/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/statsmodels_0.14.4+dfsg-1.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/statsmodels_0.14.4+dfsg-1.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/statsmodels_0.14.4+dfsg-1.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/b1/statsmodels_0.14.4+dfsg-1_i386.changes /srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/b2/statsmodels_0.14.4+dfsg-1

⊟

11.0 MB

/srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/b1/statsmodels_0.14.4+dfsg-1_i386.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.Lb5XneTG/b2/statsmodels_0.14.4+dfsg-1_i386.changes ¶

⊟

552 B

Files ¶

⊟

11.0 MB

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

⊟

452 B

file list ¶

⊟

843 B

control.tar.xz ¶

⊟

815 B

control.tar ¶

⊟

745 B

./control ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

11.0 MB

data.tar.xz ¶

⊟

11.0 MB

data.tar ¶

⊟

37.4 KB

file list ¶

⊟

3.64 KB

⊟

3.43 KB

⊟

3.36 KB

Similarity: 0.9990625% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:09.466149Z', " "'iopub.status.busy': '2024-12-05T14:55:09.465979Z', 'iopub.status.idle': " "'2024-12-05T14:55:10.732799Z', 'shell.execute_reply': " "'2024-12-05T14:55:10.732230Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:10.735117Z', 'iopub.status.busy': " "'2024-12-05T14:55:10.734850Z', 'iopub.status.idle': '2024-12-05T14:55:1 […]

⊟

1.83 KB

⊟

812 B

⊟

7.18 KB

⊟

7.0 KB

⊟

6.96 KB

Similarity: 0.999280753968254% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:24.520904Z', " "'iopub.status.busy': '2024-12-05T14:54:24.520662Z', 'iopub.status.idle': " "'2024-12-05T14:54:26.196967Z', 'shell.execute_reply': " "'2024-12-05T14:54:26.196228Z'}}}, 5: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:26.204926Z', 'iopub.status.busy': " "'2024-12-05T14:54:26.204643Z', 'iopub.status.idle': '2024-12-05T14:54:2 […]

⊟

239 KB

⊟

239 KB

⊟

239 KB

Similarity: 0.998828125% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:17.151847Z', " "'iopub.status.busy': '2024-12-05T14:54:17.151678Z', 'iopub.status.idle': " "'2024-12-05T14:54:19.048845Z', 'shell.execute_reply': " "'2024-12-05T14:54:19.048246Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:19.061008Z', 'iopub.status.busy': " "'2024-12-05T14:54:19.060726Z', 'iopub.status.idle': '2024-12-05T14:54:1 […]

⊟

196 KB

⊟

196 KB

⊟

196 KB

Similarity: 0.9985119047619048% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:18.648781Z', " "'iopub.status.busy': '2024-12-05T14:55:18.648582Z', 'iopub.status.idle': " "'2024-12-05T14:55:19.501406Z', 'shell.execute_reply': " "'2024-12-05T14:55:19.500912Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:19.506313Z', 'iopub.status.busy': " "'2024-12-05T14:55:19.506058Z', 'iopub.status.idle': '2024-12-05T14:55:1 […]

⊟

255 KB

⊟

255 KB

⊟

255 KB

Similarity: 0.9981907894736843% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:26.015918Z', " "'iopub.status.busy': '2024-12-05T14:53:26.015751Z', 'iopub.status.idle': " "'2024-12-05T14:53:27.304796Z', 'shell.execute_reply': " "'2024-12-05T14:53:27.304231Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:27.307119Z', 'iopub.status.busy': " "'2024-12-05T14:53:27.306881Z', 'iopub.status.idle': '2024-12-05T14:53:2 […]

⊟

153 KB

⊟

153 KB

⊟

153 KB

Similarity: 0.9978846153846155% Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:54.460681Z', " "'iopub.status.busy': '2024-12-05T14:53:54.460471Z', 'iopub.status.idle': " "'2024-12-05T14:53:55.232758Z', 'shell.execute_reply': " "'2024-12-05T14:53:55.232220Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:55.235107Z', 'iopub.status.busy': " "'2024-12-05T14:53:55.234834Z', 'iopub.status.idle': '2024-12-05T14:53:5 […]

⊟

14.8 KB

⊟

14.6 KB

⊟

14.6 KB

Similarity: 0.9991935483870968% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:38.528091Z', " "'iopub.status.busy': '2024-12-05T14:53:38.527923Z', 'iopub.status.idle': " "'2024-12-05T14:53:39.860830Z', 'shell.execute_reply': " "'2024-12-05T14:53:39.860225Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:39.863203Z', 'iopub.status.busy': " "'2024-12-05T14:53:39.862930Z', 'iopub.status.idle': '2024-12-05T14:53:3 […]

⊟

6.96 KB

⊟

6.75 KB

⊟

6.7 KB

Similarity: 0.9984375% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:30.504220Z', " "'iopub.status.busy': '2024-12-05T14:54:30.504022Z', 'iopub.status.idle': " "'2024-12-05T14:54:31.744245Z', 'shell.execute_reply': " "'2024-12-05T14:54:31.728302Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:31.753240Z', 'iopub.status.busy': " "'2024-12-05T14:54:31.752965Z', 'iopub.status.idle': '2024-12-05T14:54:3 […]

⊟

16.4 KB

⊟

16.2 KB

⊟

16.2 KB

Similarity: 0.997908674339301% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:41.154509Z', " "'iopub.status.busy': '2024-12-05T14:53:41.154319Z', 'iopub.status.idle': " "'2024-12-05T14:53:43.821107Z', 'shell.execute_reply': " "'2024-12-05T14:53:43.820242Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:43.829093Z', 'iopub.status.busy': " "'2024-12-05T14:53:43.828752Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

4.04 KB

⊟

1.8 KB

⊟

590 KB

⊟

590 KB

⊟

590 KB

Similarity: 0.9989647633744856% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:25.948807Z', " "'iopub.status.busy': '2024-12-05T14:53:25.948619Z', 'iopub.status.idle': " "'2024-12-05T14:53:28.240696Z', 'shell.execute_reply': " "'2024-12-05T14:53:28.240209Z'}}, 'outputs': {0: {'text': {insert: [(0, " '"/tmp/ipykernel_27070/3508103541.py:24: FutureWarning: \'Y\' is deprecated and will ' 'be removed in a future version, please use \'YE\' instea […]

⊟

15.7 KB

⊟

15.5 KB

⊟

15.5 KB

Similarity: 0.9993055555555556% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:53.212434Z', " "'iopub.status.busy': '2024-12-05T14:54:53.212269Z', 'iopub.status.idle': " "'2024-12-05T14:54:55.192231Z', 'shell.execute_reply': " "'2024-12-05T14:54:55.176236Z'}}}, 5: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:55.201026Z', 'iopub.status.busy': " "'2024-12-05T14:54:55.200715Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

2.07 KB

⊟

1.34 KB

⊟

15.8 KB

⊟

15.6 KB

⊟

15.6 KB

Similarity: 0.9984214743589743% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:06.640130Z', " "'iopub.status.busy': '2024-12-05T14:55:06.639962Z', 'iopub.status.idle': " "'2024-12-05T14:55:07.820776Z', 'shell.execute_reply': " "'2024-12-05T14:55:07.820225Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:07.823016Z', 'iopub.status.busy': " "'2024-12-05T14:55:07.822770Z', 'iopub.status.idle': '2024-12-05T14:55:0 […]

⊟

11.6 KB

⊟

11.4 KB

⊟

11.3 KB

Similarity: 0.9985085227272728% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:25.901743Z', " "'iopub.status.busy': '2024-12-05T14:53:25.901568Z', 'iopub.status.idle': " "'2024-12-05T14:53:28.392782Z', 'shell.execute_reply': " "'2024-12-05T14:53:28.392240Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:28.401002Z', 'iopub.status.busy': " "'2024-12-05T14:53:28.400576Z', 'iopub.status.idle': '2024-12-05T14:53:2 […]

⊟

23.7 KB

⊟

23.5 KB

⊟

23.4 KB

Similarity: 0.9990144908386187% Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:57.038717Z', " "'iopub.status.busy': '2024-12-05T14:54:57.038483Z', 'iopub.status.idle': " "'2024-12-05T14:54:58.348905Z', 'shell.execute_reply': " "'2024-12-05T14:54:58.348221Z'}}}, 5: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:58.356799Z', 'iopub.status.busy': " "'2024-12-05T14:54:58.356552Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

187 KB

⊟

187 KB

⊟

187 KB

Similarity: 0.998359375% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:30.771638Z', " "'iopub.status.busy': '2024-12-05T14:53:30.771468Z', 'iopub.status.idle': " "'2024-12-05T14:53:31.660830Z', 'shell.execute_reply': " "'2024-12-05T14:53:31.660226Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:31.666191Z', 'iopub.status.busy': " "'2024-12-05T14:53:31.665919Z', 'iopub.status.idle': '2024-12-05T14:53:3 […]

⊟

3.39 KB

⊟

1.8 KB

⊟

6.2 KB

⊟

6.02 KB

⊟

5.99 KB

Similarity: 0.9992283950617284% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:49.654934Z', " "'iopub.status.busy': '2024-12-05T14:54:49.654735Z', 'iopub.status.idle': " "'2024-12-05T14:54:50.856782Z', 'shell.execute_reply': " "'2024-12-05T14:54:50.856228Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:50.859015Z', 'iopub.status.busy': " "'2024-12-05T14:54:50.858836Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

51.2 KB

⊟

51.0 KB

⊟

51.0 KB

Similarity: 0.9988486842105262% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:48.340653Z', " "'iopub.status.busy': '2024-12-05T14:53:48.340456Z', 'iopub.status.idle': " "'2024-12-05T14:53:49.796235Z', 'shell.execute_reply': " "'2024-12-05T14:53:49.780236Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:49.813004Z', 'iopub.status.busy': " "'2024-12-05T14:53:49.812698Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

10.2 KB

⊟

10.0 KB

⊟

10.0 KB

Similarity: 0.9989309210526316% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:57.639676Z', " "'iopub.status.busy': '2024-12-05T14:54:57.639503Z', 'iopub.status.idle': " "'2024-12-05T14:54:59.428855Z', 'shell.execute_reply': " "'2024-12-05T14:54:59.428225Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:59.431475Z', 'iopub.status.busy': " "'2024-12-05T14:54:59.431192Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

11.0 KB

⊟

10.8 KB

⊟

10.8 KB

Similarity: 0.9986607142857143% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:07.038948Z', " "'iopub.status.busy': '2024-12-05T14:54:07.038742Z', 'iopub.status.idle': " "'2024-12-05T14:54:08.516774Z', 'shell.execute_reply': " "'2024-12-05T14:54:08.516236Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:08.524870Z', 'iopub.status.busy': " "'2024-12-05T14:54:08.524608Z', 'iopub.status.idle': '2024-12-05T14:54:0 […]

⊟

616 KB

⊟

616 KB

⊟

616 KB

Similarity: 0.9984797297297298% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:31.759330Z', " "'iopub.status.busy': '2024-12-05T14:54:31.759130Z', 'iopub.status.idle': " "'2024-12-05T14:54:34.332260Z', 'shell.execute_reply': " "'2024-12-05T14:54:34.316246Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:34.341463Z', 'iopub.status.busy': " "'2024-12-05T14:54:34.341071Z', 'iopub.status.idle': '2024-12-05T14:54:3 […]

⊟

237 KB

⊟

237 KB

⊟

237 KB

Similarity: 0.99765625% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:23.124075Z', " "'iopub.status.busy': '2024-12-05T14:54:23.123905Z', 'iopub.status.idle': " "'2024-12-05T14:54:25.532904Z', 'shell.execute_reply': " "'2024-12-05T14:54:25.532234Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:25.535447Z', 'iopub.status.busy': " "'2024-12-05T14:54:25.535134Z', 'iopub.status.idle': '2024-12-05T14:54:2 […]

⊟

15.8 KB

⊟

15.6 KB

⊟

15.6 KB

Similarity: 0.999084051724138% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:58.048500Z', " "'iopub.status.busy': '2024-12-05T14:53:58.048335Z', 'iopub.status.idle': " "'2024-12-05T14:53:59.944797Z', 'shell.execute_reply': " "'2024-12-05T14:53:59.944218Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:59.947209Z', 'iopub.status.busy': " "'2024-12-05T14:53:59.946929Z', 'iopub.status.idle': '2024-12-05T14:54:0 […]

⊟

11.3 KB

⊟

11.1 KB

⊟

11.1 KB

Similarity: 0.9988451086956522% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:32.247341Z', " "'iopub.status.busy': '2024-12-05T14:53:32.247103Z', 'iopub.status.idle': " "'2024-12-05T14:53:33.976759Z', 'shell.execute_reply': " "'2024-12-05T14:53:33.976221Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:33.979107Z', 'iopub.status.busy': " "'2024-12-05T14:53:33.978858Z', 'iopub.status.idle': '2024-12-05T14:53:3 […]

⊟

71.1 KB

⊟

70.9 KB

⊟

70.9 KB

Similarity: 0.9977754237288137% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:31.841210Z', " "'iopub.status.busy': '2024-12-05T14:53:31.841003Z', 'iopub.status.idle': " "'2024-12-05T14:53:32.845092Z', 'shell.execute_reply': " "'2024-12-05T14:53:32.844428Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:32.847972Z', 'iopub.status.busy': " "'2024-12-05T14:53:32.847667Z', 'iopub.status.idle': '2024-12-05T14:53:3 […]

⊟

70.9 KB

⊟

70.7 KB

⊟

70.7 KB

Similarity: 0.9991279069767443% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:30.345305Z', " "'iopub.status.busy': '2024-12-05T14:54:30.345065Z', 'iopub.status.idle': " "'2024-12-05T14:54:32.128928Z', 'shell.execute_reply': " "'2024-12-05T14:54:32.128234Z'}}}, 8: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:32.131351Z', 'iopub.status.busy': " "'2024-12-05T14:54:32.131089Z', 'iopub.status.idle': '2024-12-05T14:54:3 […]

⊟

88.2 KB

⊟

88.0 KB

⊟

88.0 KB

Similarity: 0.9981018368205868% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:25.988745Z', " "'iopub.status.busy': '2024-12-05T14:53:25.988523Z', 'iopub.status.idle': " "'2024-12-05T14:53:27.124713Z', 'shell.execute_reply': " "'2024-12-05T14:53:27.124220Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:27.132785Z', 'iopub.status.busy': " "'2024-12-05T14:53:27.132522Z', 'iopub.status.idle': '2024-12-05T14:53:2 […]

⊟

1.84 KB

⊟

912 B

⊟

75.6 KB

⊟

75.4 KB

⊟

75.4 KB

Similarity: 0.9992219650205761% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:41.087984Z', " "'iopub.status.busy': '2024-12-05T14:53:41.087814Z', 'iopub.status.idle': " "'2024-12-05T14:53:43.296781Z', 'shell.execute_reply': " "'2024-12-05T14:53:43.296220Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:43.299140Z', 'iopub.status.busy': " "'2024-12-05T14:53:43.298856Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

2.28 KB

⊟

1.06 KB

⊟

956 KB

⊟

956 KB

⊟

956 KB

Similarity: 0.9979498792270531% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:39.752777Z', " "'iopub.status.busy': '2024-12-05T14:54:39.752582Z', 'iopub.status.idle': " "'2024-12-05T14:54:41.780799Z', 'shell.execute_reply': " "'2024-12-05T14:54:41.780226Z'}}}, 5: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:41.783212Z', 'iopub.status.busy': " "'2024-12-05T14:54:41.782943Z', 'iopub.status.idle': '2024-12-05T14:54:4 […]

⊟

620 KB

⊟

620 KB

⊟

620 KB

Similarity: 0.9983990778688524% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:25.979778Z', " "'iopub.status.busy': '2024-12-05T14:53:25.979553Z', 'iopub.status.idle': " "'2024-12-05T14:53:27.984242Z', 'shell.execute_reply': " "'2024-12-05T14:53:27.968235Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:27.997068Z', 'iopub.status.busy': " "'2024-12-05T14:53:27.996765Z', 'iopub.status.idle': '2024-12-05T14:53:2 […]

⊟

10.3 KB

⊟

10.1 KB

⊟

10.1 KB

Similarity: 0.9984375% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:52.499809Z', " "'iopub.status.busy': '2024-12-05T14:54:52.499637Z', 'iopub.status.idle': " "'2024-12-05T14:54:53.152256Z', 'shell.execute_reply': " "'2024-12-05T14:54:53.136229Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:53.161041Z', 'iopub.status.busy': " "'2024-12-05T14:54:53.160729Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

52.9 KB

⊟

52.7 KB

⊟

52.6 KB

Similarity: 0.9985576923076923% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:25.037102Z', " "'iopub.status.busy': '2024-12-05T14:54:25.036910Z', 'iopub.status.idle': " "'2024-12-05T14:54:25.624812Z', 'shell.execute_reply': " "'2024-12-05T14:54:25.624231Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:25.627158Z', 'iopub.status.busy': " "'2024-12-05T14:54:25.626907Z', 'iopub.status.idle': '2024-12-05T14:54:2 […]

⊟

8.62 KB

⊟

8.43 KB

⊟

8.39 KB

Similarity: 0.9986328125% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:53.094155Z', " "'iopub.status.busy': '2024-12-05T14:53:53.093964Z', 'iopub.status.idle': " "'2024-12-05T14:53:54.995294Z', 'shell.execute_reply': " "'2024-12-05T14:53:54.994796Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:55.001019Z', 'iopub.status.busy': " "'2024-12-05T14:53:55.000592Z', 'iopub.status.idle': '2024-12-05T14:53:5 […]

⊟

50.9 KB

⊟

50.7 KB

⊟

50.6 KB

Similarity: 0.9986413043478262% Differences: {"'cells'": "{3: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:51.776784Z', " "'iopub.status.busy': '2024-12-05T14:53:51.776609Z', 'iopub.status.idle': " "'2024-12-05T14:53:52.548746Z', 'shell.execute_reply': " "'2024-12-05T14:53:52.548217Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:52.550963Z', 'iopub.status.busy': " "'2024-12-05T14:53:52.550736Z', 'iopub.status.idle': '2024-12-05T14:53:5 […]

⊟

1.6 MB

⊟

1.6 MB

⊟

1.6 MB

Similarity: 0.9984664351851853% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:41.352194Z', " "'iopub.status.busy': '2024-12-05T14:54:41.352010Z', 'iopub.status.idle': " "'2024-12-05T14:54:41.988780Z', 'shell.execute_reply': " "'2024-12-05T14:54:41.988222Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:41.991090Z', 'iopub.status.busy': " "'2024-12-05T14:54:41.990861Z', 'iopub.status.idle': '2024-12-05T14:54:4 […]

⊟

70.0 KB

⊟

69.8 KB

⊟

69.8 KB

Similarity: 0.998375% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:03.756730Z', " "'iopub.status.busy': '2024-12-05T14:55:03.756525Z', 'iopub.status.idle': " "'2024-12-05T14:55:04.644763Z', 'shell.execute_reply': " "'2024-12-05T14:55:04.644223Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:04.647015Z', 'iopub.status.busy': " "'2024-12-05T14:55:04.646787Z', 'iopub.status.idle': '2024-12-05T14:55:0 […]

⊟

2.27 KB

⊟

995 B

⊟

603 KB

⊟

603 KB

⊟

603 KB

Similarity: 0.9978939636752135% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:41.916722Z', " "'iopub.status.busy': '2024-12-05T14:53:41.916473Z', 'iopub.status.idle': " "'2024-12-05T14:53:42.792067Z', 'shell.execute_reply': " "'2024-12-05T14:53:42.791561Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:42.794588Z', 'iopub.status.busy': " "'2024-12-05T14:53:42.794337Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

23.7 KB

⊟

23.5 KB

⊟

23.5 KB

Similarity: 0.9991666666666668% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:31.588708Z', " "'iopub.status.busy': '2024-12-05T14:54:31.588510Z', 'iopub.status.idle': " "'2024-12-05T14:54:32.128254Z', 'shell.execute_reply': " "'2024-12-05T14:54:32.112226Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:32.137008Z', 'iopub.status.busy': " "'2024-12-05T14:54:32.136700Z', 'iopub.status.idle': '2024-12-05T14:54:3 […]

⊟

5.81 KB

⊟

2.41 KB

⊟

14.6 KB

⊟

14.3 KB

⊟

14.3 KB

Similarity: 0.9986496913580247% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:57.432818Z', " "'iopub.status.busy': '2024-12-05T14:54:57.432520Z', 'iopub.status.idle': " "'2024-12-05T14:54:58.992761Z', 'shell.execute_reply': " "'2024-12-05T14:54:58.992224Z'}}, 'outputs': {0: {'text': {insert: [(0, " '"/tmp/ipykernel_28470/2378637424.py:6: FutureWarning: \'Q\' is deprecated and will be ' 'removed in a future version, please use \'QE\' instead […]

⊟

10.7 KB

Ordering differences only

⊟

4.73 KB

⊟

92.5 KB

⊟

92.3 KB

⊟

92.3 KB

Similarity: 0.9982310302102511% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:01.227103Z', " "'iopub.status.busy': '2024-12-05T14:55:01.226887Z', 'iopub.status.idle': " "'2024-12-05T14:55:03.464856Z', 'shell.execute_reply': " "'2024-12-05T14:55:03.464230Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:03.467107Z', 'iopub.status.busy': " "'2024-12-05T14:55:03.466924Z', 'iopub.status.idle': '2024-12-05T14:55:0 […]

⊟

91.3 KB

⊟

91.1 KB

⊟

91.1 KB

Similarity: 0.9984029630268083% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:08.872792Z', " "'iopub.status.busy': '2024-12-05T14:55:08.872591Z', 'iopub.status.idle': " "'2024-12-05T14:55:09.400765Z', 'shell.execute_reply': " "'2024-12-05T14:55:09.400223Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:09.408869Z', 'iopub.status.busy': " "'2024-12-05T14:55:09.408601Z', 'iopub.status.idle': '2024-12-05T14:55:0 […]

⊟

766 KB

⊟

765 KB

⊟

765 KB

Similarity: 0.9984375000000001% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:00.016439Z', " "'iopub.status.busy': '2024-12-05T14:55:00.016256Z', 'iopub.status.idle': " "'2024-12-05T14:55:00.797183Z', 'shell.execute_reply': " "'2024-12-05T14:55:00.796239Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:00.799841Z', 'iopub.status.busy': " "'2024-12-05T14:55:00.799559Z', 'iopub.status.idle': '2024-12-05T14:55:0 […]

⊟

1.79 KB

⊟

803 B

⊟

12.2 KB

⊟

12.0 KB

⊟

12.0 KB

Similarity: 0.9987574404761905% Differences: {"'cells'": "{2: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:54.146291Z', " "'iopub.status.busy': '2024-12-05T14:54:54.146057Z', 'iopub.status.idle': " "'2024-12-05T14:54:56.500792Z', 'shell.execute_reply': " "'2024-12-05T14:54:56.500222Z'}}}, 4: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:56.503077Z', 'iopub.status.busy': " "'2024-12-05T14:54:56.502821Z', 'iopub.status.idle': '2024-12-05T14:54:5 […]

⊟

26.5 KB

⊟

26.3 KB

⊟

26.3 KB

Similarity: 0.9983072916666667% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:55:20.656092Z', " "'iopub.status.busy': '2024-12-05T14:55:20.655922Z', 'iopub.status.idle': " "'2024-12-05T14:55:21.948249Z', 'shell.execute_reply': " "'2024-12-05T14:55:21.932234Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:55:21.958044Z', 'iopub.status.busy': " "'2024-12-05T14:55:21.957724Z', 'iopub.status.idle': '2024-12-05T14:55:2 […]

⊟

25.8 KB

⊟

25.6 KB

⊟

25.5 KB

Similarity: 0.9981915509259259% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:49.644320Z', " "'iopub.status.busy': '2024-12-05T14:53:49.644131Z', 'iopub.status.idle': " "'2024-12-05T14:53:50.644485Z', 'shell.execute_reply': " "'2024-12-05T14:53:50.642424Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:50.653085Z', 'iopub.status.busy': " "'2024-12-05T14:53:50.652785Z', 'iopub.status.idle': '2024-12-05T14:53:5 […]

⊟

4.49 KB

⊟

2.13 KB

⊟

1.98 MB

⊟

1.98 MB

⊟

1.98 MB

Similarity: 0.9981915509259259% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:02.907952Z', " "'iopub.status.busy': '2024-12-05T14:54:02.907786Z', 'iopub.status.idle': " "'2024-12-05T14:54:04.956836Z', 'shell.execute_reply': " "'2024-12-05T14:54:04.956225Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:04.959332Z', 'iopub.status.busy': " "'2024-12-05T14:54:04.959112Z', 'iopub.status.idle': '2024-12-05T14:54:0 […]

⊟

16.6 KB

⊟

16.4 KB

⊟

16.4 KB

Similarity: 0.9985119047619048% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:03.015039Z', " "'iopub.status.busy': '2024-12-05T14:54:03.014815Z', 'iopub.status.idle': " "'2024-12-05T14:54:04.376871Z', 'shell.execute_reply': " "'2024-12-05T14:54:04.376224Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:04.382171Z', 'iopub.status.busy': " "'2024-12-05T14:54:04.381955Z', 'iopub.status.idle': '2024-12-05T14:54:0 […]

⊟

356 KB

⊟

356 KB

⊟

356 KB

Similarity: 0.9977163461538463% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:37.962672Z', " "'iopub.status.busy': '2024-12-05T14:53:37.962488Z', 'iopub.status.idle': " "'2024-12-05T14:53:38.760784Z', 'shell.execute_reply': " "'2024-12-05T14:53:38.760220Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:38.763009Z', 'iopub.status.busy': " "'2024-12-05T14:53:38.762785Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

1.77 KB

⊟

841 B

⊟

86.9 KB

⊟

86.7 KB

⊟

86.7 KB

Similarity: 0.997800925925926% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:47.396900Z', " "'iopub.status.busy': '2024-12-05T14:53:47.396656Z', 'iopub.status.idle': " "'2024-12-05T14:53:48.296238Z', 'shell.execute_reply': " "'2024-12-05T14:53:48.280228Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:48.309259Z', 'iopub.status.busy': " "'2024-12-05T14:53:48.308751Z', 'iopub.status.idle': '2024-12-05T14:53:4 […]

⊟

7.52 KB

⊟

7.34 KB

⊟

7.31 KB

Similarity: 0.9994791666666667% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:53.302435Z', " "'iopub.status.busy': '2024-12-05T14:53:53.302266Z', 'iopub.status.idle': " "'2024-12-05T14:53:55.484897Z', 'shell.execute_reply': " "'2024-12-05T14:53:55.484256Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:55.487277Z', 'iopub.status.busy': " "'2024-12-05T14:53:55.487009Z', 'iopub.status.idle': '2024-12-05T14:53:5 […]

⊟

129 KB

⊟

129 KB

⊟

129 KB

Similarity: 0.9981026785714286% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:54:23.460710Z', " "'iopub.status.busy': '2024-12-05T14:54:23.460464Z', 'iopub.status.idle': " "'2024-12-05T14:54:24.348766Z', 'shell.execute_reply': " "'2024-12-05T14:54:24.348223Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:54:24.356946Z', 'iopub.status.busy': " "'2024-12-05T14:54:24.356677Z', 'iopub.status.idle': '2024-12-05T14:54:2 […]

⊟

2.31 KB

⊟

854 B

⊟

14.3 KB

⊟

14.2 KB

⊟

14.1 KB

Similarity: 0.9990017361111112% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:30.882659Z', " "'iopub.status.busy': '2024-12-05T14:53:30.882482Z', 'iopub.status.idle': " "'2024-12-05T14:53:32.700244Z', 'shell.execute_reply': " "'2024-12-05T14:53:32.684231Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:32.710458Z', 'iopub.status.busy': " "'2024-12-05T14:53:32.710106Z', 'iopub.status.idle': '2024-12-05T14:53:3 […]

⊟

10.5 KB

⊟

10.3 KB

⊟

10.3 KB

Similarity: 0.9983506944444445% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2024-12-05T14:53:25.704718Z', " "'iopub.status.busy': '2024-12-05T14:53:25.704500Z', 'iopub.status.idle': " "'2024-12-05T14:53:26.716877Z', 'shell.execute_reply': " "'2024-12-05T14:53:26.716244Z'}}}, 2: {'metadata': {'execution': " "{'iopub.execute_input': '2024-12-05T14:53:26.719185Z', 'iopub.status.busy': " "'2024-12-05T14:53:26.718951Z', 'iopub.status.idle': '2024-12-05T14:53:2 […]

⊟

489 KB

⊟

488 KB


Offset 1, 5 lines modified		Offset 1, 5 lines modified

1	·0~~4fa062233b3c9f2~~f~~d4942ac7cadb627~~·39660316·doc·optional·python-statsmodels-doc_0.14.4+dfsg-1_all.deb	1	·03ebaefd649a54e8f070fcee1f5f988d·39638300·doc·optional·python-statsmodels-doc_0.14.4+dfsg-1_all.deb
2	·dde14ad77768f16340a6e0c7599d3d6c·13201024·debug·optional·python3-statsmodels-lib-dbgsym_0.14.4+dfsg-1_i386.deb	2	·dde14ad77768f16340a6e0c7599d3d6c·13201024·debug·optional·python3-statsmodels-lib-dbgsym_0.14.4+dfsg-1_i386.deb
3	·06bf87021057328f4c999aaacba7b39f·1389152·python·optional·python3-statsmodels-lib_0.14.4+dfsg-1_i386.deb	3	·06bf87021057328f4c999aaacba7b39f·1389152·python·optional·python3-statsmodels-lib_0.14.4+dfsg-1_i386.deb
4	·78140ae331bb5e70495aa505876f17c9·4824668·python·optional·python3-statsmodels_0.14.4+dfsg-1_all.deb	4	·78140ae331bb5e70495aa505876f17c9·4824668·python·optional·python3-statsmodels_0.14.4+dfsg-1_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2024-10-05·10:43:25.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2024-10-05·10:43:25.000000·debian-binary
2	-rw-r--r--···0········0········0···333272·2024-10-05·10:43:25.000000·control.tar.xz	2	-rw-r--r--···0········0········0···333296·2024-10-05·10:43:25.000000·control.tar.xz
3	-rw-r--r--···0········0········0·39326852·2024-10-05·10:43:25.000000·data.tar.xz	3	-rw-r--r--···0········0········0·39304812·2024-10-05·10:43:25.000000·data.tar.xz


Offset 1, 13 lines modified		Offset 1, 13 lines modified
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>
6	Installed-Size:·156085	6	Installed-Size:·156086
7	Depends:·libjs-sphinxdoc·(>=·7.4),·libjs-requirejs,·libjs-mathjax	7	Depends:·libjs-sphinxdoc·(>=·7.4),·libjs-requirejs,·libjs-mathjax
8	Suggests:·python3-statsmodels,·python3-doc,·python-numpy-doc,·python-patsy-doc,·python-pandas-doc,·python-scipy-doc	8	Suggests:·python3-statsmodels,·python3-doc,·python-numpy-doc,·python-patsy-doc,·python-pandas-doc,·python-scipy-doc
9	Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)	9	Breaks:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)
10	Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)	10	Replaces:·python-scikits-statsmodels-doc,·python-scikits.statsmodels-doc,·python-statsmodels·(<<·0.9.0-3~)
11	Section:·doc	11	Section:·doc
12	Priority:·optional	12	Priority:·optional
13	Homepage:·https://www.statsmodels.org	13	Homepage:·https://www.statsmodels.org


Offset 15, 18 lines modified		Offset 15, 18 lines modified
15	············]	15	············]
16	········},	16	········},
17	········{	17	········{
18	············"cell_type":·"code",	18	············"cell_type":·"code",
19	············"execution_count":·1,	19	············"execution_count":·1,
20	············"metadata":·{	20	············"metadata":·{
21	················"execution":·{	21	················"execution":·{
22	····················"iopub.execute_input":·"2026-01-07T20:22:44.~~12775~~9Z",	22	····················"iopub.execute_input":·"2024-12-05T14:55:09.466149Z",
23	····················"iopub.status.busy":·"2026-01-07T20:22:44.127596Z",	23	····················"iopub.status.busy":·"2024-12-05T14:55:09.465979Z",
24	····················"iopub.status.idle":·"2026-01-07T20:22:44.739397Z",	24	····················"iopub.status.idle":·"2024-12-05T14:55:10.732799Z",
25	····················"shell.execute_reply":·"2026-01-07T20:22:44.738831Z"	25	····················"shell.execute_reply":·"2024-12-05T14:55:10.732230Z"
26	················},	26	················},
27	················"jupyter":·{	27	················"jupyter":·{
28	····················"outputs_hidden":·false	28	····················"outputs_hidden":·false
29	················}	29	················}
30	············},	30	············},
31	············"outputs":·[],	31	············"outputs":·[],
32	············"source":·[	32	············"source":·[
Offset 39, 18 lines modified		Offset 39, 18 lines modified
39	············]	39	············]
40	········},	40	········},
41	········{	41	········{
42	············"cell_type":·"code",	42	············"cell_type":·"code",
43	············"execution_count":·2,	43	············"execution_count":·2,
44	············"metadata":·{	44	············"metadata":·{
45	················"execution":·{	45	················"execution":·{
46	····················"iopub.execute_input":·"2026-01-07T20:22:44.7~~41800~~Z",	46	····················"iopub.execute_input":·"2024-12-05T14:55:10.735117Z",
47	····················"iopub.status.busy":·"2026-01-07T20:22:44.741500Z",	47	····················"iopub.status.busy":·"2024-12-05T14:55:10.734850Z",
48	····················"iopub.status.idle":·"2026-01-07T20:22:44.745817Z",	48	····················"iopub.status.idle":·"2024-12-05T14:55:10.748714Z",
49	····················"shell.execute_reply":·"2026-01-07T20:22:44.74~~5454~~Z"	49	····················"shell.execute_reply":·"2024-12-05T14:55:10.748219Z"
50	················},	50	················},
51	················"jupyter":·{	51	················"jupyter":·{
52	····················"outputs_hidden":·false	52	····················"outputs_hidden":·false
53	················}	53	················}
54	············},	54	············},
55	············"outputs":·[],	55	············"outputs":·[],
56	············"source":·[	56	············"source":·[
Offset 61, 18 lines modified		Offset 61, 18 lines modified
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":·"2026-01-07T20:22:44.7~~48111~~Z",	68	····················"iopub.execute_input":·"2024-12-05T14:55:10.750687Z",
69	····················"iopub.status.busy":·"2026-01-07T20:22:44.7~~47461~~Z",	69	····················"iopub.status.busy":·"2024-12-05T14:55:10.750514Z",
70	····················"iopub.status.idle":·"2026-01-07T20:22:44.874653Z",	70	····················"iopub.status.idle":·"2024-12-05T14:55:11.088740Z",
71	····················"shell.execute_reply":·"2026-01-07T20:22:44.~~874~~240Z"	71	····················"shell.execute_reply":·"2024-12-05T14:55:11.088211Z"
72	················},	72	················},
73	················"jupyter":·{	73	················"jupyter":·{
74	····················"outputs_hidden":·false	74	····················"outputs_hidden":·false
75	················}	75	················}
76	············},	76	············},
77	············"outputs":·[	77	············"outputs":·[
78	················{	78	················{


Offset 120, 15 lines modified		Offset 120, 15 lines modified
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_4318/2751177292.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_28108/2751177292.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>


Offset 56, 15 lines modified		Offset 56, 15 lines modified
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_4318/2751177292.py:28:·FutureWarning:·The·'delim_whitespace'	62	/tmp/ipykernel_28108/2751177292.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·\|


Offset 19, 18 lines modified		Offset 19, 18 lines modified
19	············]	19	············]
20	········},	20	········},
21	········{	21	········{
22	············"cell_type":·"code",	22	············"cell_type":·"code",
23	············"execution_count":·1,	23	············"execution_count":·1,
24	············"metadata":·{	24	············"metadata":·{
25	················"execution":·{	25	················"execution":·{
26	····················"iopub.execute_input":·"2026-01-07T20:23:08.~~993333~~Z",	26	····················"iopub.execute_input":·"2024-12-05T14:54:24.520904Z",
27	····················"iopub.status.busy":·"2026-01-07T20:23:08.~~993147~~Z",	27	····················"iopub.status.busy":·"2024-12-05T14:54:24.520662Z",
28	····················"iopub.status.idle":·"2026-01-07T20:23:09.~~835245~~Z",	28	····················"iopub.status.idle":·"2024-12-05T14:54:26.196967Z",
29	····················"shell.execute_reply":·"2026-01-07T20:23:09.~~834785~~Z"	29	····················"shell.execute_reply":·"2024-12-05T14:54:26.196228Z"
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":·[
Offset 62, 29 lines modified		Offset 62, 29 lines modified
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":·"2026-01-07T20:23:09.~~837648~~Z",	69	····················"iopub.execute_input":·"2024-12-05T14:54:26.204926Z",
70	····················"iopub.status.busy":·"2026-01-07T20:23:09.~~837308~~Z",	70	····················"iopub.status.busy":·"2024-12-05T14:54:26.204643Z",
71	····················"iopub.status.idle":·"2026-01-07T20:23:09.~~851220~~Z",	71	····················"iopub.status.idle":·"2024-12-05T14:54:26.232741Z",
72	····················"shell.execute_reply":·"2026-01-07T20:23:09.~~8508~~42Z"	72	····················"shell.execute_reply":·"2024-12-05T14:54:26.232248Z"
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_4318/2751177292.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_28108/2751177292.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":·{
89	························"text/html":·[	89	························"text/html":·[
90	····························"<div>\n",	90	····························"<div>\n",
Offset 208, 18 lines modified		Offset 208, 18 lines modified
208	············]	208	············]
209	········},	209	········},
210	········{	210	········{
211	············"cell_type":·"code",	211	············"cell_type":·"code",
212	············"execution_count":·3,	212	············"execution_count":·3,
213	············"metadata":·{	213	············"metadata":·{
214	················"execution":·{	214	················"execution":·{
215	····················"iopub.execute_input":·"2026-01-07T20:23:09.~~853292~~Z",	215	····················"iopub.execute_input":·"2024-12-05T14:54:26.240848Z",
216	····················"iopub.status.busy":·"2026-01-07T20:23:09.~~853087~~Z",	216	····················"iopub.status.busy":·"2024-12-05T14:54:26.240649Z",
217	····················"iopub.status.idle":·"2026-01-07T20:23:09.~~8658~~10Z",	217	····················"iopub.status.idle":·"2024-12-05T14:54:26.276912Z",
218	····················"shell.execute_reply":·"2026-01-07T20:23:09.~~865~~296Z"	218	····················"shell.execute_reply":·"2024-12-05T14:54:26.276213Z"
219	················},	219	················},
220	················"jupyter":·{	220	················"jupyter":·{
221	····················"outputs_hidden":·false	221	····················"outputs_hidden":·false
222	················}	222	················}
223	············},	223	············},
224	············"outputs":·[	224	············"outputs":·[
225	················{	225	················{
Offset 271, 18 lines modified		Offset 271, 18 lines modified
271	············]	271	············]
272	········},	272	········},
273	········{	273	········{
274	············"cell_type":·"code",	274	············"cell_type":·"code",
275	············"execution_count":·4,	275	············"execution_count":·4,
276	············"metadata":·{	276	············"metadata":·{
277	················"execution":·{	277	················"execution":·{
278	····················"iopub.execute_input":·"2026-01-07T20:23:09.~~868984~~Z",	278	····················"iopub.execute_input":·"2024-12-05T14:54:26.284737Z",
279	····················"iopub.status.busy":·"2026-01-07T20:23:09.~~86834~~0Z",	279	····················"iopub.status.busy":·"2024-12-05T14:54:26.284510Z",
280	····················"iopub.status.idle":·"2026-01-07T20:23:09.~~875115~~Z",	280	····················"iopub.status.idle":·"2024-12-05T14:54:26.300881Z",
281	····················"shell.execute_reply":·"2026-01-07T20:23:09.~~874803~~Z"	281	····················"shell.execute_reply":·"2024-12-05T14:54:26.300221Z"
282	················},	282	················},
283	················"jupyter":·{	283	················"jupyter":·{
284	····················"outputs_hidden":·false	284	····················"outputs_hidden":·false
285	················}	285	················}
286	············},	286	············},
287	············"outputs":·[	287	············"outputs":·[
288	················{	288	················{
Offset 321, 18 lines modified		Offset 321, 18 lines modified
321	············]	321	············]
322	········},	322	········},
323	········{	323	········{
324	············"cell_type":·"code",	324	············"cell_type":·"code",
325	············"execution_count":·5,	325	············"execution_count":·5,
326	············"metadata":·{	326	············"metadata":·{
327	················"execution":·{	327	················"execution":·{
328	····················"iopub.execute_input":·"2026-01-07T20:23:09.876921Z",	328	····················"iopub.execute_input":·"2024-12-05T14:54:26.308709Z",
329	····················"iopub.status.busy":·"2026-01-07T20:23:09.~~876769~~Z",	329	····················"iopub.status.busy":·"2024-12-05T14:54:26.308496Z",
330	····················"iopub.status.idle":·"2026-01-07T20:23:09.89~~9546~~Z",	330	····················"iopub.status.idle":·"2024-12-05T14:54:26.396713Z",
331	····················"shell.execute_reply":·"2026-01-07T20:23:09.89~~9193~~Z"	331	····················"shell.execute_reply":·"2024-12-05T14:54:26.396211Z"
332	················},	332	················},
333	················"jupyter":·{	333	················"jupyter":·{
334	····················"outputs_hidden":·false	334	····················"outputs_hidden":·false
335	················}	335	················}
336	············},	336	············},
337	············"outputs":·[	337	············"outputs":·[
338	················{	338	················{
Offset 372, 18 lines modified		Offset 372, 18 lines modified
372	············]	372	············]
373	········},	373	········},
374	········{	374	········{
375	············"cell_type":·"code",	375	············"cell_type":·"code",
376	············"execution_count":·6,	376	············"execution_count":·6,
377	············"metadata":·{	377	············"metadata":·{
378	················"execution":·{	378	················"execution":·{
379	····················"iopub.execute_input":·"2026-01-07T20:23:09.901775Z",	379	····················"iopub.execute_input":·"2024-12-05T14:54:26.404762Z",
380	····················"iopub.status.busy":·"2026-01-07T20:23:09.90~~1217~~Z",	380	····················"iopub.status.busy":·"2024-12-05T14:54:26.404524Z",
381	····················"iopub.status.idle":·"2026-01-07T20:23:09.~~90373~~9Z",	381	····················"iopub.status.idle":·"2024-12-05T14:54:26.412689Z",
382	····················"shell.execute_reply":·"2026-01-07T20:23:09.~~903420~~Z"	382	····················"shell.execute_reply":·"2024-12-05T14:54:26.412213Z"
383	················},	383	················},
384	················"jupyter":·{	384	················"jupyter":·{
385	····················"outputs_hidden":·false	385	····················"outputs_hidden":·false
386	················}	386	················}
387	············},	387	············},
388	············"outputs":·[],	388	············"outputs":·[],
389	············"source":·[	389	············"source":·[


Offset 8, 18 lines modified		Offset 8, 18 lines modified
8	············]	8	············]
9	········},	9	········},
10	········{	10	········{
11	············"cell_type":·"code",	11	············"cell_type":·"code",
12	············"execution_count":·1,	12	············"execution_count":·1,
13	············"metadata":·{	13	············"metadata":·{
14	················"execution":·{	14	················"execution":·{
15	····················"iopub.execute_input":·"2026-01-07T20:22:41.~~260~~900Z",	15	····················"iopub.execute_input":·"2024-12-05T14:53:26.015918Z",
16	····················"iopub.status.busy":·"2026-01-07T20:22:41.~~260~~750Z",	16	····················"iopub.status.busy":·"2024-12-05T14:53:26.015751Z",
17	····················"iopub.status.idle":·"2026-01-07T20:22:41.~~759608~~Z",	17	····················"iopub.status.idle":·"2024-12-05T14:53:27.304796Z",
18	····················"shell.execute_reply":·"2026-01-07T20:22:41.~~75919~~1Z"	18	····················"shell.execute_reply":·"2024-12-05T14:53:27.304231Z"
19	················}	19	················}
20	············},	20	············},
21	············"outputs":·[],	21	············"outputs":·[],
22	············"source":·[	22	············"source":·[
23	················"import·matplotlib.pyplot·as·plt\n",	23	················"import·matplotlib.pyplot·as·plt\n",
24	················"import·numpy·as·np\n",	24	················"import·numpy·as·np\n",
25	················"import·pandas·as·pd\n",	25	················"import·pandas·as·pd\n",
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":·"2026-01-07T20:22:41.~~761674~~Z",	49	····················"iopub.execute_input":·"2024-12-05T14:53:27.307119Z",
50	····················"iopub.status.busy":·"2026-01-07T20:22:41.~~761247~~Z",	50	····················"iopub.status.busy":·"2024-12-05T14:53:27.306881Z",
51	····················"iopub.status.idle":·"2026-01-07T20:22:41.826144Z",	51	····················"iopub.status.idle":·"2024-12-05T14:53:27.480686Z",
52	····················"shell.execute_reply":·"2026-01-07T20:22:41.~~825754~~Z"	52	····················"shell.execute_reply":·"2024-12-05T14:53:27.480218Z"
53	················}	53	················}
54	············},	54	············},
55	············"outputs":·[	55	············"outputs":·[
56	················{	56	················{
57	····················"data":·{	57	····················"data":·{
58	························"text/html":·[	58	························"text/html":·[
59	····························"<div>\n",	59	····························"<div>\n",
Offset 225, 18 lines modified		Offset 225, 18 lines modified
225	············]	225	············]
226	········},	226	········},
227	········{	227	········{
228	············"cell_type":·"code",	228	············"cell_type":·"code",
229	············"execution_count":·3,	229	············"execution_count":·3,
230	············"metadata":·{	230	············"metadata":·{
231	················"execution":·{	231	················"execution":·{
232	····················"iopub.execute_input":·"2026-01-07T20:22:41.~~833872~~Z",	232	····················"iopub.execute_input":·"2024-12-05T14:53:27.548419Z",
233	····················"iopub.status.busy":·"2026-01-07T20:22:41.~~833547~~Z",	233	····················"iopub.status.busy":·"2024-12-05T14:53:27.548109Z",
234	····················"iopub.status.idle":·"2026-01-07T20:22:41.845700Z",	234	····················"iopub.status.idle":·"2024-12-05T14:53:27.584690Z",
235	····················"shell.execute_reply":·"2026-01-07T20:22:41.845331Z"	235	····················"shell.execute_reply":·"2024-12-05T14:53:27.584213Z"
236	················}	236	················}
237	············},	237	············},
238	············"outputs":·[	238	············"outputs":·[
239	················{	239	················{
240	····················"data":·{	240	····················"data":·{
241	························"text/html":·[	241	························"text/html":·[
242	····························"<div>\n",	242	····························"<div>\n",
Offset 446, 18 lines modified		Offset 446, 18 lines modified
446	············]	446	············]
447	········},	447	········},
448	········{	448	········{
449	············"cell_type":·"code",	449	············"cell_type":·"code",
450	············"execution_count":·4,	450	············"execution_count":·4,
451	············"metadata":·{	451	············"metadata":·{
452	················"execution":·{	452	················"execution":·{
453	····················"iopub.execute_input":·"2026-01-07T20:22:41.~~847469~~Z",	453	····················"iopub.execute_input":·"2024-12-05T14:53:27.586650Z",
454	····················"iopub.status.busy":·"2026-01-07T20:22:41.847229Z",	454	····················"iopub.status.busy":·"2024-12-05T14:53:27.586476Z",
455	····················"iopub.status.idle":·"2026-01-07T20:22:41.861846Z",	455	····················"iopub.status.idle":·"2024-12-05T14:53:27.628711Z",
456	····················"shell.execute_reply":·"2026-01-07T20:22:41.~~861473~~Z"	456	····················"shell.execute_reply":·"2024-12-05T14:53:27.628216Z"
457	················}	457	················}
458	············},	458	············},
459	············"outputs":·[	459	············"outputs":·[
460	················{	460	················{
461	····················"data":·{	461	····················"data":·{
462	························"text/html":·[	462	························"text/html":·[
463	····························"<div>\n",	463	····························"<div>\n",
Offset 724, 18 lines modified		Offset 724, 18 lines modified
724	············]	724	············]
725	········},	725	········},
726	········{	726	········{
727	············"cell_type":·"code",	727	············"cell_type":·"code",
728	············"execution_count":·5,	728	············"execution_count":·5,
729	············"metadata":·{	729	············"metadata":·{
730	················"execution":·{	730	················"execution":·{
731	····················"iopub.execute_input":·"2026-01-07T20:22:41.~~8658~~05Z",	731	····················"iopub.execute_input":·"2024-12-05T14:53:27.630708Z",
732	····················"iopub.status.busy":·"2026-01-07T20:22:41.~~865409~~Z",	732	····················"iopub.status.busy":·"2024-12-05T14:53:27.630532Z",
733	····················"iopub.status.idle":·"2026-01-07T20:22:41.~~881369~~Z",	733	····················"iopub.status.idle":·"2024-12-05T14:53:27.652707Z",
734	····················"shell.execute_reply":·"2026-01-07T20:22:41.~~875604~~Z"	734	····················"shell.execute_reply":·"2024-12-05T14:53:27.652218Z"
735	················}	735	················}
736	············},	736	············},
737	············"outputs":·[	737	············"outputs":·[
738	················{	738	················{
739	····················"data":·{	739	····················"data":·{
740	························"text/html":·[	740	························"text/html":·[
741	····························"<div>\n",	741	····························"<div>\n",
Offset 892, 18 lines modified		Offset 892, 18 lines modified
892	············]	892	············]
893	········},	893	········},
894	········{	894	········{
895	············"cell_type":·"code",	895	············"cell_type":·"code",
896	············"execution_count":·6,	896	············"execution_count":·6,
897	············"metadata":·{	897	············"metadata":·{
898	················"execution":·{	898	················"execution":·{
899	····················"iopub.execute_input":·"2026-01-07T20:22:41.~~88322~~2Z",	899	····················"iopub.execute_input":·"2024-12-05T14:53:27.660812Z",
900	····················"iopub.status.busy":·"2026-01-07T20:22:41.~~883055~~Z",	900	····················"iopub.status.busy":·"2024-12-05T14:53:27.660606Z",
901	····················"iopub.status.idle":·"2026-01-07T20:22:41.897560Z",	901	····················"iopub.status.idle":·"2024-12-05T14:53:27.688709Z",
902	····················"shell.execute_reply":·"2026-01-07T20:22:41.897138Z"	902	····················"shell.execute_reply":·"2024-12-05T14:53:27.688214Z"
903	················}	903	················}
904	············},	904	············},
905	············"outputs":·[	905	············"outputs":·[
906	················{	906	················{
907	····················"data":·{	907	····················"data":·{
908	························"text/html":·[	908	························"text/html":·[
909	····························"<div>\n",	909	····························"<div>\n",
Offset 1065, 18 lines modified		Offset 1065, 18 lines modified
1065	············]	1065	············]
1066	········},	1066	········},
1067	········{	1067	········{
1068	············"cell_type":·"code",	1068	············"cell_type":·"code",
1069	············"execution_count":·7,	1069	············"execution_count":·7,
1070	············"metadata":·{	1070	············"metadata":·{
1071	················"execution":·{	1071	················"execution":·{
1072	····················"iopub.execute_input":·"2026-01-07T20:22:41.899824Z",	1072	····················"iopub.execute_input":·"2024-12-05T14:53:27.690867Z",
1073	····················"iopub.status.busy":·"2026-01-07T20:22:41.89~~9503~~Z",	1073	····················"iopub.status.busy":·"2024-12-05T14:53:27.690699Z",
1074	····················"iopub.status.idle":·"2026-01-07T20:22:41.908~~972~~Z",	1074	····················"iopub.status.idle":·"2024-12-05T14:53:27.708743Z",
1075	····················"shell.execute_reply":·"2026-01-07T20:22:41.908~~643~~Z"	1075	····················"shell.execute_reply":·"2024-12-05T14:53:27.708219Z"
1076	················}	1076	················}
1077	············},	1077	············},
Max diff block lines reached; 254015/260698 bytes (97.44%) of diff not shown.


Offset 22, 34 lines modified		Offset 22, 34 lines modified
22	············]	22	············]
23	········},	23	········},
24	········{	24	········{
25	············"cell_type":·"code",	25	············"cell_type":·"code",
26	············"execution_count":·1,	26	············"execution_count":·1,
27	············"metadata":·{	27	············"metadata":·{
28	················"execution":·{	28	················"execution":·{
29	····················"iopub.execute_input":·"2026-01-07T20:22:48.~~104~~614Z",	29	····················"iopub.execute_input":·"2024-12-05T14:53:54.460681Z",
30	····················"iopub.status.busy":·"2026-01-07T20:22:4~~8.1~~04334Z",	30	····················"iopub.status.busy":·"2024-12-05T14:53:54.460471Z",
31	····················"iopub.status.idle":·"2026-01-07T20:22:48.~~455813~~Z",	31	····················"iopub.status.idle":·"2024-12-05T14:53:55.232758Z",
32	····················"shell.execute_reply":·"2026-01-07T20:22:48.~~455417~~Z"	32	····················"shell.execute_reply":·"2024-12-05T14:53:55.232220Z"
33	················}	33	················}
34	············},	34	············},
35	············"outputs":·[],	35	············"outputs":·[],
36	············"source":·[	36	············"source":·[
37	················"%matplotlib·inline"	37	················"%matplotlib·inline"
38	············]	38	············]
39	········},	39	········},
40	········{	40	········{
41	············"cell_type":·"code",	41	············"cell_type":·"code",
42	············"execution_count":·2,	42	············"execution_count":·2,
43	············"metadata":·{	43	············"metadata":·{
44	················"execution":·{	44	················"execution":·{
45	····················"iopub.execute_input":·"2026-01-07T20:22:48.463530Z",	45	····················"iopub.execute_input":·"2024-12-05T14:53:55.235107Z",
46	····················"iopub.status.busy":·"2026-01-07T20:22:48.~~46197~~4Z",	46	····················"iopub.status.busy":·"2024-12-05T14:53:55.234834Z",
47	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~159439~~Z",	47	····················"iopub.status.idle":·"2024-12-05T14:53:56.460770Z",
48	····················"shell.execute_reply":·"2026-01-07T20:22:49.~~159049~~Z"	48	····················"shell.execute_reply":·"2024-12-05T14:53:56.460225Z"
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",
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":·"2026-01-07T20:22:49.16~~1663~~Z",	66	····················"iopub.execute_input":·"2024-12-05T14:53:56.468836Z",
67	····················"iopub.status.busy":·"2026-01-07T20:22:49.161422Z",	67	····················"iopub.status.busy":·"2024-12-05T14:53:56.468524Z",
68	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~164805~~Z",	68	····················"iopub.status.idle":·"2024-12-05T14:53:56.476664Z",
69	····················"shell.execute_reply":·"2026-01-07T20:22:49.~~164333~~Z"	69	····················"shell.execute_reply":·"2024-12-05T14:53:56.476209Z"
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 88, 18 lines modified		Offset 88, 18 lines modified
88	············]	88	············]
89	········},	89	········},
90	········{	90	········{
91	············"cell_type":·"code",	91	············"cell_type":·"code",
92	············"execution_count":·4,	92	············"execution_count":·4,
93	············"metadata":·{	93	············"metadata":·{
94	················"execution":·{	94	················"execution":·{
95	····················"iopub.execute_input":·"2026-01-07T20:22:49.~~166~~753Z",	95	····················"iopub.execute_input":·"2024-12-05T14:53:56.484717Z",
96	····················"iopub.status.busy":·"2026-01-07T20:22:49.~~166225~~Z",	96	····················"iopub.status.busy":·"2024-12-05T14:53:56.484496Z",
97	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~169~~619Z",	97	····················"iopub.status.idle":·"2024-12-05T14:53:56.492676Z",
98	····················"shell.execute_reply":·"2026-01-07T20:22:49.~~1693~~13Z"	98	····················"shell.execute_reply":·"2024-12-05T14:53:56.492219Z"
99	················}	99	················}
100	············},	100	············},
101	············"outputs":·[	101	············"outputs":·[
102	················{	102	················{
103	····················"name":·"stdout",	103	····················"name":·"stdout",
104	····················"output_type":·"stream",	104	····················"output_type":·"stream",
105	····················"text":·[	105	····················"text":·[
Offset 139, 34 lines modified		Offset 139, 34 lines modified
139	············]	139	············]
140	········},	140	········},
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":·"2026-01-07T20:22:49.~~171069~~Z",	146	····················"iopub.execute_input":·"2024-12-05T14:53:56.498317Z",
147	····················"iopub.status.busy":·"2026-01-07T20:22:49.~~17092~~5Z",	147	····················"iopub.status.busy":·"2024-12-05T14:53:56.498145Z",
148	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~1813~~30Z",	148	····················"iopub.status.idle":·"2024-12-05T14:53:56.552236Z",
149	····················"shell.execute_reply":·"2026-01-07T20:22:49.~~180917~~Z"	149	····················"shell.execute_reply":·"2024-12-05T14:53:56.536220Z"
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":·"2026-01-07T20:22:49.~~1836~~96Z",	162	····················"iopub.execute_input":·"2024-12-05T14:53:56.561792Z",
163	····················"iopub.status.busy":·"2026-01-07T20:22:49.~~1830~~66Z",	163	····················"iopub.status.busy":·"2024-12-05T14:53:56.561568Z",
164	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~193079~~Z",	164	····················"iopub.status.idle":·"2024-12-05T14:53:56.612255Z",
165	····················"shell.execute_reply":·"2026-01-07T20:22:49.192692Z"	165	····················"shell.execute_reply":·"2024-12-05T14:53:56.596220Z"
166	················}	166	················}
167	············},	167	············},
168	············"outputs":·[	168	············"outputs":·[
169	················{	169	················{
170	····················"name":·"stdout",	170	····················"name":·"stdout",
171	····················"output_type":·"stream",	171	····················"output_type":·"stream",
172	····················"text":·[	172	····················"text":·[
Offset 202, 18 lines modified		Offset 202, 18 lines modified
202	············]	202	············]
203	········},	203	········},
204	········{	204	········{
205	············"cell_type":·"code",	205	············"cell_type":·"code",
206	············"execution_count":·7,	206	············"execution_count":·7,
207	············"metadata":·{	207	············"metadata":·{
208	················"execution":·{	208	················"execution":·{
209	····················"iopub.execute_input":·"2026-01-07T20:22:49.~~1953~~10Z",	209	····················"iopub.execute_input":·"2024-12-05T14:53:56.621910Z",
210	····················"iopub.status.busy":·"2026-01-07T20:22:49.~~194756~~Z",	210	····················"iopub.status.busy":·"2024-12-05T14:53:56.621668Z",
211	····················"iopub.status.idle":·"2026-01-07T20:22:49.~~214133~~Z",	211	····················"iopub.status.idle":·"2024-12-05T14:53:56.696268Z",
212	····················"shell.execute_reply":·"2026-01-07T20:22:49.2~~137~~24Z"	212	····················"shell.execute_reply":·"2024-12-05T14:53:56.680246Z"
213	················}	213	················}
214	············},	214	············},
215	············"outputs":·[	215	············"outputs":·[
216	················{	216	················{
217	····················"name":·"stdout",	217	····················"name":·"stdout",
218	····················"output_type":·"stream",	218	····················"output_type":·"stream",
219	····················"text":·[	219	····················"text":·[
Offset 244, 18 lines modified		Offset 244, 18 lines modified
Max diff block lines reached; 148935/155637 bytes (95.69%) of diff not shown.


Offset 10, 18 lines modified		Offset 10, 18 lines modified
10	············]	10	············]
11	········},	11	········},
12	········{	12	········{
13	············"cell_type":·"code",	13	············"cell_type":·"code",
14	············"execution_count":·1,	14	············"execution_count":·1,
15	············"metadata":·{	15	············"metadata":·{
16	················"execution":·{	16	················"execution":·{
17	····················"iopub.execute_input":·"2026-01-07T20:22:25.~~290765~~Z",	17	····················"iopub.execute_input":·"2024-12-05T14:54:30.504220Z",
18	····················"iopub.status.busy":·"2026-01-07T20:22:25.~~290319~~Z",	18	····················"iopub.status.busy":·"2024-12-05T14:54:30.504022Z",
19	····················"iopub.status.idle":·"2026-01-07T20:22:25.~~839316~~Z",	19	····················"iopub.status.idle":·"2024-12-05T14:54:31.744245Z",
20	····················"shell.execute_reply":·"2026-01-07T20:22:25.838~~879~~Z"	20	····················"shell.execute_reply":·"2024-12-05T14:54:31.728302Z"
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",
Offset 61, 18 lines modified		Offset 61, 18 lines modified
61	············]	61	············]
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":·"2026-01-07T20:22:25.~~841722~~Z",	68	····················"iopub.execute_input":·"2024-12-05T14:54:31.753240Z",
69	····················"iopub.status.busy":·"2026-01-07T20:22:25.841299Z",	69	····················"iopub.status.busy":·"2024-12-05T14:54:31.752965Z",
70	····················"iopub.status.idle":·"2026-01-07T20:22:25.~~848319~~Z",	70	····················"iopub.status.idle":·"2024-12-05T14:54:31.792247Z",
71	····················"shell.execute_reply":·"2026-01-07T20:22:25.847807Z"	71	····················"shell.execute_reply":·"2024-12-05T14:54:31.780215Z"
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",
Offset 88, 18 lines modified		Offset 88, 18 lines modified
88	············]	88	············]
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":·"2026-01-07T20:22:25.~~850214~~Z",	95	····················"iopub.execute_input":·"2024-12-05T14:54:31.794653Z",
96	····················"iopub.status.busy":·"2026-01-07T20:22:25.8~~500~~45Z",	96	····················"iopub.status.busy":·"2024-12-05T14:54:31.794456Z",
97	····················"iopub.status.idle":·"2026-01-07T20:22:25.~~998253~~Z",	97	····················"iopub.status.idle":·"2024-12-05T14:54:32.156917Z",
98	····················"shell.execute_reply":·"2026-01-07T20:22:25.~~99787~~7Z"	98	····················"shell.execute_reply":·"2024-12-05T14:54:32.156237Z"
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":·"2026-01-07T20:22:26.~~000315~~Z",	121	····················"iopub.execute_input":·"2024-12-05T14:54:32.159681Z",
122	····················"iopub.status.busy":·"2026-01-07T20:22:26.~~0001~~55Z",	122	····················"iopub.status.busy":·"2024-12-05T14:54:32.159450Z",
123	····················"iopub.status.idle":·"2026-01-07T20:22:26.~~3013~~55Z",	123	····················"iopub.status.idle":·"2024-12-05T14:54:33.168256Z",
124	····················"shell.execute_reply":·"2026-01-07T20:22:26.~~300876~~Z"	124	····················"shell.execute_reply":·"2024-12-05T14:54:33.152234Z"
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":·"2026-01-07T20:22:26.304081Z",	152	····················"iopub.execute_input":·"2024-12-05T14:54:33.170616Z",
153	····················"iopub.status.busy":·"2026-01-07T20:22:26.303696Z",
154	····················"iopub.status.idle":·"2026-01-07T20:22:26.387573Z",
155	····················"~~shell~~.ex~~ecu~~t~~e_repl~~y":·"2026-01-07T20:22:26.~~387108~~Z"	153	····················"iopub.status.busy":·"2024-12-05T14:54:33.170415Z",
		154	····················"iopub.status.idle":·"2024-12-05T14:54:33.444809Z",
		155	····················"shell.execute_reply":·"2024-12-05T14:54:33.444237Z"
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":·"2026-01-07T20:22:26.~~390~~123Z",	183	····················"iopub.execute_input":·"2024-12-05T14:54:33.447138Z",
184	····················"iopub.status.busy":·"2026-01-07T20:22:26.~~3898~~40Z",	184	····················"iopub.status.busy":·"2024-12-05T14:54:33.446945Z",
185	····················"iopub.status.idle":·"2026-01-07T20:22:26.403771Z",	185	····················"iopub.status.idle":·"2024-12-05T14:54:33.464790Z",
186	····················"shell.execute_reply":·"2026-01-07T20:22:26.4~~03075~~Z"	186	····················"shell.execute_reply":·"2024-12-05T14:54:33.464219Z"
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 21, 18 lines modified		Offset 21, 18 lines modified
21	············]	21	············]
22	········},	22	········},
23	········{	23	········{
24	············"cell_type":·"code",	24	············"cell_type":·"code",
25	············"execution_count":·1,	25	············"execution_count":·1,
26	············"metadata":·{	26	············"metadata":·{
27	················"execution":·{	27	················"execution":·{
28	····················"iopub.execute_input":·"2026-01-07T20:23:03.~~921981~~Z",	28	····················"iopub.execute_input":·"2024-12-05T14:53:41.154509Z",
29	····················"iopub.status.busy":·"2026-01-07T20:23:03.~~921791~~Z",	29	····················"iopub.status.busy":·"2024-12-05T14:53:41.154319Z",
30	····················"iopub.status.idle":·"2026-01-07T20:23:05.~~3522~~07Z",	30	····················"iopub.status.idle":·"2024-12-05T14:53:43.821107Z",
31	····················"shell.execute_reply":·"2026-01-07T20:23:05.~~351685~~Z"	31	····················"shell.execute_reply":·"2024-12-05T14:53:43.820242Z"
32	················}	32	················}
33	············},	33	············},
34	············"outputs":·[],	34	············"outputs":·[],
35	············"source":·[	35	············"source":·[
36	················"import·numpy·as·np\n",	36	················"import·numpy·as·np\n",
37	················"import·matplotlib.pyplot·as·plt\n",	37	················"import·matplotlib.pyplot·as·plt\n",
38	················"import·pandas·as·pd\n",	38	················"import·pandas·as·pd\n",
Offset 43, 18 lines modified		Offset 43, 18 lines modified
43	············]	43	············]
44	········},	44	········},
45	········{	45	········{
46	············"cell_type":·"code",	46	············"cell_type":·"code",
47	············"execution_count":·2,	47	············"execution_count":·2,
48	············"metadata":·{	48	············"metadata":·{
49	················"execution":·{	49	················"execution":·{
50	····················"iopub.execute_input":·"2026-01-07T20:23:05.~~354677~~Z",	50	····················"iopub.execute_input":·"2024-12-05T14:53:43.829093Z",
51	····················"iopub.status.busy":·"2026-01-07T20:23:05.~~354266~~Z",	51	····················"iopub.status.busy":·"2024-12-05T14:53:43.828752Z",
52	····················"iopub.status.idle":·"2026-01-07T20:23:05.357~~934~~Z",	52	····················"iopub.status.idle":·"2024-12-05T14:53:43.837076Z",
53	····················"shell.execute_reply":·"2026-01-07T20:23:05.~~357433~~Z"	53	····················"shell.execute_reply":·"2024-12-05T14:53:43.836255Z"
54	················}	54	················}
55	············},	55	············},
56	············"outputs":·[],	56	············"outputs":·[],
57	············"source":·[	57	············"source":·[
58	················"plt.rcParams[\"figure.figsize\"]·=·(12,·8)"	58	················"plt.rcParams[\"figure.figsize\"]·=·(12,·8)"
59	············]	59	············]
60	········},	60	········},
Offset 82, 18 lines modified		Offset 82, 18 lines modified
82	············]	82	············]
83	········},	83	········},
84	········{	84	········{
85	············"cell_type":·"code",	85	············"cell_type":·"code",
86	············"execution_count":·3,	86	············"execution_count":·3,
87	············"metadata":·{	87	············"metadata":·{
88	················"execution":·{	88	················"execution":·{
89	····················"iopub.execute_input":·"2026-01-07T20:23:05.~~36216~~0Z",	89	····················"iopub.execute_input":·"2024-12-05T14:53:43.845070Z",
90	····················"iopub.status.busy":·"2026-01-07T20:23:05.~~361265~~Z",	90	····················"iopub.status.busy":·"2024-12-05T14:53:43.844779Z",
91	····················"iopub.status.idle":·"2026-01-07T20:23:05.~~5543~~33Z",	91	····················"iopub.status.idle":·"2024-12-05T14:53:44.200735Z",
92	····················"shell.execute_reply":·"2026-01-07T20:23:05.~~553874~~Z"	92	····················"shell.execute_reply":·"2024-12-05T14:53:44.200227Z"
93	················}	93	················}
94	············},	94	············},
95	············"outputs":·[	95	············"outputs":·[
96	················{	96	················{
97	····················"data":·{	97	····················"data":·{
98	························"text/plain":·[	98	························"text/plain":·[
99	····························"Text(0,·0.5,·'Annual·oil·production·in·Saudi·Arabia·(Mt)')"	99	····························"Text(0,·0.5,·'Annual·oil·production·in·Saudi·Arabia·(Mt)')"
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":·4,	184	············"execution_count":·4,
185	············"metadata":·{	185	············"metadata":·{
186	················"execution":·{	186	················"execution":·{
187	····················"iopub.execute_input":·"2026-01-07T20:23:05.~~557~~688Z",	187	····················"iopub.execute_input":·"2024-12-05T14:53:44.202685Z",
188	····················"iopub.status.busy":·"2026-01-07T20:23:05.5~~574~~50Z",	188	····················"iopub.status.busy":·"2024-12-05T14:53:44.202509Z",
189	····················"iopub.status.idle":·"2026-01-07T20:23:05.7~~80449~~Z",	189	····················"iopub.status.idle":·"2024-12-05T14:53:44.756967Z",
190	····················"shell.execute_reply":·"2026-01-07T20:23:05.7~~79555~~Z"	190	····················"shell.execute_reply":·"2024-12-05T14:53:44.756348Z"
191	················}	191	················}
192	············},	192	············},
193	············"outputs":·[	193	············"outputs":·[
194	················{	194	················{
195	····················"name":·"stdout",	195	····················"name":·"stdout",
196	····················"output_type":·"stream",	196	····················"output_type":·"stream",
197	····················"text":·[	197	····················"text":·[
Offset 285, 18 lines modified		Offset 285, 18 lines modified
285	············]	285	············]
286	········},	286	········},
287	········{	287	········{
288	············"cell_type":·"code",	288	············"cell_type":·"code",
289	············"execution_count":·5,	289	············"execution_count":·5,
290	············"metadata":·{	290	············"metadata":·{
291	················"execution":·{	291	················"execution":·{
292	····················"iopub.execute_input":·"2026-01-07T20:23:05.784~~551~~Z",	292	····················"iopub.execute_input":·"2024-12-05T14:53:44.764892Z",
293	····················"iopub.status.busy":·"2026-01-07T20:23:05.784~~323~~Z",	293	····················"iopub.status.busy":·"2024-12-05T14:53:44.764670Z",
294	····················"iopub.status.idle":·"2026-01-07T20:23:06.03~~7621~~Z",	294	····················"iopub.status.idle":·"2024-12-05T14:53:45.236957Z",
295	····················"shell.execute_reply":·"2026-01-07T20:23:06.03~~7196~~Z"	295	····················"shell.execute_reply":·"2024-12-05T14:53:45.236210Z"
296	················}	296	················}
297	············},	297	············},
298	············"outputs":·[	298	············"outputs":·[
299	················{	299	················{
300	····················"name":·"stdout",	300	····················"name":·"stdout",
301	····················"output_type":·"stream",	301	····················"output_type":·"stream",
302	····················"text":·[	302	····················"text":·[
Offset 385, 18 lines modified		Offset 385, 18 lines modified
385	············]	385	············]
386	········},	386	········},
387	········{	387	········{
388	············"cell_type":·"code",	388	············"cell_type":·"code",
389	············"execution_count":·6,	389	············"execution_count":·6,
390	············"metadata":·{	390	············"metadata":·{
391	················"execution":·{	391	················"execution":·{
392	····················"iopub.execute_input":·"2026-01-07T20:23:06.~~040573~~Z",	392	····················"iopub.execute_input":·"2024-12-05T14:53:45.238949Z",
393	····················"iopub.status.busy":·"2026-01-07T20:23:06.03~~9685~~Z",	393	····················"iopub.status.busy":·"2024-12-05T14:53:45.238773Z",
394	····················"iopub.status.idle":·"2026-01-07T20:23:06.~~070~~631Z",	394	····················"iopub.status.idle":·"2024-12-05T14:53:45.292688Z",
395	····················"shell.execute_reply":·"2026-01-07T20:23:06.069629Z"	395	····················"shell.execute_reply":·"2024-12-05T14:53:45.292213Z"
396	················}	396	················}
397	············},	397	············},
398	············"outputs":·[	398	············"outputs":·[
399	················{	399	················{
400	····················"name":·"stdout",	400	····················"name":·"stdout",
401	····················"output_type":·"stream",	401	····················"output_type":·"stream",
402	····················"text":·[	402	····················"text":·[
Offset 431, 18 lines modified		Offset 431, 18 lines modified
431	············]	431	············]
432	········},	432	········},
433	········{	433	········{
434	············"cell_type":·"code",	434	············"cell_type":·"code",
435	············"execution_count":·7,	435	············"execution_count":·7,
436	············"metadata":·{	436	············"metadata":·{
437	················"execution":·{	437	················"execution":·{
438	····················"iopub.execute_input":·"2026-01-07T20:23:06.~~07325~~3Z",	438	····················"iopub.execute_input":·"2024-12-05T14:53:45.294603Z",
439	····················"iopub.status.busy":·"2026-01-07T20:23:06.~~072740~~Z",	439	····················"iopub.status.busy":·"2024-12-05T14:53:45.294372Z",
440	····················"iopub.status.idle":·"2026-01-07T20:23:06.083~~066~~Z",	440	····················"iopub.status.idle":·"2024-12-05T14:53:45.308723Z",
441	····················"shell.execute_reply":·"2026-01-07T20:23:06.082674Z"	441	····················"shell.execute_reply":·"2024-12-05T14:53:45.308218Z"
442	················}	442	················}
443	············},	443	············},
Max diff block lines reached; 9269/16002 bytes (57.92%) of diff not shown.


Offset 189, 21 lines modified		Offset 189, 21 lines modified
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_~~5494~~/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	196	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	198	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	200	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'YE'·instead.	202	/tmp/ipykernel_27070/3508103541.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>


Offset 126, 25 lines modified		Offset 126, 25 lines modified
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_~~5494~~/3508103541.py:24:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	133	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:44:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	136	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:80:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	139	/tmp/ipykernel_27070/3508103541.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_~~5494~~/3508103541.py:84:·FutureWarning:·'Y'·is·deprecated·and~~·will~~	142	/tmp/ipykernel_27070/3508103541.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>0.981669</td>	237	······<td>1.084657</td>
238	····</tr>	238	····</tr>
239	····<tr>	239	····<tr>
240	······<th>level1_ix</th>	240	······<th>level1_ix</th>
241	······<td>2.085601</td>	241	······<td>1.850060</td>
242	····</tr>	242	····</tr>
243	····<tr>	243	····<tr>
244	······<th>level2_ix</th>	244	······<th>level2_ix</th>
245	······<td>3.0~~14620~~</td>	245	······<td>3.069331</td>
246	····</tr>	246	····</tr>
247	····<tr>	247	····<tr>
248	······<th>Residual</th>	248	······<th>Residual</th>
249	······<td>4.000942</td>	249	······<td>4.009934</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>


Offset 7609, 139 lines modified		Offset 7609, 139 lines modified
7609	-rw-r--r--···0·root·········(0)·root·········(0)····40872·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/index.html	7609	-rw-r--r--···0·root·········(0)·root·········(0)····40872·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/index.html
7610	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/	7610	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/
7611	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/	7611	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/
7612	-rw-r--r--···0·root·········(0)·root·········(0)····56363·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressions.html	7612	-rw-r--r--···0·root·········(0)·root·········(0)····56363·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressions.html
7613	-rw-r--r--···0·root·········(0)·root·········(0)····59270·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.html	7613	-rw-r--r--···0·root·········(0)·root·········(0)····59270·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.html
7614	-rw-r--r--···0·root·········(0)·root·········(0)·····7234·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.ipynb.gz	7614	-rw-r--r--···0·root·········(0)·root·········(0)·····7234·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/autoregressive_distributed_lag.ipynb.gz
7615	-rw-r--r--···0·root·········(0)·root·········(0)····12779·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.html	7615	-rw-r--r--···0·root·········(0)·root·········(0)····12779·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.html
7616	-rw-r--r--···0·root·········(0)·root·········(0)····22132·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.ipynb.gz	7616	-rw-r--r--···0·root·········(0)·root·········(0)····22139·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/categorical_interaction_plot.ipynb.gz
7617	-rw-r--r--···0·root·········(0)·root·········(0)····28955·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.html	7617	-rw-r--r--···0·root·········(0)·root·········(0)····28956·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.html
7618	-rw-r--r--···0·root·········(0)·root·········(0)·····3~~696~~·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.ipynb.gz	7618	-rw-r--r--···0·root·········(0)·root·········(0)·····3701·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/chi2_fitting.ipynb.gz
7619	-rw-r--r--···0·root·········(0)·root·········(0)····43883·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/contrasts.html	7619	-rw-r--r--···0·root·········(0)·root·········(0)····43883·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/contrasts.html
7620	-rw-r--r--···0·root·········(0)·root·········(0)····24558·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.html	7620	-rw-r--r--···0·root·········(0)·root·········(0)····24558·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.html
7621	-rw-r--r--···0·root·········(0)·root·········(0)···250603·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.ipynb.gz	7621	-rw-r--r--···0·root·········(0)·root·········(0)···250610·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/copula.ipynb.gz
7622	-rw-r--r--···0·root·········(0)·root·········(0)····55939·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.html	7622	-rw-r--r--···0·root·········(0)·root·········(0)····55939·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.html
7623	-rw-r--r--···0·root·········(0)·root·········(0)···139514·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.ipynb.gz	7623	-rw-r--r--···0·root·········(0)·root·········(0)···139527·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/count_hurdle.ipynb.gz
7624	-rw-r--r--···0·root·········(0)·root·········(0)····92750·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/deterministics.html	7624	-rw-r--r--···0·root·········(0)·root·········(0)····92750·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/deterministics.html
7625	-rw-r--r--···0·root·········(0)·root·········(0)···188~~299~~·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/deterministics.ipynb.gz	7625	-rw-r--r--···0·root·········(0)·root·········(0)···188325·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/deterministics.ipynb.gz
7626	-rw-r--r--···0·root·········(0)·root·········(0)····80992·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_example.html	7626	-rw-r--r--···0·root·········(0)·root·········(0)····80992·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_example.html
7627	-rw-r--r--···0·root·········(0)·root·········(0)···237367·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_example.ipynb.gz	7627	-rw-r--r--···0·root·········(0)·root·········(0)···237393·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_example.ipynb.gz
7628	-rw-r--r--···0·root·········(0)·root·········(0)····39785·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_overview.html	7628	-rw-r--r--···0·root·········(0)·root·········(0)····39785·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_overview.html
7629	-rw-r--r--···0·root·········(0)·root·········(0)·····4841·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_overview.ipynb.gz	7629	-rw-r--r--···0·root·········(0)·root·········(0)·····4850·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/discrete_choice_overview.ipynb.gz
7630	-rw-r--r--···0·root·········(0)·root·········(0)····21118·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/distributed_estimation.html	7630	-rw-r--r--···0·root·········(0)·root·········(0)····21118·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/distributed_estimation.html
7631	-rw-r--r--···0·root·········(0)·root·········(0)·····1614·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/distributed_estimation.ipynb.gz	7631	-rw-r--r--···0·root·········(0)·root·········(0)·····1618·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/distributed_estimation.ipynb.gz
7632	-rw-r--r--···0·root·········(0)·root·········(0)····60260·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.html	7632	-rw-r--r--···0·root·········(0)·root·········(0)····60260·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.html
7633	-rw-r--r--···0·root·········(0)·root·········(0)···659125·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.ipynb.gz	7633	-rw-r--r--···0·root·········(0)·root·········(0)···659117·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/ets.ipynb.gz
7634	-rw-r--r--···0·root·········(0)·root·········(0)···105478·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.html	7634	-rw-r--r--···0·root·········(0)·root·········(0)···105482·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.html
7635	-rw-r--r--···0·root·········(0)·root·········(0)···625781·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.ipynb.gz	7635	-rw-r--r--···0·root·········(0)·root·········(0)···625781·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/exponential_smoothing.ipynb.gz
7636	-rw-r--r--···0·root·········(0)·root·········(0)····38096·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/formulas.html	7636	-rw-r--r--···0·root·········(0)·root·········(0)····38096·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/formulas.html
7637	-rw-r--r--···0·root·········(0)·root·········(0)·····5103·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/formulas.ipynb.gz	7637	-rw-r--r--···0·root·········(0)·root·········(0)·····5102·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/formulas.ipynb.gz
7638	-rw-r--r--···0·root·········(0)·root·········(0)····22601·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.html	7638	-rw-r--r--···0·root·········(0)·root·········(0)····22601·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.html
7639	-rw-r--r--···0·root·········(0)·root·········(0)·····2146·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.ipynb.gz	7639	-rw-r--r--···0·root·········(0)·root·········(0)·····2157·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_nested_simulation.ipynb.gz
7640	-rw-r--r--···0·root·········(0)·root·········(0)····33327·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_score_test_simulation.html	7640	-rw-r--r--···0·root·········(0)·root·········(0)····33327·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_score_test_simulation.html
7641	-rw-r--r--···0·root·········(0)·root·········(0)····16004·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_score_test_simulation.ipynb.gz	7641	-rw-r--r--···0·root·········(0)·root·········(0)····16006·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/gee_score_test_simulation.ipynb.gz
7642	-rw-r--r--···0·root·········(0)·root·········(0)····49892·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/generic_mle.html	7642	-rw-r--r--···0·root·········(0)·root·········(0)····49892·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/generic_mle.html
7643	-rw-r--r--···0·root·········(0)·root·········(0)·····7038·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/generic_mle.ipynb.gz	7643	-rw-r--r--···0·root·········(0)·root·········(0)·····7072·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/generic_mle.ipynb.gz
7644	-rw-r--r--···0·root·········(0)·root·········(0)····52483·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm.html	7644	-rw-r--r--···0·root·········(0)·root·········(0)····52483·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm.html
7645	-rw-r--r--···0·root·········(0)·root·········(0)···210170·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm.ipynb.gz	7645	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm.ipynb.gz
7646	-rw-r--r--···0·root·········(0)·root·········(0)····22451·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm_formula.html	7646	-rw-r--r--···0·root·········(0)·root·········(0)····22455·2024-10-05·10:43:25.000000·./usr/share/doc/python-statsmodels-doc/html/examples/notebooks/generated/glm_formula.html


Offset 79, 18 lines modified		Offset 79, 18 lines modified
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_.._.9_.8_.1_.6_.6_.9\|	86	\|_\x8g\x8g_\x8r\x8r_\x8o\x8o_\x8u\x8u_\x8p\x8p_\x8s\x8s_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x81_.._.0_.8_.4_.6_.5_.7\|
87	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x81\x81_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x82_.._.0_.8_.5_.6_.0_.1\|	87	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x81\x81_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x81_.._.8_.5_.0_.0_.6_.0\|
88	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x82\x82_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x83_\x8._\x80_\x81_.4_.6_.2_.0\|	88	\|_\x8l\x8l_\x8e\x8e_\x8v\x8v_\x8e\x8e_\x8l\x8l_\x82\x82_\x8_\x8__\x8i\x8i_\x8x\x8x_\x8\|_\x83_\x8._\x80_\x86_.9_.3_.3_.1\|
89	\|_\x8R\x8R_\x8e\x8e_\x8s\x8s_\x8i\x8i_\x8d\x8d_\x8u\x8u_\x8a\x8a_\x8l\x8l_\x8·_\x8\|_\x84_\x8._\x80_\x80_\x80_.9_.4_.2\|	89	\|_\x8R\x8R_\x8e\x8e_\x8s\x8s_\x8i\x8i_\x8d\x8d_\x8u\x8u_\x8a\x8a_\x8l\x8l_\x8·_\x8\|_\x84_\x8._\x80_\x80_\x89_.9_.3_.4\|
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


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_2~~9361~~/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_27587/427128218.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 12, 18 lines modified		Offset 12, 18 lines modified
12	············]	12	············]
13	········},	13	········},
14	········{	14	········{
15	············"cell_type":·"code",	15	············"cell_type":·"code",
16	············"execution_count":·1,	16	············"execution_count":·1,
17	············"metadata":·{	17	············"metadata":·{
18	················"execution":·{	18	················"execution":·{
19	····················"iopub.execute_input":·"2026-01-07T20:22:28.~~8982~~38Z",	19	····················"iopub.execute_input":·"2024-12-05T14:55:06.640130Z",
20	····················"iopub.status.busy":·"2026-01-07T20:22:28.~~898043~~Z",	20	····················"iopub.status.busy":·"2024-12-05T14:55:06.639962Z",
21	····················"iopub.status.idle":·"2026-01-07T20:22:29.~~778365~~Z",	21	····················"iopub.status.idle":·"2024-12-05T14:55:07.820776Z",
22	····················"shell.execute_reply":·"2026-01-07T20:22:29.~~777913~~Z"	22	····················"shell.execute_reply":·"2024-12-05T14:55:07.820225Z"
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":·"2026-01-07T20:22:29.~~781~~006Z",	44	····················"iopub.execute_input":·"2024-12-05T14:55:07.823016Z",
45	····················"iopub.status.busy":·"2026-01-07T20:22:29.~~780329~~Z",	45	····················"iopub.status.busy":·"2024-12-05T14:55:07.822770Z",
46	····················"iopub.status.idle":·"2026-01-07T20:22:29.783187Z",	46	····················"iopub.status.idle":·"2024-12-05T14:55:07.828892Z",
47	····················"shell.execute_reply":·"2026-01-07T20:22:29.782860Z"	47	····················"shell.execute_reply":·"2024-12-05T14:55:07.828205Z"
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":·"2026-01-07T20:22:29.~~7853~~42Z",	67	····················"iopub.execute_input":·"2024-12-05T14:55:07.830747Z",
68	····················"iopub.status.busy":·"2026-01-07T20:22:29.~~7847~~72Z",	68	····················"iopub.status.busy":·"2024-12-05T14:55:07.830579Z",
69	····················"iopub.status.idle":·"2026-01-07T20:22:29.787466Z",	69	····················"iopub.status.idle":·"2024-12-05T14:55:07.836648Z",
70	····················"shell.execute_reply":·"2026-01-07T20:22:29.~~787153~~Z"	70	····················"shell.execute_reply":·"2024-12-05T14:55:07.836206Z"
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":·"2026-01-07T20:22:29.~~789243~~Z",	93	····················"iopub.execute_input":·"2024-12-05T14:55:07.838515Z",
94	····················"iopub.status.busy":·"2026-01-07T20:22:29.~~7890~~48Z",	94	····················"iopub.status.busy":·"2024-12-05T14:55:07.838349Z",
95	····················"iopub.status.idle":·"2026-01-07T20:22:29.~~792049~~Z",	95	····················"iopub.status.idle":·"2024-12-05T14:55:07.844687Z",
96	····················"shell.execute_reply":·"2026-01-07T20:22:29.~~791719~~Z"	96	····················"shell.execute_reply":·"2024-12-05T14:55:07.844207Z"
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":·"2026-01-07T20:22:29.~~794019~~Z",	116	····················"iopub.execute_input":·"2024-12-05T14:55:07.846673Z",
117	····················"iopub.status.busy":·"2026-01-07T20:22:29.~~793794~~Z",	117	····················"iopub.status.busy":·"2024-12-05T14:55:07.846487Z",
118	····················"iopub.status.idle":·"2026-01-07T20:22:29.~~79621~~5Z",	118	····················"iopub.status.idle":·"2024-12-05T14:55:07.852705Z",
119	····················"shell.execute_reply":·"2026-01-07T20:22:29.795890Z"	119	····················"shell.execute_reply":·"2024-12-05T14:55:07.852208Z"
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"
Offset 134, 18 lines modified		Offset 134, 18 lines modified
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":·"2026-01-07T20:22:29.~~798226~~Z",	141	····················"iopub.execute_input":·"2024-12-05T14:55:07.854658Z",
142	····················"iopub.status.busy":·"2026-01-07T20:22:29.~~797614~~Z",	142	····················"iopub.status.busy":·"2024-12-05T14:55:07.854491Z",
143	····················"iopub.status.idle":·"2026-01-07T20:22:29.800~~333~~Z",	143	····················"iopub.status.idle":·"2024-12-05T14:55:07.860714Z",
144	····················"shell.execute_reply":·"2026-01-07T20:22:29.~~799994~~Z"	144	····················"shell.execute_reply":·"2024-12-05T14:55:07.860221Z"
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	········},
Offset 157, 18 lines modified		Offset 157, 18 lines modified
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":·"2026-01-07T20:22:29.802~~363~~Z",	164	····················"iopub.execute_input":·"2024-12-05T14:55:07.862597Z",
165	····················"iopub.status.busy":·"2026-01-07T20:22:29.802~~220~~Z",	165	····················"iopub.status.busy":·"2024-12-05T14:55:07.862405Z",
166	····················"iopub.status.idle":·"2026-01-07T20:22:29.~~85372~~7Z",	166	····················"iopub.status.idle":·"2024-12-05T14:55:07.968867Z",
167	····················"shell.execute_reply":·"2026-01-07T20:22:29.~~853319~~Z"	167	····················"shell.execute_reply":·"2024-12-05T14:55:07.968220Z"
168	················}	168	················}
169	············},	169	············},
Max diff block lines reached; 8748/15344 bytes (57.01%) of diff not shown.


Offset 14, 18 lines modified		Offset 14, 18 lines modified
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":·"2026-01-07T20:23:20.~~245~~769Z",	21	····················"iopub.execute_input":·"2024-12-05T14:53:25.901743Z",
22	····················"iopub.status.busy":·"2026-01-07T20:23:20.~~245~~551Z",	22	····················"iopub.status.busy":·"2024-12-05T14:53:25.901568Z",
23	····················"iopub.status.idle":·"2026-01-07T20:23:21.~~435417~~Z",	23	····················"iopub.status.idle":·"2024-12-05T14:53:28.392782Z",
24	····················"shell.execute_reply":·"2026-01-07T20:23:21.~~434937~~Z"	24	····················"shell.execute_reply":·"2024-12-05T14:53:28.392240Z"
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":·"2026-01-07T20:23:21.4~~38460~~Z",	49	····················"iopub.execute_input":·"2024-12-05T14:53:28.401002Z",
50	····················"iopub.status.busy":·"2026-01-07T20:23:21.437569Z",	50	····················"iopub.status.busy":·"2024-12-05T14:53:28.400576Z",
51	····················"iopub.status.idle":·"2026-01-07T20:23:21.441648Z",	51	····················"iopub.status.idle":·"2024-12-05T14:53:28.408682Z",
52	····················"shell.execute_reply":·"2026-01-07T20:23:21.441224Z"	52	····················"shell.execute_reply":·"2024-12-05T14:53:28.408224Z"
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",
Offset 70, 18 lines modified		Offset 70, 18 lines modified
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":·"2026-01-07T20:23:21.4~~44412~~Z",	77	····················"iopub.execute_input":·"2024-12-05T14:53:28.416789Z",
78	····················"iopub.status.busy":·"2026-01-07T20:23:21.4~~43686~~Z",	78	····················"iopub.status.busy":·"2024-12-05T14:53:28.416595Z",
79	····················"iopub.status.idle":·"2026-01-07T20:23:21.4~~470~~81Z",	79	····················"iopub.status.idle":·"2024-12-05T14:53:28.424688Z",
80	····················"shell.execute_reply":·"2026-01-07T20:23:21.4~~46680~~Z"	80	····················"shell.execute_reply":·"2024-12-05T14:53:28.424212Z"
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",
Offset 106, 18 lines modified		Offset 106, 18 lines modified
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":·"2026-01-07T20:23:21.4~~493~~75Z",	113	····················"iopub.execute_input":·"2024-12-05T14:53:28.426674Z",
114	····················"iopub.status.busy":·"2026-01-07T20:23:21.4~~49013~~Z",	114	····················"iopub.status.busy":·"2024-12-05T14:53:28.426504Z",
115	····················"iopub.status.idle":·"2026-01-07T20:23:21.4~~53179~~Z",	115	····················"iopub.status.idle":·"2024-12-05T14:53:28.432657Z",
116	····················"shell.execute_reply":·"2026-01-07T20:23:21.452~~735~~Z"	116	····················"shell.execute_reply":·"2024-12-05T14:53:28.432208Z"
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"
Offset 131, 18 lines modified		Offset 131, 18 lines modified
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":·"2026-01-07T20:23:21.4~~55926~~Z",	138	····················"iopub.execute_input":·"2024-12-05T14:53:28.434489Z",
139	····················"iopub.status.busy":·"2026-01-07T20:23:21.4~~55184~~Z",	139	····················"iopub.status.busy":·"2024-12-05T14:53:28.434321Z",
140	····················"iopub.status.idle":·"2026-01-07T20:23:21.458610Z",	140	····················"iopub.status.idle":·"2024-12-05T14:53:28.440668Z",
141	····················"shell.execute_reply":·"2026-01-07T20:23:21.4~~58159~~Z"	141	····················"shell.execute_reply":·"2024-12-05T14:53:28.440210Z"
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	········},
Offset 154, 18 lines modified		Offset 154, 18 lines modified
154	············]	154	············]
155	········},	155	········},
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":·{
161	····················"iopub.execute_input":·"2026-01-07T20:23:21.4~~613~~25Z",	161	····················"iopub.execute_input":·"2024-12-05T14:53:28.442623Z",
162	····················"iopub.status.busy":·"2026-01-07T20:23:21.4~~60600~~Z",	162	····················"iopub.status.busy":·"2024-12-05T14:53:28.442455Z",
163	····················"iopub.status.idle":·"2026-01-07T20:23:21.463694Z",	163	····················"iopub.status.idle":·"2024-12-05T14:53:28.448662Z",
164	····················"shell.execute_reply":·"2026-01-07T20:23:21.463299Z"	164	····················"shell.execute_reply":·"2024-12-05T14:53:28.448208Z"
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	············]
Offset 178, 18 lines modified		Offset 178, 18 lines modified
178	············]	178	············]
179	········},	179	········},
180	········{	180	········{
181	············"cell_type":·"code",	181	············"cell_type":·"code",
182	············"execution_count":·7,	182	············"execution_count":·7,
183	············"metadata":·{	183	············"metadata":·{
184	················"execution":·{	184	················"execution":·{
185	····················"iopub.execute_input":·"2026-01-07T20:23:21.4~~65829~~Z",	185	····················"iopub.execute_input":·"2024-12-05T14:53:28.450476Z",
186	····················"iopub.status.busy":·"2026-01-07T20:23:21.4~~65628~~Z",	186	····················"iopub.status.busy":·"2024-12-05T14:53:28.450309Z",
187	····················"iopub.status.idle":·"2026-01-07T20:23:21.469637Z",	187	····················"iopub.status.idle":·"2024-12-05T14:53:28.456679Z",
188	····················"shell.execute_reply":·"2026-01-07T20:23:21.469221Z"	188	····················"shell.execute_reply":·"2024-12-05T14:53:28.456211Z"
189	················}	189	················}
190	············},	190	············},
Max diff block lines reached; 4242/11017 bytes (38.50%) of diff not shown.


Offset 27, 18 lines modified		Offset 27, 18 lines modified
27	············]	27	············]
28	········},	28	········},
29	········{	29	········{
30	············"cell_type":·"code",	30	············"cell_type":·"code",
31	············"execution_count":·1,	31	············"execution_count":·1,
32	············"metadata":·{	32	············"metadata":·{
33	················"execution":·{	33	················"execution":·{
34	····················"iopub.execute_input":·"2026-01-07T20:23:01.413679Z",	34	····················"iopub.execute_input":·"2024-12-05T14:54:57.038717Z",
35	····················"iopub.status.busy":·"2026-01-07T20:23:01.~~412~~834Z",	35	····················"iopub.status.busy":·"2024-12-05T14:54:57.038483Z",
36	····················"iopub.status.idle":·"2026-01-07T20:23:02.24~~6326~~Z",	36	····················"iopub.status.idle":·"2024-12-05T14:54:58.348905Z",
37	····················"shell.execute_reply":·"2026-01-07T20:23:02.24~~5917~~Z"	37	····················"shell.execute_reply":·"2024-12-05T14:54:58.348221Z"
38	················},	38	················},
39	················"jupyter":·{	39	················"jupyter":·{
40	····················"outputs_hidden":·false	40	····················"outputs_hidden":·false
41	················}	41	················}
42	············},	42	············},
43	············"outputs":·[],	43	············"outputs":·[],
44	············"source":·[	44	············"source":·[
Offset 56, 18 lines modified		Offset 56, 18 lines modified
56	············]	56	············]
57	········},	57	········},
58	········{	58	········{
59	············"cell_type":·"code",	59	············"cell_type":·"code",
60	············"execution_count":·2,	60	············"execution_count":·2,
61	············"metadata":·{	61	············"metadata":·{
62	················"execution":·{	62	················"execution":·{
63	····················"iopub.execute_input":·"2026-01-07T20:23:02.~~248583~~Z",	63	····················"iopub.execute_input":·"2024-12-05T14:54:58.356799Z",
64	····················"iopub.status.busy":·"2026-01-07T20:23:02.~~2483~~56Z",	64	····················"iopub.status.busy":·"2024-12-05T14:54:58.356552Z",
65	····················"iopub.status.idle":·"2026-01-07T20:23:02.~~25769~~1Z",	65	····················"iopub.status.idle":·"2024-12-05T14:54:58.380771Z",
66	····················"shell.execute_reply":·"2026-01-07T20:23:02.~~257345~~Z"	66	····················"shell.execute_reply":·"2024-12-05T14:54:58.380207Z"
67	················},	67	················},
68	················"jupyter":·{	68	················"jupyter":·{
69	····················"outputs_hidden":·false	69	····················"outputs_hidden":·false
70	················}	70	················}
71	············},	71	············},
72	············"outputs":·[	72	············"outputs":·[
73	················{	73	················{
Offset 113, 18 lines modified		Offset 113, 18 lines modified
113	············]	113	············]
114	········},	114	········},
115	········{	115	········{
116	············"cell_type":·"code",	116	············"cell_type":·"code",
117	············"execution_count":·3,	117	············"execution_count":·3,
118	············"metadata":·{	118	············"metadata":·{
119	················"execution":·{	119	················"execution":·{
120	····················"iopub.execute_input":·"2026-01-07T20:23:02.~~259838~~Z",	120	····················"iopub.execute_input":·"2024-12-05T14:54:58.382954Z",
121	····················"iopub.status.busy":·"2026-01-07T20:23:02.259287Z",
122	····················"iopub.status.~~idle~~":·"2026-01-07T20:23:02.~~2632~~45Z",	121	····················"iopub.status.busy":·"2024-12-05T14:54:58.382746Z",
		122	····················"iopub.status.idle":·"2024-12-05T14:54:58.396879Z",
123	····················"shell.execute_reply":·"2026-01-07T20:23:02.262926Z"	123	····················"shell.execute_reply":·"2024-12-05T14:54:58.396239Z"
124	················},	124	················},
125	················"jupyter":·{	125	················"jupyter":·{
126	····················"outputs_hidden":·false	126	····················"outputs_hidden":·false
127	················}	127	················}
128	············},	128	············},
129	············"outputs":·[],	129	············"outputs":·[],
130	············"source":·[	130	············"source":·[
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":·4,	143	············"execution_count":·4,
144	············"metadata":·{	144	············"metadata":·{
145	················"execution":·{	145	················"execution":·{
146	····················"iopub.execute_input":·"2026-01-07T20:23:02.~~265383~~Z",	146	····················"iopub.execute_input":·"2024-12-05T14:54:58.398808Z",
147	····················"iopub.status.busy":·"2026-01-07T20:23:02.~~264817~~Z",	147	····················"iopub.status.busy":·"2024-12-05T14:54:58.398629Z",
148	····················"iopub.status.idle":·"2026-01-07T20:23:02.~~267817~~Z",	148	····················"iopub.status.idle":·"2024-12-05T14:54:58.404641Z",
149	····················"shell.execute_reply":·"2026-01-07T20:23:02.~~267516~~Z"	149	····················"shell.execute_reply":·"2024-12-05T14:54:58.404207Z"
150	················},	150	················},
151	················"jupyter":·{	151	················"jupyter":·{
152	····················"outputs_hidden":·false	152	····················"outputs_hidden":·false
153	················}	153	················}
154	············},	154	············},
155	············"outputs":·[],	155	············"outputs":·[],
156	············"source":·[	156	············"source":·[
Offset 170, 32 lines modified		Offset 170, 38 lines modified
170	············]	170	············]
171	········},	171	········},
172	········{	172	········{
173	············"cell_type":·"code",	173	············"cell_type":·"code",
174	············"execution_count":·5,	174	············"execution_count":·5,
175	············"metadata":·{	175	············"metadata":·{
176	················"execution":·{	176	················"execution":·{
177	····················"iopub.execute_input":·"2026-01-07T20:23:02.~~269511~~Z",	177	····················"iopub.execute_input":·"2024-12-05T14:54:58.406432Z",
178	····················"iopub.status.busy":·"2026-01-07T20:23:02.~~2693~~67Z",	178	····················"iopub.status.busy":·"2024-12-05T14:54:58.406268Z",
179	····················"iopub.status.idle":·"2026-01-07T20:23:02.317506Z",	179	····················"iopub.status.idle":·"2024-12-05T14:54:58.616250Z",
180	····················"shell.execute_reply":·"2026-01-07T20:23:02.~~317162~~Z"	180	····················"shell.execute_reply":·"2024-12-05T14:54:58.600228Z"
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",
Offset 226, 18 lines modified		Offset 232, 18 lines modified
226	············]	232	············]
227	········},	233	········},
228	········{	234	········{
229	············"cell_type":·"code",	235	············"cell_type":·"code",
230	············"execution_count":·6,	236	············"execution_count":·6,
231	············"metadata":·{	237	············"metadata":·{
232	················"execution":·{	238	················"execution":·{
233	····················"iopub.execute_input":·"2026-01-07T20:23:02.~~319626~~Z",	239	····················"iopub.execute_input":·"2024-12-05T14:54:58.624971Z",
234	····················"iopub.status.busy":·"2026-01-07T20:23:02.~~319091~~Z",	240	····················"iopub.status.busy":·"2024-12-05T14:54:58.624722Z",
235	····················"iopub.status.idle":·"2026-01-07T20:23:02.324225Z",	241	····················"iopub.status.idle":·"2024-12-05T14:54:58.664259Z",
236	····················"shell.execute_reply":·"2026-01-07T20:23:02.323862Z"	242	····················"shell.execute_reply":·"2024-12-05T14:54:58.648225Z"
Max diff block lines reached; 16451/23415 bytes (70.26%) of diff not shown.


Offset 8, 34 lines modified		Offset 8, 34 lines modified
8	············]	8	············]
9	········},	9	········},
10	········{	10	········{
11	············"cell_type":·"code",	11	············"cell_type":·"code",
12	············"execution_count":·1,	12	············"execution_count":·1,
13	············"metadata":·{	13	············"metadata":·{
14	················"execution":·{	14	················"execution":·{
15	····················"iopub.execute_input":·"2026-01-07T20:22:30.~~640107~~Z",	15	····················"iopub.execute_input":·"2024-12-05T14:53:30.771638Z",
16	····················"iopub.status.busy":·"2026-01-07T20:22:30.~~639526~~Z",	16	····················"iopub.status.busy":·"2024-12-05T14:53:30.771468Z",
17	····················"iopub.status.idle":·"2026-01-07T20:22:31.~~013797~~Z",	17	····················"iopub.status.idle":·"2024-12-05T14:53:31.660830Z",
18	····················"shell.execute_reply":·"2026-01-07T20:22:31.~~013411~~Z"	18	····················"shell.execute_reply":·"2024-12-05T14:53:31.660226Z"
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":·"2026-01-07T20:22:31.~~015835~~Z",	31	····················"iopub.execute_input":·"2024-12-05T14:53:31.666191Z",
32	····················"iopub.status.busy":·"2026-01-07T20:22:31.015~~623~~Z",	32	····················"iopub.status.busy":·"2024-12-05T14:53:31.665919Z",
33	····················"iopub.status.idle":·"2026-01-07T20:22:31.~~674531~~Z",	33	····················"iopub.status.idle":·"2024-12-05T14:53:33.328792Z",
34	····················"shell.execute_reply":·"2026-01-07T20:22:31.~~67402~~1Z"	34	····················"shell.execute_reply":·"2024-12-05T14:53:33.328261Z"
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":·"2026-01-07T20:22:31.~~67738~~0Z",	66	····················"iopub.execute_input":·"2024-12-05T14:53:33.336860Z",
67	····················"iopub.status.busy":·"2026-01-07T20:22:31.676~~693~~Z",	67	····················"iopub.status.busy":·"2024-12-05T14:53:33.336589Z",
68	····················"iopub.status.idle":·"2026-01-07T20:22:31.~~681245~~Z",	68	····················"iopub.status.idle":·"2024-12-05T14:53:33.344736Z",
69	····················"shell.execute_reply":·"2026-01-07T20:22:31.~~680799~~Z"	69	····················"shell.execute_reply":·"2024-12-05T14:53:33.344216Z"
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":·"2026-01-07T20:22:31.~~683229~~Z",	135	····················"iopub.execute_input":·"2024-12-05T14:53:33.352706Z",
136	····················"iopub.status.busy":·"2026-01-07T20:22:31.682~~696~~Z",	136	····················"iopub.status.busy":·"2024-12-05T14:53:33.352502Z",
137	····················"iopub.status.idle":·"2026-01-07T20:22:31.~~69348~~7Z",	137	····················"iopub.status.idle":·"2024-12-05T14:53:33.380767Z",
138	····················"shell.execute_reply":·"2026-01-07T20:22:31.~~692953~~Z"	138	····················"shell.execute_reply":·"2024-12-05T14:53:33.380218Z"
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":·"2026-01-07T20:22:31.~~695338~~Z",	159	····················"iopub.execute_input":·"2024-12-05T14:53:33.388775Z",
160	····················"iopub.status.busy":·"2026-01-07T20:22:31.695184Z",	160	····················"iopub.status.busy":·"2024-12-05T14:53:33.388578Z",
161	····················"iopub.status.idle":·"2026-01-07T20:22:31.700~~433~~Z",	161	····················"iopub.status.idle":·"2024-12-05T14:53:33.400701Z",
162	····················"shell.execute_reply":·"2026-01-07T20:22:31.700~~060~~Z"	162	····················"shell.execute_reply":·"2024-12-05T14:53:33.400214Z"
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":·"2026-01-07T20:22:31.70~~2553~~Z",	196	····················"iopub.execute_input":·"2024-12-05T14:53:33.408718Z",
197	····················"iopub.status.busy":·"2026-01-07T20:22:31.70~~2010~~Z",	197	····················"iopub.status.busy":·"2024-12-05T14:53:33.408505Z",
198	····················"iopub.status.idle":·"2026-01-07T20:22:31.~~712245~~Z",	198	····················"iopub.status.idle":·"2024-12-05T14:53:33.428670Z",
199	····················"shell.execute_reply":·"2026-01-07T20:22:31.~~711857~~Z"	199	····················"shell.execute_reply":·"2024-12-05T14:53:33.428209Z"
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":·"2026-01-07T20:22:31.~~714952~~Z",	255	····················"iopub.execute_input":·"2024-12-05T14:53:33.436785Z",
256	····················"iopub.status.busy":·"2026-01-07T20:22:31.~~7143~~95Z",	256	····················"iopub.status.busy":·"2024-12-05T14:53:33.436591Z",
257	····················"iopub.status.idle":·"2026-01-07T20:22:31.732788Z",	257	····················"iopub.status.idle":·"2024-12-05T14:53:33.472719Z",
258	····················"shell.execute_reply":·"2026-01-07T20:22:31.732~~383~~Z"	258	····················"shell.execute_reply":·"2024-12-05T14:53:33.472216Z"
259	················}	259	················}
260	············},	260	············},
261	············"outputs":·[	261	············"outputs":·[
262	················{	262	················{
263	····················"name":·"stdout",	263	····················"name":·"stdout",
Max diff block lines reached; 184440/191194 bytes (96.47%) of diff not shown.


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_488/1000445862.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_28356/1000445862.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_488/1000445862.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_28356/1000445862.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	-0.020395987154755834	181	-0.020395987154755834
182	-0.020395987154756382	182	-0.020395987154756382
183	/tmp/ipykernel_488/1000445862.py:1:·FutureWarning:·Series.__getitem__~~·treating~~	183	/tmp/ipykernel_28356/1000445862.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_488/1000445862.py:2:·FutureWarning:·Series.__getitem__~~·treating~~	188	/tmp/ipykernel_28356/1000445862.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":·"2026-01-07T20:22:42.~~34826~~4Z",	24	····················"iopub.execute_input":·"2024-12-05T14:54:49.654934Z",
25	····················"iopub.status.busy":·"2026-01-07T20:22:42.~~348114~~Z",	25	····················"iopub.status.busy":·"2024-12-05T14:54:49.654735Z",
26	····················"iopub.status.idle":·"2026-01-07T20:22:43.126~~054~~Z",	26	····················"iopub.status.idle":·"2024-12-05T14:54:50.856782Z",
27	····················"shell.execute_reply":·"2026-01-07T20:22:43.125640Z"	27	····················"shell.execute_reply":·"2024-12-05T14:54:50.856228Z"
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":·"2026-01-07T20:22:43.~~128633~~Z",	76	····················"iopub.execute_input":·"2024-12-05T14:54:50.859015Z",
77	····················"iopub.status.busy":·"2026-01-07T20:22:43.128~~013~~Z",	77	····················"iopub.status.busy":·"2024-12-05T14:54:50.858836Z",
78	····················"iopub.status.idle":·"2026-01-07T20:22:43.~~15645~~8Z",	78	····················"iopub.status.idle":·"2024-12-05T14:54:50.932708Z",
79	····················"shell.execute_reply":·"2026-01-07T20:22:43.~~156088~~Z"	79	····················"shell.execute_reply":·"2024-12-05T14:54:50.932211Z"
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":·"2026-01-07T20:22:43.~~158711~~Z",	146	····················"iopub.execute_input":·"2024-12-05T14:54:50.934669Z",
147	····················"iopub.status.busy":·"2026-01-07T20:22:43.158160Z",
148	····················"iopub.status.~~idle~~":·"2026-01-07T20:22:43.~~186034~~Z",	147	····················"iopub.status.busy":·"2024-12-05T14:54:50.934497Z",
		148	····················"iopub.status.idle":·"2024-12-05T14:54:51.012759Z",
149	····················"shell.execute_reply":·"2026-01-07T20:22:43.~~185684~~Z"	149	····················"shell.execute_reply":·"2024-12-05T14:54:51.012216Z"
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":·"2026-01-07T20:22:43.187903Z",	222	····················"iopub.execute_input":·"2024-12-05T14:54:51.014773Z",
223	····················"iopub.status.busy":·"2026-01-07T20:22:43.~~187744~~Z",	223	····················"iopub.status.busy":·"2024-12-05T14:54:51.014599Z",
224	····················"iopub.status.idle":·"2026-01-07T20:22:43.~~191859~~Z",	224	····················"iopub.status.idle":·"2024-12-05T14:54:51.024714Z",
225	····················"shell.execute_reply":·"2026-01-07T20:22:43.~~191526~~Z"	225	····················"shell.execute_reply":·"2024-12-05T14:54:51.024219Z"
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	························"-0.020395987154756382\n"	237	························"-0.020395987154756382\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_488/1000445862.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_28356/1000445862.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_488/1000445862.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_28356/1000445862.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":·"2026-01-07T20:23:09.~~830765~~Z",	25	····················"iopub.execute_input":·"2024-12-05T14:53:32.247341Z",
26	····················"iopub.status.busy":·"2026-01-07T20:23:09.~~830519~~Z",	26	····················"iopub.status.busy":·"2024-12-05T14:53:32.247103Z",
27	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~648368~~Z",	27	····················"iopub.status.idle":·"2024-12-05T14:53:33.976759Z",
28	····················"shell.execute_reply":·"2026-01-07T20:23:10.~~647738~~Z"	28	····················"shell.execute_reply":·"2024-12-05T14:53:33.976221Z"
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":·"2026-01-07T20:23:10.~~650931~~Z",	51	····················"iopub.execute_input":·"2024-12-05T14:53:33.979107Z",
52	····················"iopub.status.busy":·"2026-01-07T20:23:10.~~650445~~Z",	52	····················"iopub.status.busy":·"2024-12-05T14:53:33.978858Z",
53	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~653851~~Z",	53	····················"iopub.status.idle":·"2024-12-05T14:53:33.984776Z",
54	····················"shell.execute_reply":·"2026-01-07T20:23:10.~~653497~~Z"	54	····················"shell.execute_reply":·"2024-12-05T14:53:33.984211Z"
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":·"2026-01-07T20:23:10.~~655544~~Z",	74	····················"iopub.execute_input":·"2024-12-05T14:53:33.986830Z",
75	····················"iopub.status.busy":·"2026-01-07T20:23:10.~~655398~~Z",	75	····················"iopub.status.busy":·"2024-12-05T14:53:33.986661Z",
76	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~65734~~1Z",	76	····················"iopub.status.idle":·"2024-12-05T14:53:33.992661Z",
77	····················"shell.execute_reply":·"2026-01-07T20:23:10.~~656957~~Z"	77	····················"shell.execute_reply":·"2024-12-05T14:53:33.992211Z"
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":·"2026-01-07T20:23:10.~~659022~~Z",	97	····················"iopub.execute_input":·"2024-12-05T14:53:33.994469Z",
98	····················"iopub.status.busy":·"2026-01-07T20:23:10.~~658717~~Z",	98	····················"iopub.status.busy":·"2024-12-05T14:53:33.994301Z",
99	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~662383~~Z",	99	····················"iopub.status.idle":·"2024-12-05T14:53:34.000712Z",
100	····················"shell.execute_reply":·"2026-01-07T20:23:10.662031Z"	100	····················"shell.execute_reply":·"2024-12-05T14:53:34.000212Z"
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":·"2026-01-07T20:23:10.~~664934~~Z",	121	····················"iopub.execute_input":·"2024-12-05T14:53:34.002558Z",
122	····················"iopub.status.busy":·"2026-01-07T20:23:10.~~664782~~Z",	122	····················"iopub.status.busy":·"2024-12-05T14:53:34.002390Z",
123	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~669624~~Z",	123	····················"iopub.status.idle":·"2024-12-05T14:53:34.020376Z",
124	····················"shell.execute_reply":·"2026-01-07T20:23:10.669159Z"	124	····················"shell.execute_reply":·"2024-12-05T14:53:34.009155Z"
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":·"2026-01-07T20:23:10.~~671~~332Z",	151	····················"iopub.execute_input":·"2024-12-05T14:53:34.022326Z",
152	····················"iopub.status.busy":·"2026-01-07T20:23:10.~~670999~~Z",	152	····················"iopub.status.busy":·"2024-12-05T14:53:34.022136Z",
153	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~674952~~Z",	153	····················"iopub.status.idle":·"2024-12-05T14:53:34.026809Z",
154	····················"shell.execute_reply":·"2026-01-07T20:23:10.~~674362~~Z"	154	····················"shell.execute_reply":·"2024-12-05T14:53:34.026410Z"
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":·"2026-01-07T20:23:10.678686Z",	187	····················"iopub.execute_input":·"2024-12-05T14:53:34.028614Z",
188	····················"iopub.status.busy":·"2026-01-07T20:23:10.678432Z",	188	····················"iopub.status.busy":·"2024-12-05T14:53:34.028425Z",
189	····················"iopub.status.idle":·"2026-01-07T20:23:10.~~681055~~Z",	189	····················"iopub.status.idle":·"2024-12-05T14:53:34.036566Z",
190	····················"shell.execute_reply":·"2026-01-07T20:23:10.~~6807~~66Z"	190	····················"shell.execute_reply":·"2024-12-05T14:53:34.032063Z"
191	················},	191	················},
192	················"lines_to_next_cell":·1	192	················"lines_to_next_cell":·1
Max diff block lines reached; 4067/10744 bytes (37.85%) of diff not shown.


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":·"2026-01-07T20:22:57.~~627~~261Z",	31	····················"iopub.execute_input":·"2024-12-05T14:53:31.841210Z",
32	····················"iopub.status.busy":·"2026-01-07T20:22:57.~~626237~~Z",	32	····················"iopub.status.busy":·"2024-12-05T14:53:31.841003Z",
33	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~032989~~Z",	33	····················"iopub.status.idle":·"2024-12-05T14:53:32.845092Z",
34	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~032605~~Z"	34	····················"shell.execute_reply":·"2024-12-05T14:53:32.844428Z"
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":·"2026-01-07T20:22:58.037052Z",	47	····················"iopub.execute_input":·"2024-12-05T14:53:32.847972Z",
48	····················"iopub.status.busy":·"2026-01-07T20:22:58.~~036801~~Z",	48	····················"iopub.status.busy":·"2024-12-05T14:53:32.847667Z",
49	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~558948~~Z",	49	····················"iopub.status.idle":·"2024-12-05T14:53:33.961680Z",
50	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~558547~~Z"	50	····················"shell.execute_reply":·"2024-12-05T14:53:33.961228Z"
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":·"2026-01-07T20:22:58.56~~192~~9Z",	87	····················"iopub.execute_input":·"2024-12-05T14:53:33.963899Z",
88	····················"iopub.status.busy":·"2026-01-07T20:22:58.56~~0755~~Z",	88	····················"iopub.status.busy":·"2024-12-05T14:53:33.963648Z",
89	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~569~~731Z",	89	····················"iopub.status.idle":·"2024-12-05T14:53:33.976708Z",
90	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~569086~~Z"	90	····················"shell.execute_reply":·"2024-12-05T14:53:33.976259Z"
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":·"2026-01-07T20:22:58.574629Z",	125	····················"iopub.execute_input":·"2024-12-05T14:53:33.978632Z",
126	····················"iopub.status.busy":·"2026-01-07T20:22:58.574257Z",	126	····················"iopub.status.busy":·"2024-12-05T14:53:33.978456Z",
127	····················"iopub.status.idle":·"2026-01-07T20:22:58.58~~0403~~Z",	127	····················"iopub.status.idle":·"2024-12-05T14:53:33.988717Z",
128	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~579727~~Z"	128	····················"shell.execute_reply":·"2024-12-05T14:53:33.988211Z"
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":·"2026-01-07T20:22:58.~~583085~~Z",	156	····················"iopub.execute_input":·"2024-12-05T14:53:33.990639Z",
157	····················"iopub.status.busy":·"2026-01-07T20:22:58.~~582187~~Z",	157	····················"iopub.status.busy":·"2024-12-05T14:53:33.990465Z",
158	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~591280~~Z",	158	····················"iopub.status.idle":·"2024-12-05T14:53:34.004597Z",
159	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~589927~~Z"	159	····················"shell.execute_reply":·"2024-12-05T14:53:34.000239Z"
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":·"2026-01-07T20:22:58.~~593298~~Z",	190	····················"iopub.execute_input":·"2024-12-05T14:53:34.006926Z",
191	····················"iopub.status.busy":·"2026-01-07T20:22:58.~~593132~~Z",	191	····················"iopub.status.busy":·"2024-12-05T14:53:34.006717Z",
192	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~597812~~Z",	192	····················"iopub.status.idle":·"2024-12-05T14:53:34.010043Z",
193	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~597285~~Z"	193	····················"shell.execute_reply":·"2024-12-05T14:53:34.009651Z"
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":·"2026-01-07T20:22:58.~~600484~~Z",	216	····················"iopub.execute_input":·"2024-12-05T14:53:34.011790Z",
217	····················"iopub.status.busy":·"2026-01-07T20:22:58.~~600309~~Z",	217	····················"iopub.status.busy":·"2024-12-05T14:53:34.011623Z",
218	····················"iopub.status.idle":·"2026-01-07T20:22:58.~~608574~~Z",	218	····················"iopub.status.idle":·"2024-12-05T14:53:34.020900Z",
219	····················"shell.execute_reply":·"2026-01-07T20:22:58.~~60772~~2Z"	219	····················"shell.execute_reply":·"2024-12-05T14:53:34.020442Z"
220	················}	220	················}
221	············},	221	············},
222	············"outputs":·[	222	············"outputs":·[
223	················{	223	················{
224	····················"name":·"stdout",	224	····················"name":·"stdout",
Max diff block lines reached; 65119/71975 bytes (90.47%) of diff not shown.


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_2~~9361~~/427128218.py:3:·UserWarning:·set_ticklabels()·should·only	133	/tmp/ipykernel_27587/427128218.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_2987/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence·'\$'	488	/tmp/ipykernel_28281/1205084488.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_2987/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence·'\$'	490	/tmp/ipykernel_28281/1205084488.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_2987/1205084488.py:18:·SyntaxWarning:·invalid·escape·sequence	244	/tmp/ipykernel_28281/1205084488.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_2987/1205084488.py:30:·SyntaxWarning:·invalid·escape·sequence	247	/tmp/ipykernel_28281/1205084488.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


Offset 174, 17 lines modified		Offset 174, 17 lines modified
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_4664/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	181	/tmp/ipykernel_27627/3509132601.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_4664/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	183	/tmp/ipykernel_27627/3509132601.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>


Offset 64, 19 lines modified		Offset 64, 19 lines modified
64	····support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,	64	····support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,
65	np.pi·*·a]	65	np.pi·*·a]
66	)	66	)
67	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	67	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
68	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	68	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
69	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	69	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
70	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'	70	<>:5:·SyntaxWarning:·invalid·escape·sequence·'\p'
71	/tmp/ipykernel_4664/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence	71	/tmp/ipykernel_27627/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence
72	'\p'	72	'\p'
73	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,·np.pi	73	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,·np.pi
74	*·a]	74	*·a]
75	/tmp/ipykernel_4664/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence	75	/tmp/ipykernel_27627/3509132601.py:5:·SyntaxWarning:·invalid·escape·sequence
76	'\p'	76	'\p'
77	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,·np.pi	77	··support,·andrew.weights,·["$-\pia$",·"0",·"$\pia$"],·[-np.pi·*·a,·0,·np.pi
78	*·a]	78	*·a]
79	[6]:	79	[6]:
80	<Axes:·>	80	<Axes:·>
81	[../../../_images/examples_notebooks_generated_robust_models_1_9_2.png]	81	[../../../_images/examples_notebooks_generated_robust_models_1_9_2.png]
82	\x8\x8\x8\x8\x8·H\x8Ha\x8am\x8mp\x8pe\x8el\x8l?\x8’s\x8s·1\x817\x87A\x8A_\x8?\x8¶·\x8\x8\x8\x8\x8	82	\x8\x8\x8\x8\x8·H\x8Ha\x8am\x8mp\x8pe\x8el\x8l?\x8’s\x8s·1\x817\x87A\x8A_\x8?\x8¶·\x8\x8\x8\x8\x8


Offset 16, 18 lines modified		Offset 16, 18 lines modified
16	········},	16	········},
17	········{	17	········{
18	············"cell_type":·"code",	18	············"cell_type":·"code",
19	············"execution_count":·1,	19	············"execution_count":·1,
20	············"metadata":·{	20	············"metadata":·{
21	················"collapsed":·false,	21	················"collapsed":·false,
22	················"execution":·{	22	················"execution":·{
23	····················"iopub.execute_input":·"2026-01-07T20:23:24.38~~1253~~Z",	23	····················"iopub.execute_input":·"2024-12-05T14:54:31.588708Z",
24	····················"iopub.status.busy":·"2026-01-07T20:23:24.~~379846~~Z",	24	····················"iopub.status.busy":·"2024-12-05T14:54:31.588510Z",
25	····················"iopub.status.idle":·"2026-01-07T20:23:24.898~~746~~Z",	25	····················"iopub.status.idle":·"2024-12-05T14:54:32.128254Z",
26	····················"shell.execute_reply":·"2026-01-07T20:23:24.~~898342~~Z"	26	····················"shell.execute_reply":·"2024-12-05T14:54:32.112226Z"
27	················},	27	················},
28	················"jupyter":·{	28	················"jupyter":·{
29	····················"outputs_hidden":·false	29	····················"outputs_hidden":·false
30	················}	30	················}
31	············},	31	············},
32	············"outputs":·[],	32	············"outputs":·[],
33	············"source":·[	33	············"source":·[
Offset 36, 18 lines modified		Offset 36, 18 lines modified
36	········},	36	········},
37	········{	37	········{
38	············"cell_type":·"code",	38	············"cell_type":·"code",
39	············"execution_count":·2,	39	············"execution_count":·2,
40	············"metadata":·{	40	············"metadata":·{
41	················"collapsed":·false,	41	················"collapsed":·false,
42	················"execution":·{	42	················"execution":·{
43	····················"iopub.execute_input":·"2026-01-07T20:23:24.~~901361~~Z",	43	····················"iopub.execute_input":·"2024-12-05T14:54:32.137008Z",
44	····················"iopub.status.busy":·"2026-01-07T20:23:24.~~900691~~Z",	44	····················"iopub.status.busy":·"2024-12-05T14:54:32.136700Z",
45	····················"iopub.status.idle":·"2026-01-07T20:23:25.659985Z",	45	····················"iopub.status.idle":·"2024-12-05T14:54:33.392805Z",
46	····················"shell.execute_reply":·"2026-01-07T20:23:25.~~659486~~Z"	46	····················"shell.execute_reply":·"2024-12-05T14:54:33.392225Z"
47	················},	47	················},
48	················"jupyter":·{	48	················"jupyter":·{
49	····················"outputs_hidden":·false	49	····················"outputs_hidden":·false
50	················}	50	················}
51	············},	51	············},
52	············"outputs":·[],	52	············"outputs":·[],
53	············"source":·[	53	············"source":·[
Offset 61, 18 lines modified		Offset 61, 18 lines modified
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	················"collapsed":·false,	66	················"collapsed":·false,
67	················"execution":·{	67	················"execution":·{
68	····················"iopub.execute_input":·"2026-01-07T20:23:25.~~663191~~Z",	68	····················"iopub.execute_input":·"2024-12-05T14:54:33.400926Z",
69	····················"iopub.status.busy":·"2026-01-07T20:23:25.~~662~~616Z",	69	····················"iopub.status.busy":·"2024-12-05T14:54:33.400624Z",
70	····················"iopub.status.idle":·"2026-01-07T20:23:25.~~665447~~Z",	70	····················"iopub.status.idle":·"2024-12-05T14:54:33.408764Z",
71	····················"shell.execute_reply":·"2026-01-07T20:23:25.~~66501~~1Z"	71	····················"shell.execute_reply":·"2024-12-05T14:54:33.408221Z"
72	················},	72	················},
73	················"jupyter":·{	73	················"jupyter":·{
74	····················"outputs_hidden":·false	74	····················"outputs_hidden":·false
75	················}	75	················}
76	············},	76	············},
77	············"outputs":·[],	77	············"outputs":·[],
78	············"source":·[	78	············"source":·[
Offset 88, 18 lines modified		Offset 88, 18 lines modified
88	········},	88	········},
89	········{	89	········{
90	············"cell_type":·"code",	90	············"cell_type":·"code",
91	············"execution_count":·4,	91	············"execution_count":·4,
92	············"metadata":·{	92	············"metadata":·{
93	················"collapsed":·false,	93	················"collapsed":·false,
94	················"execution":·{	94	················"execution":·{
95	····················"iopub.execute_input":·"2026-01-07T20:23:25.~~670075~~Z",	95	····················"iopub.execute_input":·"2024-12-05T14:54:33.416809Z",
96	····················"iopub.status.busy":·"2026-01-07T20:23:25.~~668724~~Z",	96	····················"iopub.status.busy":·"2024-12-05T14:54:33.416609Z",
97	····················"iopub.status.idle":·"2026-01-07T20:23:25.~~673832~~Z",	97	····················"iopub.status.idle":·"2024-12-05T14:54:33.420690Z",
98	····················"shell.execute_reply":·"2026-01-07T20:23:25.~~6734~~22Z"	98	····················"shell.execute_reply":·"2024-12-05T14:54:33.420223Z"
99	················},	99	················},
100	················"jupyter":·{	100	················"jupyter":·{
101	····················"outputs_hidden":·false	101	····················"outputs_hidden":·false
102	················}	102	················}
103	············},	103	············},
104	············"outputs":·[	104	············"outputs":·[
105	················{	105	················{
Offset 125, 18 lines modified		Offset 125, 18 lines modified
125	········},	125	········},
126	········{	126	········{
127	············"cell_type":·"code",	127	············"cell_type":·"code",
128	············"execution_count":·5,	128	············"execution_count":·5,
129	············"metadata":·{	129	············"metadata":·{
130	················"collapsed":·false,	130	················"collapsed":·false,
131	················"execution":·{	131	················"execution":·{
132	····················"iopub.execute_input":·"2026-01-07T20:23:25.~~676101~~Z",	132	····················"iopub.execute_input":·"2024-12-05T14:54:33.432813Z",
133	····················"iopub.status.busy":·"2026-01-07T20:23:25.~~675~~699Z",	133	····················"iopub.status.busy":·"2024-12-05T14:54:33.432616Z",
134	····················"iopub.status.idle":·"2026-01-07T20:23:25.685298Z",
135	····················"~~shell~~.ex~~ecu~~t~~e_rep~~ly":·"2026-01-07T20:23:25.684736Z"	134	····················"iopub.status.idle":·"2024-12-05T14:54:33.444702Z",
		135	····················"shell.execute_reply":·"2024-12-05T14:54:33.444217Z"
136	················},	136	················},
137	················"jupyter":·{	137	················"jupyter":·{
138	····················"outputs_hidden":·false	138	····················"outputs_hidden":·false
139	················}	139	················}
140	············},	140	············},
141	············"outputs":·[],	141	············"outputs":·[],
142	············"source":·[	142	············"source":·[
Offset 145, 18 lines modified		Offset 145, 18 lines modified
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	················"collapsed":·false,	150	················"collapsed":·false,
151	················"execution":·{	151	················"execution":·{
152	····················"iopub.execute_input":·"2026-01-07T20:23:25.~~68701~~4Z",	152	····················"iopub.execute_input":·"2024-12-05T14:54:33.452754Z",
153	····················"iopub.status.busy":·"2026-01-07T20:23:25.~~686836~~Z",	153	····················"iopub.status.busy":·"2024-12-05T14:54:33.452570Z",
154	····················"iopub.status.idle":·"2026-01-07T20:23:25.~~693837~~Z",	154	····················"iopub.status.idle":·"2024-12-05T14:54:33.468719Z",
155	····················"shell.execute_reply":·"2026-01-07T20:23:25.~~693~~215Z"	155	····················"shell.execute_reply":·"2024-12-05T14:54:33.468219Z"
156	················},	156	················},
157	················"jupyter":·{	157	················"jupyter":·{
158	····················"outputs_hidden":·false	158	····················"outputs_hidden":·false
159	················}	159	················}
160	············},	160	············},
161	············"outputs":·[],	161	············"outputs":·[],
162	············"source":·[	162	············"source":·[
Offset 166, 18 lines modified		Offset 166, 18 lines modified
166	········},	166	········},
167	········{	167	········{
168	············"cell_type":·"code",	168	············"cell_type":·"code",
169	············"execution_count":·7,	169	············"execution_count":·7,
170	············"metadata":·{	170	············"metadata":·{
171	················"collapsed":·false,	171	················"collapsed":·false,
172	················"execution":·{	172	················"execution":·{
173	····················"iopub.execute_input":·"2026-01-07T20:23:25.696~~091~~Z",	173	····················"iopub.execute_input":·"2024-12-05T14:54:33.476740Z",
174	····················"iopub.status.busy":·"2026-01-07T20:23:25.~~695833~~Z",	174	····················"iopub.status.busy":·"2024-12-05T14:54:33.476554Z",
175	····················"iopub.status.idle":·"2026-01-07T20:23:25.~~891179~~Z",	175	····················"iopub.status.idle":·"2024-12-05T14:54:33.968888Z",
176	····················"shell.execute_reply":·"2026-01-07T20:23:25.89~~007~~9Z"	176	····················"shell.execute_reply":·"2024-12-05T14:54:33.968293Z"
177	················},	177	················},
Max diff block lines reached; 16747/23479 bytes (71.33%) of diff not shown.


Offset 76, 15 lines modified		Offset 76, 15 lines modified
76	</div>	76	</div>
77	</div>	77	</div>
78	<div·class="nboutput·nblast·docutils·container">	78	<div·class="nboutput·nblast·docutils·container">
79	<div·class="prompt·empty·docutils·container">	79	<div·class="prompt·empty·docutils·container">
80	</div>	80	</div>
81	<div·class="output_area·stderr·docutils·container">	81	<div·class="output_area·stderr·docutils·container">
82	<div·class="highlight"><pre>	82	<div·class="highlight"><pre>
83	/tmp/ipykernel_~~5536~~/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'QE'·instead.	83	/tmp/ipykernel_28470/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'QE'·instead.
84	··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')	84	··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')
85	</pre></div></div>	85	</pre></div></div>
86	</div>	86	</div>
87	<section·id="Introduction">	87	<section·id="Introduction">
88	<h2>Introduction<a·class="headerlink"·href="#Introduction"·title="Link·to·this·heading">¶</a></h2>	88	<h2>Introduction<a·class="headerlink"·href="#Introduction"·title="Link·to·this·heading">¶</a></h2>
89	<p>(much·of·this·is·based·on·Harvey·(1989);·see·especially·section·3.4)</p>	89	<p>(much·of·this·is·based·on·Harvey·(1989);·see·especially·section·3.4)</p>
90	<p>State·space·models·can·generically·be·written·as·follows·(here·we·focus·on·time-invariant·state·space·models,·but·similar·results·apply·also·to·time-varying·models):</p>	90	<p>State·space·models·can·generically·be·written·as·follows·(here·we·focus·on·time-invariant·state·space·models,·but·similar·results·apply·also·to·time-varying·models):</p>
Offset 331, 19 lines modified		Offset 331, 19 lines modified
331	</pre></div></div>	331	</pre></div></div>
332	</div>	332	</div>
333	<div·class="nboutput·nblast·docutils·container">	333	<div·class="nboutput·nblast·docutils·container">
334	<div·class="prompt·empty·docutils·container">	334	<div·class="prompt·empty·docutils·container">
335	</div>	335	</div>
336	<div·class="output_area·stderr·docutils·container">	336	<div·class="output_area·stderr·docutils·container">
337	<div·class="highlight"><pre>	337	<div·class="highlight"><pre>
338	/tmp/ipykernel_~~5536~~/976557282.py:2:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`	338	/tmp/ipykernel_28470/976557282.py:2:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`
339	··print('var.level·····=·%.5f'·%·res.params[0])	339	··print('var.level·····=·%.5f'·%·res.params[0])
340	/tmp/ipykernel_~~5536~~/976557282.py:3:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`	340	/tmp/ipykernel_28470/976557282.py:3:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`
341	··print('var.irregular·=·%.5f'·%·res.params[1])	341	··print('var.irregular·=·%.5f'·%·res.params[1])
342	/tmp/ipykernel_~~5536~~/976557282.py:7:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`	342	/tmp/ipykernel_28470/976557282.py:7:·FutureWarning:·Series.__getitem__·treating·keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always·be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by·position,·use·`ser.iloc[pos]`
343	··print('h··scale·····=·%.5f'·%·(res_conc.params[0]··res_conc.scale))	343	··print('h··scale·····=·%.5f'·%·(res_conc.params[0]··res_conc.scale))
344	</pre></div></div>	344	</pre></div></div>
345	</div>	345	</div>
346	</section>	346	</section>
347	</section>	347	</section>
348	<section·id="Example:-SARIMAX">	348	<section·id="Example:-SARIMAX">
349	<h2>Example:·SARIMAX<a·class="headerlink"·href="#Example:-SARIMAX"·title="Link·to·this·heading">¶</a></h2>	349	<h2>Example:·SARIMAX<a·class="headerlink"·href="#Example:-SARIMAX"·title="Link·to·this·heading">¶</a></h2>


Offset 12, 15 lines modified		Offset 12, 15 lines modified
12	[1]:	12	[1]:
13	import·numpy·as·np	13	import·numpy·as·np
14	import·pandas·as·pd	14	import·pandas·as·pd
15	import·statsmodels.api·as·sm	15	import·statsmodels.api·as·sm

16	dta·=·sm.datasets.macrodata.load_pandas().data	16	dta·=·sm.datasets.macrodata.load_pandas().data
17	dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')	17	dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')
18	/tmp/ipykernel_~~5536~~/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will	18	/tmp/ipykernel_28470/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will
19	be·removed·in·a·future·version,·please·use·'QE'·instead.	19	be·removed·in·a·future·version,·please·use·'QE'·instead.
20	··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')	20	··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')
21	\x8\x8\x8\x8\x8·I\x8In\x8nt\x8tr\x8ro\x8od\x8du\x8uc\x8ct\x8ti\x8io\x8on\x8n_\x8?\x8¶·\x8\x8\x8\x8\x8	21	\x8\x8\x8\x8\x8·I\x8In\x8nt\x8tr\x8ro\x8od\x8du\x8uc\x8ct\x8ti\x8io\x8on\x8n_\x8?\x8¶·\x8\x8\x8\x8\x8
22	(much·of·this·is·based·on·Harvey·(1989);·see·especially·section·3.4)	22	(much·of·this·is·based·on·Harvey·(1989);·see·especially·section·3.4)
23	State·space·models·can·generically·be·written·as·follows·(here·we·focus·on	23	State·space·models·can·generically·be·written·as·follows·(here·we·focus·on
24	time-invariant·state·space·models,·but·similar·results·apply·also·to·time-	24	time-invariant·state·space·models,·but·similar·results·apply·also·to·time-
25	varying·models):	25	varying·models):
Offset 245, 25 lines modified		Offset 245, 25 lines modified
245	Original·model	245	Original·model
246	var.level·····=·0.74469	246	var.level·····=·0.74469
247	var.irregular·=·3.37330	247	var.irregular·=·3.37330

248	Concentrated·model	248	Concentrated·model
249	scale·········=·0.74472	249	scale·········=·0.74472
250	h·*·scale·····=·3.37338	250	h·*·scale·····=·3.37338
251	/tmp/ipykernel_~~5536~~/976557282.py:2:·FutureWarning:·Series.__getitem__·treating	251	/tmp/ipykernel_28470/976557282.py:2:·FutureWarning:·Series.__getitem__·treating
252	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always	252	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always
253	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by	253	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by
254	position,·use·`ser.iloc[pos]`	254	position,·use·`ser.iloc[pos]`
255	··print('var.level·····=·%.5f'·%·res.params[0])	255	··print('var.level·····=·%.5f'·%·res.params[0])
256	/tmp/ipykernel_~~5536~~/976557282.py:3:·FutureWarning:·Series.__getitem__·treating	256	/tmp/ipykernel_28470/976557282.py:3:·FutureWarning:·Series.__getitem__·treating
257	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always	257	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always
258	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by	258	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by
259	position,·use·`ser.iloc[pos]`	259	position,·use·`ser.iloc[pos]`
260	··print('var.irregular·=·%.5f'·%·res.params[1])	260	··print('var.irregular·=·%.5f'·%·res.params[1])
261	/tmp/ipykernel_~~5536~~/976557282.py:7:·FutureWarning:·Series.__getitem__·treating	261	/tmp/ipykernel_28470/976557282.py:7:·FutureWarning:·Series.__getitem__·treating
262	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always	262	keys·as·positions·is·deprecated.·In·a·future·version,·integer·keys·will·always
263	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by	263	be·treated·as·labels·(consistent·with·DataFrame·behavior).·To·access·a·value·by
264	position,·use·`ser.iloc[pos]`	264	position,·use·`ser.iloc[pos]`
265	··print('h··scale·····=·%.5f'·%·(res_conc.params[0]··res_conc.scale))	265	··print('h··scale·····=·%.5f'·%·(res_conc.params[0]··res_conc.scale))
266	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e:\x8:·S\x8SA\x8AR\x8RI\x8IM\x8MA\x8AX\x8X_\x8?\x8¶·\x8\x8\x8\x8\x8	266	\x8\x8\x8\x8\x8·E\x8Ex\x8xa\x8am\x8mp\x8pl\x8le\x8e:\x8:·S\x8SA\x8AR\x8RI\x8IM\x8MA\x8AX\x8X_\x8?\x8¶·\x8\x8\x8\x8\x8
267	By·default·in·SARIMAX·models,·the·variance·term·is·chosen·by·numerically	267	By·default·in·SARIMAX·models,·the·variance·term·is·chosen·by·numerically
268	maximizing·the·likelihood·function,·but·an·option·has·been·added·to·allow	268	maximizing·the·likelihood·function,·but·an·option·has·been·added·to·allow


Offset 8, 26 lines modified		Offset 8, 26 lines modified
8	············]	8	············]
9	········},	9	········},
10	········{	10	········{
11	············"cell_type":·"code",	11	············"cell_type":·"code",
12	············"execution_count":·1,	12	············"execution_count":·1,
13	············"metadata":·{	13	············"metadata":·{
14	················"execution":·{	14	················"execution":·{
15	····················"iopub.execute_input":·"2026-01-07T20:23:27.~~2769~~17Z",	15	····················"iopub.execute_input":·"2024-12-05T14:54:57.432818Z",
16	····················"iopub.status.busy":·"2026-01-07T20:23:27.~~276667~~Z",	16	····················"iopub.status.busy":·"2024-12-05T14:54:57.432520Z",
17	····················"iopub.status.idle":·"2026-01-07T20:23:28.~~1159~~68Z",	17	····················"iopub.status.idle":·"2024-12-05T14:54:58.992761Z",
18	····················"shell.execute_reply":·"2026-01-07T20:23:28.~~115372~~Z"	18	····················"shell.execute_reply":·"2024-12-05T14:54:58.992224Z"
19	················}	19	················}
20	············},	20	············},
21	············"outputs":·[	21	············"outputs":·[
22	················{	22	················{
23	····················"name":·"stderr",	23	····················"name":·"stderr",
24	····················"output_type":·"stream",	24	····················"output_type":·"stream",
25	····················"text":·[	25	····················"text":·[
26	························"/tmp/ipykernel_~~5536~~/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'QE'·instead.\n",	26	························"/tmp/ipykernel_28470/2378637424.py:6:·FutureWarning:·'Q'·is·deprecated·and·will·be·removed·in·a·future·version,·please·use·'QE'·instead.\n",
27	························"··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')\n"	27	························"··dta.index·=·pd.date_range(start='1959Q1',·end='2009Q4',·freq='Q')\n"
28	····················]	28	····················]
29	················}	29	················}
30	············],	30	············],
31	············"source":·[	31	············"source":·[
32	················"import·numpy·as·np\n",	32	················"import·numpy·as·np\n",
33	················"import·pandas·as·pd\n",	33	················"import·pandas·as·pd\n",
Offset 89, 18 lines modified		Offset 89, 18 lines modified
89	············]	89	············]
90	········},	90	········},
91	········{	91	········{
92	············"cell_type":·"code",	92	············"cell_type":·"code",
93	············"execution_count":·2,	93	············"execution_count":·2,
94	············"metadata":·{	94	············"metadata":·{
95	················"execution":·{	95	················"execution":·{
96	····················"iopub.execute_input":·"2026-01-07T20:23:28.~~1181~~17Z",	96	····················"iopub.execute_input":·"2024-12-05T14:54:58.994913Z",
97	····················"iopub.status.busy":·"2026-01-07T20:23:28.~~117928~~Z",	97	····················"iopub.status.busy":·"2024-12-05T14:54:58.994735Z",
98	····················"iopub.status.idle":·"2026-01-07T20:23:28.~~122974~~Z",	98	····················"iopub.status.idle":·"2024-12-05T14:54:59.004752Z",
99	····················"shell.execute_reply":·"2026-01-07T20:23:28.~~122532~~Z"	99	····················"shell.execute_reply":·"2024-12-05T14:54:59.004224Z"
100	················}	100	················}
101	············},	101	············},
102	············"outputs":·[],	102	············"outputs":·[],
103	············"source":·[	103	············"source":·[
104	················"class·LocalLevel(sm.tsa.statespace.MLEModel):\n",	104	················"class·LocalLevel(sm.tsa.statespace.MLEModel):\n",
105	················"····_start_params·=·[1.,·1.]\n",	105	················"····_start_params·=·[1.,·1.]\n",
106	················"····_param_names·=·['var.level',·'var.irregular']\n",	106	················"····_param_names·=·['var.level',·'var.irregular']\n",
Offset 135, 18 lines modified		Offset 135, 18 lines modified
135	············]	135	············]
136	········},	136	········},
137	········{	137	········{
138	············"cell_type":·"code",	138	············"cell_type":·"code",
139	············"execution_count":·3,	139	············"execution_count":·3,
140	············"metadata":·{	140	············"metadata":·{
141	················"execution":·{	141	················"execution":·{
142	····················"iopub.execute_input":·"2026-01-07T20:23:28.~~125627~~Z",	142	····················"iopub.execute_input":·"2024-12-05T14:54:59.006945Z",
143	····················"iopub.status.busy":·"2026-01-07T20:23:28.~~12496~~0Z",	143	····················"iopub.status.busy":·"2024-12-05T14:54:59.006770Z",
144	····················"iopub.status.idle":·"2026-01-07T20:23:28.~~150536~~Z",	144	····················"iopub.status.idle":·"2024-12-05T14:54:59.064717Z",
145	····················"shell.execute_reply":·"2026-01-07T20:23:28.149997Z"	145	····················"shell.execute_reply":·"2024-12-05T14:54:59.064209Z"
146	················}	146	················}
147	············},	147	············},
148	············"outputs":·[	148	············"outputs":·[
149	················{	149	················{
150	····················"name":·"stdout",	150	····················"name":·"stdout",
151	····················"output_type":·"stream",	151	····················"output_type":·"stream",
152	····················"text":·[	152	····················"text":·[
Offset 190, 18 lines modified		Offset 190, 18 lines modified
190	············]	190	············]
191	········},	191	········},
192	········{	192	········{
193	············"cell_type":·"code",	193	············"cell_type":·"code",
194	············"execution_count":·4,	194	············"execution_count":·4,
195	············"metadata":·{	195	············"metadata":·{
196	················"execution":·{	196	················"execution":·{
197	····················"iopub.execute_input":·"2026-01-07T20:23:28.~~152216~~Z",	197	····················"iopub.execute_input":·"2024-12-05T14:54:59.066701Z",
198	····················"iopub.status.busy":·"2026-01-07T20:23:28.~~152049~~Z",	198	····················"iopub.status.busy":·"2024-12-05T14:54:59.066528Z",
199	····················"iopub.status.idle":·"2026-01-07T20:23:28.~~15505~~8Z",	199	····················"iopub.status.idle":·"2024-12-05T14:54:59.076708Z",
200	····················"shell.execute_reply":·"2026-01-07T20:23:28.~~1546~~12Z"	200	····················"shell.execute_reply":·"2024-12-05T14:54:59.076212Z"
201	················}	201	················}
202	············},	202	············},
203	············"outputs":·[	203	············"outputs":·[
204	················{	204	················{
205	····················"name":·"stdout",	205	····················"name":·"stdout",
206	····················"output_type":·"stream",	206	····················"output_type":·"stream",
207	····················"text":·[	207	····················"text":·[
Offset 244, 18 lines modified		Offset 244, 18 lines modified
244	············]	244	············]
245	········},	245	········},
246	········{	246	········{
247	············"cell_type":·"code",	247	············"cell_type":·"code",
248	············"execution_count":·5,	248	············"execution_count":·5,
249	············"metadata":·{	249	············"metadata":·{
250	················"execution":·{	250	················"execution":·{
251	····················"iopub.execute_input":·"2026-01-07T20:23:28.~~156~~609Z",	251	····················"iopub.execute_input":·"2024-12-05T14:54:59.078673Z",
252	····················"iopub.status.busy":·"2026-01-07T20:23:28.~~156445~~Z",	252	····················"iopub.status.busy":·"2024-12-05T14:54:59.078506Z",
253	····················"iopub.status.idle":·"2026-01-07T20:23:28.~~160976~~Z",	253	····················"iopub.status.idle":·"2024-12-05T14:54:59.088712Z",
254	····················"shell.execute_reply":·"2026-01-07T20:23:28.~~160476~~Z"	254	····················"shell.execute_reply":·"2024-12-05T14:54:59.088214Z"
255	················}	255	················}
256	············},	256	············},
257	············"outputs":·[],	257	············"outputs":·[],
258	············"source":·[	258	············"source":·[
259	················"class·LocalLevelConcentrated(sm.tsa.statespace.MLEModel):\n",	259	················"class·LocalLevelConcentrated(sm.tsa.statespace.MLEModel):\n",
260	················"····_start_params·=·[1.]\n",	260	················"····_start_params·=·[1.]\n",
261	················"····_param_names·=·['ratio.irregular']\n",	261	················"····_param_names·=·['ratio.irregular']\n",
Offset 289, 18 lines modified		Offset 289, 18 lines modified
289	············]	289	············]
290	········},	290	········},
291	········{	291	········{
292	············"cell_type":·"code",	292	············"cell_type":·"code",
293	············"execution_count":·6,	293	············"execution_count":·6,
294	············"metadata":·{	294	············"metadata":·{
295	················"execution":·{	295	················"execution":·{
296	····················"iopub.execute_input":·"2026-01-07T20:23:28.163075Z",	296	····················"iopub.execute_input":·"2024-12-05T14:54:59.090711Z",
297	····················"iopub.status.busy":·"2026-01-07T20:23:28.~~162912~~Z",	297	····················"iopub.status.busy":·"2024-12-05T14:54:59.090504Z",
298	····················"iopub.status.idle":·"2026-01-07T20:23:28.1~~83102~~Z",	298	····················"iopub.status.idle":·"2024-12-05T14:54:59.132744Z",
299	····················"shell.execute_reply":·"2026-01-07T20:23:28.182~~569~~Z"	299	····················"shell.execute_reply":·"2024-12-05T14:54:59.132212Z"
300	················}	300	················}
301	············},	301	············},
302	············"outputs":·[	302	············"outputs":·[
303	················{	303	················{
304	····················"name":·"stdout",	304	····················"name":·"stdout",
305	····················"output_type":·"stream",	305	····················"output_type":·"stream",
306	····················"text":·[	306	····················"text":·[
Offset 350, 18 lines modified		Offset 350, 18 lines modified
350	············]	350	············]
351	········},	351	········},
352	········{	352	········{
353	············"cell_type":·"code",	353	············"cell_type":·"code",
354	············"execution_count":·7,	354	············"execution_count":·7,
Max diff block lines reached; 7285/14038 bytes (51.89%) of diff not shown.


Offset 394, 14 lines modified		Offset 394, 18 lines modified
394	</div>	394	</div>
395	</div>	395	</div>
396	<div·class="nboutput·nblast·docutils·container">	396	<div·class="nboutput·nblast·docutils·container">
397	<div·class="prompt·empty·docutils·container">	397	<div·class="prompt·empty·docutils·container">
398	</div>	398	</div>
399	<div·class="output_area·docutils·container">	399	<div·class="output_area·docutils·container">
400	<div·class="highlight"><pre>	400	<div·class="highlight"><pre>
		401	intercept····1.162076
		402	ar.L1········0.724242
		403	sigma2·······5.051600
		404	dtype:·float64
401	RUNNING·THE·L-BFGS-B·CODE	405	RUNNING·THE·L-BFGS-B·CODE

402	·············*	406	·············*

403	Machine·precision·=·2.220D-16	407	Machine·precision·=·2.220D-16
404	·N·=············3·····M·=···········10	408	·N·=············3·····M·=···········10
405	·This·problem·is·unconstrained.	409	·This·problem·is·unconstrained.
Offset 425, 18 lines modified		Offset 429, 14 lines modified
425	·············*	429	·············*

426	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	430	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
427	····3······6······8······1·····0·····0···7.066D-07···2.231D+00	431	····3······6······8······1·····0·····0···7.066D-07···2.231D+00
428	··F·=···2.2310884444664767	432	··F·=···2.2310884444664767

429	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	433	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
430	intercept····1.162076
431	ar.L1········0.724242
432	sigma2·······5.051600
433	dtype:·float64
434	</pre></div></div>	434	</pre></div></div>
435	</div>	435	</div>
436	<div·class="nbinput·docutils·container">	436	<div·class="nbinput·docutils·container">
437	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[12]:	437	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[12]:
438	</pre></div>	438	</pre></div>
439	</div>	439	</div>
440	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Step·2:·produce·one-step-ahead·forecasts</span>	440	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Step·2:·produce·one-step-ahead·forecasts</span>
Offset 759, 14 lines modified		Offset 759, 20 lines modified
759	Machine·precision·=·2.220D-16	759	Machine·precision·=·2.220D-16
760	·N·=············3·····M·=···········10	760	·N·=············3·····M·=···········10
761	·This·problem·is·unconstrained.	761	·This·problem·is·unconstrained.

762	At·X0·········0·variables·are·exactly·at·the·bounds	762	At·X0·········0·variables·are·exactly·at·the·bounds

763	At·iterate····0····f=··2.23132D+00····\|proj·g\|=··1.09171D-02	763	At·iterate····0····f=··2.23132D+00····\|proj·g\|=··1.09171D-02
		764	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2
		765	1999Q3··2.552620·······NaN·······NaN·······NaN·······NaN
		766	1999Q4··3.010790··3.588286·······NaN·······NaN·······NaN
		767	2000Q1··3.342616··3.760863··3.226165·······NaN·······NaN
		768	2000Q2·······NaN··3.885850··3.498599··3.885225·······NaN
		769	2000Q3·······NaN·······NaN··3.695908··3.975918··4.196649

764	At·iterate····5····f=··2.23109D+00····\|proj·g\|=··3.93610D-05	770	At·iterate····5····f=··2.23109D+00····\|proj·g\|=··3.93610D-05

765	·············*	771	·············*

766	Tit···=·total·number·of·iterations	772	Tit···=·total·number·of·iterations
767	Tnf···=·total·number·of·function·evaluations	773	Tnf···=·total·number·of·function·evaluations
Offset 779, 20 lines modified		Offset 785, 14 lines modified
779	·············*	785	·············*

780	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	786	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
781	····3······6······8······1·····0·····0···7.066D-07···2.231D+00	787	····3······6······8······1·····0·····0···7.066D-07···2.231D+00
782	··F·=···2.2310884444664767	788	··F·=···2.2310884444664767

783	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	789	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
784	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2
785	1999Q3··2.552620·······NaN·······NaN·······NaN·······NaN
786	1999Q4··3.010790··3.588286·······NaN·······NaN·······NaN
787	2000Q1··3.342616··3.760863··3.226165·······NaN·······NaN
788	2000Q2·······NaN··3.885850··3.498599··3.885225·······NaN
789	2000Q3·······NaN·······NaN··3.695908··3.975918··4.196649
790	</pre></div></div>	790	</pre></div></div>
791	</div>	791	</div>
792	<div·class="nbinput·docutils·container">	792	<div·class="nbinput·docutils·container">
793	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[20]:	793	<div·class="prompt·highlight-none·notranslate"><div·class="highlight"><pre><span></span>[20]:
794	</pre></div>	794	</pre></div>
795	</div>	795	</div>
796	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Construct·the·forecast·errors</span>	796	<div·class="input_area·highlight-ipython3·notranslate"><div·class="highlight"><pre><span></span><span·class="c1">#·Construct·the·forecast·errors</span>
Offset 983, 14 lines modified		Offset 983, 25 lines modified
983	<span·class="n">res</span>·<span·class="o">=</span>·<span·class="n">mod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>	983	<span·class="n">res</span>·<span·class="o">=</span>·<span·class="n">mod</span><span·class="o">.</span><span·class="n">fit</span><span·class="p">()</span>
984	</pre></div>	984	</pre></div>
985	</div>	985	</div>
986	</div>	986	</div>
987	<div·class="nboutput·docutils·container">	987	<div·class="nboutput·docutils·container">
988	<div·class="prompt·empty·docutils·container">	988	<div·class="prompt·empty·docutils·container">
989	</div>	989	</div>
		990	<div·class="output_area·stderr·docutils·container">
		991	<div·class="highlight"><pre>
		992	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:·ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated·frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
		993	··self._init_dates(dates,·freq)
		994	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:·ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated·frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
		995	··self._init_dates(dates,·freq)
		996	</pre></div></div>
		997	</div>
		998	<div·class="nboutput·nblast·docutils·container">
		999	<div·class="prompt·empty·docutils·container">
		1000	</div>
990	<div·class="output_area·docutils·container">	1001	<div·class="output_area·docutils·container">
991	<div·class="highlight"><pre>	1002	<div·class="highlight"><pre>
992	RUNNING·THE·L-BFGS-B·CODE	1003	RUNNING·THE·L-BFGS-B·CODE

993	·············*	1004	·············*

994	Machine·precision·=·2.220D-16	1005	Machine·precision·=·2.220D-16
Offset 1018, 25 lines modified		Offset 1029, 14 lines modified
1018	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	1029	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
1019	····2······5·····10······1·····0·····0···6.001D-06···1.325D-01	1030	····2······5·····10······1·····0·····0···6.001D-06···1.325D-01
1020	··F·=··0.13247641992895687	1031	··F·=··0.13247641992895687

1021	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	1032	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
1022	</pre></div></div>	1033	</pre></div></div>
1023	</div>	1034	</div>
1024	<div·class="nboutput·nblast·docutils·container">
1025	<div·class="prompt·empty·docutils·container">
1026	</div>
1027	<div·class="output_area·stderr·docutils·container">
1028	<div·class="highlight"><pre>
1029	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:·ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated·frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
1030	··self._init_dates(dates,·freq)
1031	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:·ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated·frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
1032	··self._init_dates(dates,·freq)
1033	</pre></div></div>
1034	</div>
1035	<p>What·this·means·is·that·you·cannot·specify·forecasting·steps·by·dates,·and·the·output·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">forecast</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">get_forecast</span></code>·methods·will·not·have·associated·dates.·The·reason·is·that·without·a·given·frequency,·there·is·no·way·to·determine·what·date·each·forecast·should·be·assigned·to.·In·the·example·above,·there·is·no·pattern·to·the·date/time·stamps·of·the·index,·so·there·is·no·way·to·determine·what·the·next·date/time·should·be·(should·it·be·in·the·morning·of·2000-01-02?·the·afternoon?·or	1035	<p>What·this·means·is·that·you·cannot·specify·forecasting·steps·by·dates,·and·the·output·of·the·<code·class="docutils·literal·notranslate"><span·class="pre">forecast</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">get_forecast</span></code>·methods·will·not·have·associated·dates.·The·reason·is·that·without·a·given·frequency,·there·is·no·way·to·determine·what·date·each·forecast·should·be·assigned·to.·In·the·example·above,·there·is·no·pattern·to·the·date/time·stamps·of·the·index,·so·there·is·no·way·to·determine·what·the·next·date/time·should·be·(should·it·be·in·the·morning·of·2000-01-02?·the·afternoon?·or
1036	maybe·not·until·2000-01-03?).</p>	1036	maybe·not·until·2000-01-03?).</p>
1037	<p>For·example,·if·we·forecast·one-step-ahead:</p>	1037	<p>For·example,·if·we·forecast·one-step-ahead:</p>
Max diff block lines reached; 117/5850 bytes (2.00%) of diff not shown.


Offset 216, 14 lines modified		Offset 216, 18 lines modified
216	training_endog·=·endog[:training_obs]	216	training_endog·=·endog[:training_obs]
217	training_mod·=·sm.tsa.SARIMAX(	217	training_mod·=·sm.tsa.SARIMAX(
218	····training_endog,·order=(1,·0,·0),·trend='c')	218	····training_endog,·order=(1,·0,·0),·trend='c')
219	training_res·=·training_mod.fit()	219	training_res·=·training_mod.fit()

220	#·Print·the·estimated·parameters	220	#·Print·the·estimated·parameters
221	print(training_res.params)	221	print(training_res.params)
		222	intercept····1.162076
		223	ar.L1········0.724242
		224	sigma2·······5.051600
		225	dtype:·float64
222	RUNNING·THE·L-BFGS-B·CODE	226	RUNNING·THE·L-BFGS-B·CODE

223	·············*	227	·············*

224	Machine·precision·=·2.220D-16	228	Machine·precision·=·2.220D-16
225	·N·=············3·····M·=···········10	229	·N·=············3·····M·=···········10
226	·This·problem·is·unconstrained.	230	·This·problem·is·unconstrained.
Offset 247, 18 lines modified		Offset 251, 14 lines modified
247	·············*	251	·············*

248	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	252	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
249	····3······6······8······1·····0·····0···7.066D-07···2.231D+00	253	····3······6······8······1·····0·····0···7.066D-07···2.231D+00
250	··F·=···2.2310884444664767	254	··F·=···2.2310884444664767

251	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	255	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
252	intercept····1.162076
253	ar.L1········0.724242
254	sigma2·······5.051600
255	dtype:·float64
256	[12]:	256	[12]:
257	#·Step·2:·produce·one-step-ahead·forecasts	257	#·Step·2:·produce·one-step-ahead·forecasts
258	fcast·=·training_res.forecast()	258	fcast·=·training_res.forecast()

259	#·Step·3:·compute·root·mean·square·forecasting·error	259	#·Step·3:·compute·root·mean·square·forecasting·error
260	true·=·endog.reindex(fcast.index)	260	true·=·endog.reindex(fcast.index)
261	error·=·true·-·fcast	261	error·=·true·-·fcast
Offset 502, 14 lines modified		Offset 502, 20 lines modified
502	Machine·precision·=·2.220D-16	502	Machine·precision·=·2.220D-16
503	·N·=············3·····M·=···········10	503	·N·=············3·····M·=···········10
504	·This·problem·is·unconstrained.	504	·This·problem·is·unconstrained.

505	At·X0·········0·variables·are·exactly·at·the·bounds	505	At·X0·········0·variables·are·exactly·at·the·bounds

506	At·iterate····0····f=··2.23132D+00····\|proj·g\|=··1.09171D-02	506	At·iterate····0····f=··2.23132D+00····\|proj·g\|=··1.09171D-02
		507	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2
		508	1999Q3··2.552620·······NaN·······NaN·······NaN·······NaN
		509	1999Q4··3.010790··3.588286·······NaN·······NaN·······NaN
		510	2000Q1··3.342616··3.760863··3.226165·······NaN·······NaN
		511	2000Q2·······NaN··3.885850··3.498599··3.885225·······NaN
		512	2000Q3·······NaN·······NaN··3.695908··3.975918··4.196649

507	At·iterate····5····f=··2.23109D+00····\|proj·g\|=··3.93610D-05	513	At·iterate····5····f=··2.23109D+00····\|proj·g\|=··3.93610D-05

508	·············*	514	·············*

509	Tit···=·total·number·of·iterations	515	Tit···=·total·number·of·iterations
510	Tnf···=·total·number·of·function·evaluations	516	Tnf···=·total·number·of·function·evaluations
Offset 522, 20 lines modified		Offset 528, 14 lines modified
522	·············*	528	·············*

523	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	529	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
524	····3······6······8······1·····0·····0···7.066D-07···2.231D+00	530	····3······6······8······1·····0·····0···7.066D-07···2.231D+00
525	··F·=···2.2310884444664767	531	··F·=···2.2310884444664767

526	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	532	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
527	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2
528	1999Q3··2.552620·······NaN·······NaN·······NaN·······NaN
529	1999Q4··3.010790··3.588286·······NaN·······NaN·······NaN
530	2000Q1··3.342616··3.760863··3.226165·······NaN·······NaN
531	2000Q2·······NaN··3.885850··3.498599··3.885225·······NaN
532	2000Q3·······NaN·······NaN··3.695908··3.975918··4.196649
533	[20]:	533	[20]:
534	#·Construct·the·forecast·errors	534	#·Construct·the·forecast·errors
535	forecast_errors·=·forecasts.apply(lambda·column:·endog·-·column).reindex	535	forecast_errors·=·forecasts.apply(lambda·column:·endog·-·column).reindex
536	(forecasts.index)	536	(forecasts.index)

537	print(forecast_errors.iloc[:5,·:5])	537	print(forecast_errors.iloc[:5,·:5])
538	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2	538	··········1999Q2····1999Q3····1999Q4····2000Q1····2000Q2
Offset 623, 14 lines modified		Offset 623, 22 lines modified
623	···············'2000-01-01·17:32:00',·'2000-01-02·06:15:00'],	623	···············'2000-01-01·17:32:00',·'2000-01-02·06:15:00'],
624	··············dtype='datetime64[ns]',·freq=None)	624	··············dtype='datetime64[ns]',·freq=None)
625	You·can·still·pass·this·data·to·statsmodels’·model·classes,·but·you·will·get	625	You·can·still·pass·this·data·to·statsmodels’·model·classes,·but·you·will·get
626	the·following·warning,·that·no·frequency·data·was·found:	626	the·following·warning,·that·no·frequency·data·was·found:
627	[28]:	627	[28]:
628	mod·=·sm.tsa.SARIMAX(endog4)	628	mod·=·sm.tsa.SARIMAX(endog4)
629	res·=·mod.fit()	629	res·=·mod.fit()
		630	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
		631	ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated
		632	frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
		633	··self._init_dates(dates,·freq)
		634	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
		635	ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated
		636	frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
		637	··self._init_dates(dates,·freq)
630	RUNNING·THE·L-BFGS-B·CODE	638	RUNNING·THE·L-BFGS-B·CODE

631	·············*	639	·············*

632	Machine·precision·=·2.220D-16	640	Machine·precision·=·2.220D-16
633	·N·=············2·····M·=···········10	641	·N·=············2·····M·=···········10
634	·This·problem·is·unconstrained.	642	·This·problem·is·unconstrained.
Offset 654, 22 lines modified		Offset 662, 14 lines modified
654	·············*	662	·············*

655	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F	663	···N····Tit·····Tnf··Tnint··Skip··Nact·····Projg········F
656	····2······5·····10······1·····0·····0···6.001D-06···1.325D-01	664	····2······5·····10······1·····0·····0···6.001D-06···1.325D-01
657	··F·=··0.13247641992895687	665	··F·=··0.13247641992895687

658	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL	666	CONVERGENCE:·NORM_OF_PROJECTED_GRADIENT_<=_PGTOL
659	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
660	ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated
661	frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
662	··self._init_dates(dates,·freq)
663	/usr/lib/python3/dist-packages/statsmodels/tsa/base/tsa_model.py:473:
664	ValueWarning:·A·date·index·has·been·provided,·but·it·has·no·associated
665	frequency·information·and·so·will·be·ignored·when·e.g.·forecasting.
666	··self._init_dates(dates,·freq)
667	What·this·means·is·that·you·cannot·specify·forecasting·steps·by·dates,·and·the	667	What·this·means·is·that·you·cannot·specify·forecasting·steps·by·dates,·and·the
668	output·of·the·forecast·and·get_forecast·methods·will·not·have·associated·dates.	668	output·of·the·forecast·and·get_forecast·methods·will·not·have·associated·dates.
669	The·reason·is·that·without·a·given·frequency,·there·is·no·way·to·determine·what	669	The·reason·is·that·without·a·given·frequency,·there·is·no·way·to·determine·what
670	date·each·forecast·should·be·assigned·to.·In·the·example·above,·there·is·no	670	date·each·forecast·should·be·assigned·to.·In·the·example·above,·there·is·no
671	pattern·to·the·date/time·stamps·of·the·index,·so·there·is·no·way·to·determine	671	pattern·to·the·date/time·stamps·of·the·index,·so·there·is·no·way·to·determine
672	what·the·next·date/time·should·be·(should·it·be·in·the·morning·of·2000-01-02?	672	what·the·next·date/time·should·be·(should·it·be·in·the·morning·of·2000-01-02?
673	the·afternoon?·or·maybe·not·until·2000-01-03?).	673	the·afternoon?·or·maybe·not·until·2000-01-03?).