392, 6398, 6399, 6413, 6415, 6417, 6418, 6422, 6424, 6430, 6431, 6434, 6437, 6439, 6446, 6450, 6451, 6452, 6453, 6458, 6459, 6461, 6464],
│ │ │ │ │ +        "standard": [27, 30, 34, 59, 62, 63, 64, 65, 66, 102, 103, 104, 128, 131, 132, 133, 154, 175, 178, 181, 182, 185, 187, 188, 190, 191, 193, 196, 200, 203, 206, 207, 209, 210, 211, 212, 214, 216, 220, 222, 223, 224, 226, 227, 229, 231, 232, 234, 237, 241, 246, 252, 254, 257, 258, 259, 265, 273, 274, 275, 282, 345, 346, 347, 403, 404, 427, 461, 462, 485, 519, 520, 543, 562, 576, 577, 583, 631, 632, 639, 655, 686, 687, 693, 708, 744, 745, 752, 762, 770, 790, 809, 810, 816, 853, 873, 888, 894, 912, 966, 967, 974, 984, 992, 1033, 1052, 1053, 1059, 1090, 1109, 1116, 1132, 1182, 1183, 1190, 1206, 1222, 1223, 1230, 1246, 1307, 1373, 1413, 1421, 1426, 1429, 1430, 1439, 1445, 1457, 1459, 1534, 1535, 1546, 1560, 1564, 1595, 1617, 1620, 1622, 1627, 1628, 1634, 1638, 1643, 1644, 1650, 1656, 1662, 1668, 1674, 1683, 1689, 1831, 1898, 1919, 1954, 1961, 2008, 2009, 2017, 2046, 2096, 2101, 2102, 2110, 2164, 2167, 2168, 2187, 2188, 2189, 2198, 2199, 2200, 2201, 2207, 2208, 2209, 2210, 2218, 2224, 2226, 2236, 2246, 2247, 2353, 2377, 2380, 2381, 2382, 2383, 2384, 2428, 2448, 2449, 2450, 2453, 2458, 2482, 2485, 2486, 2568, 2571, 2572, 2573, 2574, 2575, 2602, 2642, 2659, 2677, 2688, 2689, 2690, 2691, 2692, 2695, 2717, 2736, 2756, 2757, 2758, 2759, 2760, 2763, 2782, 2800, 2818, 2830, 2834, 2849, 2852, 2853, 2854, 2855, 2856, 2857, 2858, 2890, 2903, 2906, 2907, 2908, 2909, 2910, 2942, 2952, 2959, 2978, 2998, 3045, 3061, 3063, 3071, 3072, 3083, 3100, 3107, 3110, 3117, 3118, 3119, 3129, 3132, 3134, 3214, 3222, 3227, 3253, 3255, 3262, 3280, 3287, 3305, 3312, 3330, 3337, 3355, 3358, 3359, 3362, 3368, 3386, 3393, 3411, 3424, 3442, 3449, 3467, 3498, 3499, 3500, 3503, 3506, 3525, 3559, 3560, 3561, 3564, 3568, 3589, 3590, 3591, 3592, 3593, 3596, 3615, 3633, 3723, 3737, 3743, 3744, 3745, 3746, 3753, 3778, 3803, 3815, 3819, 3820, 3824, 3842, 3844, 3845, 3858, 3862, 3871, 3875, 3886, 3887, 3890, 3898, 3904, 3922, 3923, 3932, 3951, 3959, 3961, 3962, 3963, 3972, 3974, 3976, 3981, 3995, 3999, 4005, 4006, 4008, 4013, 4017, 4018, 4019, 4020, 4026, 4028, 4031, 4033, 4035, 4041, 4044, 4045, 4048, 4050, 4056, 4059, 4060, 4069, 4077, 4083, 4085, 4088, 4089, 4092, 4093, 4096, 4097, 4100, 4101, 4104, 4105, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4123, 4130, 4131, 4137, 4141, 4142, 4143, 4144, 4145, 4146, 4154, 4160, 4161, 4177, 4179, 4183, 4184, 4190, 4191, 4192, 4193, 4194, 4195, 4196, 4197, 4206, 4207, 4208, 4218, 4220, 4221, 4222, 4223, 4224, 4225, 4226, 4228, 4229, 4230, 4248, 4266, 4284, 4292, 4296, 4304, 4305, 4309, 4314, 4322, 4323, 4324, 4336, 4352, 4361, 4375, 4383, 4384, 4388, 4393, 4401, 4402, 4403, 4415, 4438, 4448, 4452, 4460, 4461, 4462, 4470, 4474, 4479, 4487, 4488, 4489, 4501, 4553, 4572, 4573, 4590, 4603, 4611, 4617, 4618, 4619, 4634, 4647, 4657, 4661, 4664, 4762, 4766, 4767, 4788, 4793, 4794, 4795, 4809, 4880, 4967, 5003, 5019, 5021, 5039, 5050, 5056, 5062, 5063, 5064, 5070, 5083, 5109, 5120, 5123, 5124, 5126, 5128, 5136, 5143, 5144, 5147, 5158, 5164, 5170, 5171, 5172, 5214, 5224, 5230, 5231, 5248, 5258, 5264, 5270, 5271, 5272, 5281, 5335, 5343, 5348, 5378, 5432, 5440, 5447, 5475, 5485, 5524, 5540, 5541, 5558, 5568, 5574, 5580, 5581, 5582, 5592, 5595, 5639, 5684, 5703, 5704, 5721, 5734, 5742, 5748, 5749, 5750, 5761, 5821, 5829, 5836, 5904, 5921, 5922, 5941, 5953, 5961, 5967, 5968, 5969, 6020, 6036, 6037, 6054, 6064, 6070, 6076, 6077, 6078, 6084, 6090, 6099, 6128, 6131, 6132, 6142, 6143, 6183, 6200, 6210, 6227, 6228, 6233, 6234, 6241, 6242, 6283, 6300, 6310, 6327, 6331, 6332, 6367, 6392, 6398, 6399, 6413, 6415, 6417, 6418, 6422, 6424, 6430, 6431, 6434, 6437, 6439, 6446, 6450, 6451, 6452, 6453, 6458, 6459, 6461, 6464],
│ │ │ │ │          "standard_error": [1421, 1439],
│ │ │ │ │          "standard_norm": [186, 197, 246, 257, 1468, 1475, 1481, 2228, 3778, 4264, 4634, 4647],
│ │ │ │ │          "standard_resid": [211, 212, 226, 234, 4044, 4059, 4083],
│ │ │ │ │          "standardized_forecast_error": 5475,
│ │ │ │ │          "standardized_resid": [3803, 3845],
│ │ │ │ │          "standardizetransform": 6451,
│ │ │ │ │          "stanford": [19, 30, 198, 212, 2835],
│ │ │ │ │ @@ -67401,15 +67477,15 @@
│ │ │ │ │          "statewid": [34, 2217, 2219, 2221],
│ │ │ │ │          "static": [190, 4752, 4968, 5361],
│ │ │ │ │          "station": 6414,
│ │ │ │ │          "stationar": [189, 191, 4508, 4560, 4561, 4968, 5012, 5639, 5691, 5692, 5977, 5978, 5981, 5982, 5985, 6086, 6096, 6104, 6439, 6441, 6453],
│ │ │ │ │          "stationari": [191, 237, 241, 244, 249, 254, 260, 263, 2890, 3029, 3763, 3766, 3783, 4532, 4625, 4627, 4638, 4646, 4987, 5010, 5091, 5197, 5311, 5314, 5408, 5411, 5508, 5616, 5626, 5629, 5639, 5663, 5797, 5800, 5867, 5887, 5977, 5978, 5981, 5982, 6004, 6027, 6087, 6096, 6101, 6104, 6112, 6113, 6434, 6437, 6451, 6454, 6458, 6464],
│ │ │ │ │          "stationarity_detrending_adf_kpss": 6440,
│ │ │ │ │          "stationary_cov": [252, 5309, 5313, 5406, 5410, 5624, 5628, 5795, 5799],
│ │ │ │ │ -        "statist": [0, 4, 5, 7, 14, 18, 22, 23, 29, 31, 32, 34, 59, 71, 73, 81, 85, 87, 89, 90, 106, 113, 116, 118, 120, 121, 122, 144, 173, 175, 178, 179, 182, 184, 186, 187, 188, 191, 193, 194, 196, 203, 210, 212, 214, 219, 222, 223, 226, 230, 231, 232, 234, 236, 248, 250, 252, 254, 256, 259, 260, 265, 266, 267, 273, 277, 284, 287, 289, 291, 292, 345, 349, 356, 359, 361, 363, 364, 379, 397, 406, 412, 418, 419, 425, 430, 434, 436, 438, 439, 455, 464, 470, 476, 477, 483, 488, 492, 494, 496, 497, 513, 522, 528, 534, 535, 541, 546, 550, 552, 554, 555, 571, 579, 584, 590, 591, 598, 603, 607, 609, 611, 612, 626, 634, 640, 646, 647, 653, 658, 662, 664, 666, 667, 689, 694, 700, 701, 707, 711, 715, 717, 719, 720, 737, 747, 753, 759, 760, 768, 773, 777, 779, 781, 782, 802, 812, 817, 823, 824, 831, 837, 841, 843, 845, 846, 864, 882, 890, 901, 902, 910, 915, 919, 921, 923, 924, 939, 959, 969, 975, 981, 982, 990, 995, 999, 1001, 1003, 1004, 1023, 1045, 1055, 1060, 1066, 1067, 1074, 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│ │ │ │ │ +        "statist": [0, 4, 5, 7, 14, 18, 22, 23, 29, 31, 32, 34, 59, 71, 73, 81, 85, 87, 89, 90, 106, 113, 116, 118, 120, 121, 122, 144, 173, 175, 178, 179, 182, 184, 186, 187, 188, 191, 193, 194, 196, 203, 210, 212, 214, 219, 222, 223, 226, 227, 230, 231, 232, 234, 236, 248, 250, 252, 254, 256, 259, 260, 265, 266, 267, 273, 277, 284, 287, 289, 291, 292, 345, 349, 356, 359, 361, 363, 364, 379, 397, 406, 412, 418, 419, 425, 430, 434, 436, 438, 439, 455, 464, 470, 476, 477, 483, 488, 492, 494, 496, 497, 513, 522, 528, 534, 535, 541, 546, 550, 552, 554, 555, 571, 579, 584, 590, 591, 598, 603, 607, 609, 611, 612, 626, 634, 640, 646, 647, 653, 658, 662, 664, 666, 667, 689, 694, 700, 701, 707, 711, 715, 717, 719, 720, 737, 747, 753, 759, 760, 768, 773, 777, 779, 781, 782, 802, 812, 817, 823, 824, 831, 837, 841, 843, 845, 846, 864, 882, 890, 901, 902, 910, 915, 919, 921, 923, 924, 939, 959, 969, 975, 981, 982, 990, 995, 999, 1001, 1003, 1004, 1023, 1045, 1055, 1060, 1066, 1067, 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│ │ │ │ │          "statistica": [6096, 6427],
│ │ │ │ │          "statistician": [193, 1627, 1643, 2189, 3964, 4001, 4137, 4252, 4253, 4254, 6424, 6450],
│ │ │ │ │          "statitist": [196, 379, 397, 455, 513, 626, 737, 939, 959, 1023, 1103, 1159, 1176, 1521, 1940, 1970, 2038, 2067, 2091, 2111],
│ │ │ │ │          "statmath": 19,
│ │ │ │ │          "statmethod": 4126,
│ │ │ │ │          "stats191": 212,
│ │ │ │ │          "statsmodel": [1, 3, 4, 5, 34, 39, 40, 175, 176, 177, 178, 179, 180, 182, 183, 184, 185, 186, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 210, 211, 212, 213, 214, 215, 216, 217, 218, 221, 222, 223, 225, 226, 227, 228, 229, 230, 231, 232, 233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 244, 245, 246, 247, 248, 249, 250, 251, 253, 254, 255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 267, 268, 6413, 6414, 6415, 6417, 6418, 6420, 6421, 6422, 6423, 6424, 6425, 6427, 6428, 6429, 6430, 6431, 6433, 6434, 6437, 6439, 6440, 6441, 6442, 6443, 6444, 6446, 6447, 6448, 6449, 6450, 6451, 6452, 6453, 6454, 6455, 6457, 6458, 6459, 6460, 6461, 6462, 6464],
│ │ │ │ │ @@ -67417,15 +67493,15 @@
│ │ │ │ │          "stattool": [3, 178, 182, 254, 263, 3117, 3118, 3765, 3901, 4336, 4415, 4501, 4617, 4618, 4794, 5062, 5063, 5170, 5171, 5270, 5271, 5580, 5581, 5748, 5749, 5967, 5968, 6076, 6077, 6434, 6439, 6441, 6446, 6450, 6451, 6462],
│ │ │ │ │          "statu": [1, 9, 34, 41, 73, 86, 117, 174, 185, 218, 219, 232, 241, 288, 360, 412, 430, 435, 470, 488, 493, 528, 546, 551, 584, 603, 608, 640, 658, 663, 694, 711, 716, 753, 773, 778, 817, 837, 842, 915, 920, 975, 995, 1000, 1060, 1080, 1085, 1117, 1135, 1140, 1191, 1209, 1214, 1231, 1249, 1254, 1279, 1402, 1415, 1448, 1459, 1497, 1503, 1527, 1529, 1546, 1578, 1582, 2012, 2110, 2138, 2142, 2182, 2199, 2200, 2201, 2353, 2391, 2410, 2448, 2450, 2547, 2587, 2608, 2741, 2805, 2882, 2919, 2932, 3003, 3116, 3244, 3520, 3584, 3639, 3802, 3959, 3960, 3961, 4017, 4041, 4045, 4056, 4120, 4134, 4135, 4136, 4334, 4413, 4499, 4616, 4792, 5061, 5169, 5269, 5579, 5747, 5966, 6075, 6429, 6434, 6450, 6459],
│ │ │ │ │          "statug": [229, 1462, 1622, 1638],
│ │ │ │ │          "statug_glimmix_sect016": 229,
│ │ │ │ │          "statug_intromix_a0000000215": [1622, 1638],
│ │ │ │ │          "statug_lifetest_details03": 1462,
│ │ │ │ │          "statweb": 2835,
│ │ │ │ │ -        "std": [34, 62, 85, 86, 116, 117, 131, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 216, 217, 219, 220, 222, 226, 228, 229, 231, 232, 233, 234, 237, 238, 241, 243, 244, 246, 250, 252, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2189, 2198, 2208, 2235, 2380, 2409, 2410, 2487, 2488, 2495, 2571, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2852, 2882, 2906, 2931, 2932, 3002, 3003, 3115, 3116, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 3890, 3893, 3896, 3898, 3962, 3972, 3999, 4005, 4006, 4007, 4008, 4177, 4197, 4207, 4224, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6413, 6414, 6418, 6425, 6431, 6441, 6452, 6458, 6464],
│ │ │ │ │ +        "std": [34, 62, 85, 86, 116, 117, 131, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 216, 217, 219, 220, 222, 226, 227, 228, 229, 231, 232, 233, 234, 237, 238, 241, 243, 244, 246, 250, 252, 256, 257, 259, 261, 264, 265, 267, 268, 287, 288, 359, 360, 434, 435, 492, 493, 550, 551, 607, 608, 662, 663, 715, 716, 777, 778, 841, 842, 919, 920, 999, 1000, 1084, 1085, 1139, 1140, 1213, 1214, 1253, 1254, 1447, 1448, 1581, 1582, 2011, 2012, 2141, 2142, 2181, 2182, 2189, 2198, 2208, 2235, 2380, 2409, 2410, 2487, 2488, 2495, 2571, 2607, 2608, 2671, 2740, 2741, 2804, 2805, 2852, 2882, 2906, 2931, 2932, 3002, 3003, 3115, 3116, 3243, 3244, 3519, 3520, 3583, 3584, 3638, 3639, 3890, 3893, 3896, 3898, 3962, 3972, 3999, 4005, 4006, 4007, 4008, 4177, 4197, 4207, 4224, 4333, 4334, 4412, 4413, 4498, 4499, 4615, 4616, 4791, 4792, 5060, 5061, 5168, 5169, 5268, 5269, 5578, 5579, 5746, 5747, 5965, 5966, 6074, 6075, 6413, 6414, 6418, 6425, 6431, 6441, 6452, 6458, 6464],
│ │ │ │ │          "std_": 3887,
│ │ │ │ │          "std_alt": [4123, 4142, 4143, 4144, 4145, 4146, 6446],
│ │ │ │ │          "std_altern": [4110, 4111, 6446],
│ │ │ │ │          "std_diff": [4221, 4223],
│ │ │ │ │          "std_emp": 241,
│ │ │ │ │          "std_err": [3890, 3893, 3896, 3898],
│ │ │ │ │          "std_incom": 241,
│ │ │ │ │ @@ -67624,15 +67700,15 @@
│ │ │ │ │          "summary_text": 4296,
│ │ │ │ │          "summary_upd": 5608,
│ │ │ │ │          "summaryt": 1951,
│ │ │ │ │          "summat": [1356, 1803, 3743, 3744, 3745, 3746],
│ │ │ │ │          "summer": [0, 221, 6433, 6454],
│ │ │ │ │          "sumsquar": 4197,
│ │ │ │ │          "sumtab": 3712,
│ │ │ │ │ -        "sun": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 265, 267, 268, 2194, 2195, 6413, 6414, 6418, 6431, 6441, 6464],
│ │ │ │ │ +        "sun": [2194, 2195],
│ │ │ │ │          "sunact": [33, 236, 254, 260, 262, 3901, 4278, 4342],
│ │ │ │ │          "sunactivity_diff": 254,
│ │ │ │ │          "sunspot": [34, 189, 254, 262, 2224, 2226, 2829, 2830, 3901, 4278, 4342, 4508, 4703, 4714, 4721, 6451, 6462],
│ │ │ │ │          "sunspots_monthli": 33,
│ │ │ │ │          "sunspots_yearli": 33,
│ │ │ │ │          "sup": [2196, 2835],
│ │ │ │ │          "sup_b": 3904,
│ │ │ │ │ @@ -67697,15 +67773,15 @@
│ │ │ │ │          "synerg": 2189,
│ │ │ │ │          "syntax": [222, 248, 5608, 5609, 5610, 5867, 6434, 6451],
│ │ │ │ │          "syntaxerror": 6451,
│ │ │ │ │          "syntaxwarn": [225, 234],
│ │ │ │ │          "sysreg": 6433,
│ │ │ │ │          "system": [28, 173, 174, 175, 179, 187, 188, 195, 203, 252, 1656, 1662, 1668, 1674, 1683, 1689, 3755, 3759, 3760, 3881, 4265, 4897, 5286, 5292, 5308, 5383, 5389, 5405, 5483, 5618, 5623, 5771, 5777, 5794, 6092, 6199, 6233, 6299, 6331, 6398, 6419, 6421, 6433],
│ │ │ │ │          "szeke": [3924, 3925, 3926, 3927, 3928],
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│ │ │ │ │          "t1": [4131, 4136, 4193, 4196, 4214, 4219, 4226, 4227, 4230],
│ │ │ │ │          "t2": [3990, 3991, 4131, 4193, 4196, 4214, 4219, 4226, 4227, 4230],
│ │ │ │ │          "t22": 4,
│ │ │ │ │          "t_": [4, 252],
│ │ │ │ │          "t_k": 5478,
│ │ │ │ │          "t_max": 239,
│ │ │ │ │          "t_model": 6450,
│ │ │ │ │ @@ -67988,15 +68064,15 @@
│ │ │ │ │          "tidyvert": 221,
│ │ │ │ │          "tight": [198, 215, 2190, 6446],
│ │ │ │ │          "tight_layout": [211, 213, 216, 217, 221, 232, 239, 240, 248, 250, 252, 258, 2189, 4956, 6451],
│ │ │ │ │          "tighten": 6434,
│ │ │ │ │          "tild": [240, 249, 251, 258, 263, 3107, 3117, 4617, 4793, 4820, 4823, 4828, 5062, 5170, 5270, 5484, 5580, 5639, 5748, 5867, 5967, 6076, 6089, 6367],
│ │ │ │ │          "tile": 2210,
│ │ │ │ │          "tim": [4692, 6436, 6437, 6439],
│ │ │ │ │ -        "time": [0, 3, 4, 6, 12, 13, 17, 20, 24, 29, 30, 34, 36, 40, 46, 81, 94, 102, 113, 173, 174, 178, 179, 182, 183, 185, 186, 187, 188, 190, 191, 193, 196, 198, 199, 201, 202, 203, 205, 206, 207, 208, 209, 210, 211, 212, 217, 220, 221, 222, 224, 226, 228, 229, 231, 232, 233, 234, 237, 238, 240, 241, 242, 243, 244, 245, 246, 248, 249, 251, 252, 253, 254, 255, 257, 259, 261, 265, 267, 268, 284, 310, 324, 336, 356, 370, 387, 425, 445, 483, 503, 541, 561, 594, 598, 618, 653, 673, 707, 721, 726, 768, 783, 789, 827, 831, 847, 852, 872, 906, 910, 925, 930, 942, 948, 990, 1005, 1011, 1027, 1032, 1070, 1074, 1095, 1130, 1150, 1167, 1204, 1244, 1307, 1380, 1402, 1403, 1405, 1406, 1407, 1408, 1409, 1410, 1415, 1416, 1421, 1425, 1433, 1439, 1441, 1453, 1459, 1462, 1464, 1485, 1494, 1496, 1497, 1521, 1569, 1627, 1643, 1654, 1656, 1662, 1668, 1674, 1683, 1689, 1919, 1930, 1940, 1946, 1970, 1985, 1991, 2017, 2028, 2038, 2044, 2045, 2046, 2057, 2067, 2073, 2074, 2075, 2091, 2111, 2129, 2178, 2191, 2223, 2224, 2225, 2226, 2238, 2302, 2321, 2339, 2358, 2404, 2419, 2461, 2468, 2498, 2546, 2566, 2600, 2709, 2717, 2730, 2782, 2794, 2829, 2876, 2887, 2888, 2889, 2890, 2891, 2912, 2927, 2978, 2992, 3010, 3011, 3021, 3033, 3045, 3058, 3059, 3071, 3072, 3074, 3077, 3078, 3079, 3080, 3082, 3083, 3096, 3098, 3099, 3100, 3102, 3104, 3105, 3110, 3117, 3119, 3153, 3237, 3358, 3359, 3516, 3551, 3578, 3615, 3627, 3660, 3684, 3705, 3727, 3732, 3766, 3774, 3775, 3777, 3778, 3796, 3797, 3798, 3799, 3883, 3884, 3889, 3901, 3902, 3909, 3917, 3922, 3959, 3982, 4006, 4008, 4100, 4101, 4104, 4105, 4112, 4114, 4137, 4138, 4139, 4140, 4147, 4148, 4149, 4150, 4169, 4174, 4175, 4259, 4278, 4299, 4300, 4322, 4326, 4342, 4343, 4354, 4378, 4379, 4401, 4405, 4429, 4441, 4455, 4456, 4487, 4491, 4507, 4508, 4509, 4519, 4539, 4553, 4566, 4567, 4581, 4584, 4585, 4586, 4587, 4589, 4590, 4601, 4603, 4604, 4606, 4611, 4617, 4619, 4625, 4627, 4631, 4633, 4634, 4646, 4647, 4651, 4671, 4677, 4683, 4687, 4690, 4692, 4703, 4721, 4723, 4726, 4728, 4732, 4734, 4785, 4788, 4793, 4795, 4801, 4802, 4803, 4806, 4807, 4808, 4809, 4811, 4812, 4813, 4818, 4820, 4823, 4828, 4836, 4849, 4880, 4884, 4897, 4898, 4909, 4916, 4923, 4934, 4941, 4956, 4958, 4961, 4962, 4968, 4969, 4979, 4991, 5003, 5016, 5017, 5029, 5031, 5033, 5034, 5035, 5036, 5038, 5039, 5047, 5050, 5051, 5053, 5056, 5062, 5064, 5070, 5071, 5083, 5097, 5109, 5123, 5124, 5136, 5138, 5140, 5142, 5143, 5144, 5146, 5147, 5155, 5158, 5159, 5161, 5164, 5170, 5172, 5178, 5179, 5189, 5202, 5214, 5227, 5228, 5239, 5242, 5243, 5244, 5245, 5247, 5248, 5256, 5258, 5259, 5261, 5264, 5270, 5272, 5278, 5280, 5284, 5285, 5286, 5288, 5292, 5293, 5304, 5308, 5311, 5321, 5338, 5339, 5340, 5342, 5345, 5346, 5348, 5354, 5355, 5356, 5357, 5358, 5360, 5361, 5369, 5381, 5382, 5383, 5385, 5389, 5390, 5401, 5405, 5408, 5418, 5435, 5436, 5437, 5439, 5442, 5443, 5444, 5447, 5454, 5468, 5469, 5470, 5471, 5472, 5474, 5475, 5476, 5478, 5479, 5483, 5484, 5489, 5490, 5500, 5512, 5524, 5537, 5538, 5549, 5552, 5553, 5554, 5555, 5557, 5558, 5566, 5568, 5569, 5571, 5574, 5580, 5582, 5597, 5600, 5606, 5614, 5616, 5617, 5618, 5619, 5623, 5626, 5630, 5631, 5632, 5634, 5635, 5636, 5637, 5638, 5639, 5640, 5650, 5670, 5684, 5697, 5698, 5712, 5715, 5716, 5717, 5718, 5720, 5721, 5732, 5734, 5735, 5737, 5742, 5748, 5750, 5761, 5769, 5770, 5771, 5773, 5777, 5778, 5789, 5794, 5797, 5807, 5824, 5825, 5826, 5828, 5831, 5832, 5833, 5836, 5846, 5860, 5861, 5862, 5863, 5864, 5866, 5867, 5868, 5878, 5891, 5903, 5904, 5917, 5918, 5919, 5930, 5931, 5934, 5935, 5936, 5937, 5938, 5940, 5941, 5943, 5950, 5953, 5954, 5956, 5957, 5960, 5961, 5967, 5969, 5970, 5976, 5983, 5984, 5985, 5986, 5996, 6008, 6020, 6033, 6034, 6045, 6048, 6049, 6050, 6051, 6053, 6054, 6062, 6064, 6065, 6067, 6070, 6076, 6078, 6084, 6085, 6086, 6087, 6088, 6089, 6090, 6091, 6092, 6093, 6094, 6095, 6097, 6098, 6099, 6100, 6101, 6102, 6103, 6104, 6105, 6145, 6209, 6233, 6234, 6236, 6247, 6309, 6331, 6332, 6334, 6339, 6341, 6356, 6359, 6367, 6381, 6383, 6392, 6398, 6399, 6401, 6408, 6413, 6414, 6418, 6419, 6425, 6428, 6430, 6431, 6433, 6440, 6442, 6443, 6444, 6446, 6447, 6448, 6449, 6450, 6451, 6455, 6464],
│ │ │ │ │ +        "time": [0, 3, 4, 6, 12, 13, 17, 20, 24, 29, 30, 34, 36, 40, 46, 81, 94, 102, 113, 173, 174, 178, 179, 182, 183, 185, 186, 187, 188, 190, 191, 193, 196, 198, 199, 201, 202, 203, 205, 206, 207, 208, 209, 210, 211, 212, 217, 220, 221, 222, 224, 226, 227, 228, 229, 231, 232, 233, 234, 237, 238, 240, 241, 242, 243, 244, 245, 246, 248, 249, 251, 252, 253, 254, 255, 257, 259, 261, 265, 267, 268, 284, 310, 324, 336, 356, 370, 387, 425, 445, 483, 503, 541, 561, 594, 598, 618, 653, 673, 707, 721, 726, 768, 783, 789, 827, 831, 847, 852, 872, 906, 910, 925, 930, 942, 948, 990, 1005, 1011, 1027, 1032, 1070, 1074, 1095, 1130, 1150, 1167, 1204, 1244, 1307, 1380, 1402, 1403, 1405, 1406, 1407, 1408, 1409, 1410, 1415, 1416, 1421, 1425, 1433, 1439, 1441, 1453, 1459, 1462, 1464, 1485, 1494, 1496, 1497, 1521, 1569, 1627, 1643, 1654, 1656, 1662, 1668, 1674, 1683, 1689, 1919, 1930, 1940, 1946, 1970, 1985, 1991, 2017, 2028, 2038, 2044, 2045, 2046, 2057, 2067, 2073, 2074, 2075, 2091, 2111, 2129, 2178, 2191, 2223, 2224, 2225, 2226, 2238, 2302, 2321, 2339, 2358, 2404, 2419, 2461, 2468, 2498, 2546, 2566, 2600, 2709, 2717, 2730, 2782, 2794, 2829, 2876, 2887, 2888, 2889, 2890, 2891, 2912, 2927, 2978, 2992, 3010, 3011, 3021, 3033, 3045, 3058, 3059, 3071, 3072, 3074, 3077, 3078, 3079, 3080, 3082, 3083, 3096, 3098, 3099, 3100, 3102, 3104, 3105, 3110, 3117, 3119, 3153, 3237, 3358, 3359, 3516, 3551, 3578, 3615, 3627, 3660, 3684, 3705, 3727, 3732, 3766, 3774, 3775, 3777, 3778, 3796, 3797, 3798, 3799, 3883, 3884, 3889, 3901, 3902, 3909, 3917, 3922, 3959, 3982, 4006, 4008, 4100, 4101, 4104, 4105, 4112, 4114, 4137, 4138, 4139, 4140, 4147, 4148, 4149, 4150, 4169, 4174, 4175, 4259, 4278, 4299, 4300, 4322, 4326, 4342, 4343, 4354, 4378, 4379, 4401, 4405, 4429, 4441, 4455, 4456, 4487, 4491, 4507, 4508, 4509, 4519, 4539, 4553, 4566, 4567, 4581, 4584, 4585, 4586, 4587, 4589, 4590, 4601, 4603, 4604, 4606, 4611, 4617, 4619, 4625, 4627, 4631, 4633, 4634, 4646, 4647, 4651, 4671, 4677, 4683, 4687, 4690, 4692, 4703, 4721, 4723, 4726, 4728, 4732, 4734, 4785, 4788, 4793, 4795, 4801, 4802, 4803, 4806, 4807, 4808, 4809, 4811, 4812, 4813, 4818, 4820, 4823, 4828, 4836, 4849, 4880, 4884, 4897, 4898, 4909, 4916, 4923, 4934, 4941, 4956, 4958, 4961, 4962, 4968, 4969, 4979, 4991, 5003, 5016, 5017, 5029, 5031, 5033, 5034, 5035, 5036, 5038, 5039, 5047, 5050, 5051, 5053, 5056, 5062, 5064, 5070, 5071, 5083, 5097, 5109, 5123, 5124, 5136, 5138, 5140, 5142, 5143, 5144, 5146, 5147, 5155, 5158, 5159, 5161, 5164, 5170, 5172, 5178, 5179, 5189, 5202, 5214, 5227, 5228, 5239, 5242, 5243, 5244, 5245, 5247, 5248, 5256, 5258, 5259, 5261, 5264, 5270, 5272, 5278, 5280, 5284, 5285, 5286, 5288, 5292, 5293, 5304, 5308, 5311, 5321, 5338, 5339, 5340, 5342, 5345, 5346, 5348, 5354, 5355, 5356, 5357, 5358, 5360, 5361, 5369, 5381, 5382, 5383, 5385, 5389, 5390, 5401, 5405, 5408, 5418, 5435, 5436, 5437, 5439, 5442, 5443, 5444, 5447, 5454, 5468, 5469, 5470, 5471, 5472, 5474, 5475, 5476, 5478, 5479, 5483, 5484, 5489, 5490, 5500, 5512, 5524, 5537, 5538, 5549, 5552, 5553, 5554, 5555, 5557, 5558, 5566, 5568, 5569, 5571, 5574, 5580, 5582, 5597, 5600, 5606, 5614, 5616, 5617, 5618, 5619, 5623, 5626, 5630, 5631, 5632, 5634, 5635, 5636, 5637, 5638, 5639, 5640, 5650, 5670, 5684, 5697, 5698, 5712, 5715, 5716, 5717, 5718, 5720, 5721, 5732, 5734, 5735, 5737, 5742, 5748, 5750, 5761, 5769, 5770, 5771, 5773, 5777, 5778, 5789, 5794, 5797, 5807, 5824, 5825, 5826, 5828, 5831, 5832, 5833, 5836, 5846, 5860, 5861, 5862, 5863, 5864, 5866, 5867, 5868, 5878, 5891, 5903, 5904, 5917, 5918, 5919, 5930, 5931, 5934, 5935, 5936, 5937, 5938, 5940, 5941, 5943, 5950, 5953, 5954, 5956, 5957, 5960, 5961, 5967, 5969, 5970, 5976, 5983, 5984, 5985, 5986, 5996, 6008, 6020, 6033, 6034, 6045, 6048, 6049, 6050, 6051, 6053, 6054, 6062, 6064, 6065, 6067, 6070, 6076, 6078, 6084, 6085, 6086, 6087, 6088, 6089, 6090, 6091, 6092, 6093, 6094, 6095, 6097, 6098, 6099, 6100, 6101, 6102, 6103, 6104, 6105, 6145, 6209, 6233, 6234, 6236, 6247, 6309, 6331, 6332, 6334, 6339, 6341, 6356, 6359, 6367, 6381, 6383, 6392, 6398, 6399, 6401, 6408, 6413, 6414, 6418, 6419, 6425, 6428, 6430, 6431, 6433, 6440, 6442, 6443, 6444, 6446, 6447, 6448, 6449, 6450, 6451, 6455, 6464],
│ │ │ │ │          "time_": 250,
│ │ │ │ │          "time_invari": [5278, 5284, 5381, 5475, 5614, 5769],
│ │ │ │ │          "time_rang": 251,
│ │ │ │ │          "time_varying_regress": 5639,
│ │ │ │ │          "timedelta": [221, 4671, 4677, 4683],
│ │ │ │ │          "timefram": 251,
│ │ │ │ │          "timeit": [235, 237, 243, 252, 257],
│ │ │ │ │ @@ -68225,15 +68301,15 @@
│ │ │ │ │          "ttest_1sampl": 3917,
│ │ │ │ │          "ttest_ind": 6434,
│ │ │ │ │          "ttest_mean": 4197,
│ │ │ │ │          "ttestindpow": 6450,
│ │ │ │ │          "ttestpow": 6450,
│ │ │ │ │          "ttme": 24,
│ │ │ │ │          "tuce": [28, 183, 199, 206, 6431],
│ │ │ │ │ -        "tue": 5070,
│ │ │ │ │ +        "tue": [34, 183, 188, 193, 196, 197, 198, 199, 201, 203, 206, 207, 208, 209, 210, 211, 217, 222, 226, 227, 228, 229, 231, 232, 233, 234, 238, 243, 246, 250, 257, 259, 261, 265, 267, 268, 5070, 6413, 6414, 6418, 6431, 6441, 6464],
│ │ │ │ │          "tukei": [2187, 3204, 3205, 3206, 3207, 3208, 3715, 3716, 3718, 3723, 3724, 3731, 3932, 6434, 6438, 6439, 6446, 6450, 6454, 6456],
│ │ │ │ │          "tukeybiweight": [232, 234, 3210],
│ │ │ │ │          "tukeyhsd": [3724, 3729, 3973, 6450, 6451, 6459],
│ │ │ │ │          "tukeyhsdresult": [3715, 3973],
│ │ │ │ │          "tune": [239, 248, 1563, 1984, 2124, 2216, 2642, 2659, 2677, 2818, 3164, 3169, 3174, 3189, 3199, 3204, 3214, 3251, 3252, 3885],
│ │ │ │ │          "tupl": [46, 71, 85, 89, 94, 106, 116, 120, 209, 222, 226, 231, 238, 249, 255, 256, 270, 271, 272, 277, 287, 291, 299, 300, 301, 302, 303, 304, 305, 306, 310, 324, 336, 349, 359, 363, 370, 371, 387, 388, 406, 434, 438, 445, 446, 464, 492, 496, 503, 504, 522, 550, 554, 561, 563, 579, 607, 611, 618, 619, 634, 662, 666, 673, 674, 689, 715, 719, 726, 727, 747, 777, 781, 789, 791, 812, 841, 845, 852, 854, 872, 874, 890, 919, 923, 930, 931, 948, 949, 969, 999, 1003, 1011, 1012, 1013, 1032, 1034, 1055, 1084, 1088, 1095, 1096, 1111, 1139, 1143, 1150, 1151, 1167, 1168, 1185, 1213, 1217, 1225, 1253, 1257, 1259, 1266, 1275, 1279, 1280, 1281, 1282, 1283, 1284, 1285, 1288, 1289, 1292, 1303, 1308, 1312, 1313, 1316, 1326, 1331, 1333, 1334, 1337, 1341, 1345, 1346, 1349, 1356, 1370, 1380, 1432, 1447, 1451, 1467, 1469, 1472, 1473, 1474, 1475, 1477, 1478, 1479, 1480, 1481, 1509, 1527, 1540, 1581, 1586, 1596, 1656, 1662, 1668, 1674, 1683, 1689, 1919, 1928, 1947, 1964, 2011, 2015, 2017, 2026, 2046, 2055, 2081, 2105, 2141, 2145, 2170, 2181, 2185, 2190, 2191, 2198, 2208, 2210, 2215, 2219, 2220, 2246, 2247, 2258, 2297, 2302, 2321, 2339, 2358, 2389, 2409, 2413, 2419, 2445, 2447, 2454, 2461, 2468, 2480, 2554, 2566, 2580, 2584, 2607, 2611, 2709, 2712, 2740, 2745, 2778, 2804, 2809, 2863, 2885, 2917, 2931, 2935, 2974, 3002, 3007, 3010, 3075, 3098, 3099, 3100, 3101, 3115, 3123, 3151, 3229, 3243, 3247, 3261, 3262, 3277, 3286, 3287, 3302, 3311, 3312, 3327, 3336, 3337, 3352, 3367, 3368, 3383, 3392, 3393, 3408, 3423, 3424, 3439, 3448, 3449, 3464, 3480, 3483, 3505, 3519, 3523, 3538, 3541, 3566, 3583, 3587, 3611, 3638, 3643, 3647, 3650, 3669, 3672, 3724, 3727, 3732, 3737, 3740, 3741, 3778, 3903, 3927, 3929, 3936, 3945, 3950, 3951, 3960, 3990, 4010, 4011, 4013, 4014, 4015, 4018, 4019, 4020, 4023, 4026, 4124, 4131, 4134, 4135, 4137, 4138, 4139, 4149, 4175, 4193, 4196, 4214, 4219, 4225, 4226, 4227, 4230, 4250, 4251, 4252, 4253, 4254, 4264, 4267, 4268, 4270, 4271, 4272, 4310, 4322, 4323, 4333, 4340, 4366, 4368, 4370, 4389, 4401, 4402, 4412, 4419, 4460, 4475, 4487, 4488, 4498, 4505, 4508, 4582, 4603, 4615, 4622, 4634, 4642, 4647, 4734, 4754, 4757, 4771, 4791, 4798, 4832, 4836, 5030, 5049, 5050, 5060, 5067, 5070, 5137, 5157, 5158, 5168, 5175, 5178, 5240, 5258, 5268, 5275, 5278, 5475, 5550, 5568, 5578, 5585, 5614, 5616, 5713, 5734, 5746, 5753, 5867, 5932, 5952, 5953, 5965, 5973, 5980, 6046, 6064, 6074, 6081, 6092, 6093, 6109, 6200, 6227, 6300, 6411, 6412, 6439, 6446, 6450],
│ │ │ │ │          "tuple_": 3992,
│ │ │ │ │ @@ -68270,15 +68346,15 @@
│ │ │ │ │          "tx_po": 3945,
│ │ │ │ │          "txt": [191, 244, 2263, 6436, 6437, 6448],
│ │ │ │ │          "txt_fmt": [265, 2274],
│ │ │ │ │          "tyleha": 6450,
│ │ │ │ │          "tyler": 6450,
│ │ │ │ │          "tylerhartlei": 6450,
│ │ │ │ │          "typ": [1, 212, 3802, 6437, 6446],
│ │ │ │ │ -        "type": [1, 3, 5, 34, 79, 111, 142, 174, 175, 182, 183, 185, 188, 193, 194, 196, 197, 198, 199, 201, 203, 206, 207, 208, 210, 211, 212, 214, 217, 222, 223, 226, 229, 231, 232, 233, 234, 238, 241, 243, 245, 246, 250, 251, 256, 257, 261, 265, 267, 268, 270, 296, 354, 422, 480, 538, 595, 650, 704, 765, 828, 907, 925, 987, 1071, 1090, 1127, 1201, 1241, 1370, 1416, 1421, 1433, 1439, 1505, 1510, 1527, 1562, 1567, 1613, 1622, 1638, 1919, 1961, 1983, 1987, 1988, 2008, 2009, 2017, 2046, 2075, 2077, 2080, 2082, 2123, 2126, 2127, 2176, 2188, 2191, 2193, 2195, 2240, 2265, 2401, 2463, 2499, 2501, 2504, 2506, 2509, 2517, 2596, 2615, 2717, 2728, 2782, 2792, 2871, 2925, 2978, 2989, 3014, 3021, 3043, 3045, 3047, 3077, 3078, 3079, 3082, 3096, 3102, 3110, 3135, 3222, 3235, 3277, 3302, 3327, 3352, 3383, 3408, 3439, 3464, 3513, 3575, 3615, 3625, 3727, 3731, 3752, 3753, 3802, 3902, 3907, 3920, 3926, 3930, 3932, 4001, 4002, 4006, 4008, 4018, 4019, 4023, 4024, 4087, 4088, 4089, 4091, 4092, 4093, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4123, 4133, 4134, 4142, 4143, 4144, 4145, 4146, 4164, 4258, 4292, 4312, 4314, 4323, 4324, 4361, 4391, 4393, 4402, 4403, 4448, 4460, 4477, 4479, 4488, 4489, 4508, 4512, 4519, 4551, 4553, 4555, 4584, 4585, 4586, 4589, 4601, 4604, 4611, 4657, 4660, 4734, 4773, 4774, 4783, 4788, 4812, 4813, 4836, 4847, 4849, 4860, 4877, 4880, 4895, 4901, 4902, 4914, 4919, 4926, 4927, 4939, 4944, 4962, 4972, 4979, 5001, 5003, 5005, 5033, 5034, 5035, 5038, 5047, 5051, 5056, 5070, 5075, 5083, 5107, 5109, 5111, 5140, 5141, 5142, 5143, 5146, 5155, 5157, 5159, 5164, 5182, 5189, 5212, 5214, 5216, 5242, 5243, 5244, 5247, 5256, 5259, 5264, 5284, 5445, 5493, 5500, 5522, 5524, 5526, 5552, 5553, 5554, 5557, 5566, 5569, 5574, 5591, 5643, 5650, 5682, 5684, 5686, 5715, 5716, 5717, 5720, 5732, 5735, 5742, 5834, 5867, 5871, 5878, 5901, 5904, 5906, 5934, 5936, 5937, 5940, 5950, 5952, 5954, 5961, 5977, 5981, 5989, 5996, 6018, 6020, 6022, 6048, 6049, 6050, 6053, 6062, 6065, 6070, 6413, 6414, 6418, 6419, 6425, 6428, 6429, 6431, 6433, 6434, 6437, 6441, 6446, 6447, 6448, 6449, 6450, 6451, 6453, 6454, 6458, 6459, 6464],
│ │ │ │ │ +        "type": [1, 3, 5, 34, 79, 111, 142, 174, 175, 182, 183, 185, 188, 193, 194, 196, 197, 198, 199, 201, 203, 206, 207, 208, 210, 211, 212, 214, 217, 222, 223, 226, 227, 229, 231, 232, 233, 234, 238, 241, 243, 245, 246, 250, 251, 256, 257, 261, 265, 267, 268, 270, 296, 354, 422, 480, 538, 595, 650, 704, 765, 828, 907, 925, 987, 1071, 1090, 1127, 1201, 1241, 1370, 1416, 1421, 1433, 1439, 1505, 1510, 1527, 1562, 1567, 1613, 1622, 1638, 1919, 1961, 1983, 1987, 1988, 2008, 2009, 2017, 2046, 2075, 2077, 2080, 2082, 2123, 2126, 2127, 2176, 2188, 2191, 2193, 2195, 2240, 2265, 2401, 2463, 2499, 2501, 2504, 2506, 2509, 2517, 2596, 2615, 2717, 2728, 2782, 2792, 2871, 2925, 2978, 2989, 3014, 3021, 3043, 3045, 3047, 3077, 3078, 3079, 3082, 3096, 3102, 3110, 3135, 3222, 3235, 3277, 3302, 3327, 3352, 3383, 3408, 3439, 3464, 3513, 3575, 3615, 3625, 3727, 3731, 3752, 3753, 3802, 3902, 3907, 3920, 3926, 3930, 3932, 4001, 4002, 4006, 4008, 4018, 4019, 4023, 4024, 4087, 4088, 4089, 4091, 4092, 4093, 4095, 4096, 4097, 4099, 4100, 4101, 4103, 4104, 4105, 4107, 4108, 4109, 4110, 4111, 4112, 4113, 4114, 4115, 4123, 4133, 4134, 4142, 4143, 4144, 4145, 4146, 4164, 4258, 4292, 4312, 4314, 4323, 4324, 4361, 4391, 4393, 4402, 4403, 4448, 4460, 4477, 4479, 4488, 4489, 4508, 4512, 4519, 4551, 4553, 4555, 4584, 4585, 4586, 4589, 4601, 4604, 4611, 4657, 4660, 4734, 4773, 4774, 4783, 4788, 4812, 4813, 4836, 4847, 4849, 4860, 4877, 4880, 4895, 4901, 4902, 4914, 4919, 4926, 4927, 4939, 4944, 4962, 4972, 4979, 5001, 5003, 5005, 5033, 5034, 5035, 5038, 5047, 5051, 5056, 5070, 5075, 5083, 5107, 5109, 5111, 5140, 5141, 5142, 5143, 5146, 5155, 5157, 5159, 5164, 5182, 5189, 5212, 5214, 5216, 5242, 5243, 5244, 5247, 5256, 5259, 5264, 5284, 5445, 5493, 5500, 5522, 5524, 5526, 5552, 5553, 5554, 5557, 5566, 5569, 5574, 5591, 5643, 5650, 5682, 5684, 5686, 5715, 5716, 5717, 5720, 5732, 5735, 5742, 5834, 5867, 5871, 5878, 5901, 5904, 5906, 5934, 5936, 5937, 5940, 5950, 5952, 5954, 5961, 5977, 5981, 5989, 5996, 6018, 6020, 6022, 6048, 6049, 6050, 6053, 6062, 6065, 6070, 6413, 6414, 6418, 6419, 6425, 6428, 6429, 6431, 6433, 6434, 6437, 6441, 6446, 6447, 6448, 6449, 6450, 6451, 6453, 6454, 6458, 6459, 6464],
│ │ │ │ │          "typeerror": [181, 185, 214, 3262, 3287, 3312, 3337, 3368, 3393, 3424, 3449, 6434, 6450, 6451],
│ │ │ │ │          "typerror": 6434,
│ │ │ │ │          "typic": [102, 185, 198, 213, 237, 241, 252, 3079, 3102, 3261, 3262, 3286, 3287, 3311, 3312, 3336, 3337, 3367, 3368, 3392, 3393, 3423, 3424, 3448, 3449, 4508, 4586, 4604, 4647, 4945, 4963, 5035, 5051, 5078, 5143, 5159, 5178, 5244, 5259, 5346, 5348, 5443, 5447, 5554, 5569, 5639, 5717, 5735, 5832, 5836, 5937, 5954, 5976, 5977, 5985, 6050, 6065, 6413, 6428, 6439, 6450, 6458],
│ │ │ │ │          "typo": [6434, 6437, 6438, 6439, 6441, 6446, 6447, 6448, 6450, 6451],
│ │ │ │ │          "tyumen": 6453,
│ │ │ │ │          "u": [4, 10, 18, 19, 22, 23, 34, 175, 184, 190, 198, 202, 205, 210, 212, 213, 214, 221, 222, 224, 225, 226, 239, 240, 241, 245, 249, 250, 251, 252, 256, 258, 263, 264, 371, 388, 446, 504, 563, 619, 674, 727, 791, 854, 874, 931, 949, 1013, 1034, 1096, 1151, 1168, 1260, 1262, 1263, 1268, 1269, 1271, 1272, 1285, 1286, 1288, 1289, 1294, 1295, 1296, 1298, 1299, 1307, 1308, 1312, 1313, 1319, 1320, 1322, 1323, 1330, 1331, 1333, 1334, 1341, 1345, 1346, 1596, 2253, 2353, 2440, 2448, 2462, 2499, 2500, 2504, 2509, 2517, 2887, 3184, 3262, 3287, 3312, 3337, 3368, 3393, 3420, 3424, 3449, 3470, 3474, 3475, 3476, 3483, 3541, 3650, 3672, 4001, 4060, 4072, 4255, 4801, 4808, 4967, 5478, 5597, 6413, 6433, 6450, 6451, 6458],
│ │ │ │ │          "u1": [1286, 1302],
│ │ │ │ │ @@ -68840,15 +68916,15 @@
│ │ │ │ │          "warren": [3935, 4121],
│ │ │ │ │          "wasinvert": [3780, 4636],
│ │ │ │ │          "watch": 6,
│ │ │ │ │          "watchman": 234,
│ │ │ │ │          "water": 29,
│ │ │ │ │          "watertemp": [29, 233, 6455],
│ │ │ │ │          "watkin": 6454,
│ │ │ │ │ -        "watson": [34, 182, 188, 193, 203, 210, 222, 231, 232, 234, 241, 265, 2517, 4178, 6413, 6418, 6431, 6434],
│ │ │ │ │ +        "watson": [34, 182, 188, 193, 203, 210, 222, 227, 231, 232, 234, 241, 265, 2517, 4178, 6413, 6418, 6431, 6434],
│ │ │ │ │          "wave": [221, 233, 260, 3164, 3165, 3166, 3167, 3168, 6456],
│ │ │ │ │          "waynenilsen": [6452, 6453],
│ │ │ │ │          "wb": [216, 253],
│ │ │ │ │          "wc": [34, 70, 128, 136, 234, 2377, 2388, 2568, 2579, 2862, 2903, 2916],
│ │ │ │ │          "we": [0, 3, 4, 5, 34, 39, 40, 173, 174, 175, 178, 179, 180, 182, 185, 187, 188, 189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201, 202, 203, 205, 206, 207, 208, 209, 210, 212, 213, 214, 215, 216, 217, 219, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 230, 231, 232, 234, 235, 237, 238, 240, 241, 242, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253, 255, 256, 257, 258, 259, 261, 263, 264, 266, 267, 282, 371, 388, 430, 446, 488, 504, 546, 563, 603, 619, 658, 674, 711, 727, 773, 791, 837, 854, 874, 915, 931, 949, 995, 1013, 1034, 1080, 1096, 1135, 1151, 1168, 1209, 1249, 1353, 1491, 1578, 1596, 1694, 1711, 1724, 1740, 1756, 1772, 1788, 1804, 2138, 2188, 2189, 2191, 2195, 2196, 2210, 2353, 2462, 2547, 2717, 2782, 2836, 2887, 2978, 3107, 3262, 3287, 3312, 3337, 3368, 3393, 3414, 3424, 3449, 3483, 3501, 3502, 3541, 3562, 3563, 3615, 3650, 3672, 3723, 3724, 3763, 3885, 3888, 3913, 3914, 3915, 3916, 3926, 3936, 3982, 3995, 3998, 4001, 4004, 4017, 4046, 4087, 4091, 4095, 4099, 4103, 4107, 4109, 4113, 4120, 4135, 4136, 4150, 4169, 4174, 4175, 4214, 4218, 4219, 4226, 4227, 4232, 4642, 4671, 4677, 4683, 4808, 4945, 4965, 5012, 5070, 5092, 5281, 5378, 5483, 5485, 5867, 6086, 6092, 6093, 6097, 6356, 6413, 6415, 6419, 6423, 6427, 6428, 6429, 6430, 6431, 6450, 6451, 6457, 6458, 6459, 6464],
│ │ │ │ │          "weak": [6, 187, 225, 246, 256, 2188, 2189],
│ │ │ │ │          "weaker": 242,
│ │ │ │ │ @@ -69047,17 +69123,17 @@
│ │ │ │ │          "x13_arima_select_ord": 6451,
│ │ │ │ │          "x13a": [6411, 6412],
│ │ │ │ │          "x13path": [6411, 6412],
│ │ │ │ │          "x1_2d": 4197,
│ │ │ │ │          "x1_mean": [4228, 4229],
│ │ │ │ │          "x1n": 227,
│ │ │ │ │          "x1r": 4197,
│ │ │ │ │ -        "x2": [73, 79, 111, 142, 195, 204, 205, 207, 217, 219, 222, 226, 229, 233, 246, 256, 296, 354, 412, 422, 470, 480, 528, 538, 584, 595, 640, 650, 694, 704, 753, 765, 817, 828, 907, 975, 987, 1060, 1071, 1117, 1127, 1191, 1201, 1231, 1241, 1563, 1927, 1929, 1970, 1984, 1987, 2017, 2025, 2027, 2046, 2054, 2056, 2080, 2111, 2124, 2126, 2176, 2216, 2235, 2239, 2250, 2391, 2401, 2587, 2596, 2615, 2716, 2728, 2781, 2792, 2871, 2919, 2925, 2977, 2989, 3235, 3513, 3575, 3614, 3625, 3701, 3993, 3996, 3997, 3998, 3999, 4000, 4001, 4002, 4003, 4192, 4195, 4225, 4226, 4227, 4228, 4229, 4230, 4235, 4240, 4241, 4242, 4243, 4244, 4245, 4246, 4248, 4249, 6093, 6418],
│ │ │ │ │ +        "x2": [73, 79, 111, 142, 195, 204, 205, 207, 217, 219, 222, 226, 227, 229, 233, 246, 256, 296, 354, 412, 422, 470, 480, 528, 538, 584, 595, 640, 650, 694, 704, 753, 765, 817, 828, 907, 975, 987, 1060, 1071, 1117, 1127, 1191, 1201, 1231, 1241, 1563, 1927, 1929, 1970, 1984, 1987, 2017, 2025, 2027, 2046, 2054, 2056, 2080, 2111, 2124, 2126, 2176, 2216, 2235, 2239, 2250, 2391, 2401, 2587, 2596, 2615, 2716, 2728, 2781, 2792, 2871, 2919, 2925, 2977, 2989, 3235, 3513, 3575, 3614, 3625, 3701, 3993, 3996, 3997, 3998, 3999, 4000, 4001, 4002, 4003, 4192, 4195, 4225, 4226, 4227, 4228, 4229, 4230, 4235, 4240, 4241, 4242, 4243, 4244, 4245, 4246, 4248, 4249, 6093, 6418],
│ │ │ │ │          "x2_mean": [4228, 4229],
│ │ │ │ │ -        "x3": [204, 217, 222, 226, 2235, 2239],
│ │ │ │ │ +        "x3": [204, 217, 222, 226, 227, 2235, 2239],
│ │ │ │ │          "x4": [204, 2235, 2250],
│ │ │ │ │          "x86_64": 6449,
│ │ │ │ │          "x_": [190, 191, 216, 232, 234, 246, 251, 258, 794, 799, 800, 803, 804, 805, 848, 857, 860, 862, 865, 866, 1016, 1017, 1020, 1021, 1022, 1024, 1025, 1026, 1037, 1038, 1042, 1043, 1046, 1047, 1048, 1610, 2311, 2330, 2348, 2428, 2500, 2501, 2502, 2503, 2505, 2506, 2508, 2512, 2519, 2699, 2767, 2963, 3600, 4343, 4429, 4460, 4508, 4823, 4898, 5070, 6088, 6425],
│ │ │ │ │          "x_0": 4748,
│ │ │ │ │          "x_1": [2504, 3256],
│ │ │ │ │          "x_2": [2504, 3256],
│ │ │ │ │          "x_3": 3256,
│ │ │ │   --- ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_3.png
│ │ │ ├── +++ ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_2.png
│ │ │ │┄ Files identical despite different names
│ │ │ │   --- ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_3.png
│ │ │ ├── +++ ./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png
│ │ │ │┄ Files identical despite different names