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| 1 | Package:·python-statsmodels-doc | 1 | Package:·python-statsmodels-doc |
| 2 | Source:·statsmodels | 2 | Source:·statsmodels |
| 3 | Version:·0.14.1+dfsg-2 | 3 | Version:·0.14.1+dfsg-2 |
| 4 | Architecture:·all | 4 | Architecture:·all |
| 5 | Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org> | 5 | Maintainer:·Debian·Science·Maintainers·<debian-science-maintainers@lists.alioth.debian.org> |
| 6 | Installed-Size:·15593 | 6 | Installed-Size:·155933 |
| 7 | Depends:·libjs-sphinxdoc·(>=·7.2.2),·libjs-requirejs,·libjs-mathjax | 7 | Depends:·libjs-sphinxdoc·(>=·7.2.2),·libjs-requirejs,·libjs-mathjax |
| 8 | Suggests:·python3-statsmodels,·python3-doc,·python-numpy-doc,·python-patsy-doc,·python-pandas-doc,·python-scipy-doc | 8 | Suggests:·python3-statsmodels,·python3-doc,·python-numpy-doc,·python-patsy-doc,·python-pandas-doc,·python-scipy-doc |
| 9 | Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~) | 9 | Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~) |
| 10 | Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~) | 10 | Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~) |
| 11 | Section:·doc | 11 | Section:·doc |
| 12 | Priority:·optional | 12 | Priority:·optional |
| 13 | Homepage:·https://www.statsmodels.org | 13 | Homepage:·https://www.statsmodels.org |
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| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"import·matplotlib.pyplot·as·plt\n", | 23 | ················"import·matplotlib.pyplot·as·plt\n", |
| 24 | ················"import·numpy·as·np\n", | 24 | ················"import·numpy·as·np\n", |
| 25 | ················"import·pandas·as·pd\n", | 25 | ················"import·pandas·as·pd\n", |
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| 53 | ················"import·matplotlib.pyplot·as·plt\n", | 53 | ················"import·matplotlib.pyplot·as·plt\n", |
| 54 | ················"import·numpy·as·np\n", | 54 | ················"import·numpy·as·np\n", |
| 55 | ················"import·pandas·as·pd\n", | 55 | ················"import·pandas·as·pd\n", |
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| 24 | ············"source":·[ | 24 | ············"source":·[ |
| 25 | ················"import·numpy·as·np\n", | 25 | ················"import·numpy·as·np\n", |
| 26 | ················"from·scipy.stats.distributions·import·norm\n", | 26 | ················"from·scipy.stats.distributions·import·norm\n", |
| 27 | ················"from·statsmodels.base.distributed_estimation·import·DistributedModel\n", | 27 | ················"from·statsmodels.base.distributed_estimation·import·DistributedModel\n", |
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| 21 | ············] | 21 | ············] |
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| 32 | ················} | 32 | ················} |
| 33 | ············}, | 33 | ············}, |
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| 35 | ············"source":·[ | 35 | ············"source":·[ |
| 36 | ················"import·numpy·as·np\n", | 36 | ················"import·numpy·as·np\n", |
| 37 | ················"import·matplotlib.pyplot·as·plt\n", | 37 | ················"import·matplotlib.pyplot·as·plt\n", |
| 38 | ················"import·pandas·as·pd\n", | 38 | ················"import·pandas·as·pd\n", |
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| 28 | ················"ExecuteTime":·{ | 28 | ················"ExecuteTime":·{ |
| 29 | ····················"end_time":·"2017-12-07T12:39:15.020317Z", | 29 | ····················"end_time":·"2017-12-07T12:39:15.020317Z", |
| 30 | ····················"start_time":·"2017-12-07T12:39:14.263100Z" | 30 | ····················"start_time":·"2017-12-07T12:39:14.263100Z" |
| 31 | ················}, | 31 | ················}, |
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| 37 | ················} | 37 | ················} |
| 38 | ············}, | 38 | ············}, |
| 39 | ············"outputs":·[], | 39 | ············"outputs":·[], |
| 40 | ············"source":·[ | 40 | ············"source":·[ |
| 41 | ················"import·os\n", | 41 | ················"import·os\n", |
| 42 | ················"import·numpy·as·np\n", | 42 | ················"import·numpy·as·np\n", |
| 43 | ················"import·pandas·as·pd\n", | 43 | ················"import·pandas·as·pd\n", |
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| 19 | ············] | 19 | ············] |
| 20 | ········}, | 20 | ········}, |
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| 22 | ············"cell_type":·"code", | 22 | ············"cell_type":·"code", |
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| 30 | ················}, | 30 | ················}, |
| 31 | ················"jupyter":·{ | 31 | ················"jupyter":·{ |
| 32 | ····················"outputs_hidden":·false | 32 | ····················"outputs_hidden":·false |
| 33 | ················} | 33 | ················} |
| 34 | ············}, | 34 | ············}, |
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| 36 | ············"source":·[ | 36 | ············"source":·[ |
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| 486 | ······<th></th> | 486 | ······<th></th> |
| 487 | ······<th>Variance</th> | 487 | ······<th>Variance</th> |
| 488 | ····</tr> | 488 | ····</tr> |
| 489 | ··</thead> | 489 | ··</thead> |
| 490 | ··<tbody> | 490 | ··<tbody> |
| 491 | ····<tr> | 491 | ····<tr> |
| 492 | ······<th>groups_ix</th> | 492 | ······<th>groups_ix</th> |
| 493 | ······<td> | 493 | ······<td>0.965873</td> |
| 494 | ····</tr> | 494 | ····</tr> |
| 495 | ····<tr> | 495 | ····<tr> |
| 496 | ······<th>level1_ix</th> | 496 | ······<th>level1_ix</th> |
| 497 | ······<td> | 497 | ······<td>2.049894</td> |
| 498 | ····</tr> | 498 | ····</tr> |
| 499 | ····<tr> | 499 | ····<tr> |
| 500 | ······<th>level2_ix</th> | 500 | ······<th>level2_ix</th> |
| 501 | ······<td>3.0 | 501 | ······<td>3.050487</td> |
| 502 | ····</tr> | 502 | ····</tr> |
| 503 | ····<tr> | 503 | ····<tr> |
| 504 | ······<th>Residual</th> | 504 | ······<th>Residual</th> |
| 505 | ······<td> | 505 | ······<td>3.958610</td> |
| 506 | ····</tr> | 506 | ····</tr> |
| 507 | ··</tbody> | 507 | ··</tbody> |
| 508 | </table> | 508 | </table> |
| 509 | </div></div> | 509 | </div></div> |
| 510 | </div> | 510 | </div> |
| 511 | </section> | 511 | </section> |
| Offset 99, 18 lines modified | Offset 99, 18 lines modified | ||
| 99 | The·estimated·covariance·parameters·should·be·similar·to·groups_var, | 99 | The·estimated·covariance·parameters·should·be·similar·to·groups_var, |
| 100 | level1_var,·etc.·as·defined·above. | 100 | level1_var,·etc.·as·defined·above. |
| 101 | [13]: | 101 | [13]: |
| 102 | r.cov_struct.summary() | 102 | r.cov_struct.summary() |
| 103 | [13]: | 103 | [13]: |
| 104 | ·__________________ | 104 | ·__________________ |
| 105 | |_________|Variance| | 105 | |_________|Variance| |
| 106 | |groups_ix| | 106 | |groups_ix|0.965873| |
| 107 | |level1_ix| | 107 | |level1_ix|2.049894| |
| 108 | |level2_ix|3.0 | 108 | |level2_ix|3.050487| |
| 109 | |Residual_| | 109 | |Residual_|3.958610| |
| 110 | [Logo] | 110 | [Logo] |
| 111 | ****·Table_of_Contents·**** | 111 | ****·Table_of_Contents·**** |
| 112 | ····*·Installing_statsmodels | 112 | ····*·Installing_statsmodels |
| 113 | ····*·Getting_started | 113 | ····*·Getting_started |
| 114 | ····*·User_Guide | 114 | ····*·User_Guide |
| 115 | ····*·Examples | 115 | ····*·Examples |
| 116 | ····*·API_Reference | 116 | ····*·API_Reference |
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| 12 | ············] | 12 | ············] |
| 13 | ········}, | 13 | ········}, |
| 14 | ········{ | 14 | ········{ |
| 15 | ············"cell_type":·"code", | 15 | ············"cell_type":·"code", |
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| 23 | ················} | 23 | ················} |
| 24 | ············}, | 24 | ············}, |
| 25 | ············"outputs":·[], | 25 | ············"outputs":·[], |
| 26 | ············"source":·[ | 26 | ············"source":·[ |
| 27 | ················"import·numpy·as·np\n", | 27 | ················"import·numpy·as·np\n", |
| 28 | ················"import·pandas·as·pd\n", | 28 | ················"import·pandas·as·pd\n", |
| 29 | ················"import·statsmodels.api·as·sm" | 29 | ················"import·statsmodels.api·as·sm" |
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| 14 | ············] | 14 | ············] |
| 15 | ········}, | 15 | ········}, |
| 16 | ········{ | 16 | ········{ |
| 17 | ············"cell_type":·"code", | 17 | ············"cell_type":·"code", |
| 18 | ············"execution_count":·1, | 18 | ············"execution_count":·1, |
| 19 | ············"metadata":·{ | 19 | ············"metadata":·{ |
| 20 | ················"execution":·{ | 20 | ················"execution":·{ |
| 21 | ····················"iopub.execute_input":·"2024-04-23T | 21 | ····················"iopub.execute_input":·"2024-04-23T13:24:02.209870Z", |
| 22 | ····················"iopub.status.busy":·"2024-04-23T | 22 | ····················"iopub.status.busy":·"2024-04-23T13:24:02.209039Z", |
| 23 | ····················"iopub.status.idle":·"2024-04-23T | 23 | ····················"iopub.status.idle":·"2024-04-23T13:24:13.049479Z", |
| 24 | ····················"shell.execute_reply":·"2024-04-23T | 24 | ····················"shell.execute_reply":·"2024-04-23T13:24:13.047577Z" |
| 25 | ················} | 25 | ················} |
| 26 | ············}, | 26 | ············}, |
| 27 | ············"outputs":·[], | 27 | ············"outputs":·[], |
| 28 | ············"source":·[ | 28 | ············"source":·[ |
| 29 | ················"import·pandas·as·pd\n", | 29 | ················"import·pandas·as·pd\n", |
| 30 | ················"import·numpy·as·np\n", | 30 | ················"import·numpy·as·np\n", |
| 31 | ················"from·scipy.stats.distributions·import·norm,·poisson\n", | 31 | ················"from·scipy.stats.distributions·import·norm,·poisson\n", |
| Offset 27, 18 lines modified | Offset 27, 18 lines modified | ||
| 27 | ············] | 27 | ············] |
| 28 | ········}, | 28 | ········}, |
| 29 | ········{ | 29 | ········{ |
| 30 | ············"cell_type":·"code", | 30 | ············"cell_type":·"code", |
| 31 | ············"execution_count":·1, | 31 | ············"execution_count":·1, |
| 32 | ············"metadata":·{ | 32 | ············"metadata":·{ |
| 33 | ················"execution":·{ | 33 | ················"execution":·{ |
| 34 | ····················"iopub.execute_input":·"2024-04-23T | 34 | ····················"iopub.execute_input":·"2024-04-23T13:44:25.661901Z", |
| 35 | ····················"iopub.status.busy":·"2024-04-23T | 35 | ····················"iopub.status.busy":·"2024-04-23T13:44:25.660974Z", |
| 36 | ····················"iopub.status.idle":·"2024-04-23T | 36 | ····················"iopub.status.idle":·"2024-04-23T13:44:32.447246Z", |
| 37 | ····················"shell.execute_reply":·"2024-04-23T | 37 | ····················"shell.execute_reply":·"2024-04-23T13:44:32.427220Z" |
| 38 | ················}, | 38 | ················}, |
| 39 | ················"jupyter":·{ | 39 | ················"jupyter":·{ |
| 40 | ····················"outputs_hidden":·false | 40 | ····················"outputs_hidden":·false |
| 41 | ················} | 41 | ················} |
| 42 | ············}, | 42 | ············}, |
| 43 | ············"outputs":·[], | 43 | ············"outputs":·[], |
| 44 | ············"source":·[ | 44 | ············"source":·[ |
| Offset 631, 15 lines modified | Offset 631, 15 lines modified | ||
| 631 | </pre></div></div> | 631 | </pre></div></div> |
| 632 | </div> | 632 | </div> |
| 633 | <div·class="nboutput·nblast·docutils·container"> | 633 | <div·class="nboutput·nblast·docutils·container"> |
| 634 | <div·class="prompt·empty·docutils·container"> | 634 | <div·class="prompt·empty·docutils·container"> |
| 635 | </div> | 635 | </div> |
| 636 | <div·class="output_area·stderr·docutils·container"> | 636 | <div·class="output_area·stderr·docutils·container"> |
| 637 | <div·class="highlight"><pre> | 637 | <div·class="highlight"><pre> |
| 638 | /tmp/ipykernel_ | 638 | /tmp/ipykernel_18848/4175420381.py:1:·FutureWarning:·Calling·float·on·a·single·element·Series·is·deprecated·and·will·raise·a·TypeError·in·the·future.·Use·float(ser.iloc[0])·instead |
| 639 | ··print("%2.4f%%"·%·(diff*100)) | 639 | ··print("%2.4f%%"·%·(diff*100)) |
| 640 | </pre></div></div> | 640 | </pre></div></div> |
| 641 | </div> | 641 | </div> |
| 642 | </section> | 642 | </section> |
| 643 | <section·id="Plots"> | 643 | <section·id="Plots"> |
| 644 | <h3>Plots<a·class="headerlink"·href="#Plots"·title="Link·to·this·heading">¶</a></h3> | 644 | <h3>Plots<a·class="headerlink"·href="#Plots"·title="Link·to·this·heading">¶</a></h3> |
| 645 | <p>We·extract·information·that·will·be·used·to·draw·some·interesting·plots:</p> | 645 | <p>We·extract·information·that·will·be·used·to·draw·some·interesting·plots:</p> |
| Offset 266, 15 lines modified | Offset 266, 15 lines modified | ||
| 266 | resp_75·=·res.predict(means75) | 266 | resp_75·=·res.predict(means75) |
| 267 | diff·=·resp_75·-·resp_25 | 267 | diff·=·resp_75·-·resp_25 |
| 268 | The·interquartile·first·difference·for·the·percentage·of·low·income·households | 268 | The·interquartile·first·difference·for·the·percentage·of·low·income·households |
| 269 | in·a·school·district·is: | 269 | in·a·school·district·is: |
| 270 | [10]: | 270 | [10]: |
| 271 | print("%2.4f%%"·%·(diff*100)) | 271 | print("%2.4f%%"·%·(diff*100)) |
| 272 | -11.8753% | 272 | -11.8753% |
| 273 | /tmp/ipykernel_ | 273 | /tmp/ipykernel_18848/4175420381.py:1:·FutureWarning:·Calling·float·on·a·single |
| 274 | element·Series·is·deprecated·and·will·raise·a·TypeError·in·the·future.·Use | 274 | element·Series·is·deprecated·and·will·raise·a·TypeError·in·the·future.·Use |
| 275 | float(ser.iloc[0])·instead | 275 | float(ser.iloc[0])·instead |
| 276 | ··print("%2.4f%%"·%·(diff*100)) | 276 | ··print("%2.4f%%"·%·(diff*100)) |
| 277 | ****·Plots¶·**** | 277 | ****·Plots¶·**** |
| 278 | We·extract·information·that·will·be·used·to·draw·some·interesting·plots: | 278 | We·extract·information·that·will·be·used·to·draw·some·interesting·plots: |
| 279 | [11]: | 279 | [11]: |
| Offset 8, 34 lines modified | Offset 8, 34 lines modified | ||
| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:33:34.545940Z", |
| 16 | ····················"iopub.status.busy":·"2024-04-23T | 16 | ····················"iopub.status.busy":·"2024-04-23T13:33:34.545016Z", |
| 17 | ····················"iopub.status.idle":·"2024-04-23T | 17 | ····················"iopub.status.idle":·"2024-04-23T13:33:39.519217Z", |
| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:33:39.503181Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
| 30 | ················"execution":·{ | 30 | ················"execution":·{ |
| 31 | ····················"iopub.execute_input":·"2024-04-23T | 31 | ····················"iopub.execute_input":·"2024-04-23T13:33:39.538789Z", |
| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:33:39.536985Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:33:49.003226Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:33:48.987205Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·numpy·as·np\n", | 39 | ················"import·numpy·as·np\n", |
| 40 | ················"import·statsmodels.api·as·sm\n", | 40 | ················"import·statsmodels.api·as·sm\n", |
| 41 | ················"from·scipy·import·stats\n", | 41 | ················"from·scipy·import·stats\n", |
| Offset 486, 17 lines modified | Offset 486, 17 lines modified | ||
| 486 | </pre></div></div> | 486 | </pre></div></div> |
| 487 | </div> | 487 | </div> |
| 488 | <div·class="nboutput·nblast·docutils·container"> | 488 | <div·class="nboutput·nblast·docutils·container"> |
| 489 | <div·class="prompt·empty·docutils·container"> | 489 | <div·class="prompt·empty·docutils·container"> |
| 490 | </div> | 490 | </div> |
| 491 | <div·class="output_area·stderr·docutils·container"> | 491 | <div·class="output_area·stderr·docutils·container"> |
| 492 | <div·class="highlight"><pre> | 492 | <div·class="highlight"><pre> |
| 493 | /tmp/ipykernel_2 | 493 | /tmp/ipykernel_20495/1000445862.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]` |
| 494 | ··print(mod1.params[1]) | 494 | ··print(mod1.params[1]) |
| 495 | /tmp/ipykernel_2 | 495 | /tmp/ipykernel_20495/1000445862.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]` |
| 496 | ··print(mod2.params[1]·*·2) | 496 | ··print(mod2.params[1]·*·2) |
| 497 | </pre></div></div> | 497 | </pre></div></div> |
| 498 | </div> | 498 | </div> |
| 499 | </section> | 499 | </section> |
| 500 | ············<div·class="clearer"></div> | 500 | ············<div·class="clearer"></div> |
| Offset 196, 20 lines modified | Offset 196, 20 lines modified | ||
| 196 | As·expected,·the·coefficient·for·double_it(LOWINC)·in·the·second·model·is·half | 196 | As·expected,·the·coefficient·for·double_it(LOWINC)·in·the·second·model·is·half |
| 197 | the·size·of·the·LOWINC·coefficient·from·the·first·model: | 197 | the·size·of·the·LOWINC·coefficient·from·the·first·model: |
| 198 | [4]: | 198 | [4]: |
| 199 | print(mod1.params[1]) | 199 | print(mod1.params[1]) |
| 200 | print(mod2.params[1]·*·2) | 200 | print(mod2.params[1]·*·2) |
| 201 | -0.02039598715475706 | 201 | -0.02039598715475706 |
| 202 | -0.02039598715475704 | 202 | -0.02039598715475704 |
| 203 | /tmp/ipykernel_2 | 203 | /tmp/ipykernel_20495/1000445862.py:1:·FutureWarning:·Series.__getitem__ |
| 204 | treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys | 204 | treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys |
| 205 | will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To | 205 | will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To |
| 206 | access·a·value·by·position,·use·`ser.iloc[pos]` | 206 | access·a·value·by·position,·use·`ser.iloc[pos]` |
| 207 | ··print(mod1.params[1]) | 207 | ··print(mod1.params[1]) |
| 208 | /tmp/ipykernel_2 | 208 | /tmp/ipykernel_20495/1000445862.py:2:·FutureWarning:·Series.__getitem__ |
| 209 | treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys | 209 | treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys |
| 210 | will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To | 210 | will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To |
| 211 | access·a·value·by·position,·use·`ser.iloc[pos]` | 211 | access·a·value·by·position,·use·`ser.iloc[pos]` |
| 212 | ··print(mod2.params[1]·*·2) | 212 | ··print(mod2.params[1]·*·2) |
| 213 | [Logo] | 213 | [Logo] |
| 214 | ****·Table_of_Contents·**** | 214 | ****·Table_of_Contents·**** |
| 215 | ····*·Installing_statsmodels | 215 | ····*·Installing_statsmodels |
| Offset 17, 18 lines modified | Offset 17, 18 lines modified | ||
| 17 | ············] | 17 | ············] |
| 18 | ········}, | 18 | ········}, |
| 19 | ········{ | 19 | ········{ |
| 20 | ············"cell_type":·"code", | 20 | ············"cell_type":·"code", |
| 21 | ············"execution_count":·1, | 21 | ············"execution_count":·1, |
| 22 | ············"metadata":·{ | 22 | ············"metadata":·{ |
| 23 | ················"execution":·{ | 23 | ················"execution":·{ |
| 24 | ····················"iopub.execute_input":·"2024-04-23T | 24 | ····················"iopub.execute_input":·"2024-04-23T13:35:59.686394Z", |
| 25 | ····················"iopub.status.busy":·"2024-04-23T | 25 | ····················"iopub.status.busy":·"2024-04-23T13:35:59.685335Z", |
| 26 | ····················"iopub.status.idle":·"2024-04-23T | 26 | ····················"iopub.status.idle":·"2024-04-23T13:36:06.181631Z", |
| 27 | ····················"shell.execute_reply":·"2024-04-23T | 27 | ····················"shell.execute_reply":·"2024-04-23T13:36:06.179207Z" |
| 28 | ················}, | 28 | ················}, |
| 29 | ················"jupyter":·{ | 29 | ················"jupyter":·{ |
| 30 | ····················"outputs_hidden":·false | 30 | ····················"outputs_hidden":·false |
| 31 | ················} | 31 | ················} |
| 32 | ············}, | 32 | ············}, |
| 33 | ············"outputs":·[], | 33 | ············"outputs":·[], |
| 34 | ············"source":·[ | 34 | ············"source":·[ |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:22:23.260980Z", |
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| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:22:29.163180Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"import·numpy·as·np\n", | 23 | ················"import·numpy·as·np\n", |
| 24 | ················"import·pandas·as·pd\n", | 24 | ················"import·pandas·as·pd\n", |
| 25 | ················"import·statsmodels.formula.api·as·smf\n", | 25 | ················"import·statsmodels.formula.api·as·smf\n", |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
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| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:27:46.059234Z" |
| 19 | ················}, | 19 | ················}, |
| 20 | ················"jupyter":·{ | 20 | ················"jupyter":·{ |
| 21 | ····················"outputs_hidden":·false | 21 | ····················"outputs_hidden":·false |
| 22 | ················} | 22 | ················} |
| 23 | ············}, | 23 | ············}, |
| 24 | ············"outputs":·[], | 24 | ············"outputs":·[], |
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| 18 | ············"cell_type":·"code", | 18 | ············"cell_type":·"code", |
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| 26 | ················}, | 26 | ················}, |
| 27 | ················"jupyter":·{ | 27 | ················"jupyter":·{ |
| 28 | ····················"outputs_hidden":·false | 28 | ····················"outputs_hidden":·false |
| 29 | ················} | 29 | ················} |
| 30 | ············}, | 30 | ············}, |
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| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·1, | 28 | ············"execution_count":·1, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
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| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"%matplotlib·inline\n", | 39 | ················"%matplotlib·inline\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"from·scipy·import·stats\n", | 41 | ················"from·scipy·import·stats\n", |
| Offset 12, 18 lines modified | Offset 12, 18 lines modified | ||
| 12 | ············] | 12 | ············] |
| 13 | ········}, | 13 | ········}, |
| 14 | ········{ | 14 | ········{ |
| 15 | ············"cell_type":·"code", | 15 | ············"cell_type":·"code", |
| 16 | ············"execution_count":·1, | 16 | ············"execution_count":·1, |
| 17 | ············"metadata":·{ | 17 | ············"metadata":·{ |
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| 23 | ················} | 23 | ················} |
| 24 | ············}, | 24 | ············}, |
| 25 | ············"outputs":·[], | 25 | ············"outputs":·[], |
| 26 | ············"source":·[ | 26 | ············"source":·[ |
| 27 | ················"import·numpy·as·np\n", | 27 | ················"import·numpy·as·np\n", |
| 28 | ················"import·pylab\n", | 28 | ················"import·pylab\n", |
| 29 | ················"import·seaborn·as·sns\n", | 29 | ················"import·seaborn·as·sns\n", |
| Offset 15, 18 lines modified | Offset 15, 18 lines modified | ||
| 15 | ············] | 15 | ············] |
| 16 | ········}, | 16 | ········}, |
| 17 | ········{ | 17 | ········{ |
| 18 | ············"cell_type":·"code", | 18 | ············"cell_type":·"code", |
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| 20 | ············"metadata":·{ | 20 | ············"metadata":·{ |
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| 26 | ················}, | 26 | ················}, |
| 27 | ················"jupyter":·{ | 27 | ················"jupyter":·{ |
| 28 | ····················"outputs_hidden":·false | 28 | ····················"outputs_hidden":·false |
| 29 | ················} | 29 | ················} |
| 30 | ············}, | 30 | ············}, |
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| 18 | ············] | 18 | ············] |
| 19 | ········}, | 19 | ········}, |
| 20 | ········{ | 20 | ········{ |
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| 29 | ················} | 29 | ················} |
| 30 | ············}, | 30 | ············}, |
| 31 | ············"outputs":·[], | 31 | ············"outputs":·[], |
| 32 | ············"source":·[ | 32 | ············"source":·[ |
| 33 | ················"import·pandas·as·pd\n", | 33 | ················"import·pandas·as·pd\n", |
| 34 | ················"import·numpy·as·np\n", | 34 | ················"import·numpy·as·np\n", |
| 35 | ················"import·statsmodels.api·as·sm\n", | 35 | ················"import·statsmodels.api·as·sm\n", |
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| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
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| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
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| 35 | ················} | 35 | ················} |
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| 39 | ················"%matplotlib·inline" | 39 | ················"%matplotlib·inline" |
| 40 | ············] | 40 | ············] |
| 41 | ········}, | 41 | ········}, |
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| 51 | ················} | 51 | ················} |
| 52 | ············}, | 52 | ············}, |
| 53 | ············"outputs":·[], | 53 | ············"outputs":·[], |
| 54 | ············"source":·[ | 54 | ············"source":·[ |
| 55 | ················"import·numpy·as·np\n", | 55 | ················"import·numpy·as·np\n", |
| 56 | ················"import·pandas·as·pd\n", | 56 | ················"import·pandas·as·pd\n", |
| 57 | ················"from·scipy·import·stats,·optimize\n", | 57 | ················"from·scipy·import·stats,·optimize\n", |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
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| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
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| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline\n", | 23 | ················"%matplotlib·inline\n", |
| 24 | ················"\n", | 24 | ················"\n", |
| 25 | ················"import·numpy·as·np\n", | 25 | ················"import·numpy·as·np\n", |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
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| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
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| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
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| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:43:53.943244Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:43:53.931202Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·matplotlib.pyplot·as·plt\n", | 39 | ················"import·matplotlib.pyplot·as·plt\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"import·pandas·as·pd\n", | 41 | ················"import·pandas·as·pd\n", |
| Offset 799, 15 lines modified | Offset 799, 15 lines modified | ||
| 799 | </div> | 799 | </div> |
| 800 | </div> | 800 | </div> |
| 801 | <div·class="nboutput·docutils·container"> | 801 | <div·class="nboutput·docutils·container"> |
| 802 | <div·class="prompt·empty·docutils·container"> | 802 | <div·class="prompt·empty·docutils·container"> |
| 803 | </div> | 803 | </div> |
| 804 | <div·class="output_area·stderr·docutils·container"> | 804 | <div·class="output_area·stderr·docutils·container"> |
| 805 | <div·class="highlight"><pre> | 805 | <div·class="highlight"><pre> |
| 806 | /tmp/ipykernel_ | 806 | /tmp/ipykernel_13212/427128218.py:3:·UserWarning:·FixedFormatter·should·only·be·used·together·with·FixedLocator |
| 807 | ··ax.set_xticklabels(dta.columns.values[::10]) | 807 | ··ax.set_xticklabels(dta.columns.values[::10]) |
| 808 | </pre></div></div> | 808 | </pre></div></div> |
| 809 | </div> | 809 | </div> |
| 810 | <div·class="nboutput·nblast·docutils·container"> | 810 | <div·class="nboutput·nblast·docutils·container"> |
| 811 | <div·class="prompt·empty·docutils·container"> | 811 | <div·class="prompt·empty·docutils·container"> |
| 812 | </div> | 812 | </div> |
| 813 | <div·class="output_area·docutils·container"> | 813 | <div·class="output_area·docutils·container"> |
| Offset 147, 15 lines modified | Offset 147, 15 lines modified | ||
| 147 | lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6) | 147 | lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6) |
| 148 | ax.set_xticklabels(dta.columns.values[::10]) | 148 | ax.set_xticklabels(dta.columns.values[::10]) |
| 149 | ax.set_xlim(0,·51) | 149 | ax.set_xlim(0,·51) |
| 150 | ax.set_xlabel("Year",·size=17) | 150 | ax.set_xlabel("Year",·size=17) |
| 151 | fig.subplots_adjust(0.1,·0.1,·0.85,·0.9) | 151 | fig.subplots_adjust(0.1,·0.1,·0.85,·0.9) |
| 152 | legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right") | 152 | legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right") |
| 153 | legend.draw_frame(False) | 153 | legend.draw_frame(False) |
| 154 | /tmp/ipykernel_ | 154 | /tmp/ipykernel_13212/427128218.py:3:·UserWarning:·FixedFormatter·should·only·be |
| 155 | used·together·with·FixedLocator | 155 | used·together·with·FixedLocator |
| 156 | ··ax.set_xticklabels(dta.columns.values[::10]) | 156 | ··ax.set_xticklabels(dta.columns.values[::10]) |
| 157 | [../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png] | 157 | [../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png] |
| 158 | To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories | 158 | To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories |
| 159 | for·sets·of·countries·with·similar·PC·scores.·The·following·convenience | 159 | for·sets·of·countries·with·similar·PC·scores.·The·following·convenience |
| 160 | function·produces·such·a·plot. | 160 | function·produces·such·a·plot. |
| 161 | [8]: | 161 | [8]: |
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| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:44:14.103184Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
| 30 | ················"execution":·{ | 30 | ················"execution":·{ |
| 31 | ····················"iopub.execute_input":·"2024-04-23T | 31 | ····················"iopub.execute_input":·"2024-04-23T13:44:14.151508Z", |
| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:44:14.149441Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:44:20.973788Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:44:20.971196Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"from·statsmodels.compat·import·lzip\n", | 39 | ················"from·statsmodels.compat·import·lzip\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"import·matplotlib.pyplot·as·plt\n", | 41 | ················"import·matplotlib.pyplot·as·plt\n", |
| Offset 8, 34 lines modified | Offset 8, 34 lines modified | ||
| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:22:23.329676Z", |
| 16 | ····················"iopub.status.busy":·"2024-04-23T | 16 | ····················"iopub.status.busy":·"2024-04-23T13:22:23.328838Z", |
| 17 | ····················"iopub.status.idle":·"2024-04-23T | 17 | ····················"iopub.status.idle":·"2024-04-23T13:22:30.002922Z", |
| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:22:30.001119Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
| 30 | ················"execution":·{ | 30 | ················"execution":·{ |
| 31 | ····················"iopub.execute_input":·"2024-04-23T | 31 | ····················"iopub.execute_input":·"2024-04-23T13:22:30.018756Z", |
| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:22:30.017870Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:22:35.083224Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:22:35.067232Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·matplotlib.pyplot·as·plt\n", | 39 | ················"import·matplotlib.pyplot·as·plt\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"import·statsmodels.api·as·sm\n", | 41 | ················"import·statsmodels.api·as·sm\n", |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:38:37.258689Z", |
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| 17 | ····················"iopub.status.idle":·"2024-04-23T | 17 | ····················"iopub.status.idle":·"2024-04-23T13:38:41.131241Z", |
| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:38:41.115190Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
| 30 | ················"execution":·{ | 30 | ················"execution":·{ |
| 31 | ····················"iopub.execute_input":·"2024-04-23T | 31 | ····················"iopub.execute_input":·"2024-04-23T13:38:41.156214Z", |
| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:38:41.153754Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:38:49.019307Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:38:49.003238Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"from·statsmodels.compat·import·lmap\n", | 39 | ················"from·statsmodels.compat·import·lmap\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"from·scipy·import·stats\n", | 41 | ················"from·scipy·import·stats\n", |
| Offset 16, 18 lines modified | Offset 16, 18 lines modified | ||
| 16 | ········}, | 16 | ········}, |
| 17 | ········{ | 17 | ········{ |
| 18 | ············"cell_type":·"code", | 18 | ············"cell_type":·"code", |
| 19 | ············"execution_count":·1, | 19 | ············"execution_count":·1, |
| 20 | ············"metadata":·{ | 20 | ············"metadata":·{ |
| 21 | ················"collapsed":·false, | 21 | ················"collapsed":·false, |
| 22 | ················"execution":·{ | 22 | ················"execution":·{ |
| 23 | ····················"iopub.execute_input":·"2024-04-23T | 23 | ····················"iopub.execute_input":·"2024-04-23T13:28:21.426116Z", |
| 24 | ····················"iopub.status.busy":·"2024-04-23T | 24 | ····················"iopub.status.busy":·"2024-04-23T13:28:21.425158Z", |
| 25 | ····················"iopub.status.idle":·"2024-04-23T | 25 | ····················"iopub.status.idle":·"2024-04-23T13:28:26.167226Z", |
| 26 | ····················"shell.execute_reply":·"2024-04-23T | 26 | ····················"shell.execute_reply":·"2024-04-23T13:28:26.151364Z" |
| 27 | ················}, | 27 | ················}, |
| 28 | ················"jupyter":·{ | 28 | ················"jupyter":·{ |
| 29 | ····················"outputs_hidden":·false | 29 | ····················"outputs_hidden":·false |
| 30 | ················} | 30 | ················} |
| 31 | ············}, | 31 | ············}, |
| 32 | ············"outputs":·[], | 32 | ············"outputs":·[], |
| 33 | ············"source":·[ | 33 | ············"source":·[ |
| Offset 578, 19 lines modified | Offset 578, 19 lines modified | ||
| 578 | </pre></div></div> | 578 | </pre></div></div> |
| 579 | </div> | 579 | </div> |
| 580 | <div·class="nboutput·nblast·docutils·container"> | 580 | <div·class="nboutput·nblast·docutils·container"> |
| 581 | <div·class="prompt·empty·docutils·container"> | 581 | <div·class="prompt·empty·docutils·container"> |
| 582 | </div> | 582 | </div> |
| 583 | <div·class="output_area·stderr·docutils·container"> | 583 | <div·class="output_area·stderr·docutils·container"> |
| 584 | <div·class="highlight"><pre> | 584 | <div·class="highlight"><pre> |
| 585 | /tmp/ipykernel_ | 585 | /tmp/ipykernel_15842/976557282.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]` |
| 586 | ··print('var.level·····=·%.5f'·%·res.params[0]) | 586 | ··print('var.level·····=·%.5f'·%·res.params[0]) |
| 587 | /tmp/ipykernel_ | 587 | /tmp/ipykernel_15842/976557282.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]` |
| 588 | ··print('var.irregular·=·%.5f'·%·res.params[1]) | 588 | ··print('var.irregular·=·%.5f'·%·res.params[1]) |
| 589 | /tmp/ipykernel_ | 589 | /tmp/ipykernel_15842/976557282.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]` |
| 590 | ··print('h·*·scale·····=·%.5f'·%·(res_conc.params[0]·*·res_conc.scale)) | 590 | ··print('h·*·scale·····=·%.5f'·%·(res_conc.params[0]·*·res_conc.scale)) |
| 591 | </pre></div></div> | 591 | </pre></div></div> |
| 592 | </div> | 592 | </div> |
| 593 | </section> | 593 | </section> |
| 594 | </section> | 594 | </section> |
| 595 | <section·id="Example:-SARIMAX"> | 595 | <section·id="Example:-SARIMAX"> |
| 596 | <h2>Example:·SARIMAX<a·class="headerlink"·href="#Example:-SARIMAX"·title="Link·to·this·heading">¶</a></h2> | 596 | <h2>Example:·SARIMAX<a·class="headerlink"·href="#Example:-SARIMAX"·title="Link·to·this·heading">¶</a></h2> |
| Offset 265, 25 lines modified | Offset 265, 25 lines modified | ||
| 265 | Original·model | 265 | Original·model |
| 266 | var.level·····=·0.74469 | 266 | var.level·····=·0.74469 |
| 267 | var.irregular·=·3.37330 | 267 | var.irregular·=·3.37330 |
| 268 | Concentrated·model | 268 | Concentrated·model |
| 269 | scale·········=·0.74472 | 269 | scale·········=·0.74472 |
| 270 | h·*·scale·····=·3.37338 | 270 | h·*·scale·····=·3.37338 |
| 271 | /tmp/ipykernel_ | 271 | /tmp/ipykernel_15842/976557282.py:2:·FutureWarning:·Series.__getitem__·treating |
| 272 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always | 272 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always |
| 273 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by | 273 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by |
| 274 | position,·use·`ser.iloc[pos]` | 274 | position,·use·`ser.iloc[pos]` |
| 275 | ··print('var.level·····=·%.5f'·%·res.params[0]) | 275 | ··print('var.level·····=·%.5f'·%·res.params[0]) |
| 276 | /tmp/ipykernel_ | 276 | /tmp/ipykernel_15842/976557282.py:3:·FutureWarning:·Series.__getitem__·treating |
| 277 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always | 277 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always |
| 278 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by | 278 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by |
| 279 | position,·use·`ser.iloc[pos]` | 279 | position,·use·`ser.iloc[pos]` |
| 280 | ··print('var.irregular·=·%.5f'·%·res.params[1]) | 280 | ··print('var.irregular·=·%.5f'·%·res.params[1]) |
| 281 | /tmp/ipykernel_ | 281 | /tmp/ipykernel_15842/976557282.py:7:·FutureWarning:·Series.__getitem__·treating |
| 282 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always | 282 | keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always |
| 283 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by | 283 | be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by |
| 284 | position,·use·`ser.iloc[pos]` | 284 | position,·use·`ser.iloc[pos]` |
| 285 | ··print('h·*·scale·····=·%.5f'·%·(res_conc.params[0]·*·res_conc.scale)) | 285 | ··print('h·*·scale·····=·%.5f'·%·(res_conc.params[0]·*·res_conc.scale)) |
| 286 | *****·Example:·SARIMAX¶·***** | 286 | *****·Example:·SARIMAX¶·***** |
| 287 | By·default·in·SARIMAX·models,·the·variance·term·is·chosen·by·numerically | 287 | By·default·in·SARIMAX·models,·the·variance·term·is·chosen·by·numerically |
| Offset 8, 18 lines modified | Offset 8, 18 lines modified | ||
| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:27:14.938790Z", |
| 16 | ····················"iopub.status.busy":·"2024-04-23T | 16 | ····················"iopub.status.busy":·"2024-04-23T13:27:14.937705Z", |
| 17 | ····················"iopub.status.idle":·"2024-04-23T | 17 | ····················"iopub.status.idle":·"2024-04-23T13:27:23.485703Z", |
| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:27:23.483227Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"import·numpy·as·np\n", | 23 | ················"import·numpy·as·np\n", |
| 24 | ················"import·pandas·as·pd\n", | 24 | ················"import·pandas·as·pd\n", |
| 25 | ················"import·statsmodels.api·as·sm\n", | 25 | ················"import·statsmodels.api·as·sm\n", |
| Offset 1239, 25 lines modified | Offset 1239, 14 lines modified | ||
| 1239 | <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> | 1239 | <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> |
| 1240 | </pre></div> | 1240 | </pre></div> |
| 1241 | </div> | 1241 | </div> |
| 1242 | </div> | 1242 | </div> |
| 1243 | <div·class="nboutput·docutils·container"> | 1243 | <div·class="nboutput·docutils·container"> |
| 1244 | <div·class="prompt·empty·docutils·container"> | 1244 | <div·class="prompt·empty·docutils·container"> |
| 1245 | </div> | 1245 | </div> |
| 1246 | <div·class="output_area·stderr·docutils·container"> | ||
| 1247 | <div·class="highlight"><pre> | ||
| 1248 | /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. | ||
| 1249 | ··self._init_dates(dates,·freq) | ||
| 1250 | /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. | ||
| 1251 | ··self._init_dates(dates,·freq) | ||
| 1252 | </pre></div></div> | ||
| 1253 | </div> | ||
| 1254 | <div·class="nboutput·nblast·docutils·container"> | ||
| 1255 | <div·class="prompt·empty·docutils·container"> | ||
| 1256 | </div> | ||
| 1257 | <div·class="output_area·docutils·container"> | 1246 | <div·class="output_area·docutils·container"> |
| 1258 | <div·class="highlight"><pre> | 1247 | <div·class="highlight"><pre> |
| 1259 | RUNNING·THE·L-BFGS-B·CODE | 1248 | RUNNING·THE·L-BFGS-B·CODE |
| 1260 | ···········*·*·* | 1249 | ···········*·*·* |
| 1261 | Machine·precision·=·2.220D-16 | 1250 | Machine·precision·=·2.220D-16 |
| Offset 650, 22 lines modified | Offset 650, 14 lines modified | ||
| 650 | ···············'2000-01-01·17:32:00',·'2000-01-02·06:15:00'], | 650 | ···············'2000-01-01·17:32:00',·'2000-01-02·06:15:00'], |
| 651 | ··············dtype='datetime64[ns]',·freq=None) | 651 | ··············dtype='datetime64[ns]',·freq=None) |
| 652 | You·can·still·pass·this·data·to·statsmodelsâ·model·classes,·but·you·will·get | 652 | You·can·still·pass·this·data·to·statsmodelsâ·model·classes,·but·you·will·get |
| 653 | the·following·warning,·that·no·frequency·data·was·found: | 653 | the·following·warning,·that·no·frequency·data·was·found: |
| 654 | [28]: | 654 | [28]: |
| 655 | mod·=·sm.tsa.SARIMAX(endog4) | 655 | mod·=·sm.tsa.SARIMAX(endog4) |
| 656 | res·=·mod.fit() | 656 | res·=·mod.fit() |
| 657 | /usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: | ||
| 658 | ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated | ||
| 659 | frequency·information·and·so·will·be·ignored·when·e.g.·forecasting. | ||
| 660 | ··self._init_dates(dates,·freq) | ||
| 661 | /usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473: | ||
| 662 | ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated | ||
| 663 | frequency·information·and·so·will·be·ignored·when·e.g.·forecasting. | ||
| 664 | ··self._init_dates(dates,·freq) | ||
| 665 | RUNNING·THE·L-BFGS-B·CODE | 657 | RUNNING·THE·L-BFGS-B·CODE |
| 666 | ···········*·*·* | 658 | ···········*·*·* |
| 667 | Machine·precision·=·2.220D-16 | 659 | Machine·precision·=·2.220D-16 |
| 668 | ·N·=············2·····M·=···········10 | 660 | ·N·=············2·····M·=···········10 |
| 669 | ·This·problem·is·unconstrained. | 661 | ·This·problem·is·unconstrained. |
| Offset 17, 18 lines modified | Offset 17, 18 lines modified | ||
| 17 | ············] | 17 | ············] |
| 18 | ········}, | 18 | ········}, |
| 19 | ········{ | 19 | ········{ |
| 20 | ············"cell_type":·"code", | 20 | ············"cell_type":·"code", |
| 21 | ············"execution_count":·1, | 21 | ············"execution_count":·1, |
| 22 | ············"metadata":·{ | 22 | ············"metadata":·{ |
| 23 | ················"execution":·{ | 23 | ················"execution":·{ |
| 24 | ····················"iopub.execute_input":·"2024-04-23T | 24 | ····················"iopub.execute_input":·"2024-04-23T13:28:20.798030Z", |
| 25 | ····················"iopub.status.busy":·"2024-04-23T | 25 | ····················"iopub.status.busy":·"2024-04-23T13:28:20.797100Z", |
| 26 | ····················"iopub.status.idle":·"2024-04-23T | 26 | ····················"iopub.status.idle":·"2024-04-23T13:28:31.346792Z", |
| 27 | ····················"shell.execute_reply":·"2024-04-23T | 27 | ····················"shell.execute_reply":·"2024-04-23T13:28:31.340568Z" |
| 28 | ················} | 28 | ················} |
| 29 | ············}, | 29 | ············}, |
| 30 | ············"outputs":·[], | 30 | ············"outputs":·[], |
| 31 | ············"source":·[ | 31 | ············"source":·[ |
| 32 | ················"%matplotlib·inline\n", | 32 | ················"%matplotlib·inline\n", |
| 33 | ················"\n", | 33 | ················"\n", |
| 34 | ················"import·numpy·as·np\n", | 34 | ················"import·numpy·as·np\n", |
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| 50 | ········}, | 50 | ········}, |
| 51 | ········{ | 51 | ········{ |
| 52 | ············"cell_type":·"code", | 52 | ············"cell_type":·"code", |
| 53 | ············"execution_count":·1, | 53 | ············"execution_count":·1, |
| 54 | ············"id":·"ba21553a-e571-42ac-b166-b625a50509fe", | 54 | ············"id":·"ba21553a-e571-42ac-b166-b625a50509fe", |
| 55 | ············"metadata":·{ | 55 | ············"metadata":·{ |
| 56 | ················"execution":·{ | 56 | ················"execution":·{ |
| 57 | ····················"iopub.execute_input":·"2024-04-23T | 57 | ····················"iopub.execute_input":·"2024-04-23T13:28:57.226057Z", |
| 58 | ····················"iopub.status.busy":·"2024-04-23T | 58 | ····················"iopub.status.busy":·"2024-04-23T13:28:57.225172Z", |
| 59 | ····················"iopub.status.idle":·"2024-04-23T | 59 | ····················"iopub.status.idle":·"2024-04-23T13:29:01.431210Z", |
| 60 | ····················"shell.execute_reply":·"2024-04-23T | 60 | ····················"shell.execute_reply":·"2024-04-23T13:29:01.415174Z" |
| 61 | ················} | 61 | ················} |
| 62 | ············}, | 62 | ············}, |
| 63 | ············"outputs":·[], | 63 | ············"outputs":·[], |
| 64 | ············"source":·[ | 64 | ············"source":·[ |
| 65 | ················"%matplotlib·inline" | 65 | ················"%matplotlib·inline" |
| 66 | ············] | 66 | ············] |
| 67 | ········}, | 67 | ········}, |
| 68 | ········{ | 68 | ········{ |
| 69 | ············"cell_type":·"code", | 69 | ············"cell_type":·"code", |
| 70 | ············"execution_count":·2, | 70 | ············"execution_count":·2, |
| 71 | ············"id":·"fe284c44-b750-4e6e-94d0-b238f364cd7b", | 71 | ············"id":·"fe284c44-b750-4e6e-94d0-b238f364cd7b", |
| 72 | ············"metadata":·{ | 72 | ············"metadata":·{ |
| 73 | ················"execution":·{ | 73 | ················"execution":·{ |
| 74 | ····················"iopub.execute_input":·"2024-04-23T | 74 | ····················"iopub.execute_input":·"2024-04-23T13:29:01.459001Z", |
| 75 | ····················"iopub.status.busy":·"2024-04-23T | 75 | ····················"iopub.status.busy":·"2024-04-23T13:29:01.456992Z", |
| 76 | ····················"iopub.status.idle":·"2024-04-23T | 76 | ····················"iopub.status.idle":·"2024-04-23T13:29:03.463242Z", |
| 77 | ····················"shell.execute_reply":·"2024-04-23T | 77 | ····················"shell.execute_reply":·"2024-04-23T13:29:03.447218Z" |
| 78 | ················} | 78 | ················} |
| 79 | ············}, | 79 | ············}, |
| 80 | ············"outputs":·[], | 80 | ············"outputs":·[], |
| 81 | ············"source":·[ | 81 | ············"source":·[ |
| 82 | ················"import·numpy·as·np\n", | 82 | ················"import·numpy·as·np\n", |
| 83 | ················"import·pandas·as·pd\n", | 83 | ················"import·pandas·as·pd\n", |
| 84 | ················"\n", | 84 | ················"\n", |
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| 18 | ············] | 18 | ············] |
| 19 | ········}, | 19 | ········}, |
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| 21 | ············"cell_type":·"code", | 21 | ············"cell_type":·"code", |
| 22 | ············"execution_count":·1, | 22 | ············"execution_count":·1, |
| 23 | ············"metadata":·{ | 23 | ············"metadata":·{ |
| 24 | ················"execution":·{ | 24 | ················"execution":·{ |
| 25 | ····················"iopub.execute_input":·"2024-04-23T | 25 | ····················"iopub.execute_input":·"2024-04-23T13:41:11.921858Z", |
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| 27 | ····················"iopub.status.idle":·"2024-04-23T | 27 | ····················"iopub.status.idle":·"2024-04-23T13:41:16.481658Z", |
| 28 | ····················"shell.execute_reply":·"2024-04-23T | 28 | ····················"shell.execute_reply":·"2024-04-23T13:41:16.479237Z" |
| 29 | ················} | 29 | ················} |
| 30 | ············}, | 30 | ············}, |
| 31 | ············"outputs":·[], | 31 | ············"outputs":·[], |
| 32 | ············"source":·[ | 32 | ············"source":·[ |
| 33 | ················"%matplotlib·inline" | 33 | ················"%matplotlib·inline" |
| 34 | ············] | 34 | ············] |
| 35 | ········}, | 35 | ········}, |
| 36 | ········{ | 36 | ········{ |
| 37 | ············"cell_type":·"code", | 37 | ············"cell_type":·"code", |
| 38 | ············"execution_count":·2, | 38 | ············"execution_count":·2, |
| 39 | ············"metadata":·{ | 39 | ············"metadata":·{ |
| 40 | ················"execution":·{ | 40 | ················"execution":·{ |
| 41 | ····················"iopub.execute_input":·"2024-04-23T | 41 | ····················"iopub.execute_input":·"2024-04-23T13:41:16.509195Z", |
| 42 | ····················"iopub.status.busy":·"2024-04-23T | 42 | ····················"iopub.status.busy":·"2024-04-23T13:41:16.497424Z", |
| 43 | ····················"iopub.status.idle":·"2024-04-23T | 43 | ····················"iopub.status.idle":·"2024-04-23T13:41:24.011225Z", |
| 44 | ····················"shell.execute_reply":·"2024-04-23T | 44 | ····················"shell.execute_reply":·"2024-04-23T13:41:23.995209Z" |
| 45 | ················} | 45 | ················} |
| 46 | ············}, | 46 | ············}, |
| 47 | ············"outputs":·[], | 47 | ············"outputs":·[], |
| 48 | ············"source":·[ | 48 | ············"source":·[ |
| 49 | ················"import·numpy·as·np\n", | 49 | ················"import·numpy·as·np\n", |
| 50 | ················"import·pandas·as·pd\n", | 50 | ················"import·pandas·as·pd\n", |
| 51 | ················"import·statsmodels.api·as·sm\n", | 51 | ················"import·statsmodels.api·as·sm\n", |
| Offset 581, 15 lines modified | Offset 581, 15 lines modified | ||
| 581 | </pre></div></div> | 581 | </pre></div></div> |
| 582 | </div> | 582 | </div> |
| 583 | <div·class="nboutput·nblast·docutils·container"> | 583 | <div·class="nboutput·nblast·docutils·container"> |
| 584 | <div·class="prompt·empty·docutils·container"> | 584 | <div·class="prompt·empty·docutils·container"> |
| 585 | </div> | 585 | </div> |
| 586 | <div·class="output_area·stderr·docutils·container"> | 586 | <div·class="output_area·stderr·docutils·container"> |
| 587 | <div·class="highlight"><pre> | 587 | <div·class="highlight"><pre> |
| 588 | /tmp/ipykernel_2 | 588 | /tmp/ipykernel_20720/1512460390.py:6:·InterpolationWarning:·The·test·statistic·is·outside·of·the·range·of·p-values·available·in·the |
| 589 | look-up·table.·The·actual·p-value·is·greater·than·the·p-value·returned. | 589 | look-up·table.·The·actual·p-value·is·greater·than·the·p-value·returned. |
| 590 | ··kpsstest·=·kpss(timeseries,·regression="c",·nlags="auto") | 590 | ··kpsstest·=·kpss(timeseries,·regression="c",·nlags="auto") |
| 591 | </pre></div></div> | 591 | </pre></div></div> |
| 592 | </div> | 592 | </div> |
| 593 | <p>Based·upon·the·p-value·of·KPSS·test,·the·null·hypothesis·can·not·be·rejected.·Hence,·the·series·is·stationary.</p> | 593 | <p>Based·upon·the·p-value·of·KPSS·test,·the·null·hypothesis·can·not·be·rejected.·Hence,·the·series·is·stationary.</p> |
| 594 | </section> | 594 | </section> |
| Offset 194, 15 lines modified | Offset 194, 15 lines modified | ||
| 194 | p-value··················0.100000 | 194 | p-value··················0.100000 |
| 195 | Lags·Used················0.000000 | 195 | Lags·Used················0.000000 |
| 196 | Critical·Value·(10%)·····0.347000 | 196 | Critical·Value·(10%)·····0.347000 |
| 197 | Critical·Value·(5%)······0.463000 | 197 | Critical·Value·(5%)······0.463000 |
| 198 | Critical·Value·(2.5%)····0.574000 | 198 | Critical·Value·(2.5%)····0.574000 |
| 199 | Critical·Value·(1%)······0.739000 | 199 | Critical·Value·(1%)······0.739000 |
| 200 | dtype:·float64 | 200 | dtype:·float64 |
| 201 | /tmp/ipykernel_2 | 201 | /tmp/ipykernel_20720/1512460390.py:6:·InterpolationWarning:·The·test·statistic |
| 202 | is·outside·of·the·range·of·p-values·available·in·the | 202 | is·outside·of·the·range·of·p-values·available·in·the |
| 203 | look-up·table.·The·actual·p-value·is·greater·than·the·p-value·returned. | 203 | look-up·table.·The·actual·p-value·is·greater·than·the·p-value·returned. |
| 204 | ··kpsstest·=·kpss(timeseries,·regression="c",·nlags="auto") | 204 | ··kpsstest·=·kpss(timeseries,·regression="c",·nlags="auto") |
| 205 | Based·upon·the·p-value·of·KPSS·test,·the·null·hypothesis·can·not·be·rejected. | 205 | Based·upon·the·p-value·of·KPSS·test,·the·null·hypothesis·can·not·be·rejected. |
| 206 | Hence,·the·series·is·stationary. | 206 | Hence,·the·series·is·stationary. |
| Offset 19, 18 lines modified | Offset 19, 18 lines modified | ||
| 19 | ············] | 19 | ············] |
| 20 | ········}, | 20 | ········}, |
| 21 | ········{ | 21 | ········{ |
| 22 | ············"cell_type":·"code", | 22 | ············"cell_type":·"code", |
| 23 | ············"execution_count":·1, | 23 | ············"execution_count":·1, |
| 24 | ············"metadata":·{ | 24 | ············"metadata":·{ |
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| 26 | ····················"iopub.execute_input":·"2024-04-23T | 26 | ····················"iopub.execute_input":·"2024-04-23T13:37:58.061995Z", |
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| 28 | ····················"iopub.status.idle":·"2024-04-23T | 28 | ····················"iopub.status.idle":·"2024-04-23T13:38:08.981981Z", |
| 29 | ····················"shell.execute_reply":·"2024-04-23T | 29 | ····················"shell.execute_reply":·"2024-04-23T13:38:08.979267Z" |
| 30 | ················} | 30 | ················} |
| 31 | ············}, | 31 | ············}, |
| 32 | ············"outputs":·[], | 32 | ············"outputs":·[], |
| 33 | ············"source":·[ | 33 | ············"source":·[ |
| 34 | ················"%matplotlib·inline\n", | 34 | ················"%matplotlib·inline\n", |
| 35 | ················"import·matplotlib.pyplot·as·plt\n", | 35 | ················"import·matplotlib.pyplot·as·plt\n", |
| 36 | ················"import·numpy·as·np\n", | 36 | ················"import·numpy·as·np\n", |
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| 21 | ········}, | 21 | ········}, |
| 22 | ········{ | 22 | ········{ |
| 23 | ············"cell_type":·"code", | 23 | ············"cell_type":·"code", |
| 24 | ············"execution_count":·1, | 24 | ············"execution_count":·1, |
| 25 | ············"id":·"59f2450e", | 25 | ············"id":·"59f2450e", |
| 26 | ············"metadata":·{ | 26 | ············"metadata":·{ |
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| 28 | ····················"iopub.execute_input":·"2024-04-23T | 28 | ····················"iopub.execute_input":·"2024-04-23T13:34:20.629708Z", |
| 29 | ····················"iopub.status.busy":·"2024-04-23T | 29 | ····················"iopub.status.busy":·"2024-04-23T13:34:20.628903Z", |
| 30 | ····················"iopub.status.idle":·"2024-04-23T | 30 | ····················"iopub.status.idle":·"2024-04-23T13:34:26.683199Z", |
| 31 | ····················"shell.execute_reply":·"2024-04-23T | 31 | ····················"shell.execute_reply":·"2024-04-23T13:34:26.671201Z" |
| 32 | ················} | 32 | ················} |
| 33 | ············}, | 33 | ············}, |
| 34 | ············"outputs":·[], | 34 | ············"outputs":·[], |
| 35 | ············"source":·[ | 35 | ············"source":·[ |
| 36 | ················"import·numpy·as·np\n", | 36 | ················"import·numpy·as·np\n", |
| 37 | ················"from·numpy.testing·import·assert_allclose\n", | 37 | ················"from·numpy.testing·import·assert_allclose\n", |
| 38 | ················"import·statsmodels.stats.rates·as·smr\n", | 38 | ················"import·statsmodels.stats.rates·as·smr\n", |
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| 23 | ········}, | 23 | ········}, |
| 24 | ········{ | 24 | ········{ |
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| 26 | ············"execution_count":·1, | 26 | ············"execution_count":·1, |
| 27 | ············"id":·"2b591408", | 27 | ············"id":·"2b591408", |
| 28 | ············"metadata":·{ | 28 | ············"metadata":·{ |
| 29 | ················"execution":·{ | 29 | ················"execution":·{ |
| 30 | ····················"iopub.execute_input":·"2024-04-23T | 30 | ····················"iopub.execute_input":·"2024-04-23T13:29:01.965648Z", |
| 31 | ····················"iopub.status.busy":·"2024-04-23T | 31 | ····················"iopub.status.busy":·"2024-04-23T13:29:01.964824Z", |
| 32 | ····················"iopub.status.idle":·"2024-04-23T | 32 | ····················"iopub.status.idle":·"2024-04-23T13:29:07.475249Z", |
| 33 | ····················"shell.execute_reply":·"2024-04-23T | 33 | ····················"shell.execute_reply":·"2024-04-23T13:29:07.459203Z" |
| 34 | ················} | 34 | ················} |
| 35 | ············}, | 35 | ············}, |
| 36 | ············"outputs":·[], | 36 | ············"outputs":·[], |
| 37 | ············"source":·[ | 37 | ············"source":·[ |
| 38 | ················"import·numpy·as·np\n", | 38 | ················"import·numpy·as·np\n", |
| 39 | ················"\n", | 39 | ················"\n", |
| 40 | ················"from·statsmodels.stats.nonparametric·import·(\n", | 40 | ················"from·statsmodels.stats.nonparametric·import·(\n", |
| Offset 889, 15 lines modified | Offset 889, 15 lines modified | ||
| 889 | </div> | 889 | </div> |
| 890 | </div> | 890 | </div> |
| 891 | <div·class="nboutput·docutils·container"> | 891 | <div·class="nboutput·docutils·container"> |
| 892 | <div·class="prompt·empty·docutils·container"> | 892 | <div·class="prompt·empty·docutils·container"> |
| 893 | </div> | 893 | </div> |
| 894 | <div·class="output_area·docutils·container"> | 894 | <div·class="output_area·docutils·container"> |
| 895 | <div·class="highlight"><pre> | 895 | <div·class="highlight"><pre> |
| 896 | 2. | 896 | 2.14·s·±·353·ms·per·loop·(mean·±·std.·dev.·of·7·runs,·1·loop·each) |
| 897 | </pre></div></div> | 897 | </pre></div></div> |
| 898 | </div> | 898 | </div> |
| 899 | <div·class="nboutput·nblast·docutils·container"> | 899 | <div·class="nboutput·nblast·docutils·container"> |
| 900 | <div·class="prompt·empty·docutils·container"> | 900 | <div·class="prompt·empty·docutils·container"> |
| 901 | </div> | 901 | </div> |
| 902 | <div·class="output_area·docutils·container"> | 902 | <div·class="output_area·docutils·container"> |
| 903 | <img·alt="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png"·src="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png"·/> | 903 | <img·alt="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png"·src="../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png"·/> |
| Offset 516, 15 lines modified | Offset 516, 15 lines modified | ||
| 516 | [../../../_images/examples_notebooks_generated_stl_decomposition_15_0.png] | 516 | [../../../_images/examples_notebooks_generated_stl_decomposition_15_0.png] |
| 517 | First,·the·base·line·model·is·estimated·with·all·jumps·equal·to·1. | 517 | First,·the·base·line·model·is·estimated·with·all·jumps·equal·to·1. |
| 518 | [10]: | 518 | [10]: |
| 519 | mod·=·STL(y,·period=period,·seasonal=seasonal) | 519 | mod·=·STL(y,·period=period,·seasonal=seasonal) |
| 520 | %timeit·mod.fit() | 520 | %timeit·mod.fit() |
| 521 | res·=·mod.fit() | 521 | res·=·mod.fit() |
| 522 | fig·=·res.plot(observed=False,·resid=False) | 522 | fig·=·res.plot(observed=False,·resid=False) |
| 523 | 2. | 523 | 2.14·s·Â±·353·ms·per·loop·(mean·Â±·std.·dev.·of·7·runs,·1·loop·each) |
| 524 | [../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png] | 524 | [../../../_images/examples_notebooks_generated_stl_decomposition_17_1.png] |
| 525 | The·jumps·are·all·set·to·15%·of·their·window·length.·Limited·linear | 525 | The·jumps·are·all·set·to·15%·of·their·window·length.·Limited·linear |
| 526 | interpolation·makes·little·difference·to·the·fit·of·the·model. | 526 | interpolation·makes·little·difference·to·the·fit·of·the·model. |
| 527 | [11]: | 527 | [11]: |
| 528 | low_pass_jump·=·seasonal_jump·=·int(0.15·*·(period·+·1)) | 528 | low_pass_jump·=·seasonal_jump·=·int(0.15·*·(period·+·1)) |
| 529 | trend_jump·=·int(0.15·*·1.5·*·(period·+·1)) | 529 | trend_jump·=·int(0.15·*·1.5·*·(period·+·1)) |
| 530 | mod·=·STL( | 530 | mod·=·STL( |
| Offset 16, 18 lines modified | Offset 16, 18 lines modified | ||
| 16 | ············] | 16 | ············] |
| 17 | ········}, | 17 | ········}, |
| 18 | ········{ | 18 | ········{ |
| 19 | ············"cell_type":·"code", | 19 | ············"cell_type":·"code", |
| 20 | ············"execution_count":·1, | 20 | ············"execution_count":·1, |
| 21 | ············"metadata":·{ | 21 | ············"metadata":·{ |
| 22 | ················"execution":·{ | 22 | ················"execution":·{ |
| 23 | ····················"iopub.execute_input":·"2024-04-23T | 23 | ····················"iopub.execute_input":·"2024-04-23T13:34:13.097784Z", |
| 24 | ····················"iopub.status.busy":·"2024-04-23T | 24 | ····················"iopub.status.busy":·"2024-04-23T13:34:13.096945Z", |
| 25 | ····················"iopub.status.idle":·"2024-04-23T | 25 | ····················"iopub.status.idle":·"2024-04-23T13:34:24.011221Z", |
| 26 | ····················"shell.execute_reply":·"2024-04-23T | 26 | ····················"shell.execute_reply":·"2024-04-23T13:34:23.995193Z" |
| 27 | ················} | 27 | ················} |
| 28 | ············}, | 28 | ············}, |
| 29 | ············"outputs":·[], | 29 | ············"outputs":·[], |
| 30 | ············"source":·[ | 30 | ············"source":·[ |
| 31 | ················"import·matplotlib.pyplot·as·plt\n", | 31 | ················"import·matplotlib.pyplot·as·plt\n", |
| 32 | ················"import·pandas·as·pd\n", | 32 | ················"import·pandas·as·pd\n", |
| 33 | ················"import·seaborn·as·sns\n", | 33 | ················"import·seaborn·as·sns\n", |
| Offset 26, 18 lines modified | Offset 26, 18 lines modified | ||
| 26 | ········}, | 26 | ········}, |
| 27 | ········{ | 27 | ········{ |
| 28 | ············"cell_type":·"code", | 28 | ············"cell_type":·"code", |
| 29 | ············"execution_count":·1, | 29 | ············"execution_count":·1, |
| 30 | ············"id":·"adult-capture", | 30 | ············"id":·"adult-capture", |
| 31 | ············"metadata":·{ | 31 | ············"metadata":·{ |
| 32 | ················"execution":·{ | 32 | ················"execution":·{ |
| 33 | ····················"iopub.execute_input":·"2024-04-23T | 33 | ····················"iopub.execute_input":·"2024-04-23T13:30:30.514797Z", |
| 34 | ····················"iopub.status.busy":·"2024-04-23T | 34 | ····················"iopub.status.busy":·"2024-04-23T13:30:30.513534Z", |
| 35 | ····················"iopub.status.idle":·"2024-04-23T | 35 | ····················"iopub.status.idle":·"2024-04-23T13:30:36.039308Z", |
| 36 | ····················"shell.execute_reply":·"2024-04-23T | 36 | ····················"shell.execute_reply":·"2024-04-23T13:30:36.023221Z" |
| 37 | ················} | 37 | ················} |
| 38 | ············}, | 38 | ············}, |
| 39 | ············"outputs":·[], | 39 | ············"outputs":·[], |
| 40 | ············"source":·[ | 40 | ············"source":·[ |
| 41 | ················"import·os\n", | 41 | ················"import·os\n", |
| 42 | ················"import·numpy·as·np\n", | 42 | ················"import·numpy·as·np\n", |
| 43 | ················"from·numpy.testing·import·assert_allclose\n", | 43 | ················"from·numpy.testing·import·assert_allclose\n", |
| Offset 906, 25 lines modified | Offset 906, 14 lines modified | ||
| 906 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">table</span><span·class="o">.</span><span·class="n">set_index</span><span·class="p">(</span><span·class="s2">"lag"</span><span·class="p">))</span> | 906 | <span·class="nb">print</span><span·class="p">(</span><span·class="n">table</span><span·class="o">.</span><span·class="n">set_index</span><span·class="p">(</span><span·class="s2">"lag"</span><span·class="p">))</span> |
| 907 | </pre></div> | 907 | </pre></div> |
| 908 | </div> | 908 | </div> |
| 909 | </div> | 909 | </div> |
| 910 | <div·class="nboutput·docutils·container"> | 910 | <div·class="nboutput·docutils·container"> |
| 911 | <div·class="prompt·empty·docutils·container"> | 911 | <div·class="prompt·empty·docutils·container"> |
| 912 | </div> | 912 | </div> |
| 913 | <div·class="output_area·stderr·docutils·container"> | ||
| 914 | <div·class="highlight"><pre> | ||
| 915 | /usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:966:·UserWarning:·Non-stationary·starting·autoregressive·parameters·found.·Using·zeros·as·starting·parameters. | ||
| 916 | ··warn('Non-stationary·starting·autoregressive·parameters' | ||
| 917 | /usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:978:·UserWarning:·Non-invertible·starting·MA·parameters·found.·Using·zeros·as·starting·parameters. | ||
| 918 | ··warn('Non-invertible·starting·MA·parameters·found.' | ||
| 919 | </pre></div></div> | ||
| 920 | </div> | ||
| 921 | <div·class="nboutput·nblast·docutils·container"> | ||
| 922 | <div·class="prompt·empty·docutils·container"> | ||
| 923 | </div> | ||
| 924 | <div·class="output_area·docutils·container"> | 913 | <div·class="output_area·docutils·container"> |
| 925 | <div·class="highlight"><pre> | 914 | <div·class="highlight"><pre> |
| 926 | ············AC···········Q······Prob(>Q) | 915 | ············AC···········Q······Prob(>Q) |
| 927 | lag | 916 | lag |
| 928 | 1.0··-0.001244····0.000778··9.777436e-01 | 917 | 1.0··-0.001244····0.000778··9.777436e-01 |
| 929 | 2.0···0.052350····1.382049··5.010626e-01 | 918 | 2.0···0.052350····1.382049··5.010626e-01 |
| 930 | 3.0··-0.522181··139.090106··5.938063e-30 | 919 | 3.0··-0.522181··139.090106··5.938063e-30 |
| Offset 243, 22 lines modified | Offset 243, 14 lines modified | ||
| 243 | lags·=·int(10·*·np.log10(arma_rvs.shape[0])) | 243 | lags·=·int(10·*·np.log10(arma_rvs.shape[0])) |
| 244 | arma11·=·ARIMA(arma_rvs,·order=(1,·0,·1)).fit() | 244 | arma11·=·ARIMA(arma_rvs,·order=(1,·0,·1)).fit() |
| 245 | resid·=·arma11.resid | 245 | resid·=·arma11.resid |
| 246 | r,·q,·p·=·sm.tsa.acf(resid,·nlags=lags,·fft=True,·qstat=True) | 246 | r,·q,·p·=·sm.tsa.acf(resid,·nlags=lags,·fft=True,·qstat=True) |
| 247 | data·=·np.c_[range(1,·lags·+·1),·r[1:],·q,·p] | 247 | data·=·np.c_[range(1,·lags·+·1),·r[1:],·q,·p] |
| 248 | table·=·pd.DataFrame(data,·columns=["lag",·"AC",·"Q",·"Prob(>Q)"]) | 248 | table·=·pd.DataFrame(data,·columns=["lag",·"AC",·"Q",·"Prob(>Q)"]) |
| 249 | print(table.set_index("lag")) | 249 | print(table.set_index("lag")) |
| 250 | /usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:966: | ||
| 251 | UserWarning:·Non-stationary·starting·autoregressive·parameters·found.·Using | ||
| 252 | zeros·as·starting·parameters. | ||
| 253 | ··warn('Non-stationary·starting·autoregressive·parameters' | ||
| 254 | /usr/lib/python3/dist-packages/statsmodels/tsa/statespace/sarimax.py:978: | ||
| 255 | UserWarning:·Non-invertible·starting·MA·parameters·found.·Using·zeros·as | ||
| 256 | starting·parameters. | ||
| 257 | ··warn('Non-invertible·starting·MA·parameters·found.' | ||
| 258 | ············AC···········Q······Prob(>Q) | 250 | ············AC···········Q······Prob(>Q) |
| 259 | lag | 251 | lag |
| 260 | 1.0··-0.001244····0.000778··9.777436e-01 | 252 | 1.0··-0.001244····0.000778··9.777436e-01 |
| 261 | 2.0···0.052350····1.382049··5.010626e-01 | 253 | 2.0···0.052350····1.382049··5.010626e-01 |
| 262 | 3.0··-0.522181··139.090106··5.938063e-30 | 254 | 3.0··-0.522181··139.090106··5.938063e-30 |
| 263 | 4.0···0.146506··149.951983··2.084573e-31 | 255 | 4.0···0.146506··149.951983··2.084573e-31 |
| 264 | 5.0··-0.091171··154.166872··1.731083e-31 | 256 | 5.0··-0.091171··154.166872··1.731083e-31 |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
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| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:26:29.797960Z", |
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| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
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| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:26:33.725034Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:26:39.259234Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:26:39.243204Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·matplotlib.pyplot·as·plt\n", | 39 | ················"import·matplotlib.pyplot·as·plt\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"import·pandas·as·pd\n", | 41 | ················"import·pandas·as·pd\n", |
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| 8 | ············] | 8 | ············] |
| 9 | ········}, | 9 | ········}, |
| 10 | ········{ | 10 | ········{ |
| 11 | ············"cell_type":·"code", | 11 | ············"cell_type":·"code", |
| 12 | ············"execution_count":·1, | 12 | ············"execution_count":·1, |
| 13 | ············"metadata":·{ | 13 | ············"metadata":·{ |
| 14 | ················"execution":·{ | 14 | ················"execution":·{ |
| 15 | ····················"iopub.execute_input":·"2024-04-23T | 15 | ····················"iopub.execute_input":·"2024-04-23T13:42:02.149694Z", |
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| 17 | ····················"iopub.status.idle":·"2024-04-23T | 17 | ····················"iopub.status.idle":·"2024-04-23T13:42:06.975253Z", |
| 18 | ····················"shell.execute_reply":·"2024-04-23T | 18 | ····················"shell.execute_reply":·"2024-04-23T13:42:06.959227Z" |
| 19 | ················} | 19 | ················} |
| 20 | ············}, | 20 | ············}, |
| 21 | ············"outputs":·[], | 21 | ············"outputs":·[], |
| 22 | ············"source":·[ | 22 | ············"source":·[ |
| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
| 25 | ········}, | 25 | ········}, |
| 26 | ········{ | 26 | ········{ |
| 27 | ············"cell_type":·"code", | 27 | ············"cell_type":·"code", |
| 28 | ············"execution_count":·2, | 28 | ············"execution_count":·2, |
| 29 | ············"metadata":·{ | 29 | ············"metadata":·{ |
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| 32 | ····················"iopub.status.busy":·"2024-04-23T | 32 | ····················"iopub.status.busy":·"2024-04-23T13:42:07.005302Z", |
| 33 | ····················"iopub.status.idle":·"2024-04-23T | 33 | ····················"iopub.status.idle":·"2024-04-23T13:42:12.583207Z", |
| 34 | ····················"shell.execute_reply":·"2024-04-23T | 34 | ····················"shell.execute_reply":·"2024-04-23T13:42:12.567190Z" |
| 35 | ················} | 35 | ················} |
| 36 | ············}, | 36 | ············}, |
| 37 | ············"outputs":·[], | 37 | ············"outputs":·[], |
| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·numpy·as·np\n", | 39 | ················"import·numpy·as·np\n", |
| 40 | ················"import·pandas·as·pd\n", | 40 | ················"import·pandas·as·pd\n", |
| 41 | ················"\n", | 41 | ················"\n", |
| Offset 8, 18 lines modified | Offset 8, 18 lines modified | ||
| 8 | ············] | 8 | ············] |
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| Offset 8, 34 lines modified | Offset 8, 34 lines modified | ||
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| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
| 24 | ············] | 24 | ············] |
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| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·pandas·as·pd\n", | 39 | ················"import·pandas·as·pd\n", |
| 40 | ················"import·matplotlib.pyplot·as·plt\n", | 40 | ················"import·matplotlib.pyplot·as·plt\n", |
| 41 | ················"\n", | 41 | ················"\n", |
| Offset 8, 34 lines modified | Offset 8, 34 lines modified | ||
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| 23 | ················"%matplotlib·inline" | 23 | ················"%matplotlib·inline" |
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| 38 | ············"source":·[ | 38 | ············"source":·[ |
| 39 | ················"import·matplotlib.pyplot·as·plt\n", | 39 | ················"import·matplotlib.pyplot·as·plt\n", |
| 40 | ················"import·numpy·as·np\n", | 40 | ················"import·numpy·as·np\n", |
| 41 | ················"import·statsmodels.api·as·sm\n", | 41 | ················"import·statsmodels.api·as·sm\n", |
| Offset 249, 22 lines modified | Offset 249, 22 lines modified | ||
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| 251 | 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|
| 252 | ········"sum_sq":·[1,·3800], | 252 | ········"sum_sq":·[1,·3800], |
| 253 | ········"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,·2265,·2301,·2320,·2338,·2357,·2412,·2418,·2436,·2442,·2446,·2450,·2465,·2475,·2544,·2545,·2550,·2610,·2619,·2625,·2632,·2641,·2658,·2676,·2686,·2691,·2692,·2695,·2696,·2697,·2725,·2744,·2746,·2759,·2760,·2763,·2764,·2765,·2808,·2817,·2828,·2834,·2884,·2893,·2934,·2941,·2959,·2960,·2961,·3006,·3019,·3080,·3122,·3126,·3127,·3128,·3129,·3161,·3213,·3246,·3485,·3522,·3527,·3544,·3586,·3587,·3592,·3593,·3596,·3597,·3598,·3642,·3653,·3675,·3714,·3727,·3729,·3752,·3800,·3807,·3815,·3816,·3841,·3849,·3871,·3872,·3927,·3953,·3983,·3984,·3985,·3987,·3988,·3989,·4002,·4008,·4009,·4011,·4012,·4013,·4017,·4021,·4024,·4088,·4102,·4106,·4190,·4195,·4211,·4219,·4221,·4223,·4283,·4339,·4418,·4504,·4517,·4587,·4621,·4655,·4797,·4839,·4852,·4887,·4901,·4926,·4977,·5036,·5066,·5144,·5174,·5187,·5245,·5274,·5498,·5555,·5584,·5648,·5718,·5752,·5876,·5938,·5972,·5994,·6051,·6080,·6118,·6120,·6122,·6124,·6149,·6232,·6330,·6358,·6411,·6412,·6416,·6429,·6432,·6437,·6446], | 253 | ········"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,·2265,·2301,·2320,·2338,·2357,·2412,·2418,·2436,·2442,·2446,·2450,·2465,·2475,·2544,·2545,·2550,·2610,·2619,·2625,·2632,·2641,·2658,·2676,·2686,·2691,·2692,·2695,·2696,·2697,·2725,·2744,·2746,·2759,·2760,·2763,·2764,·2765,·2808,·2817,·2828,·2834,·2884,·2893,·2934,·2941,·2959,·2960,·2961,·3006,·3019,·3080,·3122,·3126,·3127,·3128,·3129,·3161,·3213,·3246,·3485,·3522,·3527,·3544,·3586,·3587,·3592,·3593,·3596,·3597,·3598,·3642,·3653,·3675,·3714,·3727,·3729,·3752,·3800,·3807,·3815,·3816,·3841,·3849,·3871,·3872,·3927,·3953,·3983,·3984,·3985,·3987,·3988,·3989,·4002,·4008,·4009,·4011,·4012,·4013,·4017,·4021,·4024,·4088,·4102,·4106,·4190,·4195,·4211,·4219,·4221,·4223,·4283,·4339,·4418,·4504,·4517,·4587,·4621,·4655,·4797,·4839,·4852,·4887,·4901,·4926,·4977,·5036,·5066,·5144,·5174,·5187,·5245,·5274,·5498,·5555,·5584,·5648,·5718,·5752,·5876,·5938,·5972,·5994,·6051,·6080,·6118,·6120,·6122,·6124,·6149,·6232,·6330,·6358,·6411,·6412,·6416,·6429,·6432,·6437,·6446], |
| 254 | ········"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,·219,·227,·228,·231,·232,·234,·235,·243,·244,·246,·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,·2251,·2300,·2319,·2337,·2351,·2356,·2387,·2407,·2411,·2412,·2417,·2432,·2447,·2448,·2468,·2480,·2498,·2500,·2503,·2505,·2506,·2578,·2605,·2609,·2610,·2631,·2651,·2669,·2686,·2695,·2709,·2710,·2712,·2738,·2743,·2744,·2763,·2775,·2776,·2778,·2802,·2807,·2808,·2810,·2861,·2883,·2884,·2915,·2929,·2933,·2934,·2950,·2959,·2971,·2972,·2974,·3000,·3005,·3006,·3073,·3113,·3115,·3121,·3122,·3127,·3138,·3139,·3227,·3241,·3245,·3246,·3259,·3260,·3284,·3285,·3309,·3310,·3334,·3335,·3365,·3366,·3390,·3391,·3421,·3422,·3446,·3447,·3503,·3517,·3521,·3522,·3564,·3581,·3585,·3586,·3587,·3596,·3608,·3609,·3636,·3641,·3642,·3666,·3702,·3714,·3725,·3800,·3898,·3900,·3905,·3907,·3908,·3909,·3910,·3916,·3917,·3918,·3983,·3984,·3985,·3986,·3987,·3993,·3997,·4008,·4009,·4010,·4011,·4012,·4013,·4014,·4015,·4016,·4017,·4018,·4019,·4020,·4021,·4024,·4025,·4027,·4043,·4044,·4084,·4086,·4087,·4088,·4090,·4091,·4107,·4111,·4248,·4249,·4250,·4251,·4252,·4253,·4274,·4308,·4331,·4338,·4339,·4387,·4410,·4417,·4418,·4458,·4473,·4496,·4503,·4504,·4580,·4613,·4615,·4620,·4621,·4769,·4789,·4791,·4796,·4797,·4807,·4818,·4826,·4895,·5028,·5058,·5060,·5065,·5066,·5090,·5135,·5166,·5168,·5173,·5174,·5238,·5266,·5268,·5273,·5274,·5548,·5576,·5578,·5583,·5584,·5711,·5744,·5746,·5751,·5752,·5930,·5963,·5965,·5971,·5972,·5975,·5976,·5979,·5980,·6044,·6072,·6074,·6079,·6080,·6087,·6091,·6102,·6103,·6118,·6120,·6231,·6329,·6411,·6416,·6426,·6429,·6435,·6436,·6437,·6444,·6446,·6448,·6450,·6455,·6460], | 254 | ········"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,·219,·227,·228,·231,·232,·234,·235,·243,·244,·246,·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,·2251,·2300,·2319,·2337,·2351,·2356,·2387,·2407,·2411,·2412,·2417,·2432,·2447,·2448,·2468,·2480,·2498,·2500,·2503,·2505,·2506,·2578,·2605,·2609,·2610,·2631,·2651,·2669,·2686,·2695,·2709,·2710,·2712,·2738,·2743,·2744,·2763,·2775,·2776,·2778,·2802,·2807,·2808,·2810,·2861,·2883,·2884,·2915,·2929,·2933,·2934,·2950,·2959,·2971,·2972,·2974,·3000,·3005,·3006,·3073,·3113,·3115,·3121,·3122,·3127,·3138,·3139,·3227,·3241,·3245,·3246,·3259,·3260,·3284,·3285,·3309,·3310,·3334,·3335,·3365,·3366,·3390,·3391,·3421,·3422,·3446,·3447,·3503,·3517,·3521,·3522,·3564,·3581,·3585,·3586,·3587,·3596,·3608,·3609,·3636,·3641,·3642,·3666,·3702,·3714,·3725,·3800,·3898,·3900,·3905,·3907,·3908,·3909,·3910,·3916,·3917,·3918,·3983,·3984,·3985,·3986,·3987,·3993,·3997,·4008,·4009,·4010,·4011,·4012,·4013,·4014,·4015,·4016,·4017,·4018,·4019,·4020,·4021,·4024,·4025,·4027,·4043,·4044,·4084,·4086,·4087,·4088,·4090,·4091,·4107,·4111,·4248,·4249,·4250,·4251,·4252,·4253,·4274,·4308,·4331,·4338,·4339,·4387,·4410,·4417,·4418,·4458,·4473,·4496,·4503,·4504,·4580,·4613,·4615,·4620,·4621,·4769,·4789,·4791,·4796,·4797,·4807,·4818,·4826,·4895,·5028,·5058,·5060,·5065,·5066,·5090,·5135,·5166,·5168,·5173,·5174,·5238,·5266,·5268,·5273,·5274,·5548,·5576,·5578,·5583,·5584,·5711,·5744,·5746,·5751,·5752,·5930,·5963,·5965,·5971,·5972,·5975,·5976,·5979,·5980,·6044,·6072,·6074,·6079,·6080,·6087,·6091,·6102,·6103,·6118,·6120,·6231,·6329,·6411,·6416,·6426,·6429,·6435,·6436,·6437,·6444,·6446,·6448,·6450,·6455,·6460], |
| 255 | ········"pr":·[1,·177,·206,·3800,·6432,·6433,·6434,·6435,·6436,·6437,·6438,·6439,·6440,·6441,·6442,·6444,·6445,·6446,·6447,·6450], | 255 | ········"pr":·[1,·177,·206,·3800,·6432,·6433,·6434,·6435,·6436,·6437,·6438,·6439,·6440,·6441,·6442,·6444,·6445,·6446,·6447,·6450], |
| 256 | ········"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,·22 | 256 | ········"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,·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,·21[·...·truncated·by·diffoscope;·len:·278,·SHA:·8f1d8bb383865c988d14b660b17ef73a962bd3700d54b778be3d92f222370e13·...·],·6430,·6439,·6442,·6444,·6446,·6460], |
| 257 | ········"614700":·1, | 257 | ········"614700":·1, |
| 258 | 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| 259 | ········"276958":·1, | 259 | ········"276958":·1, |
| 260 | ········"759564":·1, | 260 | ········"759564":·1, |
| 261 | ········"212":·[1,·198,·207,·217,·234,·236,·252,·260,·4961], | 261 | ········"212":·[1,·198,·207,·217,·234,·236,·252,·260,·4961], |
| 262 | ········"213778":·1, | 262 | ········"213778":·1, |
| 263 | ········"10":·[1,·4,·5,·6,·15,·25,·26,·29,·34,·71,·106,·175,·177,·18 | 263 | ········"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[·...·truncated·by·diffoscope;·len:·75,·SHA:·276fd808af942bd72f1e477a83d091dfc8d7e20a81945bb715164a3163e58098·...·],·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,·2226,·2231,·2233,·2235,·2251,·2387,·2481,·2522,·2523,·2524,·2526,·2527,·2529,·2531,·2533,·2534,·2536,·2537,·2539,·2541,·2543,·2545,·2562,·2578,·2651,·2669,·2710,·2776,·2836,·2861,·2915,·2972,·3019,·3028,·3030,·3073,·3080,·3094,·3098,·3117,·3182,·3227,·3248,·3481,·3503,·3539,·3564,·3609,·3648,·3670,·3722,·3725,·3729,·3730,·3733,·3734,·3751,·3777,·3779,·3881,·3883,·3884,·3886,·3888,·3896,·3899,·3902,·3911,·3912,·3913,·3914,·3924,·3930,·3933,·3983,·3984,·3985,·3986,·3987,·3999,·4011,·4013,·4015,·4017,·4038,·4053,·4073,·4118,·4123,·4135,·4138,·4139,·4140,·4141,·4142,·4143,·4144,·4146,·4147,·4163,·4164,·4253,·4308,·4320,·4335,·4387,·4399,·4414,·4458,·4473,·4485,·4500,·4517,·4531,·4533,·4580,·4587,·4599,·4601,·4617,·4633,·4643,·4644,·4646,·4647,·4769,·4793,·4802,·4803,·4818,·4954,·4977,·4986,·4988,·5028,·5036,·5045,·5048,·5062,·5068,·5081,·5091,·5094,·5135,·5144,·5153,·5156,·5170,·5187,·5197,·5199,·5238,·5245,·5254,·5256,·5270,·5278,·5287,·5306,·5341,·5342,·5344,·5345,·5367,·5384,·5403,·5438,·5439,·5441,·5442,·5444,·5477,·5498,·5507,·5509,·5548,·5555,·5564,·5566,·5580,·5595,·5618,·5648,·5662,·5664,·5711,·5718,·5730,·5732,·5748,·5772,·5792,·5827,·5828,·5830,·5831,·5833,·5876,·5886,·5888,·5930,·5938,·5948,·5951,·5967,·5994,·6003,·6005,·6044,·6051,·6060,·6062,·6076,·6082,·6084,·6090,·6092,·6094,·6095,·6097,·6098,·6099,·6100,·6102,·6103,·6126,·6130,·6140,·6141,·6167,·6170,·6171,·6174,·6187,·6197,·6198,·6199,·6203,·6206,·6208,·6210,·6225,·6230,·6234,·6241,·6268,·6271,·6272,·6287,·6297,·6298,·6299,·6303,·6306,·6308,·6310,·6332,·6375,·6377,·6378,·6399,·6411,·6416,·6417,·6421,·6426,·6430,·6435,·6437,·6439,·6440,·6444,·6446,·6447,·6454,·6460], |
| 264 | ········"120692":·1, | 264 | ········"120692":·1, |
| 265 | ········"002874":·1, | 265 | ········"002874":·1, |
| 266 | ········"175":·[1,·227,·4276], | 266 | ········"175":·[1,·227,·4276], |
| 267 | ········"488928":·1, | 267 | ········"488928":·1, |
| 268 | ········"184623":·1, | 268 | ········"184623":·1, |
| 269 | ········"022572":·1, | 269 | ········"022572":·1, |
| 270 | ········"residu":·[1,·4,·34,·182,·183,·188,·191,·193,·196,·199,·203,·204,·206,·207,·208,·209,·210,·211,·212,·214,·220,·221,·222,·226,·227,·228,·229,·230,·233,·234,·257,·265,·267,·410,·426,·427,·428,·468,·484,·485,·486,·526,·542,·543,·544,·599,·600,·601,·654,·655,·656,·708,·709,·769,·770,·771,·832,·833,·834,·835,·911,·912,·913,·991,·992,·993,·1075,·1076,·1077,·1078,·1131,·1132,·1133,·1205,·1206,·1207,·1245,·1246,·1247,·1424,·1425,·1437,·1443,·1444,·1523,·1561,·1562,·1563,·1564,·1565,·1570,·1571,·1572,·1573,·1574,·1575,·1576,·1660,·1703,·1704,·1718,·1719,·1732,·1733,·1748,·1749,·1764,·1765,·1780,·1781,·1796,·1797,·1811,·1812,·1927,·1943,·1960,·1982,·1983,·1984,·1985,·1986,·1992,·1993,·1994,·1995,·1996,·1997,·1998,·1999,·2000,·2001,·2002,·2006,·2007,·2025,·2041,·2054,·2070,·2075,·2093,·2122,·2123,·2124,·2125,·2130,·2131,·2132,·2133,·2134,·2135,·2136,·2198,·2208,·2213,·2214,·2215,·2216,·2218,·2221,·2223,·2375,·2403,·2480,·2484,·2544,·2566,·2583,·2599,·2600,·2634,·2636,·2639,·2640,·2651,·2653,·2656,·2657,·2671,·2674,·2675,·2686,·2695,·2696,·2697,·2708,·2712,·2714,·2721,·2725,·2729,·2730,·2735,·2745,·2746,·2754,·2763,·2764,·2765,·2774,·2778,·2779,·2786,·2793,·2794,·2799,·2809,·2812,·2815,·2816,·2823,·2827,·2828,·2875,·2935,·2937,·2950,·2959,·2960,·2961,·2970,·2974,·2975,·2983,·2991,·2992,·2997,·3007,·3008,·3069,·3070,·3085,·3086,·3098,·3104,·3105,·3115,·3116,·3117,·3127,·3136,·3137,·3139,·3145,·3155,·3208,·3212,·3220,·3557,·3577,·3587,·3596,·3597,·3598,·3607,·3612,·3619,·3626,·3627,·3633,·3643,·3753,·3798,·3800,·3801,·3812,·3813,·3829,·3839,·3840,·3843,·3865,·3869,·3898,·3899,·3900,·3902,·3907,·3908,·3909,·3910,·3915,·3916,·3917,·3920,·3921,·3937,·3957,·3959,·4010,·4015,·4038,·4039,·4040,·4041,·4042,·4043,·4053,·4054,·4055,·4056,·4057,·4058,·4066,·4067,·4070,·4073,·4074,·4075,·4076,·4077,·4078,·4079,·4081,·4176,·4178,·4230,·4232,·4235,·4237,·4294,·4306,·4307,·4320,·4325,·4333,·4334,·4335,·4373,·4385,·4386,·4399,·4404,·4412,·4413,·4414,·4450,·4458,·4471,·4472,·4485,·4490,·4498,·4499,·4500,·4601,·4605,·4615,·4616,·4617,·4791,·4792,·4793,·4807,·4808,·4825,·4832,·4837,·4850,·4860,·4876,·4885,·4946,·4949,·4950,·4955,·4956,·4958,·5048,·5052,·5060,·5061,·5062,·5118,·5156,·5160,·5168,·5169,·5170,·5222,·5256,·5260,·5268,·5269,·5270,·5279,·5376,·5483,·5566,·5570,·5578,·5579,·5580,·5732,·5736,·5746,·5747,·5748,·5951,·5956,·5965,·5966,·5967,·6062,·6066,·6074,·6075,·6076,·6082,·6086,·6087,·6090,·6098,·6106,·6124,·6208,·6216,·6219,·6234,·6258,·6308,·6316,·6319,·6332,·6339,·6350,·6351,·6365,·6387,·6399,·6411,·6412,·6416,·6428,·6429,·6437,·6444,·6446,·6447,·6448,·6449,·6458], | 270 | ········"residu":·[1,·4,·34,·182,·183,·188,·191,·193,·196,·199,·203,·204,·206,·207,·208,·209,·210,·211,·212,·214,·220,·221,·222,·226,·227,·228,·229,·230,·233,·234,·257,·265,·267,·410,·426,·427,·428,·468,·484,·485,·486,·526,·542,·543,·544,·599,·600,·601,·654,·655,·656,·708,·709,·769,·770,·771,·832,·833,·834,·835,·911,·912,·913,·991,·992,·993,·1075,·1076,·1077,·1078,·1131,·1132,·1133,·1205,·1206,·1207,·1245,·1246,·1247,·1424,·1425,·1437,·1443,·1444,·1523,·1561,·1562,·1563,·1564,·1565,·1570,·1571,·1572,·1573,·1574,·1575,·1576,·1660,·1703,·1704,·1718,·1719,·1732,·1733,·1748,·1749,·1764,·1765,·1780,·1781,·1796,·1797,·1811,·1812,·1927,·1943,·1960,·1982,·1983,·1984,·1985,·1986,·1992,·1993,·1994,·1995,·1996,·1997,·1998,·1999,·2000,·2001,·2002,·2006,·2007,·2025,·2041,·2054,·2070,·2075,·2093,·2122,·2123,·2124,·2125,·2130,·2131,·2132,·2133,·2134,·2135,·2136,·2198,·2208,·2213,·2214,·2215,·2216,·2218,·2221,·2223,·2375,·2403,·2480,·2484,·2544,·2566,·2583,·2599,·2600,·2634,·2636,·2639,·2640,·2651,·2653,·2656,·2657,·2671,·2674,·2675,·2686,·2695,·2696,·2697,·2708,·2712,·2714,·2721,·2725,·2729,·2730,·2735,·2745,·2746,·2754,·2763,·2764,·2765,·2774,·2778,·2779,·2786,·2793,·2794,·2799,·2809,·2812,·2815,·2816,·2823,·2827,·2828,·2875,·2935,·2937,·2950,·2959,·2960,·2961,·2970,·2974,·2975,·2983,·2991,·2992,·2997,·3007,·3008,·3069,·3070,·3085,·3086,·3098,·3104,·3105,·3115,·3116,·3117,·3127,·3136,·3137,·3139,·3145,·3155,·3208,·3212,·3220,·3557,·3577,·3587,·3596,·3597,·3598,·3607,·3612,·3619,·3626,·3627,·3633,·3643,·3753,·3798,·3800,·3801,·3812,·3813,·3829,·3839,·3840,·3843,·3865,·3869,·3898,·3899,·3900,·3902,·3907,·3908,·3909,·3910,·3915,·3916,·3917,·3920,·3921,·3937,·3957,·3959,·4010,·4015,·4038,·4039,·4040,·4041,·4042,·4043,·4053,·4054,·4055,·4056,·4057,·4058,·4066,·4067,·4070,·4073,·4074,·4075,·4076,·4077,·4078,·4079,·4081,·4176,·4178,·4230,·4232,·4235,·4237,·4294,·4306,·4307,·4320,·4325,·4333,·4334,·4335,·4373,·4385,·4386,·4399,·4404,·4412,·4413,·4414,·4450,·4458,·4471,·4472,·4485,·4490,·4498,·4499,·4500,·4601,·4605,·4615,·4616,·4617,·4791,·4792,·4793,·4807,·4808,·4825,·4832,·4837,·4850,·4860,·4876,·4885,·4946,·4949,·4950,·4955,·4956,·4958,·5048,·5052,·5060,·5061,·5062,·5118,·5156,·5160,·5168,·5169,·5170,·5222,·5256,·5260,·5268,·5269,·5270,·5279,·5376,·5483,·5566,·5570,·5578,·5579,·5580,·5732,·5736,·5746,·5747,·5748,·5951,·5956,·5965,·5966,·5967,·6062,·6066,·6074,·6075,·6076,·6082,·6086,·6087,·6090,·6098,·6106,·6124,·6208,·6216,·6219,·6234,·6258,·6308,·6316,·6319,·6332,·6339,·6350,·6351,·6365,·6387,·6399,·6411,·6412,·6416,·6428,·6429,·6437,·6444,·6446,·6447,·6448,·6449,·6458], |