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/srv/reproducible-results/rbuild-debian/r-b-build.x4tnRQ9z/b2/statsmodels_0.14.4+dfsg-1_armhf.changes ¶

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python-statsmodels-doc_0.14.4+dfsg-1_all.deb ¶

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file list ¶

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control.tar.xz ¶

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control.tar ¶

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data.tar.xz ¶

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data.tar ¶

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1	Package:·python-statsmodels-doc	1	Package:·python-statsmodels-doc
2	Source:·statsmodels	2	Source:·statsmodels
3	Version:·0.14.4+dfsg-1	3	Version:·0.14.4+dfsg-1
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>
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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~)
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12	Priority:·optional	12	Priority:·optional
13	Homepage:·https://www.statsmodels.org	13	Homepage:·https://www.statsmodels.org


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342	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png	342	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png
343	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png	343	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png
344	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png	344	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png
345	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png	345	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png
346	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png	346	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png
347	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png	347	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png
348	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png	348	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png
349	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_2.png	349	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_3.png
350	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png	350	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png
351	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png	351	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png
352	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png	352	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png
353	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png	353	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png
354	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_0.png	354	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_0.png
355	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_1.png	355	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_12_1.png
356	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_14_0.png	356	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_exponential_smoothing_14_0.png
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386	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_23_0.png	386	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_23_0.png
387	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_25_0.png	387	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_25_0.png
388	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_28_1.png	388	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_28_1.png
389	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_4_0.png	389	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_4_0.png
390	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_7_1.png	390	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_markov_regression_7_1.png
391	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_13_0.png	391	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_13_0.png
392	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_16_1.png	392	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_16_1.png
393	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_20_3.png	393	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_20_2.png
394	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_21_2.png	394	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_21_2.png
395	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_28_1.png	395	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_28_1.png
396	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_31_1.png	396	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_31_1.png
397	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_32_1.png	397	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_metaanalysis1_32_1.png
398	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_mixed_lm_example_40_1.png	398	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_mixed_lm_example_40_1.png
399	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_mixed_lm_example_42_0.png	399	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_mixed_lm_example_42_0.png
400	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ols_18_1.png	400	usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ols_18_1.png


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31	············"outputs":·[],	31	············"outputs":·[],
32	············"source":·[	32	············"source":·[
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43	············"execution_count":·2,	43	············"execution_count":·2,
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52	····················"outputs_hidden":·false	52	····················"outputs_hidden":·false
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54	············},	54	············},
55	············"outputs":·[],	55	············"outputs":·[],
56	············"source":·[	56	············"source":·[
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61	············]	61	············]
62	········},	62	········},
63	········{	63	········{
64	············"cell_type":·"code",	64	············"cell_type":·"code",
65	············"execution_count":·3,	65	············"execution_count":·3,
66	············"metadata":·{	66	············"metadata":·{
67	················"execution":·{	67	················"execution":·{
68	····················"iopub.execute_input":·"2024-11-07T22:39:43.~~639215~~Z",	68	····················"iopub.execute_input":·"2024-11-08T03:05:15.067797Z",
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73	················"jupyter":·{	73	················"jupyter":·{
74	····················"outputs_hidden":·false	74	····················"outputs_hidden":·false
75	················}	75	················}
76	············},	76	············},
77	············"outputs":·[	77	············"outputs":·[
78	················{	78	················{


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120	</div>	120	</div>
121	</div>	121	</div>
122	<div·class="nboutput·docutils·container">	122	<div·class="nboutput·docutils·container">
123	<div·class="prompt·empty·docutils·container">	123	<div·class="prompt·empty·docutils·container">
124	</div>	124	</div>
125	<div·class="output_area·stderr·docutils·container">	125	<div·class="output_area·stderr·docutils·container">
126	<div·class="highlight"><pre>	126	<div·class="highlight"><pre>
127	/tmp/ipykernel_12803/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'·keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.·Use·``sep='\s+'``·instead	127	/tmp/ipykernel_20362/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'·keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.·Use·``sep='\s+'``·instead
128	··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)	128	··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)
129	</pre></div></div>	129	</pre></div></div>
130	</div>	130	</div>
131	<div·class="nboutput·nblast·docutils·container">	131	<div·class="nboutput·nblast·docutils·container">
132	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:	132	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[2]:
133	</pre></div>	133	</pre></div>
134	</div>	134	</div>


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56	except·ImportError:	56	except·ImportError:
57	····from·io·import·StringIO	57	····from·io·import·StringIO
58	data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)	58	data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)

59	#·Note:·for·the·results·we·compare·with·the·paper·here,·they·drop·the·first	59	#·Note:·for·the·results·we·compare·with·the·paper·here,·they·drop·the·first
60	four·points	60	four·points
61	data.head()	61	data.head()
62	/tmp/ipykernel_12803/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'	62	/tmp/ipykernel_20362/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'
63	keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.	63	keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.
64	Use·``sep='\s+'``·instead	64	Use·``sep='\s+'``·instead
65	··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)	65	··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)
66	[2]:	66	[2]:
67	·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·	67	·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·
68	\|_\x8·_\x8\|_\x8·_\x8·_\x8·_\x8·_\x8x\x8x_\x8\|_\x8·_\x8·_\x8·_\x8·_\x8y\x8y_\x8\|_\x8y\x8y_\x8_\x8__\x8e\x8e_\x8r\x8r_\x8r\x8r\|	68	\|_\x8·_\x8\|_\x8·_\x8·_\x8·_\x8·_\x8x\x8x_\x8\|_\x8·_\x8·_\x8·_\x8·_\x8y\x8y_\x8\|_\x8y\x8y_\x8_\x8__\x8e\x8e_\x8r\x8r_\x8r\x8r\|
69	\|_\x80\x80_\x8\|_\x82_\x80_\x81_\x8._\x80_\x8\|_\x85_\x89_\x82_\x8._\x80_\x8\|_\x86_\x81_\x8._\x80_\x8·\|	69	\|_\x80\x80_\x8\|_\x82_\x80_\x81_\x8._\x80_\x8\|_\x85_\x89_\x82_\x8._\x80_\x8\|_\x86_\x81_\x8._\x80_\x8·\|


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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":·{
25	················"execution":·{	25	················"execution":·{
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27	····················"iopub.status.busy":·"2024-11-07T22:35:42.541~~920~~Z",	27	····················"iopub.status.busy":·"2024-11-08T03:07:05.991641Z",
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29	····················"shell.execute_reply":·"2024-11-07T22:35:49.648~~460~~Z"	29	····················"shell.execute_reply":·"2024-11-08T03:07:12.738316Z"
30	················},	30	················},
31	················"jupyter":·{	31	················"jupyter":·{
32	····················"outputs_hidden":·false	32	····················"outputs_hidden":·false
33	················}	33	················}
34	············},	34	············},
35	············"outputs":·[],	35	············"outputs":·[],
36	············"source":·[	36	············"source":·[
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62	············]	62	············]
63	········},	63	········},
64	········{	64	········{
65	············"cell_type":·"code",	65	············"cell_type":·"code",
66	············"execution_count":·2,	66	············"execution_count":·2,
67	············"metadata":·{	67	············"metadata":·{
68	················"execution":·{	68	················"execution":·{
69	····················"iopub.execute_input":·"2024-11-07T22:35:49.687~~067~~Z",	69	····················"iopub.execute_input":·"2024-11-08T03:07:12.768239Z",
70	····················"iopub.status.busy":·"2024-11-07T22:35:49.~~686088~~Z",	70	····················"iopub.status.busy":·"2024-11-08T03:07:12.767549Z",
71	····················"iopub.status.idle":·"2024-11-07T22:35:49.~~826188~~Z",	71	····················"iopub.status.idle":·"2024-11-08T03:07:12.910311Z",
72	····················"shell.execute_reply":·"2024-11-07T22:35:49.824~~446~~Z"	72	····················"shell.execute_reply":·"2024-11-08T03:07:12.894273Z"
73	················},	73	················},
74	················"jupyter":·{	74	················"jupyter":·{
75	····················"outputs_hidden":·false	75	····················"outputs_hidden":·false
76	················}	76	················}
77	············},	77	············},
78	············"outputs":·[	78	············"outputs":·[
79	················{	79	················{
80	····················"name":·"stderr",	80	····················"name":·"stderr",
81	····················"output_type":·"stream",	81	····················"output_type":·"stream",
82	····················"text":·[	82	····················"text":·[
83	························"/tmp/ipykernel_12803/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'·keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.·Use·``sep='\\s+'``·instead\n",	83	························"/tmp/ipykernel_20362/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'·keyword·in·pd.read_csv·is·deprecated·and·will·be·removed·in·a·future·version.·Use·``sep='\\s+'``·instead\n",
84	························"··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)\n"	84	························"··data·=·pd.read_csv(StringIO(data),·delim_whitespace=True).astype(float)\n"
85	····················]	85	····················]
86	················},	86	················},
87	················{	87	················{
88	····················"data":·{	88	····················"data":·{
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33	················}	33	················}
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37	················"%matplotlib·inline"	37	················"%matplotlib·inline"
38	············]	38	············]
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48	····················"shell.execute_reply":·"2024-11-07T22:29:03.~~736508~~Z"	48	····················"shell.execute_reply":·"2024-11-08T03:01:05.551915Z"
49	················}	49	················}
50	············},	50	············},
51	············"outputs":·[],	51	············"outputs":·[],
52	············"source":·[	52	············"source":·[
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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59	············]	59	············]
60	········},	60	········},
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64	············"metadata":·{	64	············"metadata":·{
65	················"execution":·{	65	················"execution":·{
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69	····················"shell.execute_reply":·"2024-11-07T22:29:03.784~~494~~Z"	69	····················"shell.execute_reply":·"2024-11-08T03:01:05.564645Z"
70	················}	70	················}
71	············},	71	············},
72	············"outputs":·[	72	············"outputs":·[
73	················{	73	················{
74	····················"name":·"stdout",	74	····················"name":·"stdout",
75	····················"output_type":·"stream",	75	····················"output_type":·"stream",
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98	····················"shell.execute_reply":·"2024-11-07T22:29:03.~~8244~~74Z"	98	····················"shell.execute_reply":·"2024-11-08T03:01:05.585570Z"
99	················}	99	················}
100	············},	100	············},
101	············"outputs":·[	101	············"outputs":·[
102	················{	102	················{
103	····················"name":·"stdout",	103	····················"name":·"stdout",
104	····················"output_type":·"stream",	104	····················"output_type":·"stream",
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141	········{	141	········{
142	············"cell_type":·"code",	142	············"cell_type":·"code",
143	············"execution_count":·5,	143	············"execution_count":·5,
144	············"metadata":·{	144	············"metadata":·{
145	················"execution":·{	145	················"execution":·{
146	····················"iopub.execute_input":·"2024-11-07T22:29:03.~~843007~~Z",	146	····················"iopub.execute_input":·"2024-11-08T03:01:05.592372Z",
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149	····················"shell.execute_reply":·"2024-11-07T22:29:03.92~~4497~~Z"	149	····················"shell.execute_reply":·"2024-11-08T03:01:05.622759Z"
150	················}	150	················}
151	············},	151	············},
152	············"outputs":·[],	152	············"outputs":·[],
153	············"source":·[	153	············"source":·[
154	················"dta·=·sm.datasets.fair.load_pandas().data"	154	················"dta·=·sm.datasets.fair.load_pandas().data"
155	············]	155	············]
156	········},	156	········},
157	········{	157	········{
158	············"cell_type":·"code",	158	············"cell_type":·"code",
159	············"execution_count":·6,	159	············"execution_count":·6,
160	············"metadata":·{	160	············"metadata":·{
161	················"execution":·{	161	················"execution":·{
162	····················"iopub.execute_input":·"2024-11-07T22:29:03.~~958172~~Z",	162	····················"iopub.execute_input":·"2024-11-08T03:01:05.631015Z",
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166	················}	166	················}
167	············},	167	············},
168	············"outputs":·[	168	············"outputs":·[
169	················{	169	················{
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206	············"execution_count":·7,	206	············"execution_count":·7,
207	············"metadata":·{	207	············"metadata":·{
208	················"execution":·{	208	················"execution":·{
209	····················"iopub.execute_input":·"2024-11-07T22:29:04.~~083067~~Z",	209	····················"iopub.execute_input":·"2024-11-08T03:01:05.667946Z",
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212	····················"shell.execute_reply":·"2024-11-07T22:29:04.~~252473~~Z"	212	····················"shell.execute_reply":·"2024-11-08T03:01:05.730530Z"
213	················}	213	················}
214	············},	214	············},
215	············"outputs":·[	215	············"outputs":·[
216	················{	216	················{
217	····················"name":·"stdout",	217	····················"name":·"stdout",
218	····················"output_type":·"stream",	218	····················"output_type":·"stream",
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16	················"execution":·{	16	················"execution":·{
17	····················"iopub.execute_input":·"2024-11-07T22:28:17.966~~703~~Z",	17	····················"iopub.execute_input":·"2024-11-08T03:01:34.456345Z",
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20	····················"shell.execute_reply":·"2024-11-07T22:28:20.~~540464~~Z"	20	····················"shell.execute_reply":·"2024-11-08T03:01:36.153658Z"
21	················}	21	················}
22	············},	22	············},
23	············"outputs":·[],	23	············"outputs":·[],
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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62	········},	62	········},
63	········{	63	········{
64	············"cell_type":·"code",	64	············"cell_type":·"code",
65	············"execution_count":·2,	65	············"execution_count":·2,
66	············"metadata":·{	66	············"metadata":·{
67	················"execution":·{	67	················"execution":·{
68	····················"iopub.execute_input":·"2024-11-07T22:28:20.~~559185~~Z",	68	····················"iopub.execute_input":·"2024-11-08T03:01:36.163309Z",
69	····················"iopub.status.busy":·"2024-11-07T22:28:20.~~5581~~63Z",	69	····················"iopub.status.busy":·"2024-11-08T03:01:36.162564Z",
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71	····················"shell.execute_reply":·"2024-11-07T22:28:20.~~584455~~Z"	71	····················"shell.execute_reply":·"2024-11-08T03:01:36.176098Z"
72	················}	72	················}
73	············},	73	············},
74	············"outputs":·[],	74	············"outputs":·[],
75	············"source":·[	75	············"source":·[
76	················"X·=·np.random.normal(size=(1000,·25))\n",	76	················"X·=·np.random.normal(size=(1000,·25))\n",
77	················"beta·=·np.random.normal(size=25)\n",	77	················"beta·=·np.random.normal(size=25)\n",
78	················"beta·*=·np.random.randint(0,·2,·size=25)\n",	78	················"beta·*=·np.random.randint(0,·2,·size=25)\n",
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89	········},	89	········},
90	········{	90	········{
91	············"cell_type":·"code",	91	············"cell_type":·"code",
92	············"execution_count":·3,	92	············"execution_count":·3,
93	············"metadata":·{	93	············"metadata":·{
94	················"execution":·{	94	················"execution":·{
95	····················"iopub.execute_input":·"2024-11-07T22:28:20.~~602929~~Z",	95	····················"iopub.execute_input":·"2024-11-08T03:01:36.185045Z",
96	····················"iopub.status.busy":·"2024-11-07T22:28:20.~~602146~~Z",	96	····················"iopub.status.busy":·"2024-11-08T03:01:36.184394Z",
97	····················"iopub.status.idle":·"2024-11-07T22:28:22.~~448531~~Z",	97	····················"iopub.status.idle":·"2024-11-08T03:01:36.722426Z",
98	····················"shell.execute_reply":·"2024-11-07T22:28:22.~~432456~~Z"	98	····················"shell.execute_reply":·"2024-11-08T03:01:36.721118Z"
99	················}	99	················}
100	············},	100	············},
101	············"outputs":·[],	101	············"outputs":·[],
102	············"source":·[	102	············"source":·[
103	················"debiased_OLS_mod·=·DistributedModel(m)\n",	103	················"debiased_OLS_mod·=·DistributedModel(m)\n",
104	················"debiased_OLS_fit·=·debiased_OLS_mod.fit(\n",	104	················"debiased_OLS_fit·=·debiased_OLS_mod.fit(\n",
105	················"····zip(_endog_gen(y,·m),·_exog_gen(X,·m)),·fit_kwds={\"alpha\":·0.2}\n",	105	················"····zip(_endog_gen(y,·m),·_exog_gen(X,·m)),·fit_kwds={\"alpha\":·0.2}\n",
Offset 114, 18 lines modified		Offset 114, 18 lines modified
114	············]	114	············]
115	········},	115	········},
116	········{	116	········{
117	············"cell_type":·"code",	117	············"cell_type":·"code",
118	············"execution_count":·4,	118	············"execution_count":·4,
119	············"metadata":·{	119	············"metadata":·{
120	················"execution":·{	120	················"execution":·{
121	····················"iopub.execute_input":·"2024-11-07T22:28:22.~~462767~~Z",	121	····················"iopub.execute_input":·"2024-11-08T03:01:36.729426Z",
122	····················"iopub.status.busy":·"2024-11-07T22:28:22.~~4620~~05Z",	122	····················"iopub.status.busy":·"2024-11-08T03:01:36.728903Z",
123	····················"iopub.status.idle":·"2024-11-07T22:28:25.~~131253~~Z",	123	····················"iopub.status.idle":·"2024-11-08T03:01:37.649747Z",
124	····················"shell.execute_reply":·"2024-11-07T22:28:25.~~129543~~Z"	124	····················"shell.execute_reply":·"2024-11-08T03:01:37.648124Z"
125	················}	125	················}
126	············},	126	············},
127	············"outputs":·[],	127	············"outputs":·[],
128	············"source":·[	128	············"source":·[
129	················"from·statsmodels.genmod.generalized_linear_model·import·GLM\n",	129	················"from·statsmodels.genmod.generalized_linear_model·import·GLM\n",
130	················"from·statsmodels.genmod.families·import·Gaussian\n",	130	················"from·statsmodels.genmod.families·import·Gaussian\n",
131	················"\n",	131	················"\n",
Offset 145, 18 lines modified		Offset 145, 18 lines modified
145	············]	145	············]
146	········},	146	········},
147	········{	147	········{
148	············"cell_type":·"code",	148	············"cell_type":·"code",
149	············"execution_count":·5,	149	············"execution_count":·5,
150	············"metadata":·{	150	············"metadata":·{
151	················"execution":·{	151	················"execution":·{
152	····················"iopub.execute_input":·"2024-11-07T22:28:25.~~1420~~34Z",	152	····················"iopub.execute_input":·"2024-11-08T03:01:37.657438Z",
153	····················"iopub.status.busy":·"2024-11-07T22:28:25.~~141367~~Z",	153	····················"iopub.status.busy":·"2024-11-08T03:01:37.656889Z",
154	····················"iopub.status.idle":·"2024-11-07T22:28:25.630657Z",	154	····················"iopub.status.idle":·"2024-11-08T03:01:37.893039Z",
155	····················"shell.execute_reply":·"2024-11-07T22:28:25.~~628508~~Z"	155	····················"shell.execute_reply":·"2024-11-08T03:01:37.891732Z"
156	················}	156	················}
157	············},	157	············},
158	············"outputs":·[],	158	············"outputs":·[],
159	············"source":·[	159	············"source":·[
160	················"from·statsmodels.base.distributed_estimation·import·_est_regularized_naive,·_join_naive\n",	160	················"from·statsmodels.base.distributed_estimation·import·_est_regularized_naive,·_join_naive\n",
161	················"\n",	161	················"\n",
162	················"\n",	162	················"\n",
Offset 176, 18 lines modified		Offset 176, 18 lines modified
176	············]	176	············]
177	········},	177	········},
178	········{	178	········{
179	············"cell_type":·"code",	179	············"cell_type":·"code",
180	············"execution_count":·6,	180	············"execution_count":·6,
181	············"metadata":·{	181	············"metadata":·{
182	················"execution":·{	182	················"execution":·{
183	····················"iopub.execute_input":·"2024-11-07T22:28:25.~~640117~~Z",	183	····················"iopub.execute_input":·"2024-11-08T03:01:37.902058Z",
184	····················"iopub.status.busy":·"2024-11-07T22:28:25.~~639~~403Z",	184	····················"iopub.status.busy":·"2024-11-08T03:01:37.901475Z",
185	····················"iopub.status.idle":·"2024-11-07T22:28:25.730~~531~~Z",	185	····················"iopub.status.idle":·"2024-11-08T03:01:37.930104Z",
186	····················"shell.execute_reply":·"2024-11-07T22:28:25.728~~467~~Z"	186	····················"shell.execute_reply":·"2024-11-08T03:01:37.928656Z"
187	················}	187	················}
188	············},	188	············},
189	············"outputs":·[],	189	············"outputs":·[],
190	············"source":·[	190	············"source":·[
191	················"from·statsmodels.base.distributed_estimation·import·(\n",	191	················"from·statsmodels.base.distributed_estimation·import·(\n",
192	················"····_est_unregularized_naive,\n",	192	················"····_est_unregularized_naive,\n",
193	················"····DistributedResults,\n",	193	················"····DistributedResults,\n",


Offset 733, 15 lines modified		Offset 733, 32 lines modified
733	At·iterate···78····f=··2.24451D+00····\|proj·g\|=··6.34603D-05	733	At·iterate···78····f=··2.24451D+00····\|proj·g\|=··6.34603D-05

734	At·iterate···79····f=··2.24451D+00····\|proj·g\|=··5.87974D-05	734	At·iterate···79····f=··2.24451D+00····\|proj·g\|=··5.87974D-05

735	·············*	735	·············*

736	Tit···=·total·number·of·iterations	736	Tit···=·total·number·of·iterations
		737	Tnf···=·total·nu
		738	</pre></div></div>
		739	</div>
		740	<div·class="nboutput·docutils·container">
		741	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:
		742	</pre></div>
		743	</div>
		744	<div·class="output_area·docutils·container">
		745	<div·class="highlight"><pre>
		746	<matplotlib.legend.Legend·at·0xadde5de1e8ed>
		747	</pre></div></div>
		748	</div>
		749	<div·class="nboutput·docutils·container">
		750	<div·class="prompt·empty·docutils·container">
		751	</div>
		752	<div·class="output_area·docutils·container">
		753	<div·class="highlight"><pre>
737	~~Tnf···=·total·nu~~mber·of·function·evaluations	754	mber·of·function·evaluations
738	Tnint·=·total·number·of·segments·explored·during·Cauchy·searches	755	Tnint·=·total·number·of·segments·explored·during·Cauchy·searches
739	Skip··=·number·of·BFGS·updates·skipped	756	Skip··=·number·of·BFGS·updates·skipped
740	Nact··=·number·of·active·bounds·at·final·generalized·Cauchy·point	757	Nact··=·number·of·active·bounds·at·final·generalized·Cauchy·point
741	Projg·=·norm·of·the·final·projected·gradient	758	Projg·=·norm·of·the·final·projected·gradient
742	F·····=·final·function·value	759	F·····=·final·function·value

743	·············*	760	·············*
Offset 749, 28 lines modified		Offset 766, 19 lines modified
749	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	766	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
750	····9·····79····101·····87·····0·····1···5.880D-05···2.245D+00	767	····9·····79····101·····87·····0·····1···5.880D-05···2.245D+00
751	··F·=···2.2445126261499118	768	··F·=···2.2445126261499118

752	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH	769	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
753	</pre></div></div>	770	</pre></div></div>
754	</div>	771	</div>
755	<div·class="nboutput·docutils·container">
756	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:
757	</pre></div>
758	</div>
759	<div·class="output_area·docutils·container">
760	<div·class="highlight"><pre>
761	<matplotlib.legend.Legend·at·0xadde5de1e8ed>
762	</pre></div></div>
763	</div>
764	<div·class="nboutput·nblast·docutils·container">	772	<div·class="nboutput·nblast·docutils·container">
765	<div·class="prompt·empty·docutils·container">	773	<div·class="prompt·empty·docutils·container">
766	</div>	774	</div>
767	<div·class="output_area·docutils·container">	775	<div·class="output_area·docutils·container">
768	<img·alt="../../../_images/examples_notebooks_generated_ets_14_2.png"·src="../../../_images/examples_notebooks_generated_ets_14_2.png"·/>	776	<img·alt="../../../_images/examples_notebooks_generated_ets_14_3.png"·src="../../../_images/examples_notebooks_generated_ets_14_3.png"·/>
769	</div>	777	</div>
770	</div>	778	</div>
771	<div·class="nbinput·docutils·container">	779	<div·class="nbinput·docutils·container">
772	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:	780	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[10]:
773	</pre></div>	781	</pre></div>
774	</div>	782	</div>
775	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">fit</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>	783	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="nb">print</span><span·class="p">(</span><span·class="n">fit</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>


Offset 576, 31 lines modified		Offset 576, 32 lines modified
576	At·iterate···78····f=··2.24451D+00····\|proj·g\|=··6.34603D-05	576	At·iterate···78····f=··2.24451D+00····\|proj·g\|=··6.34603D-05

577	At·iterate···79····f=··2.24451D+00····\|proj·g\|=··5.87974D-05	577	At·iterate···79····f=··2.24451D+00····\|proj·g\|=··5.87974D-05

578	·············*	578	·············*

579	Tit···=·total·number·of·iterations	579	Tit···=·total·number·of·iterations
		580	Tnf···=·total·nu
		581	[9]:
		582	<matplotlib.legend.Legend·at·0xadde5de1e8ed>
580	~~Tnf···=·total·nu~~mber·of·function·evaluations	583	mber·of·function·evaluations
581	Tnint·=·total·number·of·segments·explored·during·Cauchy·searches	584	Tnint·=·total·number·of·segments·explored·during·Cauchy·searches
582	Skip··=·number·of·BFGS·updates·skipped	585	Skip··=·number·of·BFGS·updates·skipped
583	Nact··=·number·of·active·bounds·at·final·generalized·Cauchy·point	586	Nact··=·number·of·active·bounds·at·final·generalized·Cauchy·point
584	Projg·=·norm·of·the·final·projected·gradient	587	Projg·=·norm·of·the·final·projected·gradient
585	F·····=·final·function·value	588	F·····=·final·function·value

586	·············*	589	·············*

587	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	590	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
588	····9·····79····101·····87·····0·····1···5.880D-05···2.245D+00	591	····9·····79····101·····87·····0·····1···5.880D-05···2.245D+00
589	··F·=···2.2445126261499118	592	··F·=···2.2445126261499118

590	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH	593	CONVERGENCE:·REL_REDUCTION_OF_F_<=_FACTR*EPSMCH
591	[9]:
592	<matplotlib.legend.Legend·at·0xadde5de1e8ed>
593	[../../../_images/examples_notebooks_generated_ets_14_2.png]	594	[../../../_images/examples_notebooks_generated_ets_14_3.png]
594	[10]:	595	[10]:
595	print(fit.summary())	596	print(fit.summary())
596	·································ETS·Results	597	·································ETS·Results
597	==============================================================================	598	==============================================================================
598	Dep.·Variable:······················y···No.·Observations:···················68	599	Dep.·Variable:······················y···No.·Observations:···················68
599	Model:······················ETS(AAdA)···Log·Likelihood················-152.627	600	Model:······················ETS(AAdA)···Log·Likelihood················-152.627
600	Date:················Sat,·05·Oct·2024···AIC····························327.254	601	Date:················Sat,·05·Oct·2024···AIC····························327.254


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513	-rw-r--r--···0·root·········(0)·root·········(0)····33725·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png	513	-rw-r--r--···0·root·········(0)·root·········(0)····33725·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_25_1.png
514	-rw-r--r--···0·root·········(0)·root·········(0)····44878·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png	514	-rw-r--r--···0·root·········(0)·root·········(0)····44878·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_26_1.png
515	-rw-r--r--···0·root·········(0)·root·········(0)····48808·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png	515	-rw-r--r--···0·root·········(0)·root·········(0)····48808·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_55_0.png
516	-rw-r--r--···0·root·········(0)·root·········(0)····38046·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png	516	-rw-r--r--···0·root·········(0)·root·········(0)····38046·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_58_1.png
517	-rw-r--r--···0·root·········(0)·root·········(0)····31522·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png	517	-rw-r--r--···0·root·········(0)·root·········(0)····31522·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_62_1.png
518	-rw-r--r--···0·root·········(0)·root·········(0)····35532·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png	518	-rw-r--r--···0·root·········(0)·root·········(0)····35532·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_discrete_choice_example_64_0.png
519	-rw-r--r--···0·root·········(0)·root·········(0)····65873·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png	519	-rw-r--r--···0·root·········(0)·root·········(0)····65873·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_13_1.png
520	-rw-r--r--···0·root·········(0)·root·········(0)···119563·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_2.png	520	-rw-r--r--···0·root·········(0)·root·········(0)···119563·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_14_3.png
521	-rw-r--r--···0·root·········(0)·root·········(0)···226042·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png	521	-rw-r--r--···0·root·········(0)·root·········(0)···226042·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_21_1.png
522	-rw-r--r--···0·root·········(0)·root·········(0)····47705·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png	522	-rw-r--r--···0·root·········(0)·root·········(0)····47705·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_4_1.png
523	-rw-r--r--···0·root·········(0)·root·········(0)····78183·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png	523	-rw-r--r--···0·root·········(0)·root·········(0)····78183·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_6_2.png
524	-rw-r--r--···0·root·········(0)·root·········(0)····82142·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png	524	-rw-r--r--···0·root·········(0)·root·········(0)····82142·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/_images/examples_notebooks_generated_ets_8_2.png
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126	····59.7668,	126	····59.7668,
127	····35.1919,	127	····35.1919,
128	····44.3197,	128	····44.3197,
129	····47.9137,	129	····47.9137,
130	]	130	]
131	index·=·pd.date_range(start="2005",·end="2010-Q4",·freq="QS-OCT")	131	index·=·pd.date_range(start="2005",·end="2010-Q4",·freq="QS-OCT")
132	aust·=·pd.Series(data,·index)	132	aust·=·pd.Series(data,·index)
133	/tmp/ipykernel_~~2619~~/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	133	/tmp/ipykernel_15701/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and
134	be·removed·in·a·future·version,·please·use·'YE'·instead.	134	will·be·removed·in·a·future·version,·please·use·'YE'·instead.
135	··index·=·pd.date_range(start="1996",·end="2008",·freq="Y")	135	··index·=·pd.date_range(start="1996",·end="2008",·freq="Y")
136	/tmp/ipykernel_~~2619~~/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	136	/tmp/ipykernel_15701/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and
137	be·removed·in·a·future·version,·please·use·'YE'·instead.	137	will·be·removed·in·a·future·version,·please·use·'YE'·instead.
138	··index·=·pd.date_range(start="1990",·end="2005",·freq="Y")	138	··index·=·pd.date_range(start="1990",·end="2005",·freq="Y")
139	/tmp/ipykernel_~~2619~~/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	139	/tmp/ipykernel_15701/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and
140	be·removed·in·a·future·version,·please·use·'YE'·instead.	140	will·be·removed·in·a·future·version,·please·use·'YE'·instead.
141	··index·=·pd.date_range(start="1970",·end="2001",·freq="Y")	141	··index·=·pd.date_range(start="1970",·end="2001",·freq="Y")
142	/tmp/ipykernel_~~2619~~/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	142	/tmp/ipykernel_15701/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and
143	be·removed·in·a·future·version,·please·use·'YE'·instead.	143	will·be·removed·in·a·future·version,·please·use·'YE'·instead.
144	··index·=·pd.date_range(start="2001",·end="2008",·freq="Y")	144	··index·=·pd.date_range(start="2001",·end="2008",·freq="Y")
145	\x8\x8\x8\x8\x8·S\x8Si\x8im\x8mp\x8pl\x8le\x8e·E\x8Ex\x8xp\x8po\x8on\x8ne\x8en\x8nt\x8ti\x8ia\x8al\x8l·S\x8Sm\x8mo\x8oo\x8ot\x8th\x8hi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8	145	\x8\x8\x8\x8\x8·S\x8Si\x8im\x8mp\x8pl\x8le\x8e·E\x8Ex\x8xp\x8po\x8on\x8ne\x8en\x8nt\x8ti\x8ia\x8al\x8l·S\x8Sm\x8mo\x8oo\x8ot\x8th\x8hi\x8in\x8ng\x8g_\x8?\x8¶·\x8\x8\x8\x8\x8
146	Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.	146	Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.
147	[2]:	147	[2]:
148	ax·=·oildata.plot()	148	ax·=·oildata.plot()
149	ax.set_xlabel("Year")	149	ax.set_xlabel("Year")
150	ax.set_ylabel("Oil·(millions·of·tonnes)")	150	ax.set_ylabel("Oil·(millions·of·tonnes)")


Offset 230, 27 lines modified		Offset 230, 27 lines modified
230	······<th></th>	230	······<th></th>
231	······<th>Variance</th>	231	······<th>Variance</th>
232	····</tr>	232	····</tr>
233	··</thead>	233	··</thead>
234	··<tbody>	234	··<tbody>
235	····<tr>	235	····<tr>
236	······<th>groups_ix</th>	236	······<th>groups_ix</th>
237	······<td>0.9~~51877~~</td>	237	······<td>0.964459</td>
238	····</tr>	238	····</tr>
239	····<tr>	239	····<tr>
240	······<th>level1_ix</th>	240	······<th>level1_ix</th>
241	······<td>2.~~156573~~</td>	241	······<td>2.070219</td>
242	····</tr>	242	····</tr>
243	····<tr>	243	····<tr>
244	······<th>level2_ix</th>	244	······<th>level2_ix</th>
245	······<td>2.9~~63701~~</td>	245	······<td>2.944029</td>
246	····</tr>	246	····</tr>
247	····<tr>	247	····<tr>
248	······<th>Residual</th>	248	······<th>Residual</th>
249	······<td>4.~~03032~~9</td>	249	······<td>3.959069</td>
250	····</tr>	250	····</tr>
251	··</tbody>	251	··</tbody>
252	</table>	252	</table>
253	</div></div>	253	</div></div>
254	</div>	254	</div>
255	</section>	255	</section>


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79	The·estimated·covariance·parameters·should·be·similar·to·groups_var,	79	The·estimated·covariance·parameters·should·be·similar·to·groups_var,
80	level1_var,·etc.·as·defined·above.	80	level1_var,·etc.·as·defined·above.
81	[13]:	81	[13]:
82	r.cov_struct.summary()	82	r.cov_struct.summary()
83	[13]:	83	[13]:
84	·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·	84	·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·
85	\|_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8\|_\x8V\x8V_\x8a\x8a_\x8r\x8r_\x8i\x8i_\x8a\x8a_\x8n\x8n_\x8c\x8c_\x8e\x8e\|	85	\|_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8·_\x8\|_\x8V\x8V_\x8a\x8a_\x8r\x8r_\x8i\x8i_\x8a\x8a_\x8n\x8n_\x8c\x8c_\x8e\x8e\|
86	\|_\x8g\x8g_\x8r\x8r_\x8o\x8o_\x8u\x8u_\x8p\x8p_\x8s\x8s_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x80_\x8._\x89_\x85_.1_.8_.7_.7\|	86	\|_\x8g\x8g_\x8r\x8r_\x8o\x8o_\x8u\x8u_\x8p\x8p_\x8s\x8s_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x80_\x8._\x89_\x86_.4_.4_.5_.9\|
87	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x81\x81_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x82_\x8._\x81_.5_.6_.5_.7_.3\|	87	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x81\x81_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x82_\x8._\x80_.7_.0_.2_.1_.9\|
88	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x82\x82_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x82_\x8._\x89_\x86_.3_.7_.0_.1\|	88	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x82\x82_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x82_\x8._\x89_\x84_.4_.0_.2_.9\|
89	\|_\x8R\x8R_\x8e\x8e_\x8s\x8s_\x8i\x8i_\x8d\x8d_\x8u\x8u_\x8a\x8a_\x8l\x8l_\x8·_\x8\|_\x84_.._.0_.3_.0_.3_.2_\x89\|	89	\|_\x8R\x8R_\x8e\x8e_\x8s\x8s_\x8i\x8i_\x8d\x8d_\x8u\x8u_\x8a\x8a_\x8l\x8l_\x8·_\x8\|_\x83_.._.9_.5_.9_.0_.6_\x89\|
90	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]	90	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]
91	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8	91	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8
92	····*·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s	92	····*·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s
93	····*·_\x8G_\x8e_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8r_\x8t_\x8e_\x8d	93	····*·_\x8G_\x8e_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8r_\x8t_\x8e_\x8d
94	····*·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e	94	····*·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e
95	····*·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s	95	····*·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s
96	····*·_\x8A_\x8P_\x8I_\x8·_\x8R_\x8e_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e	96	····*·_\x8A_\x8P_\x8I_\x8·_\x8R_\x8e_\x8f_\x8e_\x8r_\x8e_\x8n_\x8c_\x8e


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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",
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96	················{	96	················{
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189	</div>	189	</div>
190	</div>	190	</div>
191	<div·class="nboutput·nblast·docutils·container">	191	<div·class="nboutput·nblast·docutils·container">
192	<div·class="prompt·empty·docutils·container">	192	<div·class="prompt·empty·docutils·container">
193	</div>	193	</div>
194	<div·class="output_area·stderr·docutils·container">	194	<div·class="output_area·stderr·docutils·container">
195	<div·class="highlight"><pre>	195	<div·class="highlight"><pre>
196	/tmp/ipykernel_~~2619~~/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	196	/tmp/ipykernel_15701/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.
197	··index·=·pd.date_range(start="1996",·end="2008",·freq="Y")	197	··index·=·pd.date_range(start="1996",·end="2008",·freq="Y")
198	/tmp/ipykernel_~~2619~~/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	198	/tmp/ipykernel_15701/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.
199	··index·=·pd.date_range(start="1990",·end="2005",·freq="Y")	199	··index·=·pd.date_range(start="1990",·end="2005",·freq="Y")
200	/tmp/ipykernel_~~2619~~/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	200	/tmp/ipykernel_15701/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.
201	··index·=·pd.date_range(start="1970",·end="2001",·freq="Y")	201	··index·=·pd.date_range(start="1970",·end="2001",·freq="Y")
202	/tmp/ipykernel_~~2619~~/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	202	/tmp/ipykernel_15701/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.
203	··index·=·pd.date_range(start="2001",·end="2008",·freq="Y")	203	··index·=·pd.date_range(start="2001",·end="2008",·freq="Y")
204	</pre></div></div>	204	</pre></div></div>
205	</div>	205	</div>
206	</section>	206	</section>
207	<section·id="Simple-Exponential-Smoothing">	207	<section·id="Simple-Exponential-Smoothing">
208	<h2>Simple·Exponential·Smoothing<a·class="headerlink"·href="#Simple-Exponential-Smoothing"·title="Link·to·this·heading">¶</a></h2>	208	<h2>Simple·Exponential·Smoothing<a·class="headerlink"·href="#Simple-Exponential-Smoothing"·title="Link·to·this·heading">¶</a></h2>
209	<p>Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.</p>	209	<p>Lets·use·Simple·Exponential·Smoothing·to·forecast·the·below·oil·data.</p>


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21	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~125233~~Z",	21	····················"iopub.status.idle":·"2024-11-08T03:00:59.346961Z",
22	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~120094~~Z"	22	····················"shell.execute_reply":·"2024-11-08T03:00:59.345706Z"
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"
Offset 37, 18 lines modified		Offset 37, 18 lines modified
37	············]	37	············]
38	········},	38	········},
39	········{	39	········{
40	············"cell_type":·"code",	40	············"cell_type":·"code",
41	············"execution_count":·2,	41	············"execution_count":·2,
42	············"metadata":·{	42	············"metadata":·{
43	················"execution":·{	43	················"execution":·{
44	····················"iopub.execute_input":·"2024-11-07T22:36:57.~~140659~~Z",	44	····················"iopub.execute_input":·"2024-11-08T03:00:59.353748Z",
45	····················"iopub.status.busy":·"2024-11-07T22:36:57.~~139509~~Z",	45	····················"iopub.status.busy":·"2024-11-08T03:00:59.353117Z",
46	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~173249~~Z",	46	····················"iopub.status.idle":·"2024-11-08T03:00:59.361461Z",
47	····················"shell.execute_reply":·"2024-11-07T22:36:57.16~~4493~~Z"	47	····················"shell.execute_reply":·"2024-11-08T03:00:59.360201Z"
48	················}	48	················}
49	············},	49	············},
50	············"outputs":·[],	50	············"outputs":·[],
51	············"source":·[	51	············"source":·[
52	················"p·=·5"	52	················"p·=·5"
53	············]	53	············]
54	········},	54	········},
Offset 60, 18 lines modified		Offset 60, 18 lines modified
60	············]	60	············]
61	········},	61	········},
62	········{	62	········{
63	············"cell_type":·"code",	63	············"cell_type":·"code",
64	············"execution_count":·3,	64	············"execution_count":·3,
65	············"metadata":·{	65	············"metadata":·{
66	················"execution":·{	66	················"execution":·{
67	····················"iopub.execute_input":·"2024-11-07T22:36:57.~~1922~~38Z",	67	····················"iopub.execute_input":·"2024-11-08T03:00:59.367630Z",
68	····················"iopub.status.busy":·"2024-11-07T22:36:57.~~191430~~Z",	68	····················"iopub.status.busy":·"2024-11-08T03:00:59.367186Z",
69	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~2137~~74Z",	69	····················"iopub.status.idle":·"2024-11-08T03:00:59.374872Z",
70	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~211~~704Z"	70	····················"shell.execute_reply":·"2024-11-08T03:00:59.373734Z"
71	················}	71	················}
72	············},	72	············},
73	············"outputs":·[],	73	············"outputs":·[],
74	············"source":·[	74	············"source":·[
75	················"groups_var·=·1\n",	75	················"groups_var·=·1\n",
76	················"level1_var·=·2\n",	76	················"level1_var·=·2\n",
77	················"level2_var·=·3\n",	77	················"level2_var·=·3\n",
Offset 86, 18 lines modified		Offset 86, 18 lines modified
86	············]	86	············]
87	········},	87	········},
88	········{	88	········{
89	············"cell_type":·"code",	89	············"cell_type":·"code",
90	············"execution_count":·4,	90	············"execution_count":·4,
91	············"metadata":·{	91	············"metadata":·{
92	················"execution":·{	92	················"execution":·{
93	····················"iopub.execute_input":·"2024-11-07T22:36:57.~~232~~843Z",	93	····················"iopub.execute_input":·"2024-11-08T03:00:59.380824Z",
94	····················"iopub.status.busy":·"2024-11-07T22:36:57.232006Z",	94	····················"iopub.status.busy":·"2024-11-08T03:00:59.380329Z",
95	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~264518~~Z",	95	····················"iopub.status.idle":·"2024-11-08T03:00:59.388982Z",
96	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~256446~~Z"	96	····················"shell.execute_reply":·"2024-11-08T03:00:59.387198Z"
97	················}	97	················}
98	············},	98	············},
99	············"outputs":·[],	99	············"outputs":·[],
100	············"source":·[	100	············"source":·[
101	················"n_groups·=·100"	101	················"n_groups·=·100"
102	············]	102	············]
103	········},	103	········},
Offset 109, 18 lines modified		Offset 109, 18 lines modified
109	············]	109	············]
110	········},	110	········},
111	········{	111	········{
112	············"cell_type":·"code",	112	············"cell_type":·"code",
113	············"execution_count":·5,	113	············"execution_count":·5,
114	············"metadata":·{	114	············"metadata":·{
115	················"execution":·{	115	················"execution":·{
116	····················"iopub.execute_input":·"2024-11-07T22:36:57.~~2801~~42Z",	116	····················"iopub.execute_input":·"2024-11-08T03:00:59.394649Z",
117	····················"iopub.status.busy":·"2024-11-07T22:36:57.~~279334~~Z",	117	····················"iopub.status.busy":·"2024-11-08T03:00:59.394202Z",
118	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~297536~~Z",	118	····················"iopub.status.idle":·"2024-11-08T03:00:59.411449Z",
119	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~295479~~Z"	119	····················"shell.execute_reply":·"2024-11-08T03:00:59.410216Z"
120	················}	120	················}
121	············},	121	············},
122	············"outputs":·[],	122	············"outputs":·[],
123	············"source":·[	123	············"source":·[
124	················"group_size·=·20\n",	124	················"group_size·=·20\n",
125	················"level1_size·=·10\n",	125	················"level1_size·=·10\n",
126	················"level2_size·=·5"	126	················"level2_size·=·5"
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134	············]	134	············]
135	········},	135	········},
136	········{	136	········{
137	············"cell_type":·"code",	137	············"cell_type":·"code",
138	············"execution_count":·6,	138	············"execution_count":·6,
139	············"metadata":·{	139	············"metadata":·{
140	················"execution":·{	140	················"execution":·{
141	····················"iopub.execute_input":·"2024-11-07T22:36:57.316730Z",	141	····················"iopub.execute_input":·"2024-11-08T03:00:59.417303Z",
142	····················"iopub.status.busy":·"2024-11-07T22:36:57.31~~1782~~Z",	142	····················"iopub.status.busy":·"2024-11-08T03:00:59.416849Z",
143	····················"iopub.status.idle":·"2024-11-07T22:36:57.334~~371~~Z",	143	····················"iopub.status.idle":·"2024-11-08T03:00:59.424260Z",
144	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~332467~~Z"	144	····················"shell.execute_reply":·"2024-11-08T03:00:59.423155Z"
145	················}	145	················}
146	············},	146	············},
147	············"outputs":·[],	147	············"outputs":·[],
148	············"source":·[	148	············"source":·[
149	················"n·=·n_groups··group_size··level1_size·*·level2_size"	149	················"n·=·n_groups··group_size··level1_size·*·level2_size"
150	············]	150	············]
151	········},	151	········},
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157	············]	157	············]
158	········},	158	········},
159	········{	159	········{
160	············"cell_type":·"code",	160	············"cell_type":·"code",
161	············"execution_count":·7,	161	············"execution_count":·7,
162	············"metadata":·{	162	············"metadata":·{
163	················"execution":·{	163	················"execution":·{
164	····················"iopub.execute_input":·"2024-11-07T22:36:57.~~346554~~Z",	164	····················"iopub.execute_input":·"2024-11-08T03:00:59.430183Z",
165	····················"iopub.status.busy":·"2024-11-07T22:36:57.~~3457~~80Z",	165	····················"iopub.status.busy":·"2024-11-08T03:00:59.429686Z",
166	····················"iopub.status.idle":·"2024-11-07T22:36:57.~~5143~~90Z",	166	····················"iopub.status.idle":·"2024-11-08T03:00:59.482492Z",
167	····················"shell.execute_reply":·"2024-11-07T22:36:57.~~512465~~Z"	167	····················"shell.execute_reply":·"2024-11-08T03:00:59.481198Z"
168	················}	168	················}
169	············},	169	············},
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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":·"2024-11-07T22:30:18.~~802~~647Z",	21	····················"iopub.execute_input":·"2024-11-08T03:00:30.187683Z",
22	····················"iopub.status.busy":·"2024-11-07T22:30:18.801943Z",	22	····················"iopub.status.busy":·"2024-11-08T03:00:30.187191Z",
23	····················"iopub.status.idle":·"2024-11-07T22:30:32.~~300920~~Z",	23	····················"iopub.status.idle":·"2024-11-08T03:00:33.181388Z",
24	····················"shell.execute_reply":·"2024-11-07T22:30:32.~~299~~143Z"	24	····················"shell.execute_reply":·"2024-11-08T03:00:33.180108Z"
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 42, 18 lines modified		Offset 42, 18 lines modified
42	············]	42	············]
43	········},	43	········},
44	········{	44	········{
45	············"cell_type":·"code",	45	············"cell_type":·"code",
46	············"execution_count":·2,	46	············"execution_count":·2,
47	············"metadata":·{	47	············"metadata":·{
48	················"execution":·{	48	················"execution":·{
49	····················"iopub.execute_input":·"2024-11-07T22:30:32.~~315554~~Z",	49	····················"iopub.execute_input":·"2024-11-08T03:00:33.194089Z",
50	····················"iopub.status.busy":·"2024-11-07T22:30:32.310~~882~~Z",	50	····················"iopub.status.busy":·"2024-11-08T03:00:33.190646Z",
51	····················"iopub.status.idle":·"2024-11-07T22:30:32.324558Z",	51	····················"iopub.status.idle":·"2024-11-08T03:00:33.202725Z",
52	····················"shell.execute_reply":·"2024-11-07T22:30:32.~~322925~~Z"	52	····················"shell.execute_reply":·"2024-11-08T03:00:33.201398Z"
53	················},	53	················},
54	················"lines_to_next_cell":·1	54	················"lines_to_next_cell":·1
55	············},	55	············},
56	············"outputs":·[],	56	············"outputs":·[],
57	············"source":·[	57	············"source":·[
58	················"def·negbinom(u,·mu,·scale):\n",	58	················"def·negbinom(u,·mu,·scale):\n",
59	················"····p·=·(scale·-·1)·/·scale\n",	59	················"····p·=·(scale·-·1)·/·scale\n",
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70	············]	70	············]
71	········},	71	········},
72	········{	72	········{
73	············"cell_type":·"code",	73	············"cell_type":·"code",
74	············"execution_count":·3,	74	············"execution_count":·3,
75	············"metadata":·{	75	············"metadata":·{
76	················"execution":·{	76	················"execution":·{
77	····················"iopub.execute_input":·"2024-11-07T22:30:32.~~3346~~09Z",	77	····················"iopub.execute_input":·"2024-11-08T03:00:33.209003Z",
78	····················"iopub.status.busy":·"2024-11-07T22:30:32.~~333961~~Z",	78	····················"iopub.status.busy":·"2024-11-08T03:00:33.208459Z",
79	····················"iopub.status.idle":·"2024-11-07T22:30:32.~~346682~~Z",	79	····················"iopub.status.idle":·"2024-11-08T03:00:33.218269Z",
80	····················"shell.execute_reply":·"2024-11-07T22:30:32.~~345~~052Z"	80	····················"shell.execute_reply":·"2024-11-08T03:00:33.217018Z"
81	················}	81	················}
82	············},	82	············},
83	············"outputs":·[],	83	············"outputs":·[],
84	············"source":·[	84	············"source":·[
85	················"#·Sample·size\n",	85	················"#·Sample·size\n",
86	················"n·=·1000\n",	86	················"n·=·1000\n",
87	················"\n",	87	················"\n",
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106	············]	106	············]
107	········},	107	········},
108	········{	108	········{
109	············"cell_type":·"code",	109	············"cell_type":·"code",
110	············"execution_count":·4,	110	············"execution_count":·4,
111	············"metadata":·{	111	············"metadata":·{
112	················"execution":·{	112	················"execution":·{
113	····················"iopub.execute_input":·"2024-11-07T22:30:32.354535Z",	113	····················"iopub.execute_input":·"2024-11-08T03:00:33.224599Z",
114	····················"iopub.status.busy":·"2024-11-07T22:30:32.~~3538~~92Z",	114	····················"iopub.status.busy":·"2024-11-08T03:00:33.224099Z",
115	····················"iopub.status.idle":·"2024-11-07T22:30:32.366469Z",	115	····················"iopub.status.idle":·"2024-11-08T03:00:33.233615Z",
116	····················"shell.execute_reply":·"2024-11-07T22:30:32.~~364839~~Z"	116	····················"shell.execute_reply":·"2024-11-08T03:00:33.232311Z"
117	················}	117	················}
118	············},	118	············},
119	············"outputs":·[],	119	············"outputs":·[],
120	············"source":·[	120	············"source":·[
121	················"#·Build·a·design·matrix·for·the·alternative·(more·complex)·model\n",	121	················"#·Build·a·design·matrix·for·the·alternative·(more·complex)·model\n",
122	················"x·=·np.random.normal(size=(n,·p))\n",	122	················"x·=·np.random.normal(size=(n,·p))\n",
123	················"x[:,·0]·=·1"	123	················"x[:,·0]·=·1"
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131	············]	131	············]
132	········},	132	········},
133	········{	133	········{
134	············"cell_type":·"code",	134	············"cell_type":·"code",
135	············"execution_count":·5,	135	············"execution_count":·5,
136	············"metadata":·{	136	············"metadata":·{
137	················"execution":·{	137	················"execution":·{
138	····················"iopub.execute_input":·"2024-11-07T22:30:32.~~374574~~Z",	138	····················"iopub.execute_input":·"2024-11-08T03:00:33.240099Z",
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140	····················"iopub.status.idle":·"2024-11-07T22:30:32.~~384798~~Z",	140	····················"iopub.status.idle":·"2024-11-08T03:00:33.248304Z",
141	····················"shell.execute_reply":·"2024-11-07T22:30:32.~~383145~~Z"	141	····················"shell.execute_reply":·"2024-11-08T03:00:33.247062Z"
142	················}	142	················}
143	············},	143	············},
144	············"outputs":·[],	144	············"outputs":·[],
145	············"source":·[	145	············"source":·[
146	················"x0·=·x[:,·0:3]"	146	················"x0·=·x[:,·0:3]"
147	············]	147	············]
148	········},	148	········},
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156	········{	156	········{
157	············"cell_type":·"code",	157	············"cell_type":·"code",
158	············"execution_count":·6,	158	············"execution_count":·6,
159	············"metadata":·{	159	············"metadata":·{
160	················"execution":·{	160	················"execution":·{
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164	····················"shell.execute_reply":·"2024-11-07T22:30:32.401~~494~~Z"	164	····················"shell.execute_reply":·"2024-11-08T03:00:33.261676Z"
165	················}	165	················}
166	············},	166	············},
167	············"outputs":·[],	167	············"outputs":·[],
168	············"source":·[	168	············"source":·[
169	················"#·Scale·parameter·for·negative·binomial·distribution\n",	169	················"#·Scale·parameter·for·negative·binomial·distribution\n",
170	················"scale·=·10"	170	················"scale·=·10"
171	············]	171	············]
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178	············]	178	············]
179	········},	179	········},
180	········{	180	········{
181	············"cell_type":·"code",	181	············"cell_type":·"code",
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183	············"metadata":·{	183	············"metadata":·{
184	················"execution":·{	184	················"execution":·{
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189	················}	189	················}
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33	················"execution":·{	33	················"execution":·{
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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":·[
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59	············"cell_type":·"code",	59	············"cell_type":·"code",
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61	············"metadata":·{	61	············"metadata":·{
62	················"execution":·{	62	················"execution":·{
63	····················"iopub.execute_input":·"2024-11-07T22:29:11.6~~549~~63Z",	63	····················"iopub.execute_input":·"2024-11-08T03:05:56.466116Z",
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66	····················"shell.execute_reply":·"2024-11-07T22:29:11.~~716~~461Z"	66	····················"shell.execute_reply":·"2024-11-08T03:05:56.498454Z"
67	················},	67	················},
68	················"jupyter":·{	68	················"jupyter":·{
69	····················"outputs_hidden":·false	69	····················"outputs_hidden":·false
70	················}	70	················}
71	············},	71	············},
72	············"outputs":·[	72	············"outputs":·[
73	················{	73	················{
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117	············"execution_count":·3,	117	············"execution_count":·3,
118	············"metadata":·{	118	············"metadata":·{
119	················"execution":·{	119	················"execution":·{
120	····················"iopub.execute_input":·"2024-11-07T22:29:11.~~734786~~Z",	120	····················"iopub.execute_input":·"2024-11-08T03:05:56.507117Z",
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123	····················"shell.execute_reply":·"2024-11-07T22:29:11.~~768486~~Z"	123	····················"shell.execute_reply":·"2024-11-08T03:05:56.519367Z"
124	················},	124	················},
125	················"jupyter":·{	125	················"jupyter":·{
126	····················"outputs_hidden":·false	126	····················"outputs_hidden":·false
127	················}	127	················}
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129	············"outputs":·[],	129	············"outputs":·[],
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144	············"metadata":·{	144	············"metadata":·{
145	················"execution":·{	145	················"execution":·{
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150	················},	150	················},
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152	····················"outputs_hidden":·false	152	····················"outputs_hidden":·false
153	················}	153	················}
154	············},	154	············},
155	············"outputs":·[],	155	············"outputs":·[],
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170	············]	170	············]
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173	············"cell_type":·"code",	173	············"cell_type":·"code",
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175	············"metadata":·{	175	············"metadata":·{
176	················"execution":·{	176	················"execution":·{
177	····················"iopub.execute_input":·"2024-11-07T22:29:11.~~858930~~Z",	177	····················"iopub.execute_input":·"2024-11-08T03:05:56.546248Z",
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181	················},	181	················},
182	················"jupyter":·{	182	················"jupyter":·{
183	····················"outputs_hidden":·false	183	····················"outputs_hidden":·false
184	················}	184	················}
185	············},	185	············},
186	············"outputs":·[	186	············"outputs":·[
187	················{	187	················{
188	····················"name":·"stdout",	188	····················"name":·"stdout",
189	····················"output_type":·"stream",	189	····················"output_type":·"stream",
190	····················"text":·[	190	····················"text":·[
191	························"Optimization·terminated·successfully.\n",	191	························"Optimization·terminated·successfully.\n",
192	························"·········Current·function·value:·0.400588\n",	192	························"·········Current·function·value:·0.400588\n",
193	························"·········Iterations:·292\n",	193	························"·········Iterations:·292\n",
194	························"·········Function·evaluations:·494\n",	194	························"·········Function·evaluations:·494\n"
		195	····················]
		196	················},
		197	················{
		198	····················"name":·"stdout",
		199	····················"output_type":·"stream",
		200	····················"text":·[
195	························"·······························MyProbit·Results·······························\n",	201	························"·······························MyProbit·Results·······························\n",
196	························"==============================================================================\n",	202	························"==============================================================================\n",
197	························"Dep.·Variable:··················GRADE···Log-Likelihood:················-12.819\n",	203	························"Dep.·Variable:··················GRADE···Log-Likelihood:················-12.819\n",
198	························"Model:·······················MyProbit···AIC:·····························33.64\n",	204	························"Model:·······················MyProbit···AIC:·····························33.64\n",
199	························"Method:············Maximum·Likelihood···BIC:·····························39.50\n",	205	························"Method:············Maximum·Likelihood···BIC:·····························39.50\n",
200	························"Date:················Sat,·05·Oct·2024·········································\n",	206	························"Date:················Sat,·05·Oct·2024·········································\n",
201	························"Time:························10:43:25·········································\n",	207	························"Time:························10:43:25·········································\n",
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14	················"execution":·{	14	················"execution":·{
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16	····················"iopub.status.busy":·"2024-11-07T22:33:35.~~8783~~09Z",	16	····················"iopub.status.busy":·"2024-11-08T03:06:01.051702Z",
17	····················"iopub.status.idle":·"2024-11-07T22:33:39.~~294~~681Z",	17	····················"iopub.status.idle":·"2024-11-08T03:06:02.570368Z",
18	····················"shell.execute_reply":·"2024-11-07T22:33:39.~~292488~~Z"	18	····················"shell.execute_reply":·"2024-11-08T03:06:02.569116Z"
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":·"2024-11-07T22:33:39.~~315277~~Z",	31	····················"iopub.execute_input":·"2024-11-08T03:06:02.592060Z",
32	····················"iopub.status.busy":·"2024-11-07T22:33:39.314298Z",	32	····················"iopub.status.busy":·"2024-11-08T03:06:02.591407Z",
33	····················"iopub.status.idle":·"2024-11-07T22:33:44.~~578724~~Z",	33	····················"iopub.status.idle":·"2024-11-08T03:06:04.854919Z",
34	····················"shell.execute_reply":·"2024-11-07T22:33:44.~~57649~~8Z"	34	····················"shell.execute_reply":·"2024-11-08T03:06:04.853558Z"
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 59, 18 lines modified		Offset 59, 18 lines modified
59	············]	59	············]
60	········},	60	········},
61	········{	61	········{
62	············"cell_type":·"code",	62	············"cell_type":·"code",
63	············"execution_count":·3,	63	············"execution_count":·3,
64	············"metadata":·{	64	············"metadata":·{
65	················"execution":·{	65	················"execution":·{
66	····················"iopub.execute_input":·"2024-11-07T22:33:44.~~593215~~Z",	66	····················"iopub.execute_input":·"2024-11-08T03:06:04.862099Z",
67	····················"iopub.status.busy":·"2024-11-07T22:33:44.~~5880~~15Z",	67	····················"iopub.status.busy":·"2024-11-08T03:06:04.861313Z",
68	····················"iopub.status.idle":·"2024-11-07T22:33:44.~~617~~711Z",	68	····················"iopub.status.idle":·"2024-11-08T03:06:04.872717Z",
69	····················"shell.execute_reply":·"2024-11-07T22:33:44.~~612456~~Z"	69	····················"shell.execute_reply":·"2024-11-08T03:06:04.871394Z"
70	················}	70	················}
71	············},	71	············},
72	············"outputs":·[	72	············"outputs":·[
73	················{	73	················{
74	····················"name":·"stdout",	74	····················"name":·"stdout",
75	····················"output_type":·"stream",	75	····················"output_type":·"stream",
76	····················"text":·[	76	····················"text":·[
Offset 128, 18 lines modified		Offset 128, 18 lines modified
128	············]	128	············]
129	········},	129	········},
130	········{	130	········{
131	············"cell_type":·"code",	131	············"cell_type":·"code",
132	············"execution_count":·4,	132	············"execution_count":·4,
133	············"metadata":·{	133	············"metadata":·{
134	················"execution":·{	134	················"execution":·{
135	····················"iopub.execute_input":·"2024-11-07T22:33:44.~~6430~~96Z",	135	····················"iopub.execute_input":·"2024-11-08T03:06:04.879294Z",
136	····················"iopub.status.busy":·"2024-11-07T22:33:44.~~642289~~Z",	136	····················"iopub.status.busy":·"2024-11-08T03:06:04.878736Z",
137	····················"iopub.status.idle":·"2024-11-07T22:33:44.~~742705~~Z",	137	····················"iopub.status.idle":·"2024-11-08T03:06:04.913669Z",
138	····················"shell.execute_reply":·"2024-11-07T22:33:44.~~740473~~Z"	138	····················"shell.execute_reply":·"2024-11-08T03:06:04.912318Z"
139	················}	139	················}
140	············},	140	············},
141	············"outputs":·[],	141	············"outputs":·[],
142	············"source":·[	142	············"source":·[
143	················"data·=·sm.datasets.star98.load()\n",	143	················"data·=·sm.datasets.star98.load()\n",
144	················"data.exog·=·sm.add_constant(data.exog,·prepend=False)"	144	················"data.exog·=·sm.add_constant(data.exog,·prepend=False)"
145	············]	145	············]
Offset 152, 18 lines modified		Offset 152, 18 lines modified
152	············]	152	············]
153	········},	153	········},
154	········{	154	········{
155	············"cell_type":·"code",	155	············"cell_type":·"code",
156	············"execution_count":·5,	156	············"execution_count":·5,
157	············"metadata":·{	157	············"metadata":·{
158	················"execution":·{	158	················"execution":·{
159	····················"iopub.execute_input":·"2024-11-07T22:33:44.~~7531~~59Z",	159	····················"iopub.execute_input":·"2024-11-08T03:06:04.920854Z",
160	····················"iopub.status.busy":·"2024-11-07T22:33:44.~~752404~~Z",	160	····················"iopub.status.busy":·"2024-11-08T03:06:04.920253Z",
161	····················"iopub.status.idle":·"2024-11-07T22:33:44.798693Z",	161	····················"iopub.status.idle":·"2024-11-08T03:06:04.936742Z",
162	····················"shell.execute_reply":·"2024-11-07T22:33:44.~~796~~469Z"	162	····················"shell.execute_reply":·"2024-11-08T03:06:04.935429Z"
163	················}	163	················}
164	············},	164	············},
165	············"outputs":·[	165	············"outputs":·[
166	················{	166	················{
167	····················"name":·"stdout",	167	····················"name":·"stdout",
168	····················"output_type":·"stream",	168	····················"output_type":·"stream",
169	····················"text":·[	169	····················"text":·[
Offset 189, 18 lines modified		Offset 189, 18 lines modified
189	············]	189	············]
190	········},	190	········},
191	········{	191	········{
192	············"cell_type":·"code",	192	············"cell_type":·"code",
193	············"execution_count":·6,	193	············"execution_count":·6,
194	············"metadata":·{	194	············"metadata":·{
195	················"execution":·{	195	················"execution":·{
196	····················"iopub.execute_input":·"2024-11-07T22:33:44.~~809681~~Z",	196	····················"iopub.execute_input":·"2024-11-08T03:06:04.943556Z",
197	····················"iopub.status.busy":·"2024-11-07T22:33:44.~~808832~~Z",	197	····················"iopub.status.busy":·"2024-11-08T03:06:04.943007Z",
198	····················"iopub.status.idle":·"2024-11-07T22:33:44.9~~02708~~Z",	198	····················"iopub.status.idle":·"2024-11-08T03:06:04.974675Z",
199	····················"shell.execute_reply":·"2024-11-07T22:33:44.9~~004~~89Z"	199	····················"shell.execute_reply":·"2024-11-08T03:06:04.973288Z"
200	················}	200	················}
201	············},	201	············},
202	············"outputs":·[	202	············"outputs":·[
203	················{	203	················{
204	····················"name":·"stdout",	204	····················"name":·"stdout",
205	····················"output_type":·"stream",	205	····················"output_type":·"stream",
206	····················"text":·[	206	····················"text":·[
Offset 248, 18 lines modified		Offset 248, 18 lines modified
248	············]	248	············]
249	········},	249	········},
250	········{	250	········{
251	············"cell_type":·"code",	251	············"cell_type":·"code",
252	············"execution_count":·7,	252	············"execution_count":·7,
253	············"metadata":·{	253	············"metadata":·{
254	················"execution":·{	254	················"execution":·{
255	····················"iopub.execute_input":·"2024-11-07T22:33:44.912212Z",	255	····················"iopub.execute_input":·"2024-11-08T03:06:04.981725Z",
256	····················"iopub.status.busy":·"2024-11-07T22:33:44.911~~432~~Z",	256	····················"iopub.status.busy":·"2024-11-08T03:06:04.981199Z",
257	····················"iopub.status.idle":·"2024-11-07T22:33:45.062~~322~~Z",	257	····················"iopub.status.idle":·"2024-11-08T03:06:05.032790Z",
258	····················"shell.execute_reply":·"2024-11-07T22:33:45.0~~604~~50Z"	258	····················"shell.execute_reply":·"2024-11-08T03:06:05.031553Z"
259	················}	259	················}
260	············},	260	············},
261	············"outputs":·[	261	············"outputs":·[
262	················{	262	················{
263	····················"name":·"stdout",	263	····················"name":·"stdout",
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Offset 230, 17 lines modified		Offset 230, 17 lines modified
230	</pre></div></div>	230	</pre></div></div>
231	</div>	231	</div>
232	<div·class="nboutput·nblast·docutils·container">	232	<div·class="nboutput·nblast·docutils·container">
233	<div·class="prompt·empty·docutils·container">	233	<div·class="prompt·empty·docutils·container">
234	</div>	234	</div>
235	<div·class="output_area·stderr·docutils·container">	235	<div·class="output_area·stderr·docutils·container">
236	<div·class="highlight"><pre>	236	<div·class="highlight"><pre>
237	/tmp/ipykernel_2765/1000445862.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]`	237	/tmp/ipykernel_16646/1000445862.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]`
238	··print(mod1.params[1])	238	··print(mod1.params[1])
239	/tmp/ipykernel_2765/1000445862.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]`	239	/tmp/ipykernel_16646/1000445862.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]`
240	··print(mod2.params[1]·*·2)	240	··print(mod2.params[1]·*·2)
241	</pre></div></div>	241	</pre></div></div>
242	</div>	242	</div>
243	</section>	243	</section>


244	············<div·class="clearer"></div>	244	············<div·class="clearer"></div>


Offset 176, 23 lines modified		Offset 176, 23 lines modified
176	As·expected,·the·coefficient·for·double_it(LOWINC)·in·the·second·model·is·half	176	As·expected,·the·coefficient·for·double_it(LOWINC)·in·the·second·model·is·half
177	the·size·of·the·LOWINC·coefficient·from·the·first·model:	177	the·size·of·the·LOWINC·coefficient·from·the·first·model:
178	[4]:	178	[4]:
179	print(mod1.params[1])	179	print(mod1.params[1])
180	print(mod2.params[1]·*·2)	180	print(mod2.params[1]·*·2)
181	-0.02039598715475706	181	-0.02039598715475706
182	-0.02039598715475704	182	-0.02039598715475704
183	/tmp/ipykernel_2765/1000445862.py:1:·FutureWarning:·Series.__getitem__~~·treating~~	183	/tmp/ipykernel_16646/1000445862.py:1:·FutureWarning:·Series.__getitem__
184	keys·as·positions·is·deprecated.·In·a·future·version,·integer·ke~~ys·will·alwa~~ys	184	treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys
185	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To~~·access·a·value·by~~	185	will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To
186	position,·use·`ser.iloc[pos]`	186	access·a·value·by·position,·use·`ser.iloc[pos]`
187	··print(mod1.params[1])	187	··print(mod1.params[1])
188	/tmp/ipykernel_2765/1000445862.py:2:·FutureWarning:·Series.__getitem__~~·treating~~	188	/tmp/ipykernel_16646/1000445862.py:2:·FutureWarning:·Series.__getitem__
189	keys·as·positions·is·deprecated.·In·a·future·version,·integer·ke~~ys·will·alwa~~ys	189	treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys
190	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To~~·access·a·value·by~~	190	will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To
191	position,·use·`ser.iloc[pos]`	191	access·a·value·by·position,·use·`ser.iloc[pos]`
192	··print(mod2.params[1]·*·2)	192	··print(mod2.params[1]·*·2)
193	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]	193	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]
194	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8	194	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8
195	····*·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s	195	····*·_\x8I_\x8n_\x8s_\x8t_\x8a_\x8l_\x8l_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s
196	····*·_\x8G_\x8e_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8r_\x8t_\x8e_\x8d	196	····*·_\x8G_\x8e_\x8t_\x8t_\x8i_\x8n_\x8g_\x8·_\x8s_\x8t_\x8a_\x8r_\x8t_\x8e_\x8d
197	····*·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e	197	····*·_\x8U_\x8s_\x8e_\x8r_\x8·_\x8G_\x8u_\x8i_\x8d_\x8e
198	····*·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s	198	····*·_\x8E_\x8x_\x8a_\x8m_\x8p_\x8l_\x8e_\x8s


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":·"2024-11-07T22:29:51.394~~785~~Z",	24	····················"iopub.execute_input":·"2024-11-08T03:04:22.904022Z",
25	····················"iopub.status.busy":·"2024-11-07T22:29:51.393~~943~~Z",	25	····················"iopub.status.busy":·"2024-11-08T03:04:22.903481Z",
26	····················"iopub.status.idle":·"2024-11-07T22:29:55.1~~02380~~Z",	26	····················"iopub.status.idle":·"2024-11-08T03:04:25.177168Z",
27	····················"shell.execute_reply":·"2024-11-07T22:29:55.1~~00475~~Z"	27	····················"shell.execute_reply":·"2024-11-08T03:04:25.175841Z"
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":·[
Offset 69, 18 lines modified		Offset 69, 18 lines modified
69	············]	69	············]
70	········},	70	········},
71	········{	71	········{
72	············"cell_type":·"code",	72	············"cell_type":·"code",
73	············"execution_count":·2,	73	············"execution_count":·2,
74	············"metadata":·{	74	············"metadata":·{
75	················"execution":·{	75	················"execution":·{
76	····················"iopub.execute_input":·"2024-11-07T22:29:55.1~~17390~~Z",	76	····················"iopub.execute_input":·"2024-11-08T03:04:25.184507Z",
77	····················"iopub.status.busy":·"2024-11-07T22:29:55.1~~16693~~Z",	77	····················"iopub.status.busy":·"2024-11-08T03:04:25.183922Z",
78	····················"iopub.status.idle":·"2024-11-07T22:29:55.262446Z",	78	····················"iopub.status.idle":·"2024-11-08T03:04:25.282445Z",
79	····················"shell.execute_reply":·"2024-11-07T22:29:55.2~~60577~~Z"	79	····················"shell.execute_reply":·"2024-11-08T03:04:25.281096Z"
80	················},	80	················},
81	················"jupyter":·{	81	················"jupyter":·{
82	····················"outputs_hidden":·false	82	····················"outputs_hidden":·false
83	················}	83	················}
84	············},	84	············},
85	············"outputs":·[	85	············"outputs":·[
86	················{	86	················{
Offset 139, 18 lines modified		Offset 139, 18 lines modified
139	············]	139	············]
140	········},	140	········},
141	········{	141	········{
142	············"cell_type":·"code",	142	············"cell_type":·"code",
143	············"execution_count":·3,	143	············"execution_count":·3,
144	············"metadata":·{	144	············"metadata":·{
145	················"execution":·{	145	················"execution":·{
146	····················"iopub.execute_input":·"2024-11-07T22:29:55.279042Z",	146	····················"iopub.execute_input":·"2024-11-08T03:04:25.290348Z",
147	····················"iopub.status.busy":·"2024-11-07T22:29:55.278272Z",	147	····················"iopub.status.busy":·"2024-11-08T03:04:25.289746Z",
148	····················"iopub.status.idle":·"2024-11-07T22:29:55.~~434336~~Z",	148	····················"iopub.status.idle":·"2024-11-08T03:04:25.390558Z",
149	····················"shell.execute_reply":·"2024-11-07T22:29:55.~~432468~~Z"	149	····················"shell.execute_reply":·"2024-11-08T03:04:25.389237Z"
150	················},	150	················},
151	················"jupyter":·{	151	················"jupyter":·{
152	····················"outputs_hidden":·false	152	····················"outputs_hidden":·false
153	················}	153	················}
154	············},	154	············},
155	············"outputs":·[	155	············"outputs":·[
156	················{	156	················{
Offset 215, 18 lines modified		Offset 215, 18 lines modified
215	············]	215	············]
216	········},	216	········},
217	········{	217	········{
218	············"cell_type":·"code",	218	············"cell_type":·"code",
219	············"execution_count":·4,	219	············"execution_count":·4,
220	············"metadata":·{	220	············"metadata":·{
221	················"execution":·{	221	················"execution":·{
222	····················"iopub.execute_input":·"2024-11-07T22:29:55.~~443843~~Z",	222	····················"iopub.execute_input":·"2024-11-08T03:04:25.397405Z",
223	····················"iopub.status.busy":·"2024-11-07T22:29:55.~~443133~~Z",	223	····················"iopub.status.busy":·"2024-11-08T03:04:25.396858Z",
224	····················"iopub.status.idle":·"2024-11-07T22:29:55.471~~771~~Z",	224	····················"iopub.status.idle":·"2024-11-08T03:04:25.411393Z",
225	····················"shell.execute_reply":·"2024-11-07T22:29:55.4~~69957~~Z"	225	····················"shell.execute_reply":·"2024-11-08T03:04:25.410032Z"
226	················},	226	················},
227	················"jupyter":·{	227	················"jupyter":·{
228	····················"outputs_hidden":·false	228	····················"outputs_hidden":·false
229	················}	229	················}
230	············},	230	············},
231	············"outputs":·[	231	············"outputs":·[
232	················{	232	················{
Offset 237, 17 lines modified		Offset 237, 17 lines modified
237	························"-0.02039598715475704\n"	237	························"-0.02039598715475704\n"
238	····················]	238	····················]
239	················},	239	················},
240	················{	240	················{
241	····················"name":·"stderr",	241	····················"name":·"stderr",
242	····················"output_type":·"stream",	242	····················"output_type":·"stream",
243	····················"text":·[	243	····················"text":·[
244	························"/tmp/ipykernel_2765/1000445862.py:1:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`\n",	244	························"/tmp/ipykernel_16646/1000445862.py:1:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`\n",
245	························"··print(mod1.params[1])\n",	245	························"··print(mod1.params[1])\n",
246	························"/tmp/ipykernel_2765/1000445862.py:2:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`\n",	246	························"/tmp/ipykernel_16646/1000445862.py:2:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`\n",
247	························"··print(mod2.params[1]·*·2)\n"	247	························"··print(mod2.params[1]·*·2)\n"
248	····················]	248	····················]
249	················}	249	················}
250	············],	250	············],
251	············"source":·[	251	············"source":·[
252	················"print(mod1.params[1])\n",	252	················"print(mod1.params[1])\n",
253	················"print(mod2.params[1]·*·2)"	253	················"print(mod2.params[1]·*·2)"


Offset 18, 18 lines modified		Offset 18, 18 lines modified
18	············]	18	············]
19	········},	19	········},
20	········{	20	········{
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":·"2024-11-07T22:26:55.~~994911~~Z",	25	····················"iopub.execute_input":·"2024-11-08T03:06:11.651732Z",
26	····················"iopub.status.busy":·"2024-11-07T22:26:55.~~9941~~73Z",	26	····················"iopub.status.busy":·"2024-11-08T03:06:11.651279Z",
27	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~642306~~Z",	27	····················"iopub.status.idle":·"2024-11-08T03:06:14.410294Z",
28	····················"shell.execute_reply":·"2024-11-07T22:26:59.~~640460~~Z"	28	····················"shell.execute_reply":·"2024-11-08T03:06:14.394252Z"
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",
Offset 44, 18 lines modified		Offset 44, 18 lines modified
44	············]	44	············]
45	········},	45	········},
46	········{	46	········{
47	············"cell_type":·"code",	47	············"cell_type":·"code",
48	············"execution_count":·2,	48	············"execution_count":·2,
49	············"metadata":·{	49	············"metadata":·{
50	················"execution":·{	50	················"execution":·{
51	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~658995~~Z",	51	····················"iopub.execute_input":·"2024-11-08T03:06:14.431573Z",
52	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~658066~~Z",	52	····················"iopub.status.busy":·"2024-11-08T03:06:14.430837Z",
53	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~670243~~Z",	53	····················"iopub.status.idle":·"2024-11-08T03:06:14.437787Z",
54	····················"shell.execute_reply":·"2024-11-07T22:26:59.~~668446~~Z"	54	····················"shell.execute_reply":·"2024-11-08T03:06:14.436558Z"
55	················}	55	················}
56	············},	56	············},
57	············"outputs":·[],	57	············"outputs":·[],
58	············"source":·[	58	············"source":·[
59	················"np.random.seed(3424)"	59	················"np.random.seed(3424)"
60	············]	60	············]
61	········},	61	········},
Offset 67, 18 lines modified		Offset 67, 18 lines modified
67	············]	67	············]
68	········},	68	········},
69	········{	69	········{
70	············"cell_type":·"code",	70	············"cell_type":·"code",
71	············"execution_count":·3,	71	············"execution_count":·3,
72	············"metadata":·{	72	············"metadata":·{
73	················"execution":·{	73	················"execution":·{
74	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~682573~~Z",	74	····················"iopub.execute_input":·"2024-11-08T03:06:14.455942Z",
75	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~681907~~Z",	75	····················"iopub.status.busy":·"2024-11-08T03:06:14.455430Z",
76	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~694142~~Z",	76	····················"iopub.status.idle":·"2024-11-08T03:06:14.463585Z",
77	····················"shell.execute_reply":·"2024-11-07T22:26:59.692~~456~~Z"	77	····················"shell.execute_reply":·"2024-11-08T03:06:14.462260Z"
78	················}	78	················}
79	············},	79	············},
80	············"outputs":·[],	80	············"outputs":·[],
81	············"source":·[	81	············"source":·[
82	················"n·=·1000"	82	················"n·=·1000"
83	············]	83	············]
84	········},	84	········},
Offset 90, 18 lines modified		Offset 90, 18 lines modified
90	············]	90	············]
91	········},	91	········},
92	········{	92	········{
93	············"cell_type":·"code",	93	············"cell_type":·"code",
94	············"execution_count":·4,	94	············"execution_count":·4,
95	············"metadata":·{	95	············"metadata":·{
96	················"execution":·{	96	················"execution":·{
97	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~70655~~4Z",	97	····················"iopub.execute_input":·"2024-11-08T03:06:14.488094Z",
98	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~705892~~Z",	98	····················"iopub.status.busy":·"2024-11-08T03:06:14.487531Z",
99	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~72229~~8Z",	99	····················"iopub.status.idle":·"2024-11-08T03:06:14.499578Z",
100	····················"shell.execute_reply":·"2024-11-07T22:26:59.~~720453~~Z"	100	····················"shell.execute_reply":·"2024-11-08T03:06:14.498231Z"
101	················},	101	················},
102	················"lines_to_next_cell":·1	102	················"lines_to_next_cell":·1
103	············},	103	············},
104	············"outputs":·[],	104	············"outputs":·[],
105	············"source":·[	105	············"source":·[
106	················"exp·=·np.random.normal(size=n)"	106	················"exp·=·np.random.normal(size=n)"
107	············]	107	············]
Offset 114, 18 lines modified		Offset 114, 18 lines modified
114	············]	114	············]
115	········},	115	········},
116	········{	116	········{
117	············"cell_type":·"code",	117	············"cell_type":·"code",
118	············"execution_count":·5,	118	············"execution_count":·5,
119	············"metadata":·{	119	············"metadata":·{
120	················"execution":·{	120	················"execution":·{
121	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~738778~~Z",	121	····················"iopub.execute_input":·"2024-11-08T03:06:14.523964Z",
122	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~738085~~Z",	122	····················"iopub.status.busy":·"2024-11-08T03:06:14.523431Z",
123	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~762293~~Z",	123	····················"iopub.status.idle":·"2024-11-08T03:06:14.539521Z",
124	····················"shell.execute_reply":·"2024-11-07T22:26:59.~~76049~~0Z"	124	····················"shell.execute_reply":·"2024-11-08T03:06:14.538230Z"
125	················},	125	················},
126	················"lines_to_next_cell":·1	126	················"lines_to_next_cell":·1
127	············},	127	············},
128	············"outputs":·[],	128	············"outputs":·[],
129	············"source":·[	129	············"source":·[
130	················"def·gen_mediator():\n",	130	················"def·gen_mediator():\n",
131	················"····mn·=·np.exp(exp)\n",	131	················"····mn·=·np.exp(exp)\n",
Offset 144, 18 lines modified		Offset 144, 18 lines modified
144	············]	144	············]
145	········},	145	········},
146	········{	146	········{
147	············"cell_type":·"code",	147	············"cell_type":·"code",
148	············"execution_count":·6,	148	············"execution_count":·6,
149	············"metadata":·{	149	············"metadata":·{
150	················"execution":·{	150	················"execution":·{
151	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~778743~~Z",	151	····················"iopub.execute_input":·"2024-11-08T03:06:14.563939Z",
152	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~778052~~Z",	152	····················"iopub.status.busy":·"2024-11-08T03:06:14.563428Z",
153	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~802215~~Z",	153	····················"iopub.status.idle":·"2024-11-08T03:06:14.579548Z",
154	····················"shell.execute_reply":·"2024-11-07T22:26:59.~~8004~~39Z"	154	····················"shell.execute_reply":·"2024-11-08T03:06:14.578239Z"
155	················},	155	················},
156	················"lines_to_next_cell":·1	156	················"lines_to_next_cell":·1
157	············},	157	············},
158	············"outputs":·[],	158	············"outputs":·[],
159	············"source":·[	159	············"source":·[
160	················"def·gen_outcome(otype,·mtime0):\n",	160	················"def·gen_outcome(otype,·mtime0):\n",
161	················"····if·otype·==·\"full\":\n",	161	················"····if·otype·==·\"full\":\n",
Offset 180, 18 lines modified		Offset 180, 18 lines modified
180	············]	180	············]
181	········},	181	········},
182	········{	182	········{
183	············"cell_type":·"code",	183	············"cell_type":·"code",
184	············"execution_count":·7,	184	············"execution_count":·7,
185	············"metadata":·{	185	············"metadata":·{
186	················"execution":·{	186	················"execution":·{
187	····················"iopub.execute_input":·"2024-11-07T22:26:59.~~81865~~3Z",	187	····················"iopub.execute_input":·"2024-11-08T03:06:14.603893Z",
188	····················"iopub.status.busy":·"2024-11-07T22:26:59.~~8179~~81Z",	188	····················"iopub.status.busy":·"2024-11-08T03:06:14.603387Z",
189	····················"iopub.status.idle":·"2024-11-07T22:26:59.~~834139~~Z",	189	····················"iopub.status.idle":·"2024-11-08T03:06:14.615556Z",
190	····················"shell.execute_reply":·"2024-11-07T22:26:59.832429Z"	190	····················"shell.execute_reply":·"2024-11-08T03:06:14.614241Z"
191	················},	191	················},
192	················"lines_to_next_cell":·1	192	················"lines_to_next_cell":·1
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Offset 388, 30 lines modified		Offset 388, 14 lines modified
388	</div>	388	</div>
389	<div·class="nboutput·docutils·container">	389	<div·class="nboutput·docutils·container">
390	<div·class="prompt·empty·docutils·container">	390	<div·class="prompt·empty·docutils·container">
391	</div>	391	</div>
392	<div·class="output_area·docutils·container">	392	<div·class="output_area·docutils·container">
393	<div·class="highlight"><pre>	393	<div·class="highlight"><pre>
394	method·RE:·dl	394	method·RE:·dl
395	</pre></div></div>
396	</div>
397	<div·class="nboutput·docutils·container">
398	<div·class="prompt·empty·docutils·container">
399	</div>
400	<div·class="output_area·stderr·docutils·container">
401	<div·class="highlight"><pre>
402	/usr/lib/python3/dist-packages/statsmodels/stats/meta_analysis.py:105:·UserWarning:·`use_t=True`·requires·`nobs`·for·each·sample·or·`ci_func`.·Using·normal·distribution·for·confidence·interval·of·individual·samples.
403	··warnings.warn(msg)
404	</pre></div></div>
405	</div>
406	<div·class="nboutput·docutils·container">
407	<div·class="prompt·empty·docutils·container">
408	</div>
409	<div·class="output_area·docutils·container">
410	<div·class="highlight"><pre>
411	·························eff····sd_eff·····ci_low·····ci_upp······w_fe······w_re	395	·························eff····sd_eff·····ci_low·····ci_upp······w_fe······w_re
412	PTB················61.000000··0.450000··60.118016··61.881984··0.057436··0.123113	396	PTB················61.000000··0.450000··60.118016··61.881984··0.057436··0.123113
413	NMi················61.400000··1.100000··59.244040··63.555960··0.009612··0.040314	397	NMi················61.400000··1.100000··59.244040··63.555960··0.009612··0.040314
414	NIMC···············62.210000··0.300000··61.622011··62.797989··0.129230··0.159749	398	NIMC···············62.210000··0.300000··61.622011··62.797989··0.129230··0.159749
415	KRISS··············62.300000··0.450000··61.418016··63.181984··0.057436··0.123113	399	KRISS··············62.300000··0.450000··61.418016··63.181984··0.057436··0.123113
416	LGC················62.340000··0.620000··61.124822··63.555178··0.030257··0.089810	400	LGC················62.340000··0.620000··61.124822··63.555178··0.030257··0.089810
417	NRC················62.600000··0.750000··61.130027··64.069973··0.020677··0.071005	401	NRC················62.600000··0.750000··61.130027··64.069973··0.020677··0.071005
Offset 420, 19 lines modified		Offset 404, 28 lines modified
420	LNE················65.900000··1.350000··63.254049··68.545951··0.006382··0.028615	404	LNE················65.900000··1.350000··63.254049··68.545951··0.006382··0.028615
421	fixed·effect·······62.583397··0.107846··62.334704··62.832090··1.000000·······NaN	405	fixed·effect·······62.583397··0.107846··62.334704··62.832090··1.000000·······NaN
422	random·effect······62.390139··0.245750··61.823439··62.956838·······NaN··1.000000	406	random·effect······62.390139··0.245750··61.823439··62.956838·······NaN··1.000000
423	fixed·effect·wls···62.583397··0.189889··62.145512··63.021282··1.000000·······NaN	407	fixed·effect·wls···62.583397··0.189889··62.145512··63.021282··1.000000·······NaN
424	random·effect·wls··62.390139··0.294776··61.710384··63.069893·······NaN··1.000000	408	random·effect·wls··62.390139··0.294776··61.710384··63.069893·······NaN··1.000000
425	</pre></div></div>	409	</pre></div></div>
426	</div>	410	</div>
		411	<div·class="nboutput·docutils·container">
		412	<div·class="prompt·empty·docutils·container">
		413	</div>
		414	<div·class="output_area·stderr·docutils·container">
		415	<div·class="highlight"><pre>
		416	/usr/lib/python3/dist-packages/statsmodels/stats/meta_analysis.py:105:·UserWarning:·`use_t=True`·requires·`nobs`·for·each·sample·or·`ci_func`.·Using·normal·distribution·for·confidence·interval·of·individual·samples.
		417	··warnings.warn(msg)
		418	</pre></div></div>
		419	</div>
427	<div·class="nboutput·nblast·docutils·container">	420	<div·class="nboutput·nblast·docutils·container">
428	<div·class="prompt·empty·docutils·container">	421	<div·class="prompt·empty·docutils·container">
429	</div>	422	</div>
430	<div·class="output_area·docutils·container">	423	<div·class="output_area·docutils·container">
431	<img·alt="../../../_images/examples_notebooks_generated_metaanalysis1_20_3.png"·src="../../../_images/examples_notebooks_generated_metaanalysis1_20_3.png"·/>	424	<img·alt="../../../_images/examples_notebooks_generated_metaanalysis1_20_2.png"·src="../../../_images/examples_notebooks_generated_metaanalysis1_20_2.png"·/>
432	</div>	425	</div>
433	</div>	426	</div>
434	<div·class="nbinput·docutils·container">	427	<div·class="nbinput·docutils·container">
435	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:	428	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:
436	</pre></div>	429	</pre></div>
437	</div>	430	</div>
438	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">res2_PM</span>·<span·class="o">=</span>·<span·class="n">combine_effects</span><span·class="p">(</span><span·class="n">eff</span><span·class="p">,</span>·<span·class="n">var_eff</span><span·class="p">,</span>·<span·class="n">method_re</span><span·class="o">=</span><span·class="s2">"pm"</span><span·class="p">,</span>·<span·class="n">use_t</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">row_names</span><span·class="o">=</span><span·class="n">rownames</span><span·class="p">)</span>	431	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="n">res2_PM</span>·<span·class="o">=</span>·<span·class="n">combine_effects</span><span·class="p">(</span><span·class="n">eff</span><span·class="p">,</span>·<span·class="n">var_eff</span><span·class="p">,</span>·<span·class="n">method_re</span><span·class="o">=</span><span·class="s2">"pm"</span><span·class="p">,</span>·<span·class="n">use_t</span><span·class="o">=</span><span·class="kc">True</span><span·class="p">,</span>·<span·class="n">row_names</span><span·class="o">=</span><span·class="n">rownames</span><span·class="p">)</span>


Offset 184, 18 lines modified		Offset 184, 14 lines modified
184	row_names=rownames)	184	row_names=rownames)
185	print("method·RE:",·res2_DL.method_re)	185	print("method·RE:",·res2_DL.method_re)
186	print(res2_DL.summary_frame())	186	print(res2_DL.summary_frame())
187	fig·=·res2_DL.plot_forest()	187	fig·=·res2_DL.plot_forest()
188	fig.set_figheight(6)	188	fig.set_figheight(6)
189	fig.set_figwidth(6)	189	fig.set_figwidth(6)
190	method·RE:·dl	190	method·RE:·dl
191	/usr/lib/python3/dist-packages/statsmodels/stats/meta_analysis.py:105:
192	UserWarning:·`use_t=True`·requires·`nobs`·for·each·sample·or·`ci_func`.·Using
193	normal·distribution·for·confidence·interval·of·individual·samples.
194	··warnings.warn(msg)
195	·························eff····sd_eff·····ci_low·····ci_upp······w_fe	191	·························eff····sd_eff·····ci_low·····ci_upp······w_fe
196	w_re	192	w_re
197	PTB················61.000000··0.450000··60.118016··61.881984··0.057436	193	PTB················61.000000··0.450000··60.118016··61.881984··0.057436
198	0.123113	194	0.123113
199	NMi················61.400000··1.100000··59.244040··63.555960··0.009612	195	NMi················61.400000··1.100000··59.244040··63.555960··0.009612
200	0.040314	196	0.040314
201	NIMC···············62.210000··0.300000··61.622011··62.797989··0.129230	197	NIMC···············62.210000··0.300000··61.622011··62.797989··0.129230
Offset 216, 15 lines modified		Offset 212, 19 lines modified
216	NaN	212	NaN
217	random·effect······62.390139··0.245750··61.823439··62.956838·······NaN	213	random·effect······62.390139··0.245750··61.823439··62.956838·······NaN
218	1.000000	214	1.000000
219	fixed·effect·wls···62.583397··0.189889··62.145512··63.021282··1.000000	215	fixed·effect·wls···62.583397··0.189889··62.145512··63.021282··1.000000
220	NaN	216	NaN
221	random·effect·wls··62.390139··0.294776··61.710384··63.069893·······NaN	217	random·effect·wls··62.390139··0.294776··61.710384··63.069893·······NaN
222	1.000000	218	1.000000
		219	/usr/lib/python3/dist-packages/statsmodels/stats/meta_analysis.py:105:
		220	UserWarning:·`use_t=True`·requires·`nobs`·for·each·sample·or·`ci_func`.·Using
		221	normal·distribution·for·confidence·interval·of·individual·samples.
		222	··warnings.warn(msg)
223	[../../../_images/examples_notebooks_generated_metaanalysis1_20_3.png]	223	[../../../_images/examples_notebooks_generated_metaanalysis1_20_2.png]
224	[15]:	224	[15]:
225	res2_PM·=·combine_effects(eff,·var_eff,·method_re="pm",·use_t=True,	225	res2_PM·=·combine_effects(eff,·var_eff,·method_re="pm",·use_t=True,
226	row_names=rownames)	226	row_names=rownames)
227	print("method·RE:",·res2_PM.method_re)	227	print("method·RE:",·res2_PM.method_re)
228	print(res2_PM.summary_frame())	228	print(res2_PM.summary_frame())
229	fig·=·res2_PM.plot_forest()	229	fig·=·res2_PM.plot_forest()
230	fig.set_figheight(6)	230	fig.set_figheight(6)


Offset 24, 34 lines modified		Offset 24, 34 lines modified
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":·{
30	················"execution":·{	30	················"execution":·{
31	····················"iopub.execute_input":·"2024-11-07T22:27:38.514~~624~~Z",	31	····················"iopub.execute_input":·"2024-11-08T03:04:12.344333Z",
		32	····················"iopub.status.busy":·"2024-11-08T03:04:12.343742Z",
32	····················"iopub.status.~~busy~~":·"2024-11-07T22:27:38.513906Z",	33	····················"iopub.status.idle":·"2024-11-08T03:04:13.529978Z",
33	····················"iopub.status.idle":·"2024-11-07T22:27:40.322476Z",
34	····················"shell.execute_reply":·"2024-11-07T22:27:40.32~~0463~~Z"	34	····················"shell.execute_reply":·"2024-11-08T03:04:13.528606Z"
35	················}	35	················}
36	············},	36	············},
37	············"outputs":·[],	37	············"outputs":·[],
38	············"source":·[	38	············"source":·[
39	················"%matplotlib·inline"	39	················"%matplotlib·inline"
40	············]	40	············]
41	········},	41	········},
42	········{	42	········{
43	············"cell_type":·"code",	43	············"cell_type":·"code",
44	············"execution_count":·2,	44	············"execution_count":·2,
45	············"metadata":·{	45	············"metadata":·{
46	················"execution":·{	46	················"execution":·{
47	····················"iopub.execute_input":·"2024-11-07T22:27:40.339~~160~~Z",	47	····················"iopub.execute_input":·"2024-11-08T03:04:13.539827Z",
48	····················"iopub.status.busy":·"2024-11-07T22:27:40.33~~8180~~Z",	48	····················"iopub.status.busy":·"2024-11-08T03:04:13.539099Z",
49	····················"iopub.status.idle":·"2024-11-07T22:27:43.106904Z",	49	····················"iopub.status.idle":·"2024-11-08T03:04:15.139347Z",
50	····················"shell.execute_reply":·"2024-11-07T22:27:43.1~~05133~~Z"	50	····················"shell.execute_reply":·"2024-11-08T03:04:15.138004Z"
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",
Offset 80, 18 lines modified		Offset 80, 18 lines modified
80	············]	80	············]
81	········},	81	········},
82	········{	82	········{
83	············"cell_type":·"code",	83	············"cell_type":·"code",
84	············"execution_count":·3,	84	············"execution_count":·3,
85	············"metadata":·{	85	············"metadata":·{
86	················"execution":·{	86	················"execution":·{
87	····················"iopub.execute_input":·"2024-11-07T22:27:43.1~~19905~~Z",	87	····················"iopub.execute_input":·"2024-11-08T03:04:15.146614Z",
88	····················"iopub.status.busy":·"2024-11-07T22:27:43.1~~18984~~Z",	88	····················"iopub.status.busy":·"2024-11-08T03:04:15.145760Z",
89	····················"iopub.status.idle":·"2024-11-07T22:27:43.1~~45199~~Z",	89	····················"iopub.status.idle":·"2024-11-08T03:04:15.166538Z",
90	····················"shell.execute_reply":·"2024-11-07T22:27:43.1~~434~~98Z"	90	····················"shell.execute_reply":·"2024-11-08T03:04:15.165190Z"
91	················}	91	················}
92	············},	92	············},
93	············"outputs":·[	93	············"outputs":·[
94	················{	94	················{
95	····················"data":·{	95	····················"data":·{
96	························"text/plain":·[	96	························"text/plain":·[
97	····························"['Carroll',·'Grant',·'Peck',·'Donat',·'Stewart',·'Young']"	97	····························"['Carroll',·'Grant',·'Peck',·'Donat',·'Stewart',·'Young']"
Offset 118, 18 lines modified		Offset 118, 18 lines modified
118	············]	118	············]
119	········},	119	········},
120	········{	120	········{
121	············"cell_type":·"code",	121	············"cell_type":·"code",
122	············"execution_count":·4,	122	············"execution_count":·4,
123	············"metadata":·{	123	············"metadata":·{
124	················"execution":·{	124	················"execution":·{
125	····················"iopub.execute_input":·"2024-11-07T22:27:43.153~~840~~Z",	125	····················"iopub.execute_input":·"2024-11-08T03:04:15.173068Z",
126	····················"iopub.status.busy":·"2024-11-07T22:27:43.1~~53164~~Z",	126	····················"iopub.status.busy":·"2024-11-08T03:04:15.172529Z",
127	····················"iopub.status.idle":·"2024-11-07T22:27:43.1~~7466~~1Z",	127	····················"iopub.status.idle":·"2024-11-08T03:04:15.189541Z",
128	····················"shell.execute_reply":·"2024-11-07T22:27:43.1~~72944~~Z"	128	····················"shell.execute_reply":·"2024-11-08T03:04:15.188169Z"
129	················}	129	················}
130	············},	130	············},
131	············"outputs":·[	131	············"outputs":·[
132	················{	132	················{
133	····················"data":·{	133	····················"data":·{
134	························"text/plain":·[	134	························"text/plain":·[
135	····························"['Carroll',·'Grant',·'Peck',·'Donat',·'Stewart',·'Young']"	135	····························"['Carroll',·'Grant',·'Peck',·'Donat',·'Stewart',·'Young']"
Offset 149, 18 lines modified		Offset 149, 18 lines modified
149	············]	149	············]
150	········},	150	········},
151	········{	151	········{
152	············"cell_type":·"code",	152	············"cell_type":·"code",
153	············"execution_count":·5,	153	············"execution_count":·5,
154	············"metadata":·{	154	············"metadata":·{
155	················"execution":·{	155	················"execution":·{
156	····················"iopub.execute_input":·"2024-11-07T22:27:43.1~~82530~~Z",	156	····················"iopub.execute_input":·"2024-11-08T03:04:15.196007Z",
157	····················"iopub.status.busy":·"2024-11-07T22:27:43.1~~81856~~Z",	157	····················"iopub.status.busy":·"2024-11-08T03:04:15.195492Z",
158	····················"iopub.status.idle":·"2024-11-07T22:27:43.20~~224~~6Z",	158	····················"iopub.status.idle":·"2024-11-08T03:04:15.209006Z",
159	····················"shell.execute_reply":·"2024-11-07T22:27:43.20~~0453~~Z"	159	····················"shell.execute_reply":·"2024-11-08T03:04:15.207614Z"
160	················}	160	················}
161	············},	161	············},
162	············"outputs":·[	162	············"outputs":·[
163	················{	163	················{
164	····················"data":·{	164	····················"data":·{
165	························"text/plain":·[	165	························"text/plain":·[
166	····························"array([120,·130,··80,·400,··95,·170],·dtype=int64)"	166	····························"array([120,·130,··80,·400,··95,·170],·dtype=int64)"
Offset 183, 18 lines modified		Offset 183, 18 lines modified
183	············]	183	············]
184	········},	184	········},
185	········{	185	········{
186	············"cell_type":·"code",	186	············"cell_type":·"code",
187	············"execution_count":·6,	187	············"execution_count":·6,
188	············"metadata":·{	188	············"metadata":·{
189	················"execution":·{	189	················"execution":·{
190	····················"iopub.execute_input":·"2024-11-07T22:27:43.210613Z",	190	····················"iopub.execute_input":·"2024-11-08T03:04:15.215713Z",
191	····················"iopub.status.busy":·"2024-11-07T22:27:43.2~~09916~~Z",	191	····················"iopub.status.busy":·"2024-11-08T03:04:15.215185Z",
192	····················"iopub.status.idle":·"2024-11-07T22:27:43.2~~48470~~Z",	192	····················"iopub.status.idle":·"2024-11-08T03:04:15.224323Z",
193	····················"shell.execute_reply":·"2024-11-07T22:27:43.2~~32467~~Z"	193	····················"shell.execute_reply":·"2024-11-08T03:04:15.223081Z"
194	················}	194	················}
195	············},	195	············},
196	············"outputs":·[],	196	············"outputs":·[],
197	············"source":·[	197	············"source":·[
198	················"eff,·var_eff·=·effectsize_smd(mean2,·sd2,·nobs2,·mean1,·sd1,·nobs1)"	198	················"eff,·var_eff·=·effectsize_smd(mean2,·sd2,·nobs2,·mean1,·sd1,·nobs1)"
199	············]	199	············]
200	········},	200	········},
Offset 209, 18 lines modified		Offset 209, 18 lines modified
209	············]	209	············]
210	········},	210	········},
211	········{	211	········{
212	············"cell_type":·"code",	212	············"cell_type":·"code",
213	············"execution_count":·7,	213	············"execution_count":·7,
214	············"metadata":·{	214	············"metadata":·{
215	················"execution":·{	215	················"execution":·{
216	····················"iopub.execute_input":·"2024-11-07T22:27:43.2~~632~~01Z",	216	····················"iopub.execute_input":·"2024-11-08T03:04:15.231402Z",
217	····················"iopub.status.busy":·"2024-11-07T22:27:43.2~~62249~~Z",	217	····················"iopub.status.busy":·"2024-11-08T03:04:15.230867Z",
218	····················"iopub.status.idle":·"2024-11-07T22:27:43.~~340453~~Z",	218	····················"iopub.status.idle":·"2024-11-08T03:04:15.254860Z",
219	····················"shell.execute_reply":·"2024-11-07T22:27:43.~~328410~~Z"	219	····················"shell.execute_reply":·"2024-11-08T03:04:15.253553Z"
220	················}	220	················}
221	············},	221	············},
222	············"outputs":·[	222	············"outputs":·[
223	················{	223	················{
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Offset 449, 23 lines modified		Offset 449, 14 lines modified
449	<span·class="nb">print</span><span·class="p">(</span><span·class="n">mdf</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>	449	<span·class="nb">print</span><span·class="p">(</span><span·class="n">mdf</span><span·class="o">.</span><span·class="n">summary</span><span·class="p">())</span>
450	</pre></div>	450	</pre></div>
451	</div>	451	</div>
452	</div>	452	</div>
453	<div·class="nboutput·docutils·container">	453	<div·class="nboutput·docutils·container">
454	<div·class="prompt·empty·docutils·container">	454	<div·class="prompt·empty·docutils·container">
455	</div>	455	</div>
456	<div·class="output_area·stderr·docutils·container">
457	<div·class="highlight"><pre>
458	/usr/lib/python3/dist-packages/statsmodels/regression/mixed_linear_model.py:2237:·ConvergenceWarning:·The·MLE·may·be·on·the·boundary·of·the·parameter·space.
459	··warnings.warn(msg,·ConvergenceWarning)
460	</pre></div></div>
461	</div>
462	<div·class="nboutput·nblast·docutils·container">
463	<div·class="prompt·empty·docutils·container">
464	</div>
465	<div·class="output_area·docutils·container">	456	<div·class="output_area·docutils·container">
466	<div·class="highlight"><pre>	457	<div·class="highlight"><pre>
467	·············Mixed·Linear·Model·Regression·Results	458	·············Mixed·Linear·Model·Regression·Results
468	===============================================================	459	===============================================================
469	Model:···············MixedLM····Dependent·Variable:····size	460	Model:···············MixedLM····Dependent·Variable:····size
470	No.·Observations:····395········Method:················REML	461	No.·Observations:····395········Method:················REML
471	No.·Groups:··········79·········Scale:·················0.0264	462	No.·Groups:··········79·········Scale:·················0.0264
Offset 480, 14 lines modified		Offset 471, 23 lines modified
480	Intercept·Var·········0.646····0.914	471	Intercept·Var·········0.646····0.914
481	Intercept·x·Time·Cov·-0.001····0.003	472	Intercept·x·Time·Cov·-0.001····0.003
482	Time·Var··············0.000····0.000	473	Time·Var··············0.000····0.000
483	===============================================================	474	===============================================================

484	</pre></div></div>	475	</pre></div></div>
485	</div>	476	</div>
		477	<div·class="nboutput·nblast·docutils·container">
		478	<div·class="prompt·empty·docutils·container">
		479	</div>
		480	<div·class="output_area·stderr·docutils·container">
		481	<div·class="highlight"><pre>
		482	/usr/lib/python3/dist-packages/statsmodels/regression/mixed_linear_model.py:2237:·ConvergenceWarning:·The·MLE·may·be·on·the·boundary·of·the·parameter·space.
		483	··warnings.warn(msg,·ConvergenceWarning)
		484	</pre></div></div>
		485	</div>
486	<p>We·can·further·explore·the·random·effects·structure·by·constructing·plots·of·the·profile·likelihoods.·We·start·with·the·random·intercept,·generating·a·plot·of·the·profile·likelihood·from·0.1·units·below·to·0.1·units·above·the·MLE.·Since·each·optimization·inside·the·profile·likelihood·generates·a·warning·(due·to·the·random·slope·variance·being·close·to·zero),·we·turn·off·the·warnings·here.</p>	486	<p>We·can·further·explore·the·random·effects·structure·by·constructing·plots·of·the·profile·likelihoods.·We·start·with·the·random·intercept,·generating·a·plot·of·the·profile·likelihood·from·0.1·units·below·to·0.1·units·above·the·MLE.·Since·each·optimization·inside·the·profile·likelihood·generates·a·warning·(due·to·the·random·slope·variance·being·close·to·zero),·we·turn·off·the·warnings·here.</p>
487	<div·class="nbinput·nblast·docutils·container">	487	<div·class="nbinput·nblast·docutils·container">
488	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:	488	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[9]:
489	</pre></div>	489	</pre></div>
490	</div>	490	</div>
491	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">warnings</span>	491	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="kn">import</span>·<span·class="nn">warnings</span>


Offset 316, 18 lines modified		Offset 316, 14 lines modified
316	being·on·the·boundary·of·the·parameter·space.·The·regression·slopes·agree·very	316	being·on·the·boundary·of·the·parameter·space.·The·regression·slopes·agree·very
317	well·with·R,·but·the·likelihood·value·is·much·higher·than·that·returned·by·R.	317	well·with·R,·but·the·likelihood·value·is·much·higher·than·that·returned·by·R.
318	[8]:	318	[8]:
319	exog_re·=·exog.copy()	319	exog_re·=·exog.copy()
320	md·=·sm.MixedLM(endog,·exog,·data["tree"],·exog_re)	320	md·=·sm.MixedLM(endog,·exog,·data["tree"],·exog_re)
321	mdf·=·md.fit()	321	mdf·=·md.fit()
322	print(mdf.summary())	322	print(mdf.summary())
323	/usr/lib/python3/dist-packages/statsmodels/regression/mixed_linear_model.py:
324	2237:·ConvergenceWarning:·The·MLE·may·be·on·the·boundary·of·the·parameter
325	space.
326	··warnings.warn(msg,·ConvergenceWarning)
327	·············Mixed·Linear·Model·Regression·Results	323	·············Mixed·Linear·Model·Regression·Results
328	===============================================================	324	===============================================================
329	Model:···············MixedLM····Dependent·Variable:····size	325	Model:···············MixedLM····Dependent·Variable:····size
330	No.·Observations:····395········Method:················REML	326	No.·Observations:····395········Method:················REML
331	No.·Groups:··········79·········Scale:·················0.0264	327	No.·Groups:··········79·········Scale:·················0.0264
332	Min.·group·size:·····5··········Log-Likelihood:········-62.4834	328	Min.·group·size:·····5··········Log-Likelihood:········-62.4834
333	Max.·group·size:·····5··········Converged:·············Yes	329	Max.·group·size:·····5··········Converged:·············Yes
Offset 337, 14 lines modified		Offset 333, 18 lines modified
337	---------------------------------------------------------------	333	---------------------------------------------------------------
338	Intercept·············2.273····0.101·22.513·0.000··2.075··2.471	334	Intercept·············2.273····0.101·22.513·0.000··2.075··2.471
339	Time··················0.013····0.000·33.888·0.000··0.012··0.013	335	Time··················0.013····0.000·33.888·0.000··0.012··0.013
340	Intercept·Var·········0.646····0.914	336	Intercept·Var·········0.646····0.914
341	Intercept·x·Time·Cov·-0.001····0.003	337	Intercept·x·Time·Cov·-0.001····0.003
342	Time·Var··············0.000····0.000	338	Time·Var··············0.000····0.000
343	===============================================================	339	===============================================================
		340	/usr/lib/python3/dist-packages/statsmodels/regression/mixed_linear_model.py:
		341	2237:·ConvergenceWarning:·The·MLE·may·be·on·the·boundary·of·the·parameter
		342	space.
		343	··warnings.warn(msg,·ConvergenceWarning)
344	We·can·further·explore·the·random·effects·structure·by·constructing·plots·of	344	We·can·further·explore·the·random·effects·structure·by·constructing·plots·of
345	the·profile·likelihoods.·We·start·with·the·random·intercept,·generating·a·plot	345	the·profile·likelihoods.·We·start·with·the·random·intercept,·generating·a·plot
346	of·the·profile·likelihood·from·0.1·units·below·to·0.1·units·above·the·MLE.	346	of·the·profile·likelihood·from·0.1·units·below·to·0.1·units·above·the·MLE.
347	Since·each·optimization·inside·the·profile·likelihood·generates·a·warning·(due	347	Since·each·optimization·inside·the·profile·likelihood·generates·a·warning·(due
348	to·the·random·slope·variance·being·close·to·zero),·we·turn·off·the·warnings	348	to·the·random·slope·variance·being·close·to·zero),·we·turn·off·the·warnings
349	here.	349	here.
350	[9]:	350	[9]:


Offset 543, 15 lines modified		Offset 543, 15 lines modified
543	</div>	543	</div>
544	</div>	544	</div>
545	<div·class="nboutput·docutils·container">	545	<div·class="nboutput·docutils·container">
546	<div·class="prompt·empty·docutils·container">	546	<div·class="prompt·empty·docutils·container">
547	</div>	547	</div>
548	<div·class="output_area·stderr·docutils·container">	548	<div·class="output_area·stderr·docutils·container">
549	<div·class="highlight"><pre>	549	<div·class="highlight"><pre>
550	/tmp/ipykernel_~~32636~~/427128218.py:3:·UserWarning:·set_ticklabels()·should·only·be·used·with·a·fixed·number·of·ticks,·i.e.·after·set_ticks()·or·using·a·FixedLocator.	550	/tmp/ipykernel_16122/427128218.py:3:·UserWarning:·set_ticklabels()·should·only·be·used·with·a·fixed·number·of·ticks,·i.e.·after·set_ticks()·or·using·a·FixedLocator.
551	··ax.set_xticklabels(dta.columns.values[::10])	551	··ax.set_xticklabels(dta.columns.values[::10])
552	</pre></div></div>	552	</pre></div></div>
553	</div>	553	</div>
554	<div·class="nboutput·nblast·docutils·container">	554	<div·class="nboutput·nblast·docutils·container">
555	<div·class="prompt·empty·docutils·container">	555	<div·class="prompt·empty·docutils·container">
556	</div>	556	</div>
557	<div·class="output_area·docutils·container">	557	<div·class="output_area·docutils·container">


Offset 126, 15 lines modified		Offset 126, 15 lines modified
126	lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6)	126	lines·=·ax.plot(pca_model.factors.iloc[:,·:3],·lw=4,·alpha=0.6)
127	ax.set_xticklabels(dta.columns.values[::10])	127	ax.set_xticklabels(dta.columns.values[::10])
128	ax.set_xlim(0,·51)	128	ax.set_xlim(0,·51)
129	ax.set_xlabel("Year",·size=17)	129	ax.set_xlabel("Year",·size=17)
130	fig.subplots_adjust(0.1,·0.1,·0.85,·0.9)	130	fig.subplots_adjust(0.1,·0.1,·0.85,·0.9)
131	legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right")	131	legend·=·fig.legend(lines,·["PC·1",·"PC·2",·"PC·3"],·loc="center·right")
132	legend.draw_frame(False)	132	legend.draw_frame(False)
133	/tmp/ipykernel_~~32636~~/427128218.py:3:·UserWarning:·set_ticklabels()·should·only	133	/tmp/ipykernel_16122/427128218.py:3:·UserWarning:·set_ticklabels()·should·only
134	be·used·with·a·fixed·number·of·ticks,·i.e.·after·set_ticks()·or·using·a	134	be·used·with·a·fixed·number·of·ticks,·i.e.·after·set_ticks()·or·using·a
135	FixedLocator.	135	FixedLocator.
136	··ax.set_xticklabels(dta.columns.values[::10])	136	··ax.set_xticklabels(dta.columns.values[::10])
137	[../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png]	137	[../../../_images/examples_notebooks_generated_pca_fertility_factors_15_1.png]
138	To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories	138	To·better·understand·what·is·going·on,·we·will·plot·the·fertility·trajectories
139	for·sets·of·countries·with·similar·PC·scores.·The·following·convenience	139	for·sets·of·countries·with·similar·PC·scores.·The·following·convenience
140	function·produces·such·a·plot.	140	function·produces·such·a·plot.


Offset 481, 17 lines modified		Offset 481, 17 lines modified
481	</div>	481	</div>
482	<div·class="output_area·stderr·docutils·container">	482	<div·class="output_area·stderr·docutils·container">
483	<div·class="highlight"><pre>	483	<div·class="highlight"><pre>
484	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	484	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'
485	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	485	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'
486	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	486	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'
487	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	487	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'
488	/tmp/ipykernel_~~595~~9/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	488	/tmp/ipykernel_16494/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence·'\$'
489	··plot_opts["bean_legend_text"]·=·"Income·<·\$30k"	489	··plot_opts["bean_legend_text"]·=·"Income·<·\$30k"
490	/tmp/ipykernel_~~595~~9/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	490	/tmp/ipykernel_16494/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence·'\$'
491	··plot_opts["bean_legend_text"]·=·"Income·>·\$50k"	491	··plot_opts["bean_legend_text"]·=·"Income·>·\$50k"
492	</pre></div></div>	492	</pre></div></div>
493	</div>	493	</div>
494	<div·class="nboutput·docutils·container">	494	<div·class="nboutput·docutils·container">
495	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:	495	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[15]:
496	</pre></div>	496	</pre></div>
497	</div>	497	</div>


Offset 238, 18 lines modified		Offset 238, 18 lines modified

238	#·Show·all·plots.	238	#·Show·all·plots.
239	#·plt.show()	239	#·plt.show()
240	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	240	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'
241	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	241	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'
242	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	242	<>:18:·SyntaxWarning:·invalid·escape·sequence·'\$'
243	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	243	<>:30:·SyntaxWarning:·invalid·escape·sequence·'\$'
244	/tmp/ipykernel_~~595~~9/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence	244	/tmp/ipykernel_16494/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence
245	'\$'	245	'\$'
246	··plot_opts["bean_legend_text"]·=·"Income·<·\$30k"	246	··plot_opts["bean_legend_text"]·=·"Income·<·\$30k"
247	/tmp/ipykernel_~~595~~9/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence	247	/tmp/ipykernel_16494/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence
248	'\$'	248	'\$'
249	··plot_opts["bean_legend_text"]·=·"Income·>·\$50k"	249	··plot_opts["bean_legend_text"]·=·"Income·>·\$50k"
250	[15]:	250	[15]:
251	Text(0.5,·1.0,·"US·national·election·'96·-·Age·&·Party·Identification")	251	Text(0.5,·1.0,·"US·national·election·'96·-·Age·&·Party·Identification")
252	[../../../_images/examples_notebooks_generated_plots_boxplots_22_2.png]	252	[../../../_images/examples_notebooks_generated_plots_boxplots_22_2.png]
253	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]	253	_\x8[_\x8L_\x8o_\x8g_\x8o_\x8·_\x8o_\x8f_\x8·_\x8s_\x8t_\x8a_\x8t_\x8s_\x8m_\x8o_\x8d_\x8e_\x8l_\x8s_\x8·_\x80_\x8._\x81_\x84_\x8._\x84_\x8+_\x8d_\x8f_\x8s_\x8g_\x8]
254	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8	254	\x8\x8\x8\x8·_\x8T\x8T_\x8a\x8a_\x8b\x8b_\x8l\x8l_\x8e\x8e_\x8·_\x8o\x8o_\x8f\x8f_\x8·_\x8C\x8C_\x8o\x8o_\x8n\x8n_\x8t\x8t_\x8e\x8e_\x8n\x8n_\x8t\x8t_\x8s\x8s·\x8\x8\x8\x8


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174	</div>	174	</div>
175	<div·class="output_area·stderr·docutils·container">	175	<div·class="output_area·stderr·docutils·container">
176	<div·class="highlight"><pre>	176	<div·class="highlight"><pre>
177	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	177	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
178	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	178	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
179	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	179	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
180	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	180	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
181	/tmp/ipykernel_~~322~~6/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	181	/tmp/ipykernel_16569/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
182	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi··a,·0,·np.pi··a]	182	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi··a,·0,·np.pi··a]
183	/tmp/ipykernel_~~322~~6/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	183	/tmp/ipykernel_16569/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
184	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi··a,·0,·np.pi··a]	184	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi··a,·0,·np.pi··a]
185	</pre></div></div>	185	</pre></div></div>
186	</div>	186	</div>
187	<div·class="nboutput·docutils·container">	187	<div·class="nboutput·docutils·container">
188	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[6]:	188	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[6]:
189	</pre></div>	189	</pre></div>
190	</div>	190	</div>