daviddoji/ISLP_labs
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

moved to parent directory

Browse Source
This commit is contained in:
Jonathan Taylor
2023-08-06 18:31:39 -07:00
parent 677599530e
commit 2295708cb4
33 changed files with 2454 additions and 2446 deletions
Download Patch File Download Diff File Expand all files Collapse all files

0
notebooks/Auto.csv → Auto.csv
View File

0
notebooks/Auto.data → Auto.data
View File

7
Rmarkdown/Ch10-deeplearning-lab.Rmd → Ch10-deeplearning-lab.Rmd
View File

@@ -2,13 +2,16 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
main_language: python
formats: ipynb,Rmd
text_representation:
extension: .Rmd
format_name: rmarkdown
format_version: '1.2'
jupytext_version: 1.14.7
kernelspec:
display_name: Python3 (islp_freeze_311)
language: python
name: islp_freeze_311
---

367
notebooks/Ch10-deeplearning-lab.ipynb → Ch10-deeplearning-lab.ipynb
View File

File diff suppressed because one or more lines are too long

2
Rmarkdown/Ch11-surv-lab.Rmd → Ch11-surv-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

282
notebooks/Ch11-surv-lab.ipynb → Ch11-surv-lab.ipynb
View File

@@ -34,10 +34,10 @@
"id": "91ac40fd",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:46.303006Z",
"iopub.status.busy": "2023-08-06T17:35:46.302426Z",
"iopub.status.idle": "2023-08-06T17:35:47.388674Z",
"shell.execute_reply": "2023-08-06T17:35:47.388193Z"
"iopub.execute_input": "2023-08-07T00:19:33.224953Z",
"iopub.status.busy": "2023-08-07T00:19:33.224846Z",
"iopub.status.idle": "2023-08-07T00:19:34.446999Z",
"shell.execute_reply": "2023-08-07T00:19:34.446629Z"
}
},
"outputs": [],
@@ -64,10 +64,10 @@
"id": "99782418",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.390741Z",
"iopub.status.busy": "2023-08-06T17:35:47.390555Z",
"iopub.status.idle": "2023-08-06T17:35:47.484777Z",
"shell.execute_reply": "2023-08-06T17:35:47.484422Z"
"iopub.execute_input": "2023-08-07T00:19:34.448996Z",
"iopub.status.busy": "2023-08-07T00:19:34.448819Z",
"iopub.status.idle": "2023-08-07T00:19:34.539258Z",
"shell.execute_reply": "2023-08-07T00:19:34.538955Z"
}
},
"outputs": [],
@@ -97,10 +97,10 @@
"id": "3137149a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.486501Z",
"iopub.status.busy": "2023-08-06T17:35:47.486385Z",
"iopub.status.idle": "2023-08-06T17:35:47.493362Z",
"shell.execute_reply": "2023-08-06T17:35:47.493058Z"
"iopub.execute_input": "2023-08-07T00:19:34.541177Z",
"iopub.status.busy": "2023-08-07T00:19:34.541057Z",
"iopub.status.idle": "2023-08-07T00:19:34.547991Z",
"shell.execute_reply": "2023-08-07T00:19:34.547753Z"
}
},
"outputs": [
@@ -135,10 +135,10 @@
"id": "45963c92",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.494963Z",
"iopub.status.busy": "2023-08-06T17:35:47.494863Z",
"iopub.status.idle": "2023-08-06T17:35:47.497996Z",
"shell.execute_reply": "2023-08-06T17:35:47.497741Z"
"iopub.execute_input": "2023-08-07T00:19:34.549558Z",
"iopub.status.busy": "2023-08-07T00:19:34.549453Z",
"iopub.status.idle": "2023-08-07T00:19:34.552571Z",
"shell.execute_reply": "2023-08-07T00:19:34.552293Z"
},
"lines_to_next_cell": 2
},
@@ -166,10 +166,10 @@
"id": "73be61f6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.499414Z",
"iopub.status.busy": "2023-08-06T17:35:47.499312Z",
"iopub.status.idle": "2023-08-06T17:35:47.502029Z",
"shell.execute_reply": "2023-08-06T17:35:47.501779Z"
"iopub.execute_input": "2023-08-07T00:19:34.553962Z",
"iopub.status.busy": "2023-08-07T00:19:34.553866Z",
"iopub.status.idle": "2023-08-07T00:19:34.556544Z",
"shell.execute_reply": "2023-08-07T00:19:34.556286Z"
},
"lines_to_next_cell": 2
},
@@ -199,10 +199,10 @@
"id": "572f0b9e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.503331Z",
"iopub.status.busy": "2023-08-06T17:35:47.503251Z",
"iopub.status.idle": "2023-08-06T17:35:47.506059Z",
"shell.execute_reply": "2023-08-06T17:35:47.505826Z"
"iopub.execute_input": "2023-08-07T00:19:34.557984Z",
"iopub.status.busy": "2023-08-07T00:19:34.557901Z",
"iopub.status.idle": "2023-08-07T00:19:34.560759Z",
"shell.execute_reply": "2023-08-07T00:19:34.560490Z"
},
"lines_to_next_cell": 2
},
@@ -255,10 +255,10 @@
"id": "92c39707",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.507415Z",
"iopub.status.busy": "2023-08-06T17:35:47.507329Z",
"iopub.status.idle": "2023-08-06T17:35:47.692016Z",
"shell.execute_reply": "2023-08-06T17:35:47.690384Z"
"iopub.execute_input": "2023-08-07T00:19:34.562264Z",
"iopub.status.busy": "2023-08-07T00:19:34.562173Z",
"iopub.status.idle": "2023-08-07T00:19:34.764386Z",
"shell.execute_reply": "2023-08-07T00:19:34.763084Z"
}
},
"outputs": [
@@ -321,10 +321,10 @@
"id": "3fc7848c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.696231Z",
"iopub.status.busy": "2023-08-06T17:35:47.695950Z",
"iopub.status.idle": "2023-08-06T17:35:47.857113Z",
"shell.execute_reply": "2023-08-06T17:35:47.856731Z"
"iopub.execute_input": "2023-08-07T00:19:34.770269Z",
"iopub.status.busy": "2023-08-07T00:19:34.769500Z",
"iopub.status.idle": "2023-08-07T00:19:34.900514Z",
"shell.execute_reply": "2023-08-07T00:19:34.900203Z"
}
},
"outputs": [
@@ -366,10 +366,10 @@
"id": "bf30d26f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.858891Z",
"iopub.status.busy": "2023-08-06T17:35:47.858766Z",
"iopub.status.idle": "2023-08-06T17:35:47.913319Z",
"shell.execute_reply": "2023-08-06T17:35:47.913028Z"
"iopub.execute_input": "2023-08-07T00:19:34.902462Z",
"iopub.status.busy": "2023-08-07T00:19:34.902313Z",
"iopub.status.idle": "2023-08-07T00:19:34.956077Z",
"shell.execute_reply": "2023-08-07T00:19:34.955714Z"
},
"lines_to_next_cell": 2
},
@@ -479,10 +479,10 @@
"id": "2ab78e07",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.914969Z",
"iopub.status.busy": "2023-08-06T17:35:47.914826Z",
"iopub.status.idle": "2023-08-06T17:35:47.941528Z",
"shell.execute_reply": "2023-08-06T17:35:47.941277Z"
"iopub.execute_input": "2023-08-07T00:19:34.957966Z",
"iopub.status.busy": "2023-08-07T00:19:34.957792Z",
"iopub.status.idle": "2023-08-07T00:19:34.984567Z",
"shell.execute_reply": "2023-08-07T00:19:34.984261Z"
}
},
"outputs": [
@@ -572,10 +572,10 @@
"id": "4716b7b0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.943061Z",
"iopub.status.busy": "2023-08-06T17:35:47.942963Z",
"iopub.status.idle": "2023-08-06T17:35:47.948065Z",
"shell.execute_reply": "2023-08-06T17:35:47.947785Z"
"iopub.execute_input": "2023-08-07T00:19:34.986336Z",
"iopub.status.busy": "2023-08-07T00:19:34.986193Z",
"iopub.status.idle": "2023-08-07T00:19:34.991518Z",
"shell.execute_reply": "2023-08-07T00:19:34.991252Z"
}
},
"outputs": [
@@ -678,10 +678,10 @@
"id": "c2767d88",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.949725Z",
"iopub.status.busy": "2023-08-06T17:35:47.949641Z",
"iopub.status.idle": "2023-08-06T17:35:47.982167Z",
"shell.execute_reply": "2023-08-06T17:35:47.981821Z"
"iopub.execute_input": "2023-08-07T00:19:34.993223Z",
"iopub.status.busy": "2023-08-07T00:19:34.993093Z",
"iopub.status.idle": "2023-08-07T00:19:35.028673Z",
"shell.execute_reply": "2023-08-07T00:19:35.028408Z"
}
},
"outputs": [
@@ -826,10 +826,10 @@
"id": "ede1d219",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.983958Z",
"iopub.status.busy": "2023-08-06T17:35:47.983832Z",
"iopub.status.idle": "2023-08-06T17:35:47.989895Z",
"shell.execute_reply": "2023-08-06T17:35:47.989591Z"
"iopub.execute_input": "2023-08-07T00:19:35.030313Z",
"iopub.status.busy": "2023-08-07T00:19:35.030211Z",
"iopub.status.idle": "2023-08-07T00:19:35.034142Z",
"shell.execute_reply": "2023-08-07T00:19:35.033836Z"
}
},
"outputs": [],
@@ -859,10 +859,10 @@
"id": "dc032a71",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.991841Z",
"iopub.status.busy": "2023-08-06T17:35:47.991705Z",
"iopub.status.idle": "2023-08-06T17:35:47.997910Z",
"shell.execute_reply": "2023-08-06T17:35:47.997622Z"
"iopub.execute_input": "2023-08-07T00:19:35.035583Z",
"iopub.status.busy": "2023-08-07T00:19:35.035483Z",
"iopub.status.idle": "2023-08-07T00:19:35.041790Z",
"shell.execute_reply": "2023-08-07T00:19:35.041394Z"
}
},
"outputs": [
@@ -987,10 +987,10 @@
"id": "e7c1fe43",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:47.999542Z",
"iopub.status.busy": "2023-08-06T17:35:47.999430Z",
"iopub.status.idle": "2023-08-06T17:35:48.007263Z",
"shell.execute_reply": "2023-08-06T17:35:48.006958Z"
"iopub.execute_input": "2023-08-07T00:19:35.043454Z",
"iopub.status.busy": "2023-08-07T00:19:35.043346Z",
"iopub.status.idle": "2023-08-07T00:19:35.050931Z",
"shell.execute_reply": "2023-08-07T00:19:35.050643Z"
}
},
"outputs": [
@@ -1129,10 +1129,10 @@
"id": "f89fbed7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.008740Z",
"iopub.status.busy": "2023-08-06T17:35:48.008640Z",
"iopub.status.idle": "2023-08-06T17:35:48.015006Z",
"shell.execute_reply": "2023-08-06T17:35:48.014745Z"
"iopub.execute_input": "2023-08-07T00:19:35.052472Z",
"iopub.status.busy": "2023-08-07T00:19:35.052367Z",
"iopub.status.idle": "2023-08-07T00:19:35.059232Z",
"shell.execute_reply": "2023-08-07T00:19:35.058922Z"
},
"lines_to_next_cell": 0
},
@@ -1290,10 +1290,10 @@
"id": "8f0329b4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.016512Z",
"iopub.status.busy": "2023-08-06T17:35:48.016391Z",
"iopub.status.idle": "2023-08-06T17:35:48.128436Z",
"shell.execute_reply": "2023-08-06T17:35:48.127998Z"
"iopub.execute_input": "2023-08-07T00:19:35.061046Z",
"iopub.status.busy": "2023-08-07T00:19:35.060930Z",
"iopub.status.idle": "2023-08-07T00:19:35.167601Z",
"shell.execute_reply": "2023-08-07T00:19:35.167288Z"
},
"lines_to_next_cell": 2
},
@@ -1333,10 +1333,10 @@
"id": "3045bfc0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.130335Z",
"iopub.status.busy": "2023-08-06T17:35:48.130198Z",
"iopub.status.idle": "2023-08-06T17:35:48.248098Z",
"shell.execute_reply": "2023-08-06T17:35:48.247765Z"
"iopub.execute_input": "2023-08-07T00:19:35.169251Z",
"iopub.status.busy": "2023-08-07T00:19:35.169133Z",
"iopub.status.idle": "2023-08-07T00:19:35.287186Z",
"shell.execute_reply": "2023-08-07T00:19:35.286859Z"
}
},
"outputs": [
@@ -1378,10 +1378,10 @@
"id": "d070f716",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.249785Z",
"iopub.status.busy": "2023-08-06T17:35:48.249668Z",
"iopub.status.idle": "2023-08-06T17:35:48.282954Z",
"shell.execute_reply": "2023-08-06T17:35:48.282630Z"
"iopub.execute_input": "2023-08-07T00:19:35.288887Z",
"iopub.status.busy": "2023-08-07T00:19:35.288769Z",
"iopub.status.idle": "2023-08-07T00:19:35.321428Z",
"shell.execute_reply": "2023-08-07T00:19:35.321128Z"
},
"lines_to_next_cell": 2
},
@@ -1467,10 +1467,10 @@
"id": "2bbcdd0c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.284714Z",
"iopub.status.busy": "2023-08-06T17:35:48.284593Z",
"iopub.status.idle": "2023-08-06T17:35:48.323890Z",
"shell.execute_reply": "2023-08-06T17:35:48.323545Z"
"iopub.execute_input": "2023-08-07T00:19:35.323119Z",
"iopub.status.busy": "2023-08-07T00:19:35.323003Z",
"iopub.status.idle": "2023-08-07T00:19:35.362910Z",
"shell.execute_reply": "2023-08-07T00:19:35.362438Z"
}
},
"outputs": [
@@ -1611,10 +1611,10 @@
"id": "b8ece43a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.325634Z",
"iopub.status.busy": "2023-08-06T17:35:48.325517Z",
"iopub.status.idle": "2023-08-06T17:35:48.329272Z",
"shell.execute_reply": "2023-08-06T17:35:48.328978Z"
"iopub.execute_input": "2023-08-07T00:19:35.364905Z",
"iopub.status.busy": "2023-08-07T00:19:35.364772Z",
"iopub.status.idle": "2023-08-07T00:19:35.368589Z",
"shell.execute_reply": "2023-08-07T00:19:35.368291Z"
}
},
"outputs": [],
@@ -1649,10 +1649,10 @@
"id": "3e4f766f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.330871Z",
"iopub.status.busy": "2023-08-06T17:35:48.330782Z",
"iopub.status.idle": "2023-08-06T17:35:48.337958Z",
"shell.execute_reply": "2023-08-06T17:35:48.337672Z"
"iopub.execute_input": "2023-08-07T00:19:35.370485Z",
"iopub.status.busy": "2023-08-07T00:19:35.370371Z",
"iopub.status.idle": "2023-08-07T00:19:35.377790Z",
"shell.execute_reply": "2023-08-07T00:19:35.377469Z"
}
},
"outputs": [],
@@ -1681,10 +1681,10 @@
"id": "72f42d14",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.339669Z",
"iopub.status.busy": "2023-08-06T17:35:48.339578Z",
"iopub.status.idle": "2023-08-06T17:35:48.343948Z",
"shell.execute_reply": "2023-08-06T17:35:48.343688Z"
"iopub.execute_input": "2023-08-07T00:19:35.380244Z",
"iopub.status.busy": "2023-08-07T00:19:35.380068Z",
"iopub.status.idle": "2023-08-07T00:19:35.384542Z",
"shell.execute_reply": "2023-08-07T00:19:35.384259Z"
}
},
"outputs": [
@@ -1793,10 +1793,10 @@
"id": "8b921536",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.345389Z",
"iopub.status.busy": "2023-08-06T17:35:48.345291Z",
"iopub.status.idle": "2023-08-06T17:35:48.350596Z",
"shell.execute_reply": "2023-08-06T17:35:48.349892Z"
"iopub.execute_input": "2023-08-07T00:19:35.386034Z",
"iopub.status.busy": "2023-08-07T00:19:35.385942Z",
"iopub.status.idle": "2023-08-07T00:19:35.420461Z",
"shell.execute_reply": "2023-08-07T00:19:35.405608Z"
}
},
"outputs": [],
@@ -1840,10 +1840,10 @@
"id": "96ce0f99",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.356110Z",
"iopub.status.busy": "2023-08-06T17:35:48.355787Z",
"iopub.status.idle": "2023-08-06T17:35:48.360120Z",
"shell.execute_reply": "2023-08-06T17:35:48.358812Z"
"iopub.execute_input": "2023-08-07T00:19:35.484657Z",
"iopub.status.busy": "2023-08-07T00:19:35.484150Z",
"iopub.status.idle": "2023-08-07T00:19:35.509286Z",
"shell.execute_reply": "2023-08-07T00:19:35.508169Z"
},
"lines_to_next_cell": 0
},
@@ -1871,10 +1871,10 @@
"id": "63d78ff9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.363547Z",
"iopub.status.busy": "2023-08-06T17:35:48.363232Z",
"iopub.status.idle": "2023-08-06T17:35:48.547724Z",
"shell.execute_reply": "2023-08-06T17:35:48.547018Z"
"iopub.execute_input": "2023-08-07T00:19:35.522637Z",
"iopub.status.busy": "2023-08-07T00:19:35.522260Z",
"iopub.status.idle": "2023-08-07T00:19:35.630452Z",
"shell.execute_reply": "2023-08-07T00:19:35.627960Z"
}
},
"outputs": [],
@@ -1900,10 +1900,10 @@
"id": "fe008dbf",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.552971Z",
"iopub.status.busy": "2023-08-06T17:35:48.552635Z",
"iopub.status.idle": "2023-08-06T17:35:48.584979Z",
"shell.execute_reply": "2023-08-06T17:35:48.563731Z"
"iopub.execute_input": "2023-08-07T00:19:35.635844Z",
"iopub.status.busy": "2023-08-07T00:19:35.635469Z",
"iopub.status.idle": "2023-08-07T00:19:35.649527Z",
"shell.execute_reply": "2023-08-07T00:19:35.646191Z"
},
"lines_to_next_cell": 2
},
@@ -2008,10 +2008,10 @@
"id": "c3a2bec7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.615161Z",
"iopub.status.busy": "2023-08-06T17:35:48.614999Z",
"iopub.status.idle": "2023-08-06T17:35:48.618097Z",
"shell.execute_reply": "2023-08-06T17:35:48.617615Z"
"iopub.execute_input": "2023-08-07T00:19:35.653001Z",
"iopub.status.busy": "2023-08-07T00:19:35.652338Z",
"iopub.status.idle": "2023-08-07T00:19:35.656830Z",
"shell.execute_reply": "2023-08-07T00:19:35.656500Z"
}
},
"outputs": [
@@ -2044,10 +2044,10 @@
"id": "2b27af56",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.620507Z",
"iopub.status.busy": "2023-08-06T17:35:48.620371Z",
"iopub.status.idle": "2023-08-06T17:35:48.790525Z",
"shell.execute_reply": "2023-08-06T17:35:48.790116Z"
"iopub.execute_input": "2023-08-07T00:19:35.658421Z",
"iopub.status.busy": "2023-08-07T00:19:35.658328Z",
"iopub.status.idle": "2023-08-07T00:19:35.811796Z",
"shell.execute_reply": "2023-08-07T00:19:35.811449Z"
}
},
"outputs": [
@@ -2096,10 +2096,10 @@
"id": "9625598d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:48.792256Z",
"iopub.status.busy": "2023-08-06T17:35:48.792159Z",
"iopub.status.idle": "2023-08-06T17:35:49.004599Z",
"shell.execute_reply": "2023-08-06T17:35:49.004246Z"
"iopub.execute_input": "2023-08-07T00:19:35.813696Z",
"iopub.status.busy": "2023-08-07T00:19:35.813601Z",
"iopub.status.idle": "2023-08-07T00:19:36.041021Z",
"shell.execute_reply": "2023-08-07T00:19:36.040708Z"
}
},
"outputs": [
@@ -2152,10 +2152,10 @@
"id": "75a744ef",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:49.006368Z",
"iopub.status.busy": "2023-08-06T17:35:49.006251Z",
"iopub.status.idle": "2023-08-06T17:35:49.026122Z",
"shell.execute_reply": "2023-08-06T17:35:49.025786Z"
"iopub.execute_input": "2023-08-07T00:19:36.043079Z",
"iopub.status.busy": "2023-08-07T00:19:36.042900Z",
"iopub.status.idle": "2023-08-07T00:19:36.061936Z",
"shell.execute_reply": "2023-08-07T00:19:36.061630Z"
},
"lines_to_next_cell": 2
},
@@ -2259,10 +2259,10 @@
"id": "9badb3e3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:49.027909Z",
"iopub.status.busy": "2023-08-06T17:35:49.027782Z",
"iopub.status.idle": "2023-08-06T17:35:49.046955Z",
"shell.execute_reply": "2023-08-06T17:35:49.046606Z"
"iopub.execute_input": "2023-08-07T00:19:36.063627Z",
"iopub.status.busy": "2023-08-07T00:19:36.063519Z",
"iopub.status.idle": "2023-08-07T00:19:36.082451Z",
"shell.execute_reply": "2023-08-07T00:19:36.082161Z"
},
"lines_to_next_cell": 2
},
@@ -2369,10 +2369,10 @@
"id": "026e9ff8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:49.048485Z",
"iopub.status.busy": "2023-08-06T17:35:49.048378Z",
"iopub.status.idle": "2023-08-06T17:35:49.175538Z",
"shell.execute_reply": "2023-08-06T17:35:49.175268Z"
"iopub.execute_input": "2023-08-07T00:19:36.084076Z",
"iopub.status.busy": "2023-08-07T00:19:36.083964Z",
"iopub.status.idle": "2023-08-07T00:19:36.208409Z",
"shell.execute_reply": "2023-08-07T00:19:36.208076Z"
},
"lines_to_next_cell": 2
},
@@ -2474,10 +2474,10 @@
"id": "7cab3789",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:49.177180Z",
"iopub.status.busy": "2023-08-06T17:35:49.177056Z",
"iopub.status.idle": "2023-08-06T17:35:49.306158Z",
"shell.execute_reply": "2023-08-06T17:35:49.305806Z"
"iopub.execute_input": "2023-08-07T00:19:36.210101Z",
"iopub.status.busy": "2023-08-07T00:19:36.209985Z",
"iopub.status.idle": "2023-08-07T00:19:36.334146Z",
"shell.execute_reply": "2023-08-07T00:19:36.333801Z"
},
"lines_to_next_cell": 2
},
@@ -2582,10 +2582,10 @@
"id": "5cc4b898",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:49.308130Z",
"iopub.status.busy": "2023-08-06T17:35:49.307985Z",
"iopub.status.idle": "2023-08-06T17:35:49.596821Z",
"shell.execute_reply": "2023-08-06T17:35:49.585317Z"
"iopub.execute_input": "2023-08-07T00:19:36.336025Z",
"iopub.status.busy": "2023-08-07T00:19:36.335898Z",
"iopub.status.idle": "2023-08-07T00:19:36.561174Z",
"shell.execute_reply": "2023-08-07T00:19:36.559597Z"
},
"lines_to_next_cell": 2
},
@@ -2703,7 +2703,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch12-unsup-lab.Rmd → Ch12-unsup-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

466
notebooks/Ch12-unsup-lab.ipynb → Ch12-unsup-lab.ipynb
View File

@@ -22,10 +22,10 @@
"id": "24559be0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:50.946303Z",
"iopub.status.busy": "2023-08-06T17:35:50.945891Z",
"iopub.status.idle": "2023-08-06T17:35:51.937962Z",
"shell.execute_reply": "2023-08-06T17:35:51.937388Z"
"iopub.execute_input": "2023-08-07T00:19:37.853212Z",
"iopub.status.busy": "2023-08-07T00:19:37.853110Z",
"iopub.status.idle": "2023-08-07T00:19:38.840274Z",
"shell.execute_reply": "2023-08-07T00:19:38.839771Z"
},
"lines_to_next_cell": 0
},
@@ -55,10 +55,10 @@
"id": "06fff57d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:51.940380Z",
"iopub.status.busy": "2023-08-06T17:35:51.940035Z",
"iopub.status.idle": "2023-08-06T17:35:52.182557Z",
"shell.execute_reply": "2023-08-06T17:35:52.182174Z"
"iopub.execute_input": "2023-08-07T00:19:38.842722Z",
"iopub.status.busy": "2023-08-07T00:19:38.842335Z",
"iopub.status.idle": "2023-08-07T00:19:39.050690Z",
"shell.execute_reply": "2023-08-07T00:19:39.050367Z"
}
},
"outputs": [],
@@ -92,10 +92,10 @@
"id": "f425e07e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:52.184517Z",
"iopub.status.busy": "2023-08-06T17:35:52.184399Z",
"iopub.status.idle": "2023-08-06T17:35:53.499360Z",
"shell.execute_reply": "2023-08-06T17:35:53.498788Z"
"iopub.execute_input": "2023-08-07T00:19:39.052503Z",
"iopub.status.busy": "2023-08-07T00:19:39.052392Z",
"iopub.status.idle": "2023-08-07T00:19:40.034559Z",
"shell.execute_reply": "2023-08-07T00:19:40.034237Z"
}
},
"outputs": [
@@ -559,10 +559,10 @@
"id": "b127d014",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.502695Z",
"iopub.status.busy": "2023-08-06T17:35:53.502469Z",
"iopub.status.idle": "2023-08-06T17:35:53.506258Z",
"shell.execute_reply": "2023-08-06T17:35:53.505850Z"
"iopub.execute_input": "2023-08-07T00:19:40.036610Z",
"iopub.status.busy": "2023-08-07T00:19:40.036476Z",
"iopub.status.idle": "2023-08-07T00:19:40.039012Z",
"shell.execute_reply": "2023-08-07T00:19:40.038760Z"
}
},
"outputs": [
@@ -595,10 +595,10 @@
"id": "c7343f72",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.508693Z",
"iopub.status.busy": "2023-08-06T17:35:53.508529Z",
"iopub.status.idle": "2023-08-06T17:35:53.513068Z",
"shell.execute_reply": "2023-08-06T17:35:53.512687Z"
"iopub.execute_input": "2023-08-07T00:19:40.040518Z",
"iopub.status.busy": "2023-08-07T00:19:40.040415Z",
"iopub.status.idle": "2023-08-07T00:19:40.043628Z",
"shell.execute_reply": "2023-08-07T00:19:40.043271Z"
},
"lines_to_next_cell": 2
},
@@ -638,10 +638,10 @@
"id": "34501140",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.515314Z",
"iopub.status.busy": "2023-08-06T17:35:53.515139Z",
"iopub.status.idle": "2023-08-06T17:35:53.518912Z",
"shell.execute_reply": "2023-08-06T17:35:53.518569Z"
"iopub.execute_input": "2023-08-07T00:19:40.045538Z",
"iopub.status.busy": "2023-08-07T00:19:40.045415Z",
"iopub.status.idle": "2023-08-07T00:19:40.048692Z",
"shell.execute_reply": "2023-08-07T00:19:40.048363Z"
}
},
"outputs": [
@@ -692,10 +692,10 @@
"id": "daf119e8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.521091Z",
"iopub.status.busy": "2023-08-06T17:35:53.520960Z",
"iopub.status.idle": "2023-08-06T17:35:53.525175Z",
"shell.execute_reply": "2023-08-06T17:35:53.524847Z"
"iopub.execute_input": "2023-08-07T00:19:40.050181Z",
"iopub.status.busy": "2023-08-07T00:19:40.050071Z",
"iopub.status.idle": "2023-08-07T00:19:40.053916Z",
"shell.execute_reply": "2023-08-07T00:19:40.053514Z"
},
"lines_to_next_cell": 0
},
@@ -722,10 +722,10 @@
"id": "a0eda7c9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.527052Z",
"iopub.status.busy": "2023-08-06T17:35:53.526916Z",
"iopub.status.idle": "2023-08-06T17:35:53.528807Z",
"shell.execute_reply": "2023-08-06T17:35:53.528507Z"
"iopub.execute_input": "2023-08-07T00:19:40.055993Z",
"iopub.status.busy": "2023-08-07T00:19:40.055896Z",
"iopub.status.idle": "2023-08-07T00:19:40.057688Z",
"shell.execute_reply": "2023-08-07T00:19:40.057406Z"
},
"lines_to_next_cell": 0
},
@@ -751,10 +751,10 @@
"id": "1430fb3c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.530511Z",
"iopub.status.busy": "2023-08-06T17:35:53.530398Z",
"iopub.status.idle": "2023-08-06T17:35:53.534557Z",
"shell.execute_reply": "2023-08-06T17:35:53.534277Z"
"iopub.execute_input": "2023-08-07T00:19:40.059093Z",
"iopub.status.busy": "2023-08-07T00:19:40.059009Z",
"iopub.status.idle": "2023-08-07T00:19:40.062720Z",
"shell.execute_reply": "2023-08-07T00:19:40.062341Z"
}
},
"outputs": [
@@ -792,10 +792,10 @@
"id": "6131d8d1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.536106Z",
"iopub.status.busy": "2023-08-06T17:35:53.536010Z",
"iopub.status.idle": "2023-08-06T17:35:53.538352Z",
"shell.execute_reply": "2023-08-06T17:35:53.538107Z"
"iopub.execute_input": "2023-08-07T00:19:40.064409Z",
"iopub.status.busy": "2023-08-07T00:19:40.064295Z",
"iopub.status.idle": "2023-08-07T00:19:40.066520Z",
"shell.execute_reply": "2023-08-07T00:19:40.066266Z"
}
},
"outputs": [
@@ -829,10 +829,10 @@
"id": "08246aad",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.539900Z",
"iopub.status.busy": "2023-08-06T17:35:53.539817Z",
"iopub.status.idle": "2023-08-06T17:35:53.541716Z",
"shell.execute_reply": "2023-08-06T17:35:53.541426Z"
"iopub.execute_input": "2023-08-07T00:19:40.067963Z",
"iopub.status.busy": "2023-08-07T00:19:40.067854Z",
"iopub.status.idle": "2023-08-07T00:19:40.069743Z",
"shell.execute_reply": "2023-08-07T00:19:40.069498Z"
},
"lines_to_next_cell": 0
},
@@ -858,10 +858,10 @@
"id": "b682b632",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.543126Z",
"iopub.status.busy": "2023-08-06T17:35:53.543023Z",
"iopub.status.idle": "2023-08-06T17:35:53.545038Z",
"shell.execute_reply": "2023-08-06T17:35:53.544799Z"
"iopub.execute_input": "2023-08-07T00:19:40.071367Z",
"iopub.status.busy": "2023-08-07T00:19:40.071220Z",
"iopub.status.idle": "2023-08-07T00:19:40.073516Z",
"shell.execute_reply": "2023-08-07T00:19:40.073257Z"
}
},
"outputs": [
@@ -901,10 +901,10 @@
"id": "c165e990",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.546528Z",
"iopub.status.busy": "2023-08-06T17:35:53.546434Z",
"iopub.status.idle": "2023-08-06T17:35:53.703738Z",
"shell.execute_reply": "2023-08-06T17:35:53.701839Z"
"iopub.execute_input": "2023-08-07T00:19:40.075045Z",
"iopub.status.busy": "2023-08-07T00:19:40.074930Z",
"iopub.status.idle": "2023-08-07T00:19:40.260577Z",
"shell.execute_reply": "2023-08-07T00:19:40.259910Z"
},
"lines_to_next_cell": 0
},
@@ -951,10 +951,10 @@
"id": "848c9f35",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.707901Z",
"iopub.status.busy": "2023-08-06T17:35:53.707587Z",
"iopub.status.idle": "2023-08-06T17:35:53.873714Z",
"shell.execute_reply": "2023-08-06T17:35:53.873405Z"
"iopub.execute_input": "2023-08-07T00:19:40.266938Z",
"iopub.status.busy": "2023-08-07T00:19:40.266653Z",
"iopub.status.idle": "2023-08-07T00:19:40.403287Z",
"shell.execute_reply": "2023-08-07T00:19:40.402947Z"
}
},
"outputs": [
@@ -998,10 +998,10 @@
"id": "34fdfe21",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.875331Z",
"iopub.status.busy": "2023-08-06T17:35:53.875218Z",
"iopub.status.idle": "2023-08-06T17:35:53.877664Z",
"shell.execute_reply": "2023-08-06T17:35:53.877409Z"
"iopub.execute_input": "2023-08-07T00:19:40.404992Z",
"iopub.status.busy": "2023-08-07T00:19:40.404880Z",
"iopub.status.idle": "2023-08-07T00:19:40.407457Z",
"shell.execute_reply": "2023-08-07T00:19:40.407174Z"
},
"lines_to_next_cell": 2
},
@@ -1036,10 +1036,10 @@
"id": "31b43c57",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.879208Z",
"iopub.status.busy": "2023-08-06T17:35:53.879107Z",
"iopub.status.idle": "2023-08-06T17:35:53.881162Z",
"shell.execute_reply": "2023-08-06T17:35:53.880912Z"
"iopub.execute_input": "2023-08-07T00:19:40.409206Z",
"iopub.status.busy": "2023-08-07T00:19:40.409061Z",
"iopub.status.idle": "2023-08-07T00:19:40.411699Z",
"shell.execute_reply": "2023-08-07T00:19:40.411382Z"
},
"lines_to_next_cell": 0
},
@@ -1074,10 +1074,10 @@
"id": "68e47d3a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.882669Z",
"iopub.status.busy": "2023-08-06T17:35:53.882569Z",
"iopub.status.idle": "2023-08-06T17:35:53.884536Z",
"shell.execute_reply": "2023-08-06T17:35:53.884304Z"
"iopub.execute_input": "2023-08-07T00:19:40.413200Z",
"iopub.status.busy": "2023-08-07T00:19:40.413101Z",
"iopub.status.idle": "2023-08-07T00:19:40.415302Z",
"shell.execute_reply": "2023-08-07T00:19:40.415021Z"
},
"lines_to_next_cell": 0
},
@@ -1115,10 +1115,10 @@
"id": "e87fe198",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:53.885937Z",
"iopub.status.busy": "2023-08-06T17:35:53.885846Z",
"iopub.status.idle": "2023-08-06T17:35:54.017444Z",
"shell.execute_reply": "2023-08-06T17:35:54.017056Z"
"iopub.execute_input": "2023-08-07T00:19:40.416840Z",
"iopub.status.busy": "2023-08-07T00:19:40.416734Z",
"iopub.status.idle": "2023-08-07T00:19:40.552815Z",
"shell.execute_reply": "2023-08-07T00:19:40.552349Z"
},
"lines_to_next_cell": 0
},
@@ -1151,10 +1151,10 @@
"id": "409fb0c6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.019369Z",
"iopub.status.busy": "2023-08-06T17:35:54.019233Z",
"iopub.status.idle": "2023-08-06T17:35:54.126102Z",
"shell.execute_reply": "2023-08-06T17:35:54.125778Z"
"iopub.execute_input": "2023-08-07T00:19:40.554888Z",
"iopub.status.busy": "2023-08-07T00:19:40.554718Z",
"iopub.status.idle": "2023-08-07T00:19:40.664487Z",
"shell.execute_reply": "2023-08-07T00:19:40.664052Z"
},
"lines_to_next_cell": 0
},
@@ -1199,10 +1199,10 @@
"id": "e563e41b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.128000Z",
"iopub.status.busy": "2023-08-06T17:35:54.127867Z",
"iopub.status.idle": "2023-08-06T17:35:54.130547Z",
"shell.execute_reply": "2023-08-06T17:35:54.130247Z"
"iopub.execute_input": "2023-08-07T00:19:40.666198Z",
"iopub.status.busy": "2023-08-07T00:19:40.666084Z",
"iopub.status.idle": "2023-08-07T00:19:40.668537Z",
"shell.execute_reply": "2023-08-07T00:19:40.668242Z"
},
"lines_to_next_cell": 0
},
@@ -1248,10 +1248,10 @@
"id": "f83ad0bc",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.132102Z",
"iopub.status.busy": "2023-08-06T17:35:54.131992Z",
"iopub.status.idle": "2023-08-06T17:35:54.134511Z",
"shell.execute_reply": "2023-08-06T17:35:54.134231Z"
"iopub.execute_input": "2023-08-07T00:19:40.670153Z",
"iopub.status.busy": "2023-08-07T00:19:40.670010Z",
"iopub.status.idle": "2023-08-07T00:19:40.672783Z",
"shell.execute_reply": "2023-08-07T00:19:40.672475Z"
},
"lines_to_next_cell": 0
},
@@ -1289,10 +1289,10 @@
"id": "cb9bdc46",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.135963Z",
"iopub.status.busy": "2023-08-06T17:35:54.135871Z",
"iopub.status.idle": "2023-08-06T17:35:54.138169Z",
"shell.execute_reply": "2023-08-06T17:35:54.137815Z"
"iopub.execute_input": "2023-08-07T00:19:40.674352Z",
"iopub.status.busy": "2023-08-07T00:19:40.674236Z",
"iopub.status.idle": "2023-08-07T00:19:40.676540Z",
"shell.execute_reply": "2023-08-07T00:19:40.676276Z"
}
},
"outputs": [
@@ -1320,10 +1320,10 @@
"id": "f23c101e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.139741Z",
"iopub.status.busy": "2023-08-06T17:35:54.139635Z",
"iopub.status.idle": "2023-08-06T17:35:54.141804Z",
"shell.execute_reply": "2023-08-06T17:35:54.141560Z"
"iopub.execute_input": "2023-08-07T00:19:40.677938Z",
"iopub.status.busy": "2023-08-07T00:19:40.677820Z",
"iopub.status.idle": "2023-08-07T00:19:40.680147Z",
"shell.execute_reply": "2023-08-07T00:19:40.679807Z"
},
"lines_to_next_cell": 0
},
@@ -1360,10 +1360,10 @@
"id": "4cc49622",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.143256Z",
"iopub.status.busy": "2023-08-06T17:35:54.143161Z",
"iopub.status.idle": "2023-08-06T17:35:54.145229Z",
"shell.execute_reply": "2023-08-06T17:35:54.144969Z"
"iopub.execute_input": "2023-08-07T00:19:40.681817Z",
"iopub.status.busy": "2023-08-07T00:19:40.681713Z",
"iopub.status.idle": "2023-08-07T00:19:40.684186Z",
"shell.execute_reply": "2023-08-07T00:19:40.683881Z"
}
},
"outputs": [
@@ -1390,10 +1390,10 @@
"id": "c96c9fe1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.146759Z",
"iopub.status.busy": "2023-08-06T17:35:54.146653Z",
"iopub.status.idle": "2023-08-06T17:35:54.148887Z",
"shell.execute_reply": "2023-08-06T17:35:54.148630Z"
"iopub.execute_input": "2023-08-07T00:19:40.685613Z",
"iopub.status.busy": "2023-08-07T00:19:40.685513Z",
"iopub.status.idle": "2023-08-07T00:19:40.687604Z",
"shell.execute_reply": "2023-08-07T00:19:40.687323Z"
},
"lines_to_next_cell": 0
},
@@ -1435,10 +1435,10 @@
"id": "574409d6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.150348Z",
"iopub.status.busy": "2023-08-06T17:35:54.150251Z",
"iopub.status.idle": "2023-08-06T17:35:54.152569Z",
"shell.execute_reply": "2023-08-06T17:35:54.152331Z"
"iopub.execute_input": "2023-08-07T00:19:40.689075Z",
"iopub.status.busy": "2023-08-07T00:19:40.688979Z",
"iopub.status.idle": "2023-08-07T00:19:40.691538Z",
"shell.execute_reply": "2023-08-07T00:19:40.691269Z"
}
},
"outputs": [],
@@ -1475,10 +1475,10 @@
"id": "89f190ae",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.154068Z",
"iopub.status.busy": "2023-08-06T17:35:54.153976Z",
"iopub.status.idle": "2023-08-06T17:35:54.155943Z",
"shell.execute_reply": "2023-08-06T17:35:54.155667Z"
"iopub.execute_input": "2023-08-07T00:19:40.693076Z",
"iopub.status.busy": "2023-08-07T00:19:40.692974Z",
"iopub.status.idle": "2023-08-07T00:19:40.694962Z",
"shell.execute_reply": "2023-08-07T00:19:40.694708Z"
},
"lines_to_next_cell": 0
},
@@ -1508,10 +1508,10 @@
"id": "322f339c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.157547Z",
"iopub.status.busy": "2023-08-06T17:35:54.157431Z",
"iopub.status.idle": "2023-08-06T17:35:54.159402Z",
"shell.execute_reply": "2023-08-06T17:35:54.159143Z"
"iopub.execute_input": "2023-08-07T00:19:40.696660Z",
"iopub.status.busy": "2023-08-07T00:19:40.696543Z",
"iopub.status.idle": "2023-08-07T00:19:40.698585Z",
"shell.execute_reply": "2023-08-07T00:19:40.698324Z"
}
},
"outputs": [],
@@ -1536,10 +1536,10 @@
"id": "7e106d1a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.160950Z",
"iopub.status.busy": "2023-08-06T17:35:54.160834Z",
"iopub.status.idle": "2023-08-06T17:35:54.162815Z",
"shell.execute_reply": "2023-08-06T17:35:54.162552Z"
"iopub.execute_input": "2023-08-07T00:19:40.700112Z",
"iopub.status.busy": "2023-08-07T00:19:40.700007Z",
"iopub.status.idle": "2023-08-07T00:19:40.702027Z",
"shell.execute_reply": "2023-08-07T00:19:40.701767Z"
},
"lines_to_next_cell": 0
},
@@ -1576,10 +1576,10 @@
"id": "7cb05ce4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.164360Z",
"iopub.status.busy": "2023-08-06T17:35:54.164263Z",
"iopub.status.idle": "2023-08-06T17:35:54.167306Z",
"shell.execute_reply": "2023-08-06T17:35:54.167033Z"
"iopub.execute_input": "2023-08-07T00:19:40.703581Z",
"iopub.status.busy": "2023-08-07T00:19:40.703476Z",
"iopub.status.idle": "2023-08-07T00:19:40.706441Z",
"shell.execute_reply": "2023-08-07T00:19:40.706179Z"
}
},
"outputs": [
@@ -1631,10 +1631,10 @@
"id": "6f245188",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.168856Z",
"iopub.status.busy": "2023-08-06T17:35:54.168772Z",
"iopub.status.idle": "2023-08-06T17:35:54.171306Z",
"shell.execute_reply": "2023-08-06T17:35:54.171036Z"
"iopub.execute_input": "2023-08-07T00:19:40.708006Z",
"iopub.status.busy": "2023-08-07T00:19:40.707901Z",
"iopub.status.idle": "2023-08-07T00:19:40.710450Z",
"shell.execute_reply": "2023-08-07T00:19:40.710194Z"
},
"lines_to_next_cell": 2
},
@@ -1689,10 +1689,10 @@
"id": "345fb41e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.172898Z",
"iopub.status.busy": "2023-08-06T17:35:54.172820Z",
"iopub.status.idle": "2023-08-06T17:35:54.174844Z",
"shell.execute_reply": "2023-08-06T17:35:54.174573Z"
"iopub.execute_input": "2023-08-07T00:19:40.712093Z",
"iopub.status.busy": "2023-08-07T00:19:40.711979Z",
"iopub.status.idle": "2023-08-07T00:19:40.713935Z",
"shell.execute_reply": "2023-08-07T00:19:40.713674Z"
},
"lines_to_next_cell": 0
},
@@ -1718,10 +1718,10 @@
"id": "3a8c21a2",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.176279Z",
"iopub.status.busy": "2023-08-06T17:35:54.176201Z",
"iopub.status.idle": "2023-08-06T17:35:54.490075Z",
"shell.execute_reply": "2023-08-06T17:35:54.489602Z"
"iopub.execute_input": "2023-08-07T00:19:40.715319Z",
"iopub.status.busy": "2023-08-07T00:19:40.715219Z",
"iopub.status.idle": "2023-08-07T00:19:41.035873Z",
"shell.execute_reply": "2023-08-07T00:19:41.035293Z"
},
"lines_to_next_cell": 0
},
@@ -1746,10 +1746,10 @@
"id": "e3e35b5d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.492349Z",
"iopub.status.busy": "2023-08-06T17:35:54.492209Z",
"iopub.status.idle": "2023-08-06T17:35:54.495557Z",
"shell.execute_reply": "2023-08-06T17:35:54.495020Z"
"iopub.execute_input": "2023-08-07T00:19:41.038578Z",
"iopub.status.busy": "2023-08-07T00:19:41.038393Z",
"iopub.status.idle": "2023-08-07T00:19:41.041820Z",
"shell.execute_reply": "2023-08-07T00:19:41.041365Z"
},
"lines_to_next_cell": 0
},
@@ -1788,10 +1788,10 @@
"id": "d928650a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.497396Z",
"iopub.status.busy": "2023-08-06T17:35:54.497311Z",
"iopub.status.idle": "2023-08-06T17:35:54.605692Z",
"shell.execute_reply": "2023-08-06T17:35:54.605294Z"
"iopub.execute_input": "2023-08-07T00:19:41.043940Z",
"iopub.status.busy": "2023-08-07T00:19:41.043807Z",
"iopub.status.idle": "2023-08-07T00:19:41.152788Z",
"shell.execute_reply": "2023-08-07T00:19:41.152394Z"
}
},
"outputs": [
@@ -1835,10 +1835,10 @@
"id": "92e5175c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.608086Z",
"iopub.status.busy": "2023-08-06T17:35:54.607746Z",
"iopub.status.idle": "2023-08-06T17:35:54.725343Z",
"shell.execute_reply": "2023-08-06T17:35:54.725007Z"
"iopub.execute_input": "2023-08-07T00:19:41.154810Z",
"iopub.status.busy": "2023-08-07T00:19:41.154695Z",
"iopub.status.idle": "2023-08-07T00:19:41.278338Z",
"shell.execute_reply": "2023-08-07T00:19:41.277867Z"
},
"lines_to_next_cell": 0
},
@@ -1884,10 +1884,10 @@
"id": "4911ecc7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.727259Z",
"iopub.status.busy": "2023-08-06T17:35:54.727141Z",
"iopub.status.idle": "2023-08-06T17:35:54.742605Z",
"shell.execute_reply": "2023-08-06T17:35:54.742234Z"
"iopub.execute_input": "2023-08-07T00:19:41.280637Z",
"iopub.status.busy": "2023-08-07T00:19:41.280494Z",
"iopub.status.idle": "2023-08-07T00:19:41.296485Z",
"shell.execute_reply": "2023-08-07T00:19:41.296101Z"
},
"lines_to_next_cell": 0
},
@@ -1957,10 +1957,10 @@
"id": "1b42a700",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.745207Z",
"iopub.status.busy": "2023-08-06T17:35:54.744988Z",
"iopub.status.idle": "2023-08-06T17:35:54.750667Z",
"shell.execute_reply": "2023-08-06T17:35:54.750320Z"
"iopub.execute_input": "2023-08-07T00:19:41.298559Z",
"iopub.status.busy": "2023-08-07T00:19:41.298421Z",
"iopub.status.idle": "2023-08-07T00:19:41.304986Z",
"shell.execute_reply": "2023-08-07T00:19:41.304678Z"
}
},
"outputs": [
@@ -2004,10 +2004,10 @@
"id": "50ef7eea",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.752542Z",
"iopub.status.busy": "2023-08-06T17:35:54.752422Z",
"iopub.status.idle": "2023-08-06T17:35:54.756021Z",
"shell.execute_reply": "2023-08-06T17:35:54.755609Z"
"iopub.execute_input": "2023-08-07T00:19:41.306962Z",
"iopub.status.busy": "2023-08-07T00:19:41.306831Z",
"iopub.status.idle": "2023-08-07T00:19:41.310423Z",
"shell.execute_reply": "2023-08-07T00:19:41.310047Z"
}
},
"outputs": [],
@@ -2037,10 +2037,10 @@
"id": "bf7a2408",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.758124Z",
"iopub.status.busy": "2023-08-06T17:35:54.757853Z",
"iopub.status.idle": "2023-08-06T17:35:54.763112Z",
"shell.execute_reply": "2023-08-06T17:35:54.762785Z"
"iopub.execute_input": "2023-08-07T00:19:41.312244Z",
"iopub.status.busy": "2023-08-07T00:19:41.312117Z",
"iopub.status.idle": "2023-08-07T00:19:41.317488Z",
"shell.execute_reply": "2023-08-07T00:19:41.317168Z"
}
},
"outputs": [
@@ -2097,10 +2097,10 @@
"id": "a118c0ab",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.764945Z",
"iopub.status.busy": "2023-08-06T17:35:54.764807Z",
"iopub.status.idle": "2023-08-06T17:35:54.996080Z",
"shell.execute_reply": "2023-08-06T17:35:54.995754Z"
"iopub.execute_input": "2023-08-07T00:19:41.319281Z",
"iopub.status.busy": "2023-08-07T00:19:41.319164Z",
"iopub.status.idle": "2023-08-07T00:19:41.547955Z",
"shell.execute_reply": "2023-08-07T00:19:41.547603Z"
}
},
"outputs": [
@@ -2142,10 +2142,10 @@
"id": "b1ff41c0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:54.998527Z",
"iopub.status.busy": "2023-08-06T17:35:54.998378Z",
"iopub.status.idle": "2023-08-06T17:35:55.224328Z",
"shell.execute_reply": "2023-08-06T17:35:55.224001Z"
"iopub.execute_input": "2023-08-07T00:19:41.549650Z",
"iopub.status.busy": "2023-08-07T00:19:41.549522Z",
"iopub.status.idle": "2023-08-07T00:19:41.777366Z",
"shell.execute_reply": "2023-08-07T00:19:41.776967Z"
}
},
"outputs": [
@@ -2184,10 +2184,10 @@
"id": "c2752a96",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.226138Z",
"iopub.status.busy": "2023-08-06T17:35:55.226012Z",
"iopub.status.idle": "2023-08-06T17:35:55.229625Z",
"shell.execute_reply": "2023-08-06T17:35:55.229330Z"
"iopub.execute_input": "2023-08-07T00:19:41.779450Z",
"iopub.status.busy": "2023-08-07T00:19:41.779300Z",
"iopub.status.idle": "2023-08-07T00:19:41.783422Z",
"shell.execute_reply": "2023-08-07T00:19:41.783033Z"
}
},
"outputs": [
@@ -2226,10 +2226,10 @@
"id": "1407f7a4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.231139Z",
"iopub.status.busy": "2023-08-06T17:35:55.231047Z",
"iopub.status.idle": "2023-08-06T17:35:55.234414Z",
"shell.execute_reply": "2023-08-06T17:35:55.234103Z"
"iopub.execute_input": "2023-08-07T00:19:41.785112Z",
"iopub.status.busy": "2023-08-07T00:19:41.785008Z",
"iopub.status.idle": "2023-08-07T00:19:41.788913Z",
"shell.execute_reply": "2023-08-07T00:19:41.788641Z"
}
},
"outputs": [
@@ -2312,10 +2312,10 @@
"id": "2d74f224",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.236000Z",
"iopub.status.busy": "2023-08-06T17:35:55.235892Z",
"iopub.status.idle": "2023-08-06T17:35:55.466992Z",
"shell.execute_reply": "2023-08-06T17:35:55.466654Z"
"iopub.execute_input": "2023-08-07T00:19:41.790458Z",
"iopub.status.busy": "2023-08-07T00:19:41.790357Z",
"iopub.status.idle": "2023-08-07T00:19:42.031301Z",
"shell.execute_reply": "2023-08-07T00:19:42.030904Z"
}
},
"outputs": [
@@ -2367,10 +2367,10 @@
"id": "b7f7da12",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.468711Z",
"iopub.status.busy": "2023-08-06T17:35:55.468585Z",
"iopub.status.idle": "2023-08-06T17:35:55.650076Z",
"shell.execute_reply": "2023-08-06T17:35:55.649676Z"
"iopub.execute_input": "2023-08-07T00:19:42.033202Z",
"iopub.status.busy": "2023-08-07T00:19:42.033063Z",
"iopub.status.idle": "2023-08-07T00:19:42.217388Z",
"shell.execute_reply": "2023-08-07T00:19:42.217021Z"
},
"lines_to_next_cell": 2
},
@@ -2419,10 +2419,10 @@
"id": "b94424fc",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.651855Z",
"iopub.status.busy": "2023-08-06T17:35:55.651741Z",
"iopub.status.idle": "2023-08-06T17:35:55.658795Z",
"shell.execute_reply": "2023-08-06T17:35:55.658519Z"
"iopub.execute_input": "2023-08-07T00:19:42.219256Z",
"iopub.status.busy": "2023-08-07T00:19:42.219115Z",
"iopub.status.idle": "2023-08-07T00:19:42.227039Z",
"shell.execute_reply": "2023-08-07T00:19:42.226704Z"
}
},
"outputs": [],
@@ -2452,10 +2452,10 @@
"id": "cea54566",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.660436Z",
"iopub.status.busy": "2023-08-06T17:35:55.660347Z",
"iopub.status.idle": "2023-08-06T17:35:55.662725Z",
"shell.execute_reply": "2023-08-06T17:35:55.662438Z"
"iopub.execute_input": "2023-08-07T00:19:42.228793Z",
"iopub.status.busy": "2023-08-07T00:19:42.228704Z",
"iopub.status.idle": "2023-08-07T00:19:42.231034Z",
"shell.execute_reply": "2023-08-07T00:19:42.230727Z"
},
"lines_to_next_cell": 2
},
@@ -2489,10 +2489,10 @@
"id": "4dac41bb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.664308Z",
"iopub.status.busy": "2023-08-06T17:35:55.664169Z",
"iopub.status.idle": "2023-08-06T17:35:55.668246Z",
"shell.execute_reply": "2023-08-06T17:35:55.667892Z"
"iopub.execute_input": "2023-08-07T00:19:42.232626Z",
"iopub.status.busy": "2023-08-07T00:19:42.232514Z",
"iopub.status.idle": "2023-08-07T00:19:42.236205Z",
"shell.execute_reply": "2023-08-07T00:19:42.235893Z"
},
"lines_to_next_cell": 2
},
@@ -2545,10 +2545,10 @@
"id": "d8ebadd6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.669892Z",
"iopub.status.busy": "2023-08-06T17:35:55.669796Z",
"iopub.status.idle": "2023-08-06T17:35:55.812837Z",
"shell.execute_reply": "2023-08-06T17:35:55.811884Z"
"iopub.execute_input": "2023-08-07T00:19:42.237776Z",
"iopub.status.busy": "2023-08-07T00:19:42.237686Z",
"iopub.status.idle": "2023-08-07T00:19:42.764811Z",
"shell.execute_reply": "2023-08-07T00:19:42.760096Z"
}
},
"outputs": [],
@@ -2577,10 +2577,10 @@
"id": "63b5efe3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:55.818431Z",
"iopub.status.busy": "2023-08-06T17:35:55.818044Z",
"iopub.status.idle": "2023-08-06T17:35:56.078668Z",
"shell.execute_reply": "2023-08-06T17:35:56.078379Z"
"iopub.execute_input": "2023-08-07T00:19:42.771948Z",
"iopub.status.busy": "2023-08-07T00:19:42.771506Z",
"iopub.status.idle": "2023-08-07T00:19:42.971788Z",
"shell.execute_reply": "2023-08-07T00:19:42.971058Z"
},
"lines_to_next_cell": 0
},
@@ -2647,10 +2647,10 @@
"id": "e20c3cc1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:56.080337Z",
"iopub.status.busy": "2023-08-06T17:35:56.080250Z",
"iopub.status.idle": "2023-08-06T17:35:56.227591Z",
"shell.execute_reply": "2023-08-06T17:35:56.227252Z"
"iopub.execute_input": "2023-08-07T00:19:42.976556Z",
"iopub.status.busy": "2023-08-07T00:19:42.975788Z",
"iopub.status.idle": "2023-08-07T00:19:43.134142Z",
"shell.execute_reply": "2023-08-07T00:19:43.133869Z"
},
"lines_to_next_cell": 0
},
@@ -2720,10 +2720,10 @@
"id": "622de805",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:56.229339Z",
"iopub.status.busy": "2023-08-06T17:35:56.229217Z",
"iopub.status.idle": "2023-08-06T17:35:56.231787Z",
"shell.execute_reply": "2023-08-06T17:35:56.231485Z"
"iopub.execute_input": "2023-08-07T00:19:43.135947Z",
"iopub.status.busy": "2023-08-07T00:19:43.135742Z",
"iopub.status.idle": "2023-08-07T00:19:43.138541Z",
"shell.execute_reply": "2023-08-07T00:19:43.138181Z"
}
},
"outputs": [],
@@ -2758,10 +2758,10 @@
"id": "54d40449",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:56.233590Z",
"iopub.status.busy": "2023-08-06T17:35:56.233477Z",
"iopub.status.idle": "2023-08-06T17:35:57.584097Z",
"shell.execute_reply": "2023-08-06T17:35:57.583812Z"
"iopub.execute_input": "2023-08-07T00:19:43.140415Z",
"iopub.status.busy": "2023-08-07T00:19:43.140161Z",
"iopub.status.idle": "2023-08-07T00:19:44.449125Z",
"shell.execute_reply": "2023-08-07T00:19:44.448816Z"
},
"lines_to_next_cell": 0
},
@@ -2811,10 +2811,10 @@
"id": "dc80afc8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:57.585856Z",
"iopub.status.busy": "2023-08-06T17:35:57.585741Z",
"iopub.status.idle": "2023-08-06T17:35:57.597998Z",
"shell.execute_reply": "2023-08-06T17:35:57.597730Z"
"iopub.execute_input": "2023-08-07T00:19:44.450952Z",
"iopub.status.busy": "2023-08-07T00:19:44.450828Z",
"iopub.status.idle": "2023-08-07T00:19:44.462134Z",
"shell.execute_reply": "2023-08-07T00:19:44.461872Z"
},
"lines_to_next_cell": 2
},
@@ -3005,10 +3005,10 @@
"id": "40ff59f9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:57.599540Z",
"iopub.status.busy": "2023-08-06T17:35:57.599448Z",
"iopub.status.idle": "2023-08-06T17:35:58.032539Z",
"shell.execute_reply": "2023-08-06T17:35:58.032140Z"
"iopub.execute_input": "2023-08-07T00:19:44.463951Z",
"iopub.status.busy": "2023-08-07T00:19:44.463834Z",
"iopub.status.idle": "2023-08-07T00:19:44.884205Z",
"shell.execute_reply": "2023-08-07T00:19:44.883879Z"
}
},
"outputs": [
@@ -3054,10 +3054,10 @@
"id": "1587e83b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:58.034342Z",
"iopub.status.busy": "2023-08-06T17:35:58.034213Z",
"iopub.status.idle": "2023-08-06T17:35:58.251720Z",
"shell.execute_reply": "2023-08-06T17:35:58.251045Z"
"iopub.execute_input": "2023-08-07T00:19:44.886050Z",
"iopub.status.busy": "2023-08-07T00:19:44.885932Z",
"iopub.status.idle": "2023-08-07T00:19:46.259058Z",
"shell.execute_reply": "2023-08-07T00:19:46.257441Z"
}
},
"outputs": [
@@ -3179,10 +3179,10 @@
"id": "b09ceeab",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:58.255255Z",
"iopub.status.busy": "2023-08-06T17:35:58.254701Z",
"iopub.status.idle": "2023-08-06T17:35:58.741393Z",
"shell.execute_reply": "2023-08-06T17:35:58.741038Z"
"iopub.execute_input": "2023-08-07T00:19:46.265164Z",
"iopub.status.busy": "2023-08-07T00:19:46.264638Z",
"iopub.status.idle": "2023-08-07T00:19:46.685470Z",
"shell.execute_reply": "2023-08-07T00:19:46.685151Z"
},
"lines_to_next_cell": 0
},
@@ -3392,7 +3392,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch13-multiple-lab.Rmd → Ch13-multiple-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

250
notebooks/Ch13-multiple-lab.ipynb → Ch13-multiple-lab.ipynb
View File

@@ -26,10 +26,10 @@
"id": "1f928b2d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:00.152825Z",
"iopub.status.busy": "2023-08-06T17:36:00.151975Z",
"iopub.status.idle": "2023-08-06T17:36:01.254245Z",
"shell.execute_reply": "2023-08-06T17:36:01.253710Z"
"iopub.execute_input": "2023-08-07T00:19:48.489971Z",
"iopub.status.busy": "2023-08-07T00:19:48.489727Z",
"iopub.status.idle": "2023-08-07T00:19:50.216508Z",
"shell.execute_reply": "2023-08-07T00:19:50.215573Z"
}
},
"outputs": [],
@@ -56,10 +56,10 @@
"id": "eb4b32aa",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.256495Z",
"iopub.status.busy": "2023-08-06T17:36:01.256216Z",
"iopub.status.idle": "2023-08-06T17:36:01.258709Z",
"shell.execute_reply": "2023-08-06T17:36:01.258467Z"
"iopub.execute_input": "2023-08-07T00:19:50.219989Z",
"iopub.status.busy": "2023-08-07T00:19:50.219429Z",
"iopub.status.idle": "2023-08-07T00:19:50.223239Z",
"shell.execute_reply": "2023-08-07T00:19:50.222392Z"
},
"lines_to_next_cell": 2
},
@@ -95,10 +95,10 @@
"id": "e12ac0cd",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.260260Z",
"iopub.status.busy": "2023-08-06T17:36:01.260153Z",
"iopub.status.idle": "2023-08-06T17:36:01.262414Z",
"shell.execute_reply": "2023-08-06T17:36:01.262174Z"
"iopub.execute_input": "2023-08-07T00:19:50.225454Z",
"iopub.status.busy": "2023-08-07T00:19:50.225335Z",
"iopub.status.idle": "2023-08-07T00:19:50.228651Z",
"shell.execute_reply": "2023-08-07T00:19:50.228301Z"
}
},
"outputs": [],
@@ -125,10 +125,10 @@
"id": "04d0f49e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.263887Z",
"iopub.status.busy": "2023-08-06T17:36:01.263792Z",
"iopub.status.idle": "2023-08-06T17:36:01.267718Z",
"shell.execute_reply": "2023-08-06T17:36:01.267462Z"
"iopub.execute_input": "2023-08-07T00:19:50.230854Z",
"iopub.status.busy": "2023-08-07T00:19:50.230727Z",
"iopub.status.idle": "2023-08-07T00:19:50.236745Z",
"shell.execute_reply": "2023-08-07T00:19:50.236388Z"
}
},
"outputs": [
@@ -172,10 +172,10 @@
"id": "d1f0c695",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.269204Z",
"iopub.status.busy": "2023-08-06T17:36:01.269116Z",
"iopub.status.idle": "2023-08-06T17:36:01.292380Z",
"shell.execute_reply": "2023-08-06T17:36:01.292124Z"
"iopub.execute_input": "2023-08-07T00:19:50.238822Z",
"iopub.status.busy": "2023-08-07T00:19:50.238685Z",
"iopub.status.idle": "2023-08-07T00:19:50.263876Z",
"shell.execute_reply": "2023-08-07T00:19:50.263508Z"
},
"lines_to_next_cell": 0
},
@@ -208,10 +208,10 @@
"id": "7a9594a0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.293910Z",
"iopub.status.busy": "2023-08-06T17:36:01.293823Z",
"iopub.status.idle": "2023-08-06T17:36:01.302891Z",
"shell.execute_reply": "2023-08-06T17:36:01.302612Z"
"iopub.execute_input": "2023-08-07T00:19:50.266708Z",
"iopub.status.busy": "2023-08-07T00:19:50.266387Z",
"iopub.status.idle": "2023-08-07T00:19:50.280831Z",
"shell.execute_reply": "2023-08-07T00:19:50.280194Z"
},
"lines_to_next_cell": 0
},
@@ -308,10 +308,10 @@
"id": "25f7fc5d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.304398Z",
"iopub.status.busy": "2023-08-06T17:36:01.304317Z",
"iopub.status.idle": "2023-08-06T17:36:01.331987Z",
"shell.execute_reply": "2023-08-06T17:36:01.331720Z"
"iopub.execute_input": "2023-08-07T00:19:50.283336Z",
"iopub.status.busy": "2023-08-07T00:19:50.283198Z",
"iopub.status.idle": "2023-08-07T00:19:50.317664Z",
"shell.execute_reply": "2023-08-07T00:19:50.317356Z"
},
"lines_to_next_cell": 0
},
@@ -420,10 +420,10 @@
"id": "369b5bd3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.333446Z",
"iopub.status.busy": "2023-08-06T17:36:01.333362Z",
"iopub.status.idle": "2023-08-06T17:36:01.583878Z",
"shell.execute_reply": "2023-08-06T17:36:01.583084Z"
"iopub.execute_input": "2023-08-07T00:19:50.319399Z",
"iopub.status.busy": "2023-08-07T00:19:50.319268Z",
"iopub.status.idle": "2023-08-07T00:19:50.674219Z",
"shell.execute_reply": "2023-08-07T00:19:50.673887Z"
}
},
"outputs": [
@@ -476,10 +476,10 @@
"id": "9ce7a19f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.592359Z",
"iopub.status.busy": "2023-08-06T17:36:01.591524Z",
"iopub.status.idle": "2023-08-06T17:36:01.636450Z",
"shell.execute_reply": "2023-08-06T17:36:01.636160Z"
"iopub.execute_input": "2023-08-07T00:19:50.676029Z",
"iopub.status.busy": "2023-08-07T00:19:50.675909Z",
"iopub.status.idle": "2023-08-07T00:19:50.715451Z",
"shell.execute_reply": "2023-08-07T00:19:50.715145Z"
}
},
"outputs": [
@@ -544,10 +544,10 @@
"id": "de6cffed",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.638004Z",
"iopub.status.busy": "2023-08-06T17:36:01.637923Z",
"iopub.status.idle": "2023-08-06T17:36:01.640151Z",
"shell.execute_reply": "2023-08-06T17:36:01.639891Z"
"iopub.execute_input": "2023-08-07T00:19:50.717476Z",
"iopub.status.busy": "2023-08-07T00:19:50.717258Z",
"iopub.status.idle": "2023-08-07T00:19:50.719841Z",
"shell.execute_reply": "2023-08-07T00:19:50.719577Z"
},
"lines_to_next_cell": 2
},
@@ -583,10 +583,10 @@
"id": "0de71500",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.641646Z",
"iopub.status.busy": "2023-08-06T17:36:01.641554Z",
"iopub.status.idle": "2023-08-06T17:36:01.643766Z",
"shell.execute_reply": "2023-08-06T17:36:01.643529Z"
"iopub.execute_input": "2023-08-07T00:19:50.721450Z",
"iopub.status.busy": "2023-08-07T00:19:50.721342Z",
"iopub.status.idle": "2023-08-07T00:19:50.723962Z",
"shell.execute_reply": "2023-08-07T00:19:50.723691Z"
}
},
"outputs": [
@@ -625,10 +625,10 @@
"id": "f7e87bdb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.645254Z",
"iopub.status.busy": "2023-08-06T17:36:01.645162Z",
"iopub.status.idle": "2023-08-06T17:36:01.687110Z",
"shell.execute_reply": "2023-08-06T17:36:01.686827Z"
"iopub.execute_input": "2023-08-07T00:19:50.725450Z",
"iopub.status.busy": "2023-08-07T00:19:50.725349Z",
"iopub.status.idle": "2023-08-07T00:19:50.777055Z",
"shell.execute_reply": "2023-08-07T00:19:50.776612Z"
},
"lines_to_next_cell": 2
},
@@ -664,10 +664,10 @@
"id": "e88be376",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.688627Z",
"iopub.status.busy": "2023-08-06T17:36:01.688527Z",
"iopub.status.idle": "2023-08-06T17:36:01.691393Z",
"shell.execute_reply": "2023-08-06T17:36:01.691161Z"
"iopub.execute_input": "2023-08-07T00:19:50.779763Z",
"iopub.status.busy": "2023-08-07T00:19:50.779554Z",
"iopub.status.idle": "2023-08-07T00:19:50.783798Z",
"shell.execute_reply": "2023-08-07T00:19:50.783418Z"
},
"lines_to_next_cell": 2
},
@@ -708,10 +708,10 @@
"id": "41149af6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.692844Z",
"iopub.status.busy": "2023-08-06T17:36:01.692751Z",
"iopub.status.idle": "2023-08-06T17:36:01.695119Z",
"shell.execute_reply": "2023-08-06T17:36:01.694881Z"
"iopub.execute_input": "2023-08-07T00:19:50.786752Z",
"iopub.status.busy": "2023-08-07T00:19:50.786580Z",
"iopub.status.idle": "2023-08-07T00:19:50.791095Z",
"shell.execute_reply": "2023-08-07T00:19:50.790607Z"
}
},
"outputs": [
@@ -760,10 +760,10 @@
"id": "61aabda7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:01.696563Z",
"iopub.status.busy": "2023-08-06T17:36:01.696465Z",
"iopub.status.idle": "2023-08-06T17:36:02.177873Z",
"shell.execute_reply": "2023-08-06T17:36:02.177587Z"
"iopub.execute_input": "2023-08-07T00:19:50.793577Z",
"iopub.status.busy": "2023-08-07T00:19:50.793394Z",
"iopub.status.idle": "2023-08-07T00:19:51.318999Z",
"shell.execute_reply": "2023-08-07T00:19:51.318071Z"
},
"lines_to_next_cell": 2
},
@@ -820,10 +820,10 @@
"id": "cbcad4de",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.179444Z",
"iopub.status.busy": "2023-08-06T17:36:02.179343Z",
"iopub.status.idle": "2023-08-06T17:36:02.260168Z",
"shell.execute_reply": "2023-08-06T17:36:02.259865Z"
"iopub.execute_input": "2023-08-07T00:19:51.321200Z",
"iopub.status.busy": "2023-08-07T00:19:51.321046Z",
"iopub.status.idle": "2023-08-07T00:19:51.411142Z",
"shell.execute_reply": "2023-08-07T00:19:51.410682Z"
}
},
"outputs": [
@@ -861,10 +861,10 @@
"id": "b5842190",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.261922Z",
"iopub.status.busy": "2023-08-06T17:36:02.261817Z",
"iopub.status.idle": "2023-08-06T17:36:02.675908Z",
"shell.execute_reply": "2023-08-06T17:36:02.675505Z"
"iopub.execute_input": "2023-08-07T00:19:51.413331Z",
"iopub.status.busy": "2023-08-07T00:19:51.413176Z",
"iopub.status.idle": "2023-08-07T00:19:51.848427Z",
"shell.execute_reply": "2023-08-07T00:19:51.847956Z"
}
},
"outputs": [],
@@ -890,10 +890,10 @@
"id": "7c9d8bed",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.677787Z",
"iopub.status.busy": "2023-08-06T17:36:02.677666Z",
"iopub.status.idle": "2023-08-06T17:36:02.680351Z",
"shell.execute_reply": "2023-08-06T17:36:02.680097Z"
"iopub.execute_input": "2023-08-07T00:19:51.850663Z",
"iopub.status.busy": "2023-08-07T00:19:51.850523Z",
"iopub.status.idle": "2023-08-07T00:19:51.854777Z",
"shell.execute_reply": "2023-08-07T00:19:51.854196Z"
}
},
"outputs": [
@@ -935,10 +935,10 @@
"id": "bfa39f7c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.681878Z",
"iopub.status.busy": "2023-08-06T17:36:02.681776Z",
"iopub.status.idle": "2023-08-06T17:36:02.684078Z",
"shell.execute_reply": "2023-08-06T17:36:02.683782Z"
"iopub.execute_input": "2023-08-07T00:19:51.856795Z",
"iopub.status.busy": "2023-08-07T00:19:51.856678Z",
"iopub.status.idle": "2023-08-07T00:19:51.859719Z",
"shell.execute_reply": "2023-08-07T00:19:51.859327Z"
},
"lines_to_next_cell": 0
},
@@ -979,10 +979,10 @@
"id": "70b69b47",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.685580Z",
"iopub.status.busy": "2023-08-06T17:36:02.685487Z",
"iopub.status.idle": "2023-08-06T17:36:02.687581Z",
"shell.execute_reply": "2023-08-06T17:36:02.687313Z"
"iopub.execute_input": "2023-08-07T00:19:51.861924Z",
"iopub.status.busy": "2023-08-07T00:19:51.861522Z",
"iopub.status.idle": "2023-08-07T00:19:51.864394Z",
"shell.execute_reply": "2023-08-07T00:19:51.863987Z"
},
"lines_to_next_cell": 2
},
@@ -1029,10 +1029,10 @@
"id": "4c0ddea1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.689041Z",
"iopub.status.busy": "2023-08-06T17:36:02.688941Z",
"iopub.status.idle": "2023-08-06T17:36:02.691386Z",
"shell.execute_reply": "2023-08-06T17:36:02.691129Z"
"iopub.execute_input": "2023-08-07T00:19:51.865978Z",
"iopub.status.busy": "2023-08-07T00:19:51.865869Z",
"iopub.status.idle": "2023-08-07T00:19:51.868792Z",
"shell.execute_reply": "2023-08-07T00:19:51.868357Z"
}
},
"outputs": [],
@@ -1063,10 +1063,10 @@
"id": "0314eac9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.692825Z",
"iopub.status.busy": "2023-08-06T17:36:02.692729Z",
"iopub.status.idle": "2023-08-06T17:36:02.922587Z",
"shell.execute_reply": "2023-08-06T17:36:02.922278Z"
"iopub.execute_input": "2023-08-07T00:19:51.871473Z",
"iopub.status.busy": "2023-08-07T00:19:51.871214Z",
"iopub.status.idle": "2023-08-07T00:19:52.126671Z",
"shell.execute_reply": "2023-08-07T00:19:52.126261Z"
},
"lines_to_next_cell": 2
},
@@ -1113,10 +1113,10 @@
"id": "b59b8137",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.924316Z",
"iopub.status.busy": "2023-08-06T17:36:02.924196Z",
"iopub.status.idle": "2023-08-06T17:36:02.997644Z",
"shell.execute_reply": "2023-08-06T17:36:02.997332Z"
"iopub.execute_input": "2023-08-07T00:19:52.129167Z",
"iopub.status.busy": "2023-08-07T00:19:52.128842Z",
"iopub.status.idle": "2023-08-07T00:19:52.208320Z",
"shell.execute_reply": "2023-08-07T00:19:52.207936Z"
},
"lines_to_next_cell": 2
},
@@ -1164,10 +1164,10 @@
"id": "96fb2f61",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:02.999309Z",
"iopub.status.busy": "2023-08-06T17:36:02.999199Z",
"iopub.status.idle": "2023-08-06T17:36:03.003203Z",
"shell.execute_reply": "2023-08-06T17:36:03.002963Z"
"iopub.execute_input": "2023-08-07T00:19:52.210235Z",
"iopub.status.busy": "2023-08-07T00:19:52.210101Z",
"iopub.status.idle": "2023-08-07T00:19:52.215004Z",
"shell.execute_reply": "2023-08-07T00:19:52.214604Z"
},
"lines_to_next_cell": 2
},
@@ -1217,10 +1217,10 @@
"id": "fdc229fa",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:03.004671Z",
"iopub.status.busy": "2023-08-06T17:36:03.004588Z",
"iopub.status.idle": "2023-08-06T17:36:05.379699Z",
"shell.execute_reply": "2023-08-06T17:36:05.379380Z"
"iopub.execute_input": "2023-08-07T00:19:52.217206Z",
"iopub.status.busy": "2023-08-07T00:19:52.217085Z",
"iopub.status.idle": "2023-08-07T00:19:54.776066Z",
"shell.execute_reply": "2023-08-07T00:19:54.775642Z"
},
"lines_to_next_cell": 2
},
@@ -1268,10 +1268,10 @@
"id": "e3894695",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:05.381564Z",
"iopub.status.busy": "2023-08-06T17:36:05.381435Z",
"iopub.status.idle": "2023-08-06T17:36:05.597223Z",
"shell.execute_reply": "2023-08-06T17:36:05.596880Z"
"iopub.execute_input": "2023-08-07T00:19:54.778563Z",
"iopub.status.busy": "2023-08-07T00:19:54.778388Z",
"iopub.status.idle": "2023-08-07T00:19:55.017161Z",
"shell.execute_reply": "2023-08-07T00:19:55.016821Z"
},
"lines_to_next_cell": 0
},
@@ -1328,10 +1328,10 @@
"id": "3b7392cb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:36:05.599334Z",
"iopub.status.busy": "2023-08-06T17:36:05.599205Z",
"iopub.status.idle": "2023-08-06T17:40:01.929123Z",
"shell.execute_reply": "2023-08-06T17:40:01.928341Z"
"iopub.execute_input": "2023-08-07T00:19:55.019036Z",
"iopub.status.busy": "2023-08-07T00:19:55.018920Z",
"iopub.status.idle": "2023-08-07T00:39:19.291005Z",
"shell.execute_reply": "2023-08-07T00:39:19.287314Z"
}
},
"outputs": [],
@@ -1374,10 +1374,10 @@
"id": "cac15616",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:40:01.931393Z",
"iopub.status.busy": "2023-08-06T17:40:01.931250Z",
"iopub.status.idle": "2023-08-06T17:40:02.050525Z",
"shell.execute_reply": "2023-08-06T17:40:02.050215Z"
"iopub.execute_input": "2023-08-07T00:39:19.314420Z",
"iopub.status.busy": "2023-08-07T00:39:19.313452Z",
"iopub.status.idle": "2023-08-07T00:39:19.544251Z",
"shell.execute_reply": "2023-08-07T00:39:19.543932Z"
}
},
"outputs": [],
@@ -1415,10 +1415,10 @@
"id": "9661eb10",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:40:02.052324Z",
"iopub.status.busy": "2023-08-06T17:40:02.052224Z",
"iopub.status.idle": "2023-08-06T17:40:02.054968Z",
"shell.execute_reply": "2023-08-06T17:40:02.054729Z"
"iopub.execute_input": "2023-08-07T00:39:19.546693Z",
"iopub.status.busy": "2023-08-07T00:39:19.546543Z",
"iopub.status.idle": "2023-08-07T00:39:19.549970Z",
"shell.execute_reply": "2023-08-07T00:39:19.549697Z"
}
},
"outputs": [
@@ -1470,10 +1470,10 @@
"id": "18ad4900",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:40:02.056480Z",
"iopub.status.busy": "2023-08-06T17:40:02.056382Z",
"iopub.status.idle": "2023-08-06T17:40:02.058766Z",
"shell.execute_reply": "2023-08-06T17:40:02.058503Z"
"iopub.execute_input": "2023-08-07T00:39:19.552090Z",
"iopub.status.busy": "2023-08-07T00:39:19.552004Z",
"iopub.status.idle": "2023-08-07T00:39:19.554743Z",
"shell.execute_reply": "2023-08-07T00:39:19.554473Z"
}
},
"outputs": [
@@ -1538,10 +1538,10 @@
"id": "28c276b6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:40:02.060234Z",
"iopub.status.busy": "2023-08-06T17:40:02.060135Z",
"iopub.status.idle": "2023-08-06T17:40:02.135583Z",
"shell.execute_reply": "2023-08-06T17:40:02.135228Z"
"iopub.execute_input": "2023-08-07T00:39:19.556715Z",
"iopub.status.busy": "2023-08-07T00:39:19.556515Z",
"iopub.status.idle": "2023-08-07T00:39:19.650514Z",
"shell.execute_reply": "2023-08-07T00:39:19.650181Z"
},
"lines_to_next_cell": 0
},
@@ -1576,7 +1576,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch2-statlearn-lab.Rmd → Ch2-statlearn-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

944
notebooks/Ch2-statlearn-lab.ipynb → Ch2-statlearn-lab.ipynb
View File

File diff suppressed because it is too large Load Diff

2
Rmarkdown/Ch3-linreg-lab.Rmd → Ch3-linreg-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

298
notebooks/Ch3-linreg-lab.ipynb → Ch3-linreg-lab.ipynb
View File

@@ -28,10 +28,10 @@
"id": "ca5277a6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:45.279319Z",
"iopub.status.busy": "2023-08-06T17:34:45.279082Z",
"iopub.status.idle": "2023-08-06T17:34:45.953848Z",
"shell.execute_reply": "2023-08-06T17:34:45.953518Z"
"iopub.execute_input": "2023-08-07T00:18:29.402170Z",
"iopub.status.busy": "2023-08-07T00:18:29.401851Z",
"iopub.status.idle": "2023-08-07T00:18:29.884854Z",
"shell.execute_reply": "2023-08-07T00:18:29.884559Z"
},
"lines_to_next_cell": 2
},
@@ -61,10 +61,10 @@
"id": "675f24e6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:45.955884Z",
"iopub.status.busy": "2023-08-06T17:34:45.955666Z",
"iopub.status.idle": "2023-08-06T17:34:46.765820Z",
"shell.execute_reply": "2023-08-06T17:34:46.765525Z"
"iopub.execute_input": "2023-08-07T00:18:29.886827Z",
"iopub.status.busy": "2023-08-07T00:18:29.886604Z",
"iopub.status.idle": "2023-08-07T00:18:30.513216Z",
"shell.execute_reply": "2023-08-07T00:18:30.512918Z"
},
"lines_to_next_cell": 0
},
@@ -94,10 +94,10 @@
"id": "a0ee23c2",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.767689Z",
"iopub.status.busy": "2023-08-06T17:34:46.767547Z",
"iopub.status.idle": "2023-08-06T17:34:46.770326Z",
"shell.execute_reply": "2023-08-06T17:34:46.770048Z"
"iopub.execute_input": "2023-08-07T00:18:30.515096Z",
"iopub.status.busy": "2023-08-07T00:18:30.514948Z",
"iopub.status.idle": "2023-08-07T00:18:30.517757Z",
"shell.execute_reply": "2023-08-07T00:18:30.517502Z"
}
},
"outputs": [],
@@ -125,10 +125,10 @@
"id": "b35eb887",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.771834Z",
"iopub.status.busy": "2023-08-06T17:34:46.771733Z",
"iopub.status.idle": "2023-08-06T17:34:46.958904Z",
"shell.execute_reply": "2023-08-06T17:34:46.958467Z"
"iopub.execute_input": "2023-08-07T00:18:30.519241Z",
"iopub.status.busy": "2023-08-07T00:18:30.519152Z",
"iopub.status.idle": "2023-08-07T00:18:30.676458Z",
"shell.execute_reply": "2023-08-07T00:18:30.675986Z"
}
},
"outputs": [],
@@ -157,10 +157,10 @@
"id": "961908f7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.960948Z",
"iopub.status.busy": "2023-08-06T17:34:46.960687Z",
"iopub.status.idle": "2023-08-06T17:34:46.964347Z",
"shell.execute_reply": "2023-08-06T17:34:46.964073Z"
"iopub.execute_input": "2023-08-07T00:18:30.678594Z",
"iopub.status.busy": "2023-08-07T00:18:30.678317Z",
"iopub.status.idle": "2023-08-07T00:18:30.682161Z",
"shell.execute_reply": "2023-08-07T00:18:30.681889Z"
},
"lines_to_next_cell": 0
},
@@ -238,10 +238,10 @@
"id": "662caa15",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.966063Z",
"iopub.status.busy": "2023-08-06T17:34:46.965960Z",
"iopub.status.idle": "2023-08-06T17:34:46.968939Z",
"shell.execute_reply": "2023-08-06T17:34:46.968662Z"
"iopub.execute_input": "2023-08-07T00:18:30.683690Z",
"iopub.status.busy": "2023-08-07T00:18:30.683590Z",
"iopub.status.idle": "2023-08-07T00:18:30.686573Z",
"shell.execute_reply": "2023-08-07T00:18:30.686323Z"
},
"lines_to_next_cell": 0
},
@@ -442,10 +442,10 @@
"id": "ebb7d126",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.970359Z",
"iopub.status.busy": "2023-08-06T17:34:46.970263Z",
"iopub.status.idle": "2023-08-06T17:34:46.972364Z",
"shell.execute_reply": "2023-08-06T17:34:46.972124Z"
"iopub.execute_input": "2023-08-07T00:18:30.688076Z",
"iopub.status.busy": "2023-08-07T00:18:30.687980Z",
"iopub.status.idle": "2023-08-07T00:18:30.690330Z",
"shell.execute_reply": "2023-08-07T00:18:30.690041Z"
},
"lines_to_next_cell": 0
},
@@ -500,10 +500,10 @@
"id": "1ea46cee",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.973818Z",
"iopub.status.busy": "2023-08-06T17:34:46.973741Z",
"iopub.status.idle": "2023-08-06T17:34:46.982452Z",
"shell.execute_reply": "2023-08-06T17:34:46.982201Z"
"iopub.execute_input": "2023-08-07T00:18:30.693238Z",
"iopub.status.busy": "2023-08-07T00:18:30.693135Z",
"iopub.status.idle": "2023-08-07T00:18:30.700216Z",
"shell.execute_reply": "2023-08-07T00:18:30.699965Z"
}
},
"outputs": [
@@ -544,10 +544,10 @@
"id": "26c0ba88",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.983850Z",
"iopub.status.busy": "2023-08-06T17:34:46.983745Z",
"iopub.status.idle": "2023-08-06T17:34:46.990247Z",
"shell.execute_reply": "2023-08-06T17:34:46.990002Z"
"iopub.execute_input": "2023-08-07T00:18:30.701638Z",
"iopub.status.busy": "2023-08-07T00:18:30.701559Z",
"iopub.status.idle": "2023-08-07T00:18:30.706894Z",
"shell.execute_reply": "2023-08-07T00:18:30.706635Z"
}
},
"outputs": [
@@ -634,10 +634,10 @@
"id": "d4dd511b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.991664Z",
"iopub.status.busy": "2023-08-06T17:34:46.991561Z",
"iopub.status.idle": "2023-08-06T17:34:46.994290Z",
"shell.execute_reply": "2023-08-06T17:34:46.994049Z"
"iopub.execute_input": "2023-08-07T00:18:30.708348Z",
"iopub.status.busy": "2023-08-07T00:18:30.708254Z",
"iopub.status.idle": "2023-08-07T00:18:30.710731Z",
"shell.execute_reply": "2023-08-07T00:18:30.710460Z"
},
"lines_to_next_cell": 0
},
@@ -669,10 +669,10 @@
"id": "eef9f8e3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:46.995620Z",
"iopub.status.busy": "2023-08-06T17:34:46.995530Z",
"iopub.status.idle": "2023-08-06T17:34:47.057569Z",
"shell.execute_reply": "2023-08-06T17:34:47.057305Z"
"iopub.execute_input": "2023-08-07T00:18:30.712145Z",
"iopub.status.busy": "2023-08-07T00:18:30.712039Z",
"iopub.status.idle": "2023-08-07T00:18:30.771318Z",
"shell.execute_reply": "2023-08-07T00:18:30.771048Z"
},
"lines_to_next_cell": 2
},
@@ -780,10 +780,10 @@
"id": "557170d4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.059196Z",
"iopub.status.busy": "2023-08-06T17:34:47.059050Z",
"iopub.status.idle": "2023-08-06T17:34:47.063793Z",
"shell.execute_reply": "2023-08-06T17:34:47.063548Z"
"iopub.execute_input": "2023-08-07T00:18:30.772908Z",
"iopub.status.busy": "2023-08-07T00:18:30.772767Z",
"iopub.status.idle": "2023-08-07T00:18:30.777533Z",
"shell.execute_reply": "2023-08-07T00:18:30.777292Z"
},
"lines_to_next_cell": 0
},
@@ -875,10 +875,10 @@
"id": "b83ec097",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.065239Z",
"iopub.status.busy": "2023-08-06T17:34:47.065152Z",
"iopub.status.idle": "2023-08-06T17:34:47.069286Z",
"shell.execute_reply": "2023-08-06T17:34:47.068998Z"
"iopub.execute_input": "2023-08-07T00:18:30.778980Z",
"iopub.status.busy": "2023-08-07T00:18:30.778901Z",
"iopub.status.idle": "2023-08-07T00:18:30.783086Z",
"shell.execute_reply": "2023-08-07T00:18:30.782821Z"
},
"lines_to_next_cell": 0
},
@@ -979,10 +979,10 @@
"id": "d4dce5f6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.070742Z",
"iopub.status.busy": "2023-08-06T17:34:47.070666Z",
"iopub.status.idle": "2023-08-06T17:34:47.079919Z",
"shell.execute_reply": "2023-08-06T17:34:47.079672Z"
"iopub.execute_input": "2023-08-07T00:18:30.784600Z",
"iopub.status.busy": "2023-08-07T00:18:30.784504Z",
"iopub.status.idle": "2023-08-07T00:18:30.793701Z",
"shell.execute_reply": "2023-08-07T00:18:30.793458Z"
}
},
"outputs": [
@@ -1004,7 +1004,7 @@
" <th>Date:</th> <td>Sun, 06 Aug 2023</td> <th> Prob (F-statistic):</th> <td>5.08e-88</td>\n",
"</tr>\n",
"<tr>\n",
" <th>Time:</th> <td>10:34:47</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n",
" <th>Time:</th> <td>17:18:30</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n",
"</tr>\n",
"<tr>\n",
" <th>No. Observations:</th> <td> 506</td> <th> AIC: </th> <td> 3287.</td>\n",
@@ -1053,7 +1053,7 @@
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.543 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 601.6 \\\\\n",
"\\textbf{Date:} & Sun, 06 Aug 2023 & \\textbf{ Prob (F-statistic):} & 5.08e-88 \\\\\n",
"\\textbf{Time:} & 10:34:47 & \\textbf{ Log-Likelihood: } & -1641.5 \\\\\n",
"\\textbf{Time:} & 17:18:30 & \\textbf{ Log-Likelihood: } & -1641.5 \\\\\n",
"\\textbf{No. Observations:} & 506 & \\textbf{ AIC: } & 3287. \\\\\n",
"\\textbf{Df Residuals:} & 504 & \\textbf{ BIC: } & 3295. \\\\\n",
"\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n",
@@ -1089,7 +1089,7 @@
"Model: OLS Adj. R-squared: 0.543\n",
"Method: Least Squares F-statistic: 601.6\n",
"Date: Sun, 06 Aug 2023 Prob (F-statistic): 5.08e-88\n",
"Time: 10:34:47 Log-Likelihood: -1641.5\n",
"Time: 17:18:30 Log-Likelihood: -1641.5\n",
"No. Observations: 506 AIC: 3287.\n",
"Df Residuals: 504 BIC: 3295.\n",
"Df Model: 1 \n",
@@ -1135,10 +1135,10 @@
"id": "a0edf555",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.081336Z",
"iopub.status.busy": "2023-08-06T17:34:47.081257Z",
"iopub.status.idle": "2023-08-06T17:34:47.083680Z",
"shell.execute_reply": "2023-08-06T17:34:47.083425Z"
"iopub.execute_input": "2023-08-07T00:18:30.795155Z",
"iopub.status.busy": "2023-08-07T00:18:30.795070Z",
"iopub.status.idle": "2023-08-07T00:18:30.797528Z",
"shell.execute_reply": "2023-08-07T00:18:30.797283Z"
},
"lines_to_next_cell": 2
},
@@ -1178,10 +1178,10 @@
"id": "fdc5a3f3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.085093Z",
"iopub.status.busy": "2023-08-06T17:34:47.085015Z",
"iopub.status.idle": "2023-08-06T17:34:47.088625Z",
"shell.execute_reply": "2023-08-06T17:34:47.088392Z"
"iopub.execute_input": "2023-08-07T00:18:30.798957Z",
"iopub.status.busy": "2023-08-07T00:18:30.798873Z",
"iopub.status.idle": "2023-08-07T00:18:30.802562Z",
"shell.execute_reply": "2023-08-07T00:18:30.802313Z"
}
},
"outputs": [
@@ -1262,10 +1262,10 @@
"id": "2c6acbf0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.090091Z",
"iopub.status.busy": "2023-08-06T17:34:47.090008Z",
"iopub.status.idle": "2023-08-06T17:34:47.092428Z",
"shell.execute_reply": "2023-08-06T17:34:47.092183Z"
"iopub.execute_input": "2023-08-07T00:18:30.803979Z",
"iopub.status.busy": "2023-08-07T00:18:30.803903Z",
"iopub.status.idle": "2023-08-07T00:18:30.806278Z",
"shell.execute_reply": "2023-08-07T00:18:30.806017Z"
},
"lines_to_next_cell": 0
},
@@ -1300,10 +1300,10 @@
"id": "c472ef33",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.093785Z",
"iopub.status.busy": "2023-08-06T17:34:47.093688Z",
"iopub.status.idle": "2023-08-06T17:34:47.096010Z",
"shell.execute_reply": "2023-08-06T17:34:47.095781Z"
"iopub.execute_input": "2023-08-07T00:18:30.807645Z",
"iopub.status.busy": "2023-08-07T00:18:30.807570Z",
"iopub.status.idle": "2023-08-07T00:18:30.809883Z",
"shell.execute_reply": "2023-08-07T00:18:30.809646Z"
},
"lines_to_next_cell": 0
},
@@ -1339,10 +1339,10 @@
"id": "3e2ffc7a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.097324Z",
"iopub.status.busy": "2023-08-06T17:34:47.097234Z",
"iopub.status.idle": "2023-08-06T17:34:47.099513Z",
"shell.execute_reply": "2023-08-06T17:34:47.099275Z"
"iopub.execute_input": "2023-08-07T00:18:30.811226Z",
"iopub.status.busy": "2023-08-07T00:18:30.811154Z",
"iopub.status.idle": "2023-08-07T00:18:30.813455Z",
"shell.execute_reply": "2023-08-07T00:18:30.813210Z"
},
"lines_to_next_cell": 0
},
@@ -1399,10 +1399,10 @@
"id": "4e56a1d3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.100972Z",
"iopub.status.busy": "2023-08-06T17:34:47.100892Z",
"iopub.status.idle": "2023-08-06T17:34:47.102793Z",
"shell.execute_reply": "2023-08-06T17:34:47.102549Z"
"iopub.execute_input": "2023-08-07T00:18:30.814985Z",
"iopub.status.busy": "2023-08-07T00:18:30.814910Z",
"iopub.status.idle": "2023-08-07T00:18:30.816725Z",
"shell.execute_reply": "2023-08-07T00:18:30.816494Z"
},
"lines_to_next_cell": 0
},
@@ -1433,10 +1433,10 @@
"id": "7f43ffe7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.104148Z",
"iopub.status.busy": "2023-08-06T17:34:47.104079Z",
"iopub.status.idle": "2023-08-06T17:34:47.106062Z",
"shell.execute_reply": "2023-08-06T17:34:47.105836Z"
"iopub.execute_input": "2023-08-07T00:18:30.818143Z",
"iopub.status.busy": "2023-08-07T00:18:30.818041Z",
"iopub.status.idle": "2023-08-07T00:18:30.819998Z",
"shell.execute_reply": "2023-08-07T00:18:30.819773Z"
},
"lines_to_next_cell": 0
},
@@ -1473,10 +1473,10 @@
"id": "3f7b67c9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.107460Z",
"iopub.status.busy": "2023-08-06T17:34:47.107386Z",
"iopub.status.idle": "2023-08-06T17:34:47.254700Z",
"shell.execute_reply": "2023-08-06T17:34:47.253915Z"
"iopub.execute_input": "2023-08-07T00:18:30.821345Z",
"iopub.status.busy": "2023-08-07T00:18:30.821254Z",
"iopub.status.idle": "2023-08-07T00:18:30.930375Z",
"shell.execute_reply": "2023-08-07T00:18:30.929550Z"
},
"lines_to_next_cell": 0
},
@@ -1537,10 +1537,10 @@
"id": "b35a2fd3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.259557Z",
"iopub.status.busy": "2023-08-06T17:34:47.259229Z",
"iopub.status.idle": "2023-08-06T17:34:47.402403Z",
"shell.execute_reply": "2023-08-06T17:34:47.402135Z"
"iopub.execute_input": "2023-08-07T00:18:30.934324Z",
"iopub.status.busy": "2023-08-07T00:18:30.934035Z",
"iopub.status.idle": "2023-08-07T00:18:31.102742Z",
"shell.execute_reply": "2023-08-07T00:18:31.101921Z"
},
"lines_to_next_cell": 0
},
@@ -1585,10 +1585,10 @@
"id": "82673b80",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.404190Z",
"iopub.status.busy": "2023-08-06T17:34:47.404052Z",
"iopub.status.idle": "2023-08-06T17:34:47.494230Z",
"shell.execute_reply": "2023-08-06T17:34:47.493905Z"
"iopub.execute_input": "2023-08-07T00:18:31.106724Z",
"iopub.status.busy": "2023-08-07T00:18:31.106292Z",
"iopub.status.idle": "2023-08-07T00:18:31.200890Z",
"shell.execute_reply": "2023-08-07T00:18:31.200597Z"
},
"lines_to_next_cell": 0
},
@@ -1653,10 +1653,10 @@
"id": "54596dc4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.495999Z",
"iopub.status.busy": "2023-08-06T17:34:47.495872Z",
"iopub.status.idle": "2023-08-06T17:34:47.506251Z",
"shell.execute_reply": "2023-08-06T17:34:47.505979Z"
"iopub.execute_input": "2023-08-07T00:18:31.202583Z",
"iopub.status.busy": "2023-08-07T00:18:31.202480Z",
"iopub.status.idle": "2023-08-07T00:18:31.212391Z",
"shell.execute_reply": "2023-08-07T00:18:31.212135Z"
},
"lines_to_next_cell": 0
},
@@ -1751,10 +1751,10 @@
"id": "75c78238",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.508238Z",
"iopub.status.busy": "2023-08-06T17:34:47.508087Z",
"iopub.status.idle": "2023-08-06T17:34:47.510826Z",
"shell.execute_reply": "2023-08-06T17:34:47.510491Z"
"iopub.execute_input": "2023-08-07T00:18:31.214024Z",
"iopub.status.busy": "2023-08-07T00:18:31.213941Z",
"iopub.status.idle": "2023-08-07T00:18:31.216399Z",
"shell.execute_reply": "2023-08-07T00:18:31.216121Z"
}
},
"outputs": [
@@ -1791,10 +1791,10 @@
"id": "f14b9e1a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.512561Z",
"iopub.status.busy": "2023-08-06T17:34:47.512448Z",
"iopub.status.idle": "2023-08-06T17:34:47.526980Z",
"shell.execute_reply": "2023-08-06T17:34:47.526612Z"
"iopub.execute_input": "2023-08-07T00:18:31.217829Z",
"iopub.status.busy": "2023-08-07T00:18:31.217726Z",
"iopub.status.idle": "2023-08-07T00:18:31.232053Z",
"shell.execute_reply": "2023-08-07T00:18:31.231736Z"
}
},
"outputs": [
@@ -1967,10 +1967,10 @@
"id": "0a2714b1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.528637Z",
"iopub.status.busy": "2023-08-06T17:34:47.528526Z",
"iopub.status.idle": "2023-08-06T17:34:47.542270Z",
"shell.execute_reply": "2023-08-06T17:34:47.541976Z"
"iopub.execute_input": "2023-08-07T00:18:31.233879Z",
"iopub.status.busy": "2023-08-07T00:18:31.233764Z",
"iopub.status.idle": "2023-08-07T00:18:31.247573Z",
"shell.execute_reply": "2023-08-07T00:18:31.247300Z"
}
},
"outputs": [
@@ -2155,10 +2155,10 @@
"id": "961c9128",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.543839Z",
"iopub.status.busy": "2023-08-06T17:34:47.543752Z",
"iopub.status.idle": "2023-08-06T17:34:47.551040Z",
"shell.execute_reply": "2023-08-06T17:34:47.550770Z"
"iopub.execute_input": "2023-08-07T00:18:31.249268Z",
"iopub.status.busy": "2023-08-07T00:18:31.249149Z",
"iopub.status.idle": "2023-08-07T00:18:31.256436Z",
"shell.execute_reply": "2023-08-07T00:18:31.256170Z"
},
"lines_to_next_cell": 0
},
@@ -2287,10 +2287,10 @@
"id": "4886f9e9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.552596Z",
"iopub.status.busy": "2023-08-06T17:34:47.552485Z",
"iopub.status.idle": "2023-08-06T17:34:47.557775Z",
"shell.execute_reply": "2023-08-06T17:34:47.557510Z"
"iopub.execute_input": "2023-08-07T00:18:31.257965Z",
"iopub.status.busy": "2023-08-07T00:18:31.257856Z",
"iopub.status.idle": "2023-08-07T00:18:31.262942Z",
"shell.execute_reply": "2023-08-07T00:18:31.262707Z"
},
"lines_to_next_cell": 0
},
@@ -2320,10 +2320,10 @@
"id": "b54d2da1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.559401Z",
"iopub.status.busy": "2023-08-06T17:34:47.559315Z",
"iopub.status.idle": "2023-08-06T17:34:47.570264Z",
"shell.execute_reply": "2023-08-06T17:34:47.570004Z"
"iopub.execute_input": "2023-08-07T00:18:31.264400Z",
"iopub.status.busy": "2023-08-07T00:18:31.264319Z",
"iopub.status.idle": "2023-08-07T00:18:31.274870Z",
"shell.execute_reply": "2023-08-07T00:18:31.274588Z"
},
"lines_to_next_cell": 2
},
@@ -2428,10 +2428,10 @@
"id": "1b71633a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.571718Z",
"iopub.status.busy": "2023-08-06T17:34:47.571635Z",
"iopub.status.idle": "2023-08-06T17:34:47.583621Z",
"shell.execute_reply": "2023-08-06T17:34:47.583342Z"
"iopub.execute_input": "2023-08-07T00:18:31.276448Z",
"iopub.status.busy": "2023-08-07T00:18:31.276353Z",
"iopub.status.idle": "2023-08-07T00:18:31.287456Z",
"shell.execute_reply": "2023-08-07T00:18:31.287173Z"
},
"lines_to_next_cell": 0
},
@@ -2546,10 +2546,10 @@
"id": "6d30a306",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.585282Z",
"iopub.status.busy": "2023-08-06T17:34:47.585169Z",
"iopub.status.idle": "2023-08-06T17:34:47.591106Z",
"shell.execute_reply": "2023-08-06T17:34:47.590768Z"
"iopub.execute_input": "2023-08-07T00:18:31.289067Z",
"iopub.status.busy": "2023-08-07T00:18:31.288970Z",
"iopub.status.idle": "2023-08-07T00:18:31.294816Z",
"shell.execute_reply": "2023-08-07T00:18:31.294545Z"
},
"lines_to_next_cell": 0
},
@@ -2656,10 +2656,10 @@
"id": "9a5ec13f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.592639Z",
"iopub.status.busy": "2023-08-06T17:34:47.592536Z",
"iopub.status.idle": "2023-08-06T17:34:47.692002Z",
"shell.execute_reply": "2023-08-06T17:34:47.691684Z"
"iopub.execute_input": "2023-08-07T00:18:31.296264Z",
"iopub.status.busy": "2023-08-07T00:18:31.296175Z",
"iopub.status.idle": "2023-08-07T00:18:31.396371Z",
"shell.execute_reply": "2023-08-07T00:18:31.396036Z"
},
"lines_to_next_cell": 0
},
@@ -2667,7 +2667,7 @@
{
"data": {
"text/plain": [
"<matplotlib.lines.Line2D at 0x15f00b090>"
"<matplotlib.lines.Line2D at 0x17efdd0d0>"
]
},
"execution_count": 34,
@@ -2722,10 +2722,10 @@
"id": "09bbc0c6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.693776Z",
"iopub.status.busy": "2023-08-06T17:34:47.693649Z",
"iopub.status.idle": "2023-08-06T17:34:47.700319Z",
"shell.execute_reply": "2023-08-06T17:34:47.700055Z"
"iopub.execute_input": "2023-08-07T00:18:31.398199Z",
"iopub.status.busy": "2023-08-07T00:18:31.398079Z",
"iopub.status.idle": "2023-08-07T00:18:31.403054Z",
"shell.execute_reply": "2023-08-07T00:18:31.402775Z"
},
"lines_to_next_cell": 0
},
@@ -2773,10 +2773,10 @@
"id": "2e1da1fa",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:47.701981Z",
"iopub.status.busy": "2023-08-06T17:34:47.701852Z",
"iopub.status.idle": "2023-08-06T17:34:47.722346Z",
"shell.execute_reply": "2023-08-06T17:34:47.722062Z"
"iopub.execute_input": "2023-08-07T00:18:31.404630Z",
"iopub.status.busy": "2023-08-07T00:18:31.404535Z",
"iopub.status.idle": "2023-08-07T00:18:31.424741Z",
"shell.execute_reply": "2023-08-07T00:18:31.424459Z"
},
"lines_to_next_cell": 0
},
@@ -2968,7 +2968,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch4-classification-lab.Rmd → Ch4-classification-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

636
notebooks/Ch4-classification-lab.ipynb → Ch4-classification-lab.ipynb
View File

File diff suppressed because it is too large Load Diff

2
Rmarkdown/Ch5-resample-lab.Rmd → Ch5-resample-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

210
notebooks/Ch5-resample-lab.ipynb → Ch5-resample-lab.ipynb
View File

@@ -29,10 +29,10 @@
"id": "60fad148",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.032413Z",
"iopub.status.busy": "2023-08-06T17:34:54.032111Z",
"iopub.status.idle": "2023-08-06T17:34:54.873921Z",
"shell.execute_reply": "2023-08-06T17:34:54.873325Z"
"iopub.execute_input": "2023-08-07T00:18:37.622425Z",
"iopub.status.busy": "2023-08-07T00:18:37.621828Z",
"iopub.status.idle": "2023-08-07T00:18:38.459128Z",
"shell.execute_reply": "2023-08-07T00:18:38.458689Z"
},
"lines_to_next_cell": 2
},
@@ -61,10 +61,10 @@
"id": "2478aeb4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.876060Z",
"iopub.status.busy": "2023-08-06T17:34:54.875842Z",
"iopub.status.idle": "2023-08-06T17:34:54.878002Z",
"shell.execute_reply": "2023-08-06T17:34:54.877731Z"
"iopub.execute_input": "2023-08-07T00:18:38.461290Z",
"iopub.status.busy": "2023-08-07T00:18:38.461070Z",
"iopub.status.idle": "2023-08-07T00:18:38.463158Z",
"shell.execute_reply": "2023-08-07T00:18:38.462899Z"
},
"lines_to_next_cell": 2
},
@@ -105,10 +105,10 @@
"id": "99c95faf",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.879485Z",
"iopub.status.busy": "2023-08-06T17:34:54.879378Z",
"iopub.status.idle": "2023-08-06T17:34:54.886401Z",
"shell.execute_reply": "2023-08-06T17:34:54.886117Z"
"iopub.execute_input": "2023-08-07T00:18:38.464725Z",
"iopub.status.busy": "2023-08-07T00:18:38.464616Z",
"iopub.status.idle": "2023-08-07T00:18:38.472566Z",
"shell.execute_reply": "2023-08-07T00:18:38.472315Z"
}
},
"outputs": [],
@@ -133,10 +133,10 @@
"id": "41b0717d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.887942Z",
"iopub.status.busy": "2023-08-06T17:34:54.887854Z",
"iopub.status.idle": "2023-08-06T17:34:54.891560Z",
"shell.execute_reply": "2023-08-06T17:34:54.891297Z"
"iopub.execute_input": "2023-08-07T00:18:38.474061Z",
"iopub.status.busy": "2023-08-07T00:18:38.473957Z",
"iopub.status.idle": "2023-08-07T00:18:38.477686Z",
"shell.execute_reply": "2023-08-07T00:18:38.477432Z"
}
},
"outputs": [],
@@ -163,10 +163,10 @@
"id": "d7ea3c0d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.893051Z",
"iopub.status.busy": "2023-08-06T17:34:54.892965Z",
"iopub.status.idle": "2023-08-06T17:34:54.897036Z",
"shell.execute_reply": "2023-08-06T17:34:54.896785Z"
"iopub.execute_input": "2023-08-07T00:18:38.479141Z",
"iopub.status.busy": "2023-08-07T00:18:38.479053Z",
"iopub.status.idle": "2023-08-07T00:18:38.483270Z",
"shell.execute_reply": "2023-08-07T00:18:38.483037Z"
}
},
"outputs": [
@@ -207,10 +207,10 @@
"id": "a02a2d05",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.898500Z",
"iopub.status.busy": "2023-08-06T17:34:54.898412Z",
"iopub.status.idle": "2023-08-06T17:34:54.900767Z",
"shell.execute_reply": "2023-08-06T17:34:54.900515Z"
"iopub.execute_input": "2023-08-07T00:18:38.484782Z",
"iopub.status.busy": "2023-08-07T00:18:38.484689Z",
"iopub.status.idle": "2023-08-07T00:18:38.486891Z",
"shell.execute_reply": "2023-08-07T00:18:38.486642Z"
}
},
"outputs": [],
@@ -250,10 +250,10 @@
"id": "51d93dea",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.902229Z",
"iopub.status.busy": "2023-08-06T17:34:54.902150Z",
"iopub.status.idle": "2023-08-06T17:34:54.912255Z",
"shell.execute_reply": "2023-08-06T17:34:54.912027Z"
"iopub.execute_input": "2023-08-07T00:18:38.488297Z",
"iopub.status.busy": "2023-08-07T00:18:38.488205Z",
"iopub.status.idle": "2023-08-07T00:18:38.497955Z",
"shell.execute_reply": "2023-08-07T00:18:38.497708Z"
}
},
"outputs": [
@@ -294,10 +294,10 @@
"id": "83432f06",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.913788Z",
"iopub.status.busy": "2023-08-06T17:34:54.913696Z",
"iopub.status.idle": "2023-08-06T17:34:54.924230Z",
"shell.execute_reply": "2023-08-06T17:34:54.923983Z"
"iopub.execute_input": "2023-08-07T00:18:38.499478Z",
"iopub.status.busy": "2023-08-07T00:18:38.499391Z",
"iopub.status.idle": "2023-08-07T00:18:38.509735Z",
"shell.execute_reply": "2023-08-07T00:18:38.509466Z"
}
},
"outputs": [
@@ -377,10 +377,10 @@
"id": "bcfc433f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:54.925794Z",
"iopub.status.busy": "2023-08-06T17:34:54.925711Z",
"iopub.status.idle": "2023-08-06T17:34:55.485718Z",
"shell.execute_reply": "2023-08-06T17:34:55.485445Z"
"iopub.execute_input": "2023-08-07T00:18:38.511210Z",
"iopub.status.busy": "2023-08-07T00:18:38.511122Z",
"iopub.status.idle": "2023-08-07T00:18:39.069624Z",
"shell.execute_reply": "2023-08-07T00:18:39.069325Z"
},
"lines_to_next_cell": 0
},
@@ -445,10 +445,10 @@
"id": "f951ffc8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:55.487370Z",
"iopub.status.busy": "2023-08-06T17:34:55.487270Z",
"iopub.status.idle": "2023-08-06T17:34:56.086269Z",
"shell.execute_reply": "2023-08-06T17:34:56.085986Z"
"iopub.execute_input": "2023-08-07T00:18:39.071240Z",
"iopub.status.busy": "2023-08-07T00:18:39.071138Z",
"iopub.status.idle": "2023-08-07T00:18:39.674084Z",
"shell.execute_reply": "2023-08-07T00:18:39.673774Z"
},
"lines_to_next_cell": 0
},
@@ -502,10 +502,10 @@
"id": "e3610b5a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.087846Z",
"iopub.status.busy": "2023-08-06T17:34:56.087739Z",
"iopub.status.idle": "2023-08-06T17:34:56.090120Z",
"shell.execute_reply": "2023-08-06T17:34:56.089850Z"
"iopub.execute_input": "2023-08-07T00:18:39.675725Z",
"iopub.status.busy": "2023-08-07T00:18:39.675614Z",
"iopub.status.idle": "2023-08-07T00:18:39.678046Z",
"shell.execute_reply": "2023-08-07T00:18:39.677762Z"
}
},
"outputs": [
@@ -544,10 +544,10 @@
"id": "1627460d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.091649Z",
"iopub.status.busy": "2023-08-06T17:34:56.091540Z",
"iopub.status.idle": "2023-08-06T17:34:56.113415Z",
"shell.execute_reply": "2023-08-06T17:34:56.113164Z"
"iopub.execute_input": "2023-08-07T00:18:39.679517Z",
"iopub.status.busy": "2023-08-07T00:18:39.679423Z",
"iopub.status.idle": "2023-08-07T00:18:39.701200Z",
"shell.execute_reply": "2023-08-07T00:18:39.700946Z"
},
"lines_to_next_cell": 0
},
@@ -609,10 +609,10 @@
"id": "8a636468",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.114990Z",
"iopub.status.busy": "2023-08-06T17:34:56.114909Z",
"iopub.status.idle": "2023-08-06T17:34:56.120375Z",
"shell.execute_reply": "2023-08-06T17:34:56.120121Z"
"iopub.execute_input": "2023-08-07T00:18:39.702802Z",
"iopub.status.busy": "2023-08-07T00:18:39.702718Z",
"iopub.status.idle": "2023-08-07T00:18:39.708140Z",
"shell.execute_reply": "2023-08-07T00:18:39.707865Z"
},
"lines_to_next_cell": 2
},
@@ -653,10 +653,10 @@
"id": "746aeccd",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.121875Z",
"iopub.status.busy": "2023-08-06T17:34:56.121788Z",
"iopub.status.idle": "2023-08-06T17:34:56.141044Z",
"shell.execute_reply": "2023-08-06T17:34:56.140787Z"
"iopub.execute_input": "2023-08-07T00:18:39.709627Z",
"iopub.status.busy": "2023-08-07T00:18:39.709548Z",
"iopub.status.idle": "2023-08-07T00:18:39.729721Z",
"shell.execute_reply": "2023-08-07T00:18:39.729428Z"
}
},
"outputs": [
@@ -727,10 +727,10 @@
"id": "daa53d0c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.142563Z",
"iopub.status.busy": "2023-08-06T17:34:56.142482Z",
"iopub.status.idle": "2023-08-06T17:34:56.146459Z",
"shell.execute_reply": "2023-08-06T17:34:56.146215Z"
"iopub.execute_input": "2023-08-07T00:18:39.731264Z",
"iopub.status.busy": "2023-08-07T00:18:39.731179Z",
"iopub.status.idle": "2023-08-07T00:18:39.734494Z",
"shell.execute_reply": "2023-08-07T00:18:39.734221Z"
},
"lines_to_next_cell": 0
},
@@ -761,10 +761,10 @@
"id": "578c9564",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.147902Z",
"iopub.status.busy": "2023-08-06T17:34:56.147820Z",
"iopub.status.idle": "2023-08-06T17:34:56.150542Z",
"shell.execute_reply": "2023-08-06T17:34:56.150288Z"
"iopub.execute_input": "2023-08-07T00:18:39.736147Z",
"iopub.status.busy": "2023-08-07T00:18:39.736062Z",
"iopub.status.idle": "2023-08-07T00:18:39.738776Z",
"shell.execute_reply": "2023-08-07T00:18:39.738545Z"
}
},
"outputs": [
@@ -800,10 +800,10 @@
"id": "5754d6d5",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.151951Z",
"iopub.status.busy": "2023-08-06T17:34:56.151874Z",
"iopub.status.idle": "2023-08-06T17:34:56.155780Z",
"shell.execute_reply": "2023-08-06T17:34:56.155537Z"
"iopub.execute_input": "2023-08-07T00:18:39.740183Z",
"iopub.status.busy": "2023-08-07T00:18:39.740108Z",
"iopub.status.idle": "2023-08-07T00:18:39.743599Z",
"shell.execute_reply": "2023-08-07T00:18:39.743267Z"
},
"lines_to_next_cell": 2
},
@@ -843,10 +843,10 @@
"id": "8320a49c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.157150Z",
"iopub.status.busy": "2023-08-06T17:34:56.157060Z",
"iopub.status.idle": "2023-08-06T17:34:56.159342Z",
"shell.execute_reply": "2023-08-06T17:34:56.159133Z"
"iopub.execute_input": "2023-08-07T00:18:39.745013Z",
"iopub.status.busy": "2023-08-07T00:18:39.744924Z",
"iopub.status.idle": "2023-08-07T00:18:39.747163Z",
"shell.execute_reply": "2023-08-07T00:18:39.746928Z"
},
"lines_to_next_cell": 0
},
@@ -888,10 +888,10 @@
"id": "e656aa1f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.160707Z",
"iopub.status.busy": "2023-08-06T17:34:56.160617Z",
"iopub.status.idle": "2023-08-06T17:34:56.455515Z",
"shell.execute_reply": "2023-08-06T17:34:56.455259Z"
"iopub.execute_input": "2023-08-07T00:18:39.748642Z",
"iopub.status.busy": "2023-08-07T00:18:39.748543Z",
"iopub.status.idle": "2023-08-07T00:18:40.034488Z",
"shell.execute_reply": "2023-08-07T00:18:40.034215Z"
}
},
"outputs": [
@@ -954,10 +954,10 @@
"id": "c5d14195",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.457024Z",
"iopub.status.busy": "2023-08-06T17:34:56.456940Z",
"iopub.status.idle": "2023-08-06T17:34:56.459011Z",
"shell.execute_reply": "2023-08-06T17:34:56.458766Z"
"iopub.execute_input": "2023-08-07T00:18:40.036061Z",
"iopub.status.busy": "2023-08-07T00:18:40.035977Z",
"iopub.status.idle": "2023-08-07T00:18:40.037907Z",
"shell.execute_reply": "2023-08-07T00:18:40.037662Z"
},
"lines_to_next_cell": 0
},
@@ -989,10 +989,10 @@
"id": "7e0523f0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.460430Z",
"iopub.status.busy": "2023-08-06T17:34:56.460350Z",
"iopub.status.idle": "2023-08-06T17:34:56.462034Z",
"shell.execute_reply": "2023-08-06T17:34:56.461808Z"
"iopub.execute_input": "2023-08-07T00:18:40.039299Z",
"iopub.status.busy": "2023-08-07T00:18:40.039208Z",
"iopub.status.idle": "2023-08-07T00:18:40.040837Z",
"shell.execute_reply": "2023-08-07T00:18:40.040599Z"
},
"lines_to_next_cell": 0
},
@@ -1022,10 +1022,10 @@
"id": "32836e93",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.463386Z",
"iopub.status.busy": "2023-08-06T17:34:56.463311Z",
"iopub.status.idle": "2023-08-06T17:34:56.477900Z",
"shell.execute_reply": "2023-08-06T17:34:56.477641Z"
"iopub.execute_input": "2023-08-07T00:18:40.042164Z",
"iopub.status.busy": "2023-08-07T00:18:40.042091Z",
"iopub.status.idle": "2023-08-07T00:18:40.056730Z",
"shell.execute_reply": "2023-08-07T00:18:40.056480Z"
},
"lines_to_next_cell": 0
},
@@ -1073,10 +1073,10 @@
"id": "14ce3afa",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:56.479382Z",
"iopub.status.busy": "2023-08-06T17:34:56.479299Z",
"iopub.status.idle": "2023-08-06T17:34:57.627980Z",
"shell.execute_reply": "2023-08-06T17:34:57.627706Z"
"iopub.execute_input": "2023-08-07T00:18:40.058168Z",
"iopub.status.busy": "2023-08-07T00:18:40.058092Z",
"iopub.status.idle": "2023-08-07T00:18:41.197103Z",
"shell.execute_reply": "2023-08-07T00:18:41.196820Z"
},
"lines_to_next_cell": 2
},
@@ -1123,10 +1123,10 @@
"id": "6b1213ac",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:57.629628Z",
"iopub.status.busy": "2023-08-06T17:34:57.629520Z",
"iopub.status.idle": "2023-08-06T17:34:57.687018Z",
"shell.execute_reply": "2023-08-06T17:34:57.686748Z"
"iopub.execute_input": "2023-08-07T00:18:41.198611Z",
"iopub.status.busy": "2023-08-07T00:18:41.198528Z",
"iopub.status.idle": "2023-08-07T00:18:41.257926Z",
"shell.execute_reply": "2023-08-07T00:18:41.257642Z"
},
"lines_to_next_cell": 2
},
@@ -1195,10 +1195,10 @@
"id": "af99b778",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:57.688662Z",
"iopub.status.busy": "2023-08-06T17:34:57.688521Z",
"iopub.status.idle": "2023-08-06T17:34:59.481117Z",
"shell.execute_reply": "2023-08-06T17:34:59.480813Z"
"iopub.execute_input": "2023-08-07T00:18:41.259623Z",
"iopub.status.busy": "2023-08-07T00:18:41.259482Z",
"iopub.status.idle": "2023-08-07T00:18:43.037184Z",
"shell.execute_reply": "2023-08-07T00:18:43.036911Z"
}
},
"outputs": [
@@ -1238,10 +1238,10 @@
"id": "0206281e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:34:59.482760Z",
"iopub.status.busy": "2023-08-06T17:34:59.482640Z",
"iopub.status.idle": "2023-08-06T17:34:59.491295Z",
"shell.execute_reply": "2023-08-06T17:34:59.491041Z"
"iopub.execute_input": "2023-08-07T00:18:43.038778Z",
"iopub.status.busy": "2023-08-07T00:18:43.038680Z",
"iopub.status.idle": "2023-08-07T00:18:43.046810Z",
"shell.execute_reply": "2023-08-07T00:18:43.046545Z"
},
"lines_to_next_cell": 0
},
@@ -1279,7 +1279,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch6-varselect-lab.Rmd → Ch6-varselect-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

458
notebooks/Ch6-varselect-lab.ipynb → Ch6-varselect-lab.ipynb
View File

@@ -26,10 +26,10 @@
"id": "a121caba",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:00.786819Z",
"iopub.status.busy": "2023-08-06T17:35:00.786401Z",
"iopub.status.idle": "2023-08-06T17:35:01.840861Z",
"shell.execute_reply": "2023-08-06T17:35:01.840276Z"
"iopub.execute_input": "2023-08-07T00:18:44.204900Z",
"iopub.status.busy": "2023-08-07T00:18:44.204597Z",
"iopub.status.idle": "2023-08-07T00:18:45.249909Z",
"shell.execute_reply": "2023-08-07T00:18:45.249340Z"
}
},
"outputs": [],
@@ -61,10 +61,10 @@
"id": "91b5adfb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:01.843052Z",
"iopub.status.busy": "2023-08-06T17:35:01.842795Z",
"iopub.status.idle": "2023-08-06T17:35:03.677217Z",
"shell.execute_reply": "2023-08-06T17:35:03.676896Z"
"iopub.execute_input": "2023-08-07T00:18:45.252132Z",
"iopub.status.busy": "2023-08-07T00:18:45.251877Z",
"iopub.status.idle": "2023-08-07T00:18:47.137773Z",
"shell.execute_reply": "2023-08-07T00:18:47.137409Z"
},
"lines_to_next_cell": 0
},
@@ -125,10 +125,10 @@
"id": "01b6e940",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.679036Z",
"iopub.status.busy": "2023-08-06T17:35:03.678916Z",
"iopub.status.idle": "2023-08-06T17:35:03.686163Z",
"shell.execute_reply": "2023-08-06T17:35:03.685904Z"
"iopub.execute_input": "2023-08-07T00:18:47.139552Z",
"iopub.status.busy": "2023-08-07T00:18:47.139444Z",
"iopub.status.idle": "2023-08-07T00:18:47.146678Z",
"shell.execute_reply": "2023-08-07T00:18:47.146399Z"
}
},
"outputs": [
@@ -164,10 +164,10 @@
"id": "3472ea4b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.687686Z",
"iopub.status.busy": "2023-08-06T17:35:03.687591Z",
"iopub.status.idle": "2023-08-06T17:35:03.691017Z",
"shell.execute_reply": "2023-08-06T17:35:03.690736Z"
"iopub.execute_input": "2023-08-07T00:18:47.148220Z",
"iopub.status.busy": "2023-08-07T00:18:47.148121Z",
"iopub.status.idle": "2023-08-07T00:18:47.151465Z",
"shell.execute_reply": "2023-08-07T00:18:47.151214Z"
},
"lines_to_next_cell": 2
},
@@ -205,10 +205,10 @@
"id": "4090cab5",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.692519Z",
"iopub.status.busy": "2023-08-06T17:35:03.692417Z",
"iopub.status.idle": "2023-08-06T17:35:03.694378Z",
"shell.execute_reply": "2023-08-06T17:35:03.694116Z"
"iopub.execute_input": "2023-08-07T00:18:47.152892Z",
"iopub.status.busy": "2023-08-07T00:18:47.152794Z",
"iopub.status.idle": "2023-08-07T00:18:47.154727Z",
"shell.execute_reply": "2023-08-07T00:18:47.154488Z"
},
"lines_to_next_cell": 0
},
@@ -237,10 +237,10 @@
"id": "2b85c1d6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.695743Z",
"iopub.status.busy": "2023-08-06T17:35:03.695653Z",
"iopub.status.idle": "2023-08-06T17:35:03.708301Z",
"shell.execute_reply": "2023-08-06T17:35:03.708031Z"
"iopub.execute_input": "2023-08-07T00:18:47.156205Z",
"iopub.status.busy": "2023-08-07T00:18:47.156105Z",
"iopub.status.idle": "2023-08-07T00:18:47.168871Z",
"shell.execute_reply": "2023-08-07T00:18:47.168594Z"
}
},
"outputs": [],
@@ -265,10 +265,10 @@
"id": "7c6f93c0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.709763Z",
"iopub.status.busy": "2023-08-06T17:35:03.709684Z",
"iopub.status.idle": "2023-08-06T17:35:03.711458Z",
"shell.execute_reply": "2023-08-06T17:35:03.711205Z"
"iopub.execute_input": "2023-08-07T00:18:47.170340Z",
"iopub.status.busy": "2023-08-07T00:18:47.170256Z",
"iopub.status.idle": "2023-08-07T00:18:47.171961Z",
"shell.execute_reply": "2023-08-07T00:18:47.171723Z"
},
"lines_to_next_cell": 0
},
@@ -303,10 +303,10 @@
"id": "4b0d8d44",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.712955Z",
"iopub.status.busy": "2023-08-06T17:35:03.712871Z",
"iopub.status.idle": "2023-08-06T17:35:03.714691Z",
"shell.execute_reply": "2023-08-06T17:35:03.714446Z"
"iopub.execute_input": "2023-08-07T00:18:47.173536Z",
"iopub.status.busy": "2023-08-07T00:18:47.173432Z",
"iopub.status.idle": "2023-08-07T00:18:47.175421Z",
"shell.execute_reply": "2023-08-07T00:18:47.175172Z"
}
},
"outputs": [],
@@ -334,10 +334,10 @@
"id": "6d3c1d1f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:03.716059Z",
"iopub.status.busy": "2023-08-06T17:35:03.715979Z",
"iopub.status.idle": "2023-08-06T17:35:04.363068Z",
"shell.execute_reply": "2023-08-06T17:35:04.362795Z"
"iopub.execute_input": "2023-08-07T00:18:47.177088Z",
"iopub.status.busy": "2023-08-07T00:18:47.176968Z",
"iopub.status.idle": "2023-08-07T00:18:47.826997Z",
"shell.execute_reply": "2023-08-07T00:18:47.826667Z"
}
},
"outputs": [
@@ -391,10 +391,10 @@
"id": "5644971d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:04.364696Z",
"iopub.status.busy": "2023-08-06T17:35:04.364585Z",
"iopub.status.idle": "2023-08-06T17:35:04.769869Z",
"shell.execute_reply": "2023-08-06T17:35:04.769597Z"
"iopub.execute_input": "2023-08-07T00:18:47.828716Z",
"iopub.status.busy": "2023-08-07T00:18:47.828606Z",
"iopub.status.idle": "2023-08-07T00:18:48.249182Z",
"shell.execute_reply": "2023-08-07T00:18:48.248894Z"
}
},
"outputs": [
@@ -457,10 +457,10 @@
"id": "23f47f58",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:04.771518Z",
"iopub.status.busy": "2023-08-06T17:35:04.771411Z",
"iopub.status.idle": "2023-08-06T17:35:04.773352Z",
"shell.execute_reply": "2023-08-06T17:35:04.773084Z"
"iopub.execute_input": "2023-08-07T00:18:48.250933Z",
"iopub.status.busy": "2023-08-07T00:18:48.250811Z",
"iopub.status.idle": "2023-08-07T00:18:48.252764Z",
"shell.execute_reply": "2023-08-07T00:18:48.252516Z"
}
},
"outputs": [],
@@ -485,10 +485,10 @@
"id": "e8e0a90d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:04.774784Z",
"iopub.status.busy": "2023-08-06T17:35:04.774690Z",
"iopub.status.idle": "2023-08-06T17:35:05.168838Z",
"shell.execute_reply": "2023-08-06T17:35:05.168549Z"
"iopub.execute_input": "2023-08-07T00:18:48.254254Z",
"iopub.status.busy": "2023-08-07T00:18:48.254157Z",
"iopub.status.idle": "2023-08-07T00:18:48.649888Z",
"shell.execute_reply": "2023-08-07T00:18:48.649593Z"
},
"lines_to_next_cell": 2
},
@@ -530,10 +530,10 @@
"id": "4e44d7ad",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:05.170387Z",
"iopub.status.busy": "2023-08-06T17:35:05.170300Z",
"iopub.status.idle": "2023-08-06T17:35:05.352387Z",
"shell.execute_reply": "2023-08-06T17:35:05.350850Z"
"iopub.execute_input": "2023-08-07T00:18:48.651510Z",
"iopub.status.busy": "2023-08-07T00:18:48.651395Z",
"iopub.status.idle": "2023-08-07T00:18:48.833910Z",
"shell.execute_reply": "2023-08-07T00:18:48.833147Z"
},
"lines_to_next_cell": 0
},
@@ -599,10 +599,10 @@
"id": "c8b63bdf",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:05.356634Z",
"iopub.status.busy": "2023-08-06T17:35:05.356263Z",
"iopub.status.idle": "2023-08-06T17:35:07.379649Z",
"shell.execute_reply": "2023-08-06T17:35:07.379349Z"
"iopub.execute_input": "2023-08-07T00:18:48.838207Z",
"iopub.status.busy": "2023-08-07T00:18:48.837943Z",
"iopub.status.idle": "2023-08-07T00:18:50.895034Z",
"shell.execute_reply": "2023-08-07T00:18:50.894660Z"
},
"lines_to_next_cell": 0
},
@@ -653,10 +653,10 @@
"id": "c2a5b743",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.381451Z",
"iopub.status.busy": "2023-08-06T17:35:07.381333Z",
"iopub.status.idle": "2023-08-06T17:35:07.384547Z",
"shell.execute_reply": "2023-08-06T17:35:07.384245Z"
"iopub.execute_input": "2023-08-07T00:18:50.896773Z",
"iopub.status.busy": "2023-08-07T00:18:50.896658Z",
"iopub.status.idle": "2023-08-07T00:18:50.900262Z",
"shell.execute_reply": "2023-08-07T00:18:50.899943Z"
}
},
"outputs": [
@@ -695,10 +695,10 @@
"id": "678b6284",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.385961Z",
"iopub.status.busy": "2023-08-06T17:35:07.385880Z",
"iopub.status.idle": "2023-08-06T17:35:07.473192Z",
"shell.execute_reply": "2023-08-06T17:35:07.472899Z"
"iopub.execute_input": "2023-08-07T00:18:50.901906Z",
"iopub.status.busy": "2023-08-07T00:18:50.901816Z",
"iopub.status.idle": "2023-08-07T00:18:50.990180Z",
"shell.execute_reply": "2023-08-07T00:18:50.989877Z"
}
},
"outputs": [
@@ -741,10 +741,10 @@
"id": "f55f5449",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.474839Z",
"iopub.status.busy": "2023-08-06T17:35:07.474729Z",
"iopub.status.idle": "2023-08-06T17:35:07.866358Z",
"shell.execute_reply": "2023-08-06T17:35:07.866074Z"
"iopub.execute_input": "2023-08-07T00:18:50.991825Z",
"iopub.status.busy": "2023-08-07T00:18:50.991711Z",
"iopub.status.idle": "2023-08-07T00:18:51.384375Z",
"shell.execute_reply": "2023-08-07T00:18:51.383952Z"
},
"lines_to_next_cell": 0
},
@@ -775,10 +775,10 @@
"id": "791c91cf",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.868260Z",
"iopub.status.busy": "2023-08-06T17:35:07.868151Z",
"iopub.status.idle": "2023-08-06T17:35:07.959616Z",
"shell.execute_reply": "2023-08-06T17:35:07.959298Z"
"iopub.execute_input": "2023-08-07T00:18:51.386169Z",
"iopub.status.busy": "2023-08-07T00:18:51.386065Z",
"iopub.status.idle": "2023-08-07T00:18:51.477121Z",
"shell.execute_reply": "2023-08-07T00:18:51.476803Z"
},
"lines_to_next_cell": 2
},
@@ -828,10 +828,10 @@
"id": "2c796192",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.961298Z",
"iopub.status.busy": "2023-08-06T17:35:07.961209Z",
"iopub.status.idle": "2023-08-06T17:35:07.972689Z",
"shell.execute_reply": "2023-08-06T17:35:07.972416Z"
"iopub.execute_input": "2023-08-07T00:18:51.478655Z",
"iopub.status.busy": "2023-08-07T00:18:51.478566Z",
"iopub.status.idle": "2023-08-07T00:18:51.490105Z",
"shell.execute_reply": "2023-08-07T00:18:51.489804Z"
},
"lines_to_next_cell": 0
},
@@ -857,10 +857,10 @@
"id": "abb9e7ac",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:07.974253Z",
"iopub.status.busy": "2023-08-06T17:35:07.974167Z",
"iopub.status.idle": "2023-08-06T17:35:10.125189Z",
"shell.execute_reply": "2023-08-06T17:35:10.124893Z"
"iopub.execute_input": "2023-08-07T00:18:51.491731Z",
"iopub.status.busy": "2023-08-07T00:18:51.491619Z",
"iopub.status.idle": "2023-08-07T00:18:53.665997Z",
"shell.execute_reply": "2023-08-07T00:18:53.665647Z"
}
},
"outputs": [
@@ -912,10 +912,10 @@
"id": "70f1c6c2",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.126871Z",
"iopub.status.busy": "2023-08-06T17:35:10.126769Z",
"iopub.status.idle": "2023-08-06T17:35:10.129192Z",
"shell.execute_reply": "2023-08-06T17:35:10.128949Z"
"iopub.execute_input": "2023-08-07T00:18:53.667678Z",
"iopub.status.busy": "2023-08-07T00:18:53.667560Z",
"iopub.status.idle": "2023-08-07T00:18:53.670060Z",
"shell.execute_reply": "2023-08-07T00:18:53.669797Z"
},
"lines_to_next_cell": 0
},
@@ -977,10 +977,10 @@
"id": "9f1fc533",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.130683Z",
"iopub.status.busy": "2023-08-06T17:35:10.130585Z",
"iopub.status.idle": "2023-08-06T17:35:10.201951Z",
"shell.execute_reply": "2023-08-06T17:35:10.201689Z"
"iopub.execute_input": "2023-08-07T00:18:53.671506Z",
"iopub.status.busy": "2023-08-07T00:18:53.671407Z",
"iopub.status.idle": "2023-08-07T00:18:53.742856Z",
"shell.execute_reply": "2023-08-07T00:18:53.742586Z"
},
"lines_to_next_cell": 0
},
@@ -1444,10 +1444,10 @@
"id": "642287d1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.203715Z",
"iopub.status.busy": "2023-08-06T17:35:10.203613Z",
"iopub.status.idle": "2023-08-06T17:35:10.214312Z",
"shell.execute_reply": "2023-08-06T17:35:10.214061Z"
"iopub.execute_input": "2023-08-07T00:18:53.744570Z",
"iopub.status.busy": "2023-08-07T00:18:53.744458Z",
"iopub.status.idle": "2023-08-07T00:18:53.755045Z",
"shell.execute_reply": "2023-08-07T00:18:53.754770Z"
}
},
"outputs": [
@@ -1866,10 +1866,10 @@
"id": "734c1a05",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.215773Z",
"iopub.status.busy": "2023-08-06T17:35:10.215682Z",
"iopub.status.idle": "2023-08-06T17:35:10.473871Z",
"shell.execute_reply": "2023-08-06T17:35:10.473500Z"
"iopub.execute_input": "2023-08-07T00:18:53.756579Z",
"iopub.status.busy": "2023-08-07T00:18:53.756474Z",
"iopub.status.idle": "2023-08-07T00:18:54.016759Z",
"shell.execute_reply": "2023-08-07T00:18:54.016431Z"
},
"lines_to_next_cell": 0
},
@@ -1911,10 +1911,10 @@
"id": "5a55b76b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.475713Z",
"iopub.status.busy": "2023-08-06T17:35:10.475586Z",
"iopub.status.idle": "2023-08-06T17:35:10.479270Z",
"shell.execute_reply": "2023-08-06T17:35:10.479006Z"
"iopub.execute_input": "2023-08-07T00:18:54.018545Z",
"iopub.status.busy": "2023-08-07T00:18:54.018426Z",
"iopub.status.idle": "2023-08-07T00:18:54.023191Z",
"shell.execute_reply": "2023-08-07T00:18:54.022916Z"
}
},
"outputs": [
@@ -1968,10 +1968,10 @@
"id": "cdbee899",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.480798Z",
"iopub.status.busy": "2023-08-06T17:35:10.480689Z",
"iopub.status.idle": "2023-08-06T17:35:10.483091Z",
"shell.execute_reply": "2023-08-06T17:35:10.482738Z"
"iopub.execute_input": "2023-08-07T00:18:54.024675Z",
"iopub.status.busy": "2023-08-07T00:18:54.024581Z",
"iopub.status.idle": "2023-08-07T00:18:54.026901Z",
"shell.execute_reply": "2023-08-07T00:18:54.026617Z"
}
},
"outputs": [
@@ -2006,10 +2006,10 @@
"id": "23fe1cb5",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.484686Z",
"iopub.status.busy": "2023-08-06T17:35:10.484597Z",
"iopub.status.idle": "2023-08-06T17:35:10.487152Z",
"shell.execute_reply": "2023-08-06T17:35:10.486881Z"
"iopub.execute_input": "2023-08-07T00:18:54.028404Z",
"iopub.status.busy": "2023-08-07T00:18:54.028310Z",
"iopub.status.idle": "2023-08-07T00:18:54.030615Z",
"shell.execute_reply": "2023-08-07T00:18:54.030382Z"
},
"lines_to_next_cell": 0
},
@@ -2047,10 +2047,10 @@
"id": "fa46c4d0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.488575Z",
"iopub.status.busy": "2023-08-06T17:35:10.488492Z",
"iopub.status.idle": "2023-08-06T17:35:10.500853Z",
"shell.execute_reply": "2023-08-06T17:35:10.500570Z"
"iopub.execute_input": "2023-08-07T00:18:54.032082Z",
"iopub.status.busy": "2023-08-07T00:18:54.031980Z",
"iopub.status.idle": "2023-08-07T00:18:54.044554Z",
"shell.execute_reply": "2023-08-07T00:18:54.044265Z"
}
},
"outputs": [
@@ -2100,10 +2100,10 @@
"id": "8e775d4c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.502445Z",
"iopub.status.busy": "2023-08-06T17:35:10.502342Z",
"iopub.status.idle": "2023-08-06T17:35:10.504676Z",
"shell.execute_reply": "2023-08-06T17:35:10.504390Z"
"iopub.execute_input": "2023-08-07T00:18:54.045989Z",
"iopub.status.busy": "2023-08-07T00:18:54.045889Z",
"iopub.status.idle": "2023-08-07T00:18:54.047963Z",
"shell.execute_reply": "2023-08-07T00:18:54.047707Z"
},
"lines_to_next_cell": 0
},
@@ -2147,10 +2147,10 @@
"id": "531f7c0e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.506171Z",
"iopub.status.busy": "2023-08-06T17:35:10.506087Z",
"iopub.status.idle": "2023-08-06T17:35:10.513511Z",
"shell.execute_reply": "2023-08-06T17:35:10.513210Z"
"iopub.execute_input": "2023-08-07T00:18:54.049366Z",
"iopub.status.busy": "2023-08-07T00:18:54.049292Z",
"iopub.status.idle": "2023-08-07T00:18:54.056484Z",
"shell.execute_reply": "2023-08-07T00:18:54.056223Z"
}
},
"outputs": [
@@ -2205,10 +2205,10 @@
"id": "9d6abcd6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.515133Z",
"iopub.status.busy": "2023-08-06T17:35:10.515021Z",
"iopub.status.idle": "2023-08-06T17:35:10.522324Z",
"shell.execute_reply": "2023-08-06T17:35:10.522079Z"
"iopub.execute_input": "2023-08-07T00:18:54.057943Z",
"iopub.status.busy": "2023-08-07T00:18:54.057832Z",
"iopub.status.idle": "2023-08-07T00:18:54.065467Z",
"shell.execute_reply": "2023-08-07T00:18:54.065208Z"
},
"lines_to_next_cell": 0
},
@@ -2262,10 +2262,10 @@
"id": "4009c7c9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.523797Z",
"iopub.status.busy": "2023-08-06T17:35:10.523701Z",
"iopub.status.idle": "2023-08-06T17:35:10.984369Z",
"shell.execute_reply": "2023-08-06T17:35:10.984118Z"
"iopub.execute_input": "2023-08-07T00:18:54.066994Z",
"iopub.status.busy": "2023-08-07T00:18:54.066891Z",
"iopub.status.idle": "2023-08-07T00:18:54.531153Z",
"shell.execute_reply": "2023-08-07T00:18:54.530814Z"
}
},
"outputs": [
@@ -2519,10 +2519,10 @@
"id": "1fd51cd6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:10.985928Z",
"iopub.status.busy": "2023-08-06T17:35:10.985818Z",
"iopub.status.idle": "2023-08-06T17:35:14.088216Z",
"shell.execute_reply": "2023-08-06T17:35:14.087921Z"
"iopub.execute_input": "2023-08-07T00:18:54.532842Z",
"iopub.status.busy": "2023-08-07T00:18:54.532727Z",
"iopub.status.idle": "2023-08-07T00:18:57.645064Z",
"shell.execute_reply": "2023-08-07T00:18:57.644683Z"
},
"lines_to_next_cell": 0
},
@@ -3577,10 +3577,10 @@
"id": "1679fd6a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:14.089895Z",
"iopub.status.busy": "2023-08-06T17:35:14.089782Z",
"iopub.status.idle": "2023-08-06T17:35:14.187870Z",
"shell.execute_reply": "2023-08-06T17:35:14.187444Z"
"iopub.execute_input": "2023-08-07T00:18:57.646629Z",
"iopub.status.busy": "2023-08-07T00:18:57.646511Z",
"iopub.status.idle": "2023-08-07T00:18:57.745842Z",
"shell.execute_reply": "2023-08-07T00:18:57.745499Z"
}
},
"outputs": [
@@ -3621,10 +3621,10 @@
"id": "f59557ed",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:14.189531Z",
"iopub.status.busy": "2023-08-06T17:35:14.189417Z",
"iopub.status.idle": "2023-08-06T17:35:17.306928Z",
"shell.execute_reply": "2023-08-06T17:35:17.306627Z"
"iopub.execute_input": "2023-08-07T00:18:57.747642Z",
"iopub.status.busy": "2023-08-07T00:18:57.747520Z",
"iopub.status.idle": "2023-08-07T00:19:00.877665Z",
"shell.execute_reply": "2023-08-07T00:19:00.877372Z"
}
},
"outputs": [
@@ -4711,10 +4711,10 @@
"id": "12d94ae6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.308495Z",
"iopub.status.busy": "2023-08-06T17:35:17.308379Z",
"iopub.status.idle": "2023-08-06T17:35:17.402970Z",
"shell.execute_reply": "2023-08-06T17:35:17.402653Z"
"iopub.execute_input": "2023-08-07T00:19:00.879281Z",
"iopub.status.busy": "2023-08-07T00:19:00.879170Z",
"iopub.status.idle": "2023-08-07T00:19:00.973974Z",
"shell.execute_reply": "2023-08-07T00:19:00.973660Z"
},
"lines_to_next_cell": 2
},
@@ -4760,10 +4760,10 @@
"id": "b1fd1281",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.404648Z",
"iopub.status.busy": "2023-08-06T17:35:17.404531Z",
"iopub.status.idle": "2023-08-06T17:35:17.759816Z",
"shell.execute_reply": "2023-08-06T17:35:17.759499Z"
"iopub.execute_input": "2023-08-07T00:19:00.975674Z",
"iopub.status.busy": "2023-08-07T00:19:00.975550Z",
"iopub.status.idle": "2023-08-07T00:19:01.331387Z",
"shell.execute_reply": "2023-08-07T00:19:01.331052Z"
}
},
"outputs": [
@@ -6863,10 +6863,10 @@
"id": "5cf09512",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.761454Z",
"iopub.status.busy": "2023-08-06T17:35:17.761346Z",
"iopub.status.idle": "2023-08-06T17:35:17.865044Z",
"shell.execute_reply": "2023-08-06T17:35:17.864747Z"
"iopub.execute_input": "2023-08-07T00:19:01.333438Z",
"iopub.status.busy": "2023-08-07T00:19:01.333326Z",
"iopub.status.idle": "2023-08-07T00:19:01.435211Z",
"shell.execute_reply": "2023-08-07T00:19:01.434907Z"
}
},
"outputs": [
@@ -6910,10 +6910,10 @@
"id": "a8d6770f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.866746Z",
"iopub.status.busy": "2023-08-06T17:35:17.866628Z",
"iopub.status.idle": "2023-08-06T17:35:17.869096Z",
"shell.execute_reply": "2023-08-06T17:35:17.868823Z"
"iopub.execute_input": "2023-08-07T00:19:01.436940Z",
"iopub.status.busy": "2023-08-07T00:19:01.436825Z",
"iopub.status.idle": "2023-08-07T00:19:01.439373Z",
"shell.execute_reply": "2023-08-07T00:19:01.439082Z"
}
},
"outputs": [
@@ -6949,10 +6949,10 @@
"id": "852b1e39",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.870890Z",
"iopub.status.busy": "2023-08-06T17:35:17.870776Z",
"iopub.status.idle": "2023-08-06T17:35:17.873149Z",
"shell.execute_reply": "2023-08-06T17:35:17.872893Z"
"iopub.execute_input": "2023-08-07T00:19:01.441001Z",
"iopub.status.busy": "2023-08-07T00:19:01.440889Z",
"iopub.status.idle": "2023-08-07T00:19:01.443271Z",
"shell.execute_reply": "2023-08-07T00:19:01.443016Z"
},
"lines_to_next_cell": 0
},
@@ -7014,10 +7014,10 @@
"id": "81f6259f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.874806Z",
"iopub.status.busy": "2023-08-06T17:35:17.874678Z",
"iopub.status.idle": "2023-08-06T17:35:17.876932Z",
"shell.execute_reply": "2023-08-06T17:35:17.876690Z"
"iopub.execute_input": "2023-08-07T00:19:01.444939Z",
"iopub.status.busy": "2023-08-07T00:19:01.444817Z",
"iopub.status.idle": "2023-08-07T00:19:01.447180Z",
"shell.execute_reply": "2023-08-07T00:19:01.446876Z"
}
},
"outputs": [],
@@ -7041,10 +7041,10 @@
"id": "e44495e5",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:17.878420Z",
"iopub.status.busy": "2023-08-06T17:35:17.878316Z",
"iopub.status.idle": "2023-08-06T17:35:18.202556Z",
"shell.execute_reply": "2023-08-06T17:35:18.202283Z"
"iopub.execute_input": "2023-08-07T00:19:01.448877Z",
"iopub.status.busy": "2023-08-07T00:19:01.448781Z",
"iopub.status.idle": "2023-08-07T00:19:01.772826Z",
"shell.execute_reply": "2023-08-07T00:19:01.772548Z"
},
"lines_to_next_cell": 0
},
@@ -9107,10 +9107,10 @@
"id": "aae18029",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.204830Z",
"iopub.status.busy": "2023-08-06T17:35:18.204720Z",
"iopub.status.idle": "2023-08-06T17:35:18.262253Z",
"shell.execute_reply": "2023-08-06T17:35:18.261987Z"
"iopub.execute_input": "2023-08-07T00:19:01.774969Z",
"iopub.status.busy": "2023-08-07T00:19:01.774856Z",
"iopub.status.idle": "2023-08-07T00:19:01.833190Z",
"shell.execute_reply": "2023-08-07T00:19:01.832897Z"
},
"lines_to_next_cell": 2
},
@@ -9143,10 +9143,10 @@
"id": "b6d9dd06",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.263674Z",
"iopub.status.busy": "2023-08-06T17:35:18.263592Z",
"iopub.status.idle": "2023-08-06T17:35:18.274556Z",
"shell.execute_reply": "2023-08-06T17:35:18.274311Z"
"iopub.execute_input": "2023-08-07T00:19:01.834799Z",
"iopub.status.busy": "2023-08-07T00:19:01.834679Z",
"iopub.status.idle": "2023-08-07T00:19:01.846058Z",
"shell.execute_reply": "2023-08-07T00:19:01.845759Z"
},
"lines_to_next_cell": 0
},
@@ -9177,10 +9177,10 @@
"id": "6e5f9a74",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.276056Z",
"iopub.status.busy": "2023-08-06T17:35:18.275973Z",
"iopub.status.idle": "2023-08-06T17:35:18.444193Z",
"shell.execute_reply": "2023-08-06T17:35:18.443901Z"
"iopub.execute_input": "2023-08-07T00:19:01.847617Z",
"iopub.status.busy": "2023-08-07T00:19:01.847538Z",
"iopub.status.idle": "2023-08-07T00:19:02.018164Z",
"shell.execute_reply": "2023-08-07T00:19:02.017828Z"
},
"lines_to_next_cell": 0
},
@@ -9220,10 +9220,10 @@
"id": "9b57296a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.445914Z",
"iopub.status.busy": "2023-08-06T17:35:18.445792Z",
"iopub.status.idle": "2023-08-06T17:35:18.448316Z",
"shell.execute_reply": "2023-08-06T17:35:18.448072Z"
"iopub.execute_input": "2023-08-07T00:19:02.019872Z",
"iopub.status.busy": "2023-08-07T00:19:02.019749Z",
"iopub.status.idle": "2023-08-07T00:19:02.022349Z",
"shell.execute_reply": "2023-08-07T00:19:02.022076Z"
}
},
"outputs": [
@@ -9256,10 +9256,10 @@
"id": "b1b1a84a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.449905Z",
"iopub.status.busy": "2023-08-06T17:35:18.449752Z",
"iopub.status.idle": "2023-08-06T17:35:18.555457Z",
"shell.execute_reply": "2023-08-06T17:35:18.555156Z"
"iopub.execute_input": "2023-08-07T00:19:02.023974Z",
"iopub.status.busy": "2023-08-07T00:19:02.023874Z",
"iopub.status.idle": "2023-08-07T00:19:02.128566Z",
"shell.execute_reply": "2023-08-07T00:19:02.128242Z"
}
},
"outputs": [
@@ -9303,10 +9303,10 @@
"id": "44246aee",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.557237Z",
"iopub.status.busy": "2023-08-06T17:35:18.557121Z",
"iopub.status.idle": "2023-08-06T17:35:18.559615Z",
"shell.execute_reply": "2023-08-06T17:35:18.559331Z"
"iopub.execute_input": "2023-08-07T00:19:02.130282Z",
"iopub.status.busy": "2023-08-07T00:19:02.130165Z",
"iopub.status.idle": "2023-08-07T00:19:02.132656Z",
"shell.execute_reply": "2023-08-07T00:19:02.132289Z"
}
},
"outputs": [
@@ -9373,10 +9373,10 @@
"id": "33a88f6a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.561277Z",
"iopub.status.busy": "2023-08-06T17:35:18.561175Z",
"iopub.status.idle": "2023-08-06T17:35:18.565614Z",
"shell.execute_reply": "2023-08-06T17:35:18.565342Z"
"iopub.execute_input": "2023-08-07T00:19:02.134338Z",
"iopub.status.busy": "2023-08-07T00:19:02.134219Z",
"iopub.status.idle": "2023-08-07T00:19:02.138166Z",
"shell.execute_reply": "2023-08-07T00:19:02.137891Z"
}
},
"outputs": [
@@ -9417,10 +9417,10 @@
"id": "86fa37a7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.567133Z",
"iopub.status.busy": "2023-08-06T17:35:18.567034Z",
"iopub.status.idle": "2023-08-06T17:35:18.570714Z",
"shell.execute_reply": "2023-08-06T17:35:18.570443Z"
"iopub.execute_input": "2023-08-07T00:19:02.139730Z",
"iopub.status.busy": "2023-08-07T00:19:02.139646Z",
"iopub.status.idle": "2023-08-07T00:19:02.143516Z",
"shell.execute_reply": "2023-08-07T00:19:02.143243Z"
}
},
"outputs": [
@@ -9460,10 +9460,10 @@
"id": "1e84065b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.572236Z",
"iopub.status.busy": "2023-08-06T17:35:18.572149Z",
"iopub.status.idle": "2023-08-06T17:35:18.692323Z",
"shell.execute_reply": "2023-08-06T17:35:18.692024Z"
"iopub.execute_input": "2023-08-07T00:19:02.145088Z",
"iopub.status.busy": "2023-08-07T00:19:02.144973Z",
"iopub.status.idle": "2023-08-07T00:19:02.264655Z",
"shell.execute_reply": "2023-08-07T00:19:02.264357Z"
}
},
"outputs": [
@@ -9520,10 +9520,10 @@
"id": "ff432faf",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.693955Z",
"iopub.status.busy": "2023-08-06T17:35:18.693854Z",
"iopub.status.idle": "2023-08-06T17:35:18.790857Z",
"shell.execute_reply": "2023-08-06T17:35:18.790544Z"
"iopub.execute_input": "2023-08-07T00:19:02.266312Z",
"iopub.status.busy": "2023-08-07T00:19:02.266193Z",
"iopub.status.idle": "2023-08-07T00:19:02.371065Z",
"shell.execute_reply": "2023-08-07T00:19:02.370756Z"
}
},
"outputs": [
@@ -9575,10 +9575,10 @@
"id": "57d21a61",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.792385Z",
"iopub.status.busy": "2023-08-06T17:35:18.792283Z",
"iopub.status.idle": "2023-08-06T17:35:18.797861Z",
"shell.execute_reply": "2023-08-06T17:35:18.797615Z"
"iopub.execute_input": "2023-08-07T00:19:02.372780Z",
"iopub.status.busy": "2023-08-07T00:19:02.372649Z",
"iopub.status.idle": "2023-08-07T00:19:02.378968Z",
"shell.execute_reply": "2023-08-07T00:19:02.378649Z"
},
"lines_to_next_cell": 2
},
@@ -9621,10 +9621,10 @@
"id": "8d170a51",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.799375Z",
"iopub.status.busy": "2023-08-06T17:35:18.799269Z",
"iopub.status.idle": "2023-08-06T17:35:18.801474Z",
"shell.execute_reply": "2023-08-06T17:35:18.801155Z"
"iopub.execute_input": "2023-08-07T00:19:02.380659Z",
"iopub.status.busy": "2023-08-07T00:19:02.380546Z",
"iopub.status.idle": "2023-08-07T00:19:02.382990Z",
"shell.execute_reply": "2023-08-07T00:19:02.382710Z"
}
},
"outputs": [
@@ -9676,10 +9676,10 @@
"id": "9d35e0d6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.802981Z",
"iopub.status.busy": "2023-08-06T17:35:18.802864Z",
"iopub.status.idle": "2023-08-06T17:35:18.806324Z",
"shell.execute_reply": "2023-08-06T17:35:18.806053Z"
"iopub.execute_input": "2023-08-07T00:19:02.384895Z",
"iopub.status.busy": "2023-08-07T00:19:02.384657Z",
"iopub.status.idle": "2023-08-07T00:19:02.388339Z",
"shell.execute_reply": "2023-08-07T00:19:02.388045Z"
}
},
"outputs": [
@@ -9718,10 +9718,10 @@
"id": "35867372",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.807917Z",
"iopub.status.busy": "2023-08-06T17:35:18.807830Z",
"iopub.status.idle": "2023-08-06T17:35:18.913647Z",
"shell.execute_reply": "2023-08-06T17:35:18.913377Z"
"iopub.execute_input": "2023-08-07T00:19:02.389892Z",
"iopub.status.busy": "2023-08-07T00:19:02.389799Z",
"iopub.status.idle": "2023-08-07T00:19:02.495184Z",
"shell.execute_reply": "2023-08-07T00:19:02.494898Z"
}
},
"outputs": [
@@ -9771,10 +9771,10 @@
"id": "6712c8b3",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:18.915382Z",
"iopub.status.busy": "2023-08-06T17:35:18.915270Z",
"iopub.status.idle": "2023-08-06T17:35:19.012142Z",
"shell.execute_reply": "2023-08-06T17:35:19.011857Z"
"iopub.execute_input": "2023-08-07T00:19:02.496831Z",
"iopub.status.busy": "2023-08-07T00:19:02.496720Z",
"iopub.status.idle": "2023-08-07T00:19:02.593047Z",
"shell.execute_reply": "2023-08-07T00:19:02.592758Z"
}
},
"outputs": [
@@ -9815,7 +9815,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch7-nonlin-lab.Rmd → Ch7-nonlin-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

396
notebooks/Ch7-nonlin-lab.ipynb → Ch7-nonlin-lab.ipynb
View File

@@ -21,10 +21,10 @@
"id": "77af2dc4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:20.335450Z",
"iopub.status.busy": "2023-08-06T17:35:20.335193Z",
"iopub.status.idle": "2023-08-06T17:35:21.360168Z",
"shell.execute_reply": "2023-08-06T17:35:21.359570Z"
"iopub.execute_input": "2023-08-07T00:19:04.188068Z",
"iopub.status.busy": "2023-08-07T00:19:04.187963Z",
"iopub.status.idle": "2023-08-07T00:19:05.462907Z",
"shell.execute_reply": "2023-08-07T00:19:05.462474Z"
}
},
"outputs": [],
@@ -55,10 +55,10 @@
"id": "b57d1d51",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.362340Z",
"iopub.status.busy": "2023-08-06T17:35:21.362076Z",
"iopub.status.idle": "2023-08-06T17:35:21.377981Z",
"shell.execute_reply": "2023-08-06T17:35:21.377704Z"
"iopub.execute_input": "2023-08-07T00:19:05.465092Z",
"iopub.status.busy": "2023-08-07T00:19:05.464771Z",
"iopub.status.idle": "2023-08-07T00:19:05.479564Z",
"shell.execute_reply": "2023-08-07T00:19:05.479283Z"
}
},
"outputs": [],
@@ -94,10 +94,10 @@
"id": "65f0e562",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.379577Z",
"iopub.status.busy": "2023-08-06T17:35:21.379467Z",
"iopub.status.idle": "2023-08-06T17:35:21.388428Z",
"shell.execute_reply": "2023-08-06T17:35:21.388153Z"
"iopub.execute_input": "2023-08-07T00:19:05.481187Z",
"iopub.status.busy": "2023-08-07T00:19:05.481082Z",
"iopub.status.idle": "2023-08-07T00:19:05.490768Z",
"shell.execute_reply": "2023-08-07T00:19:05.490471Z"
}
},
"outputs": [],
@@ -124,10 +124,10 @@
"id": "a391fae6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.390038Z",
"iopub.status.busy": "2023-08-06T17:35:21.389943Z",
"iopub.status.idle": "2023-08-06T17:35:21.463801Z",
"shell.execute_reply": "2023-08-06T17:35:21.463112Z"
"iopub.execute_input": "2023-08-07T00:19:05.492446Z",
"iopub.status.busy": "2023-08-07T00:19:05.492345Z",
"iopub.status.idle": "2023-08-07T00:19:05.576824Z",
"shell.execute_reply": "2023-08-07T00:19:05.575262Z"
},
"lines_to_next_cell": 2
},
@@ -259,10 +259,10 @@
"id": "d672f40e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.469029Z",
"iopub.status.busy": "2023-08-06T17:35:21.468417Z",
"iopub.status.idle": "2023-08-06T17:35:21.474585Z",
"shell.execute_reply": "2023-08-06T17:35:21.473921Z"
"iopub.execute_input": "2023-08-07T00:19:05.612897Z",
"iopub.status.busy": "2023-08-07T00:19:05.612291Z",
"iopub.status.idle": "2023-08-07T00:19:05.618369Z",
"shell.execute_reply": "2023-08-07T00:19:05.617502Z"
}
},
"outputs": [],
@@ -294,10 +294,10 @@
"id": "56174265",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.478948Z",
"iopub.status.busy": "2023-08-06T17:35:21.478666Z",
"iopub.status.idle": "2023-08-06T17:35:21.485079Z",
"shell.execute_reply": "2023-08-06T17:35:21.483529Z"
"iopub.execute_input": "2023-08-07T00:19:05.622405Z",
"iopub.status.busy": "2023-08-07T00:19:05.622002Z",
"iopub.status.idle": "2023-08-07T00:19:05.630479Z",
"shell.execute_reply": "2023-08-07T00:19:05.629471Z"
},
"lines_to_next_cell": 0
},
@@ -351,10 +351,10 @@
"id": "1a10422f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.488959Z",
"iopub.status.busy": "2023-08-06T17:35:21.488554Z",
"iopub.status.idle": "2023-08-06T17:35:21.692366Z",
"shell.execute_reply": "2023-08-06T17:35:21.691588Z"
"iopub.execute_input": "2023-08-07T00:19:05.634396Z",
"iopub.status.busy": "2023-08-07T00:19:05.633974Z",
"iopub.status.idle": "2023-08-07T00:19:05.884028Z",
"shell.execute_reply": "2023-08-07T00:19:05.882752Z"
},
"lines_to_next_cell": 0
},
@@ -420,10 +420,10 @@
"id": "8105e672",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.697560Z",
"iopub.status.busy": "2023-08-06T17:35:21.696560Z",
"iopub.status.idle": "2023-08-06T17:35:21.728524Z",
"shell.execute_reply": "2023-08-06T17:35:21.727179Z"
"iopub.execute_input": "2023-08-07T00:19:05.888290Z",
"iopub.status.busy": "2023-08-07T00:19:05.888070Z",
"iopub.status.idle": "2023-08-07T00:19:05.952645Z",
"shell.execute_reply": "2023-08-07T00:19:05.951972Z"
}
},
"outputs": [
@@ -560,10 +560,10 @@
"id": "095fca7f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.733139Z",
"iopub.status.busy": "2023-08-06T17:35:21.732766Z",
"iopub.status.idle": "2023-08-06T17:35:21.750879Z",
"shell.execute_reply": "2023-08-06T17:35:21.749464Z"
"iopub.execute_input": "2023-08-07T00:19:05.959392Z",
"iopub.status.busy": "2023-08-07T00:19:05.958835Z",
"iopub.status.idle": "2023-08-07T00:19:05.975680Z",
"shell.execute_reply": "2023-08-07T00:19:05.975223Z"
},
"lines_to_next_cell": 2
},
@@ -669,10 +669,10 @@
"id": "0b576607",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.755203Z",
"iopub.status.busy": "2023-08-06T17:35:21.754884Z",
"iopub.status.idle": "2023-08-06T17:35:21.761326Z",
"shell.execute_reply": "2023-08-06T17:35:21.760717Z"
"iopub.execute_input": "2023-08-07T00:19:05.979144Z",
"iopub.status.busy": "2023-08-07T00:19:05.978626Z",
"iopub.status.idle": "2023-08-07T00:19:05.984414Z",
"shell.execute_reply": "2023-08-07T00:19:05.983563Z"
},
"lines_to_next_cell": 2
},
@@ -710,10 +710,10 @@
"id": "7242df77",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.765904Z",
"iopub.status.busy": "2023-08-06T17:35:21.764924Z",
"iopub.status.idle": "2023-08-06T17:35:21.791670Z",
"shell.execute_reply": "2023-08-06T17:35:21.790956Z"
"iopub.execute_input": "2023-08-07T00:19:05.990602Z",
"iopub.status.busy": "2023-08-07T00:19:05.990249Z",
"iopub.status.idle": "2023-08-07T00:19:06.042298Z",
"shell.execute_reply": "2023-08-07T00:19:06.041212Z"
},
"lines_to_next_cell": 2
},
@@ -820,10 +820,10 @@
"id": "c7972aea",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.795901Z",
"iopub.status.busy": "2023-08-06T17:35:21.795658Z",
"iopub.status.idle": "2023-08-06T17:35:21.825289Z",
"shell.execute_reply": "2023-08-06T17:35:21.824414Z"
"iopub.execute_input": "2023-08-07T00:19:06.046995Z",
"iopub.status.busy": "2023-08-07T00:19:06.046384Z",
"iopub.status.idle": "2023-08-07T00:19:06.205792Z",
"shell.execute_reply": "2023-08-07T00:19:06.205279Z"
},
"lines_to_next_cell": 2
},
@@ -933,10 +933,10 @@
"id": "84f172f2",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.829774Z",
"iopub.status.busy": "2023-08-06T17:35:21.829523Z",
"iopub.status.idle": "2023-08-06T17:35:21.836744Z",
"shell.execute_reply": "2023-08-06T17:35:21.836082Z"
"iopub.execute_input": "2023-08-07T00:19:06.208576Z",
"iopub.status.busy": "2023-08-07T00:19:06.208334Z",
"iopub.status.idle": "2023-08-07T00:19:06.213502Z",
"shell.execute_reply": "2023-08-07T00:19:06.212948Z"
}
},
"outputs": [],
@@ -960,10 +960,10 @@
"id": "fcf376bd",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.840987Z",
"iopub.status.busy": "2023-08-06T17:35:21.840629Z",
"iopub.status.idle": "2023-08-06T17:35:21.990343Z",
"shell.execute_reply": "2023-08-06T17:35:21.989640Z"
"iopub.execute_input": "2023-08-07T00:19:06.218797Z",
"iopub.status.busy": "2023-08-07T00:19:06.218655Z",
"iopub.status.idle": "2023-08-07T00:19:06.463403Z",
"shell.execute_reply": "2023-08-07T00:19:06.462996Z"
},
"lines_to_next_cell": 0
},
@@ -1025,10 +1025,10 @@
"id": "c4d00900",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:21.994681Z",
"iopub.status.busy": "2023-08-06T17:35:21.994430Z",
"iopub.status.idle": "2023-08-06T17:35:22.019141Z",
"shell.execute_reply": "2023-08-06T17:35:22.018456Z"
"iopub.execute_input": "2023-08-07T00:19:06.465468Z",
"iopub.status.busy": "2023-08-07T00:19:06.465369Z",
"iopub.status.idle": "2023-08-07T00:19:06.536436Z",
"shell.execute_reply": "2023-08-07T00:19:06.524427Z"
},
"lines_to_next_cell": 2
},
@@ -1154,10 +1154,10 @@
"id": "d3817102",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.023709Z",
"iopub.status.busy": "2023-08-06T17:35:22.023437Z",
"iopub.status.idle": "2023-08-06T17:35:22.035865Z",
"shell.execute_reply": "2023-08-06T17:35:22.035182Z"
"iopub.execute_input": "2023-08-07T00:19:06.549578Z",
"iopub.status.busy": "2023-08-07T00:19:06.548758Z",
"iopub.status.idle": "2023-08-07T00:19:06.567629Z",
"shell.execute_reply": "2023-08-07T00:19:06.566920Z"
},
"lines_to_next_cell": 0
},
@@ -1197,10 +1197,10 @@
"id": "c06c0f27",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.039936Z",
"iopub.status.busy": "2023-08-06T17:35:22.039676Z",
"iopub.status.idle": "2023-08-06T17:35:22.075107Z",
"shell.execute_reply": "2023-08-06T17:35:22.073405Z"
"iopub.execute_input": "2023-08-07T00:19:06.571243Z",
"iopub.status.busy": "2023-08-07T00:19:06.570880Z",
"iopub.status.idle": "2023-08-07T00:19:06.596270Z",
"shell.execute_reply": "2023-08-07T00:19:06.595446Z"
},
"lines_to_next_cell": 0
},
@@ -1323,10 +1323,10 @@
"id": "8cb32db0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.079217Z",
"iopub.status.busy": "2023-08-06T17:35:22.078971Z",
"iopub.status.idle": "2023-08-06T17:35:22.109222Z",
"shell.execute_reply": "2023-08-06T17:35:22.108320Z"
"iopub.execute_input": "2023-08-07T00:19:06.600349Z",
"iopub.status.busy": "2023-08-07T00:19:06.599995Z",
"iopub.status.idle": "2023-08-07T00:19:06.622521Z",
"shell.execute_reply": "2023-08-07T00:19:06.621854Z"
}
},
"outputs": [
@@ -1459,10 +1459,10 @@
"id": "f26b715f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.113083Z",
"iopub.status.busy": "2023-08-06T17:35:22.112406Z",
"iopub.status.idle": "2023-08-06T17:35:22.118984Z",
"shell.execute_reply": "2023-08-06T17:35:22.118255Z"
"iopub.execute_input": "2023-08-07T00:19:06.625851Z",
"iopub.status.busy": "2023-08-07T00:19:06.625509Z",
"iopub.status.idle": "2023-08-07T00:19:06.631162Z",
"shell.execute_reply": "2023-08-07T00:19:06.630583Z"
},
"lines_to_next_cell": 0
},
@@ -1504,10 +1504,10 @@
"id": "d6109816",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.121895Z",
"iopub.status.busy": "2023-08-06T17:35:22.121657Z",
"iopub.status.idle": "2023-08-06T17:35:22.143870Z",
"shell.execute_reply": "2023-08-06T17:35:22.143234Z"
"iopub.execute_input": "2023-08-07T00:19:06.634377Z",
"iopub.status.busy": "2023-08-07T00:19:06.634139Z",
"iopub.status.idle": "2023-08-07T00:19:06.654683Z",
"shell.execute_reply": "2023-08-07T00:19:06.653962Z"
},
"lines_to_next_cell": 0
},
@@ -1638,10 +1638,10 @@
"id": "7c73a3da",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.147520Z",
"iopub.status.busy": "2023-08-06T17:35:22.146792Z",
"iopub.status.idle": "2023-08-06T17:35:22.169905Z",
"shell.execute_reply": "2023-08-06T17:35:22.169307Z"
"iopub.execute_input": "2023-08-07T00:19:06.657975Z",
"iopub.status.busy": "2023-08-07T00:19:06.657748Z",
"iopub.status.idle": "2023-08-07T00:19:06.682713Z",
"shell.execute_reply": "2023-08-07T00:19:06.682057Z"
},
"lines_to_next_cell": 0
},
@@ -1755,10 +1755,10 @@
"id": "d73789b4",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.173921Z",
"iopub.status.busy": "2023-08-06T17:35:22.173285Z",
"iopub.status.idle": "2023-08-06T17:35:22.327012Z",
"shell.execute_reply": "2023-08-06T17:35:22.326243Z"
"iopub.execute_input": "2023-08-07T00:19:06.686467Z",
"iopub.status.busy": "2023-08-07T00:19:06.685665Z",
"iopub.status.idle": "2023-08-07T00:19:06.874618Z",
"shell.execute_reply": "2023-08-07T00:19:06.873874Z"
}
},
"outputs": [
@@ -1803,10 +1803,10 @@
"id": "3e70b87d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.331968Z",
"iopub.status.busy": "2023-08-06T17:35:22.331518Z",
"iopub.status.idle": "2023-08-06T17:35:22.372362Z",
"shell.execute_reply": "2023-08-06T17:35:22.370490Z"
"iopub.execute_input": "2023-08-07T00:19:06.888036Z",
"iopub.status.busy": "2023-08-07T00:19:06.887817Z",
"iopub.status.idle": "2023-08-07T00:19:06.954217Z",
"shell.execute_reply": "2023-08-07T00:19:06.953531Z"
}
},
"outputs": [
@@ -1849,10 +1849,10 @@
"id": "efe03b12",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.376074Z",
"iopub.status.busy": "2023-08-06T17:35:22.375540Z",
"iopub.status.idle": "2023-08-06T17:35:22.722554Z",
"shell.execute_reply": "2023-08-06T17:35:22.721832Z"
"iopub.execute_input": "2023-08-07T00:19:06.958251Z",
"iopub.status.busy": "2023-08-07T00:19:06.957583Z",
"iopub.status.idle": "2023-08-07T00:19:07.353099Z",
"shell.execute_reply": "2023-08-07T00:19:07.352827Z"
}
},
"outputs": [
@@ -1895,10 +1895,10 @@
"id": "acff2af2",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:22.724493Z",
"iopub.status.busy": "2023-08-06T17:35:22.724387Z",
"iopub.status.idle": "2023-08-06T17:35:23.386569Z",
"shell.execute_reply": "2023-08-06T17:35:23.385869Z"
"iopub.execute_input": "2023-08-07T00:19:07.354722Z",
"iopub.status.busy": "2023-08-07T00:19:07.354617Z",
"iopub.status.idle": "2023-08-07T00:19:08.055132Z",
"shell.execute_reply": "2023-08-07T00:19:08.054491Z"
}
},
"outputs": [
@@ -1950,10 +1950,10 @@
"id": "a2d25550",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:23.390727Z",
"iopub.status.busy": "2023-08-06T17:35:23.390039Z",
"iopub.status.idle": "2023-08-06T17:35:23.409507Z",
"shell.execute_reply": "2023-08-06T17:35:23.408815Z"
"iopub.execute_input": "2023-08-07T00:19:08.062283Z",
"iopub.status.busy": "2023-08-07T00:19:08.060603Z",
"iopub.status.idle": "2023-08-07T00:19:08.098250Z",
"shell.execute_reply": "2023-08-07T00:19:08.096039Z"
},
"lines_to_next_cell": 2
},
@@ -1992,10 +1992,10 @@
"id": "bc6322de",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:23.412957Z",
"iopub.status.busy": "2023-08-06T17:35:23.412505Z",
"iopub.status.idle": "2023-08-06T17:35:23.730459Z",
"shell.execute_reply": "2023-08-06T17:35:23.729594Z"
"iopub.execute_input": "2023-08-07T00:19:08.102132Z",
"iopub.status.busy": "2023-08-07T00:19:08.101933Z",
"iopub.status.idle": "2023-08-07T00:19:09.183673Z",
"shell.execute_reply": "2023-08-07T00:19:09.183288Z"
}
},
"outputs": [
@@ -2054,10 +2054,10 @@
"id": "703d2570",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:23.734256Z",
"iopub.status.busy": "2023-08-06T17:35:23.733981Z",
"iopub.status.idle": "2023-08-06T17:35:23.754589Z",
"shell.execute_reply": "2023-08-06T17:35:23.753337Z"
"iopub.execute_input": "2023-08-07T00:19:09.186276Z",
"iopub.status.busy": "2023-08-07T00:19:09.186096Z",
"iopub.status.idle": "2023-08-07T00:19:09.273018Z",
"shell.execute_reply": "2023-08-07T00:19:09.252509Z"
},
"lines_to_next_cell": 0
},
@@ -2093,10 +2093,10 @@
"id": "766a7b1f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:23.759585Z",
"iopub.status.busy": "2023-08-06T17:35:23.759049Z",
"iopub.status.idle": "2023-08-06T17:35:23.884772Z",
"shell.execute_reply": "2023-08-06T17:35:23.884035Z"
"iopub.execute_input": "2023-08-07T00:19:09.291702Z",
"iopub.status.busy": "2023-08-07T00:19:09.291379Z",
"iopub.status.idle": "2023-08-07T00:19:09.563692Z",
"shell.execute_reply": "2023-08-07T00:19:09.556327Z"
},
"lines_to_next_cell": 0
},
@@ -2156,10 +2156,10 @@
"id": "2a9ed841",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:23.888947Z",
"iopub.status.busy": "2023-08-06T17:35:23.888274Z",
"iopub.status.idle": "2023-08-06T17:35:24.065464Z",
"shell.execute_reply": "2023-08-06T17:35:24.065124Z"
"iopub.execute_input": "2023-08-07T00:19:09.566045Z",
"iopub.status.busy": "2023-08-07T00:19:09.565923Z",
"iopub.status.idle": "2023-08-07T00:19:09.683169Z",
"shell.execute_reply": "2023-08-07T00:19:09.682826Z"
}
},
"outputs": [
@@ -2217,10 +2217,10 @@
"id": "ccf068b1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.067233Z",
"iopub.status.busy": "2023-08-06T17:35:24.067111Z",
"iopub.status.idle": "2023-08-06T17:35:24.089243Z",
"shell.execute_reply": "2023-08-06T17:35:24.088305Z"
"iopub.execute_input": "2023-08-07T00:19:09.685125Z",
"iopub.status.busy": "2023-08-07T00:19:09.684986Z",
"iopub.status.idle": "2023-08-07T00:19:09.745790Z",
"shell.execute_reply": "2023-08-07T00:19:09.738475Z"
},
"lines_to_next_cell": 0
},
@@ -2254,10 +2254,10 @@
"id": "38b719f1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.093193Z",
"iopub.status.busy": "2023-08-06T17:35:24.092751Z",
"iopub.status.idle": "2023-08-06T17:35:24.282656Z",
"shell.execute_reply": "2023-08-06T17:35:24.281548Z"
"iopub.execute_input": "2023-08-07T00:19:09.776763Z",
"iopub.status.busy": "2023-08-07T00:19:09.775939Z",
"iopub.status.idle": "2023-08-07T00:19:10.045020Z",
"shell.execute_reply": "2023-08-07T00:19:10.044581Z"
}
},
"outputs": [
@@ -2297,10 +2297,10 @@
"id": "02142f6e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.286568Z",
"iopub.status.busy": "2023-08-06T17:35:24.286086Z",
"iopub.status.idle": "2023-08-06T17:35:24.343400Z",
"shell.execute_reply": "2023-08-06T17:35:24.342678Z"
"iopub.execute_input": "2023-08-07T00:19:10.047306Z",
"iopub.status.busy": "2023-08-07T00:19:10.047155Z",
"iopub.status.idle": "2023-08-07T00:19:10.181724Z",
"shell.execute_reply": "2023-08-07T00:19:10.179548Z"
},
"lines_to_next_cell": 0
},
@@ -2330,10 +2330,10 @@
"id": "94587b05",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.347280Z",
"iopub.status.busy": "2023-08-06T17:35:24.346878Z",
"iopub.status.idle": "2023-08-06T17:35:24.511252Z",
"shell.execute_reply": "2023-08-06T17:35:24.510569Z"
"iopub.execute_input": "2023-08-07T00:19:10.189867Z",
"iopub.status.busy": "2023-08-07T00:19:10.189422Z",
"iopub.status.idle": "2023-08-07T00:19:10.415206Z",
"shell.execute_reply": "2023-08-07T00:19:10.414754Z"
},
"lines_to_next_cell": 0
},
@@ -2383,10 +2383,10 @@
"id": "bba4c757",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.515732Z",
"iopub.status.busy": "2023-08-06T17:35:24.515470Z",
"iopub.status.idle": "2023-08-06T17:35:24.666853Z",
"shell.execute_reply": "2023-08-06T17:35:24.666565Z"
"iopub.execute_input": "2023-08-07T00:19:10.417771Z",
"iopub.status.busy": "2023-08-07T00:19:10.417586Z",
"iopub.status.idle": "2023-08-07T00:19:10.542248Z",
"shell.execute_reply": "2023-08-07T00:19:10.541930Z"
}
},
"outputs": [
@@ -2430,10 +2430,10 @@
"id": "32368085",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.668508Z",
"iopub.status.busy": "2023-08-06T17:35:24.668401Z",
"iopub.status.idle": "2023-08-06T17:35:24.701806Z",
"shell.execute_reply": "2023-08-06T17:35:24.700424Z"
"iopub.execute_input": "2023-08-07T00:19:10.544308Z",
"iopub.status.busy": "2023-08-07T00:19:10.544140Z",
"iopub.status.idle": "2023-08-07T00:19:10.667530Z",
"shell.execute_reply": "2023-08-07T00:19:10.638616Z"
}
},
"outputs": [
@@ -2477,10 +2477,10 @@
"id": "e7ba9957",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.705887Z",
"iopub.status.busy": "2023-08-06T17:35:24.705492Z",
"iopub.status.idle": "2023-08-06T17:35:24.719138Z",
"shell.execute_reply": "2023-08-06T17:35:24.717774Z"
"iopub.execute_input": "2023-08-07T00:19:10.700688Z",
"iopub.status.busy": "2023-08-07T00:19:10.700054Z",
"iopub.status.idle": "2023-08-07T00:19:10.708768Z",
"shell.execute_reply": "2023-08-07T00:19:10.707938Z"
},
"lines_to_next_cell": 0
},
@@ -2585,10 +2585,10 @@
"id": "ffc0099a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.725028Z",
"iopub.status.busy": "2023-08-06T17:35:24.724616Z",
"iopub.status.idle": "2023-08-06T17:35:24.770728Z",
"shell.execute_reply": "2023-08-06T17:35:24.769960Z"
"iopub.execute_input": "2023-08-07T00:19:10.713382Z",
"iopub.status.busy": "2023-08-07T00:19:10.712932Z",
"iopub.status.idle": "2023-08-07T00:19:10.779777Z",
"shell.execute_reply": "2023-08-07T00:19:10.777746Z"
}
},
"outputs": [
@@ -2695,10 +2695,10 @@
"id": "08026a6b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.776059Z",
"iopub.status.busy": "2023-08-06T17:35:24.775063Z",
"iopub.status.idle": "2023-08-06T17:35:24.783501Z",
"shell.execute_reply": "2023-08-06T17:35:24.781979Z"
"iopub.execute_input": "2023-08-07T00:19:10.786208Z",
"iopub.status.busy": "2023-08-07T00:19:10.785818Z",
"iopub.status.idle": "2023-08-07T00:19:10.792287Z",
"shell.execute_reply": "2023-08-07T00:19:10.791211Z"
}
},
"outputs": [
@@ -2737,7 +2737,7 @@
"name": "stderr",
"output_type": "stream",
"text": [
"/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_85019/2135516388.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. \n",
"/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_19241/2135516388.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. \n",
" \n",
"Please do not make inferences based on these values! \n",
"\n",
@@ -2768,10 +2768,10 @@
"id": "9191d615",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.787789Z",
"iopub.status.busy": "2023-08-06T17:35:24.787540Z",
"iopub.status.idle": "2023-08-06T17:35:24.802733Z",
"shell.execute_reply": "2023-08-06T17:35:24.801551Z"
"iopub.execute_input": "2023-08-07T00:19:10.798429Z",
"iopub.status.busy": "2023-08-07T00:19:10.797755Z",
"iopub.status.idle": "2023-08-07T00:19:10.812263Z",
"shell.execute_reply": "2023-08-07T00:19:10.810416Z"
}
},
"outputs": [],
@@ -2794,10 +2794,10 @@
"id": "92007a5f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.807058Z",
"iopub.status.busy": "2023-08-06T17:35:24.806737Z",
"iopub.status.idle": "2023-08-06T17:35:24.915626Z",
"shell.execute_reply": "2023-08-06T17:35:24.914906Z"
"iopub.execute_input": "2023-08-07T00:19:10.819112Z",
"iopub.status.busy": "2023-08-07T00:19:10.818458Z",
"iopub.status.idle": "2023-08-07T00:19:11.331405Z",
"shell.execute_reply": "2023-08-07T00:19:11.330003Z"
},
"lines_to_next_cell": 2
},
@@ -2828,10 +2828,10 @@
"id": "4dd6aa2f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:24.919443Z",
"iopub.status.busy": "2023-08-06T17:35:24.919192Z",
"iopub.status.idle": "2023-08-06T17:35:25.080317Z",
"shell.execute_reply": "2023-08-06T17:35:25.078256Z"
"iopub.execute_input": "2023-08-07T00:19:11.335645Z",
"iopub.status.busy": "2023-08-07T00:19:11.335107Z",
"iopub.status.idle": "2023-08-07T00:19:11.467181Z",
"shell.execute_reply": "2023-08-07T00:19:11.462139Z"
},
"lines_to_next_cell": 0
},
@@ -2872,10 +2872,10 @@
"id": "5a6e8754",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.084731Z",
"iopub.status.busy": "2023-08-06T17:35:25.084443Z",
"iopub.status.idle": "2023-08-06T17:35:25.109581Z",
"shell.execute_reply": "2023-08-06T17:35:25.108827Z"
"iopub.execute_input": "2023-08-07T00:19:11.472661Z",
"iopub.status.busy": "2023-08-07T00:19:11.472373Z",
"iopub.status.idle": "2023-08-07T00:19:11.503695Z",
"shell.execute_reply": "2023-08-07T00:19:11.502573Z"
},
"lines_to_next_cell": 0
},
@@ -2981,10 +2981,10 @@
"id": "c92b60be",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.114462Z",
"iopub.status.busy": "2023-08-06T17:35:25.114086Z",
"iopub.status.idle": "2023-08-06T17:35:25.120741Z",
"shell.execute_reply": "2023-08-06T17:35:25.120108Z"
"iopub.execute_input": "2023-08-07T00:19:11.510166Z",
"iopub.status.busy": "2023-08-07T00:19:11.508954Z",
"iopub.status.idle": "2023-08-07T00:19:11.519213Z",
"shell.execute_reply": "2023-08-07T00:19:11.517599Z"
},
"lines_to_next_cell": 0
},
@@ -3015,10 +3015,10 @@
"id": "e525e8d0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.124664Z",
"iopub.status.busy": "2023-08-06T17:35:25.124412Z",
"iopub.status.idle": "2023-08-06T17:35:25.187015Z",
"shell.execute_reply": "2023-08-06T17:35:25.186350Z"
"iopub.execute_input": "2023-08-07T00:19:11.523270Z",
"iopub.status.busy": "2023-08-07T00:19:11.522817Z",
"iopub.status.idle": "2023-08-07T00:19:11.725604Z",
"shell.execute_reply": "2023-08-07T00:19:11.724249Z"
},
"lines_to_next_cell": 2
},
@@ -3058,10 +3058,10 @@
"id": "c3e66cf9",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.191341Z",
"iopub.status.busy": "2023-08-06T17:35:25.191048Z",
"iopub.status.idle": "2023-08-06T17:35:25.340618Z",
"shell.execute_reply": "2023-08-06T17:35:25.339704Z"
"iopub.execute_input": "2023-08-07T00:19:11.732558Z",
"iopub.status.busy": "2023-08-07T00:19:11.732314Z",
"iopub.status.idle": "2023-08-07T00:19:11.879888Z",
"shell.execute_reply": "2023-08-07T00:19:11.875539Z"
}
},
"outputs": [
@@ -3092,10 +3092,10 @@
"id": "fd924348",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.345459Z",
"iopub.status.busy": "2023-08-06T17:35:25.345074Z",
"iopub.status.idle": "2023-08-06T17:35:25.463152Z",
"shell.execute_reply": "2023-08-06T17:35:25.462836Z"
"iopub.execute_input": "2023-08-07T00:19:11.886323Z",
"iopub.status.busy": "2023-08-07T00:19:11.885989Z",
"iopub.status.idle": "2023-08-07T00:19:12.013933Z",
"shell.execute_reply": "2023-08-07T00:19:12.013580Z"
}
},
"outputs": [
@@ -3125,10 +3125,10 @@
"id": "2d3ec90a",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.464839Z",
"iopub.status.busy": "2023-08-06T17:35:25.464711Z",
"iopub.status.idle": "2023-08-06T17:35:25.574888Z",
"shell.execute_reply": "2023-08-06T17:35:25.574562Z"
"iopub.execute_input": "2023-08-07T00:19:12.015616Z",
"iopub.status.busy": "2023-08-07T00:19:12.015502Z",
"iopub.status.idle": "2023-08-07T00:19:12.126833Z",
"shell.execute_reply": "2023-08-07T00:19:12.126508Z"
},
"lines_to_next_cell": 2
},
@@ -3173,10 +3173,10 @@
"id": "4f2bc0eb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:25.576662Z",
"iopub.status.busy": "2023-08-06T17:35:25.576532Z",
"iopub.status.idle": "2023-08-06T17:35:25.718350Z",
"shell.execute_reply": "2023-08-06T17:35:25.718022Z"
"iopub.execute_input": "2023-08-07T00:19:12.128541Z",
"iopub.status.busy": "2023-08-07T00:19:12.128428Z",
"iopub.status.idle": "2023-08-07T00:19:12.279516Z",
"shell.execute_reply": "2023-08-07T00:19:12.279013Z"
},
"lines_to_next_cell": 0
},
@@ -3223,7 +3223,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

2
Rmarkdown/Ch8-baggboost-lab.Rmd → Ch8-baggboost-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

288
notebooks/Ch8-baggboost-lab.ipynb → Ch8-baggboost-lab.ipynb
View File

File diff suppressed because one or more lines are too long

2
Rmarkdown/Ch9-svm-lab.Rmd → Ch9-svm-lab.Rmd
View File

@@ -2,7 +2,7 @@
jupyter:
jupytext:
cell_metadata_filter: -all
formats: notebooks///ipynb,Rmarkdown///Rmd
formats: ipynb,Rmd
main_language: python
text_representation:
extension: .Rmd

276
notebooks/Ch9-svm-lab.ipynb → Ch9-svm-lab.ipynb
View File

@@ -28,10 +28,10 @@
"id": "eeaa5be0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:41.109844Z",
"iopub.status.busy": "2023-08-06T17:35:41.109434Z",
"iopub.status.idle": "2023-08-06T17:35:41.992454Z",
"shell.execute_reply": "2023-08-06T17:35:41.991881Z"
"iopub.execute_input": "2023-08-07T00:19:27.947789Z",
"iopub.status.busy": "2023-08-07T00:19:27.947634Z",
"iopub.status.idle": "2023-08-07T00:19:28.991210Z",
"shell.execute_reply": "2023-08-07T00:19:28.990616Z"
},
"lines_to_next_cell": 0
},
@@ -58,10 +58,10 @@
"id": "41a59634",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:41.994815Z",
"iopub.status.busy": "2023-08-06T17:35:41.994482Z",
"iopub.status.idle": "2023-08-06T17:35:42.026716Z",
"shell.execute_reply": "2023-08-06T17:35:42.026409Z"
"iopub.execute_input": "2023-08-07T00:19:28.993557Z",
"iopub.status.busy": "2023-08-07T00:19:28.993245Z",
"iopub.status.idle": "2023-08-07T00:19:29.028199Z",
"shell.execute_reply": "2023-08-07T00:19:29.027857Z"
}
},
"outputs": [],
@@ -86,10 +86,10 @@
"id": "c9a175d7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.028394Z",
"iopub.status.busy": "2023-08-06T17:35:42.028303Z",
"iopub.status.idle": "2023-08-06T17:35:42.030112Z",
"shell.execute_reply": "2023-08-06T17:35:42.029879Z"
"iopub.execute_input": "2023-08-07T00:19:29.030225Z",
"iopub.status.busy": "2023-08-07T00:19:29.030097Z",
"iopub.status.idle": "2023-08-07T00:19:29.032026Z",
"shell.execute_reply": "2023-08-07T00:19:29.031756Z"
}
},
"outputs": [],
@@ -126,10 +126,10 @@
"id": "a7216b47",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.031508Z",
"iopub.status.busy": "2023-08-06T17:35:42.031412Z",
"iopub.status.idle": "2023-08-06T17:35:42.144107Z",
"shell.execute_reply": "2023-08-06T17:35:42.141512Z"
"iopub.execute_input": "2023-08-07T00:19:29.033695Z",
"iopub.status.busy": "2023-08-07T00:19:29.033581Z",
"iopub.status.idle": "2023-08-07T00:19:29.207161Z",
"shell.execute_reply": "2023-08-07T00:19:29.205980Z"
},
"lines_to_next_cell": 0
},
@@ -171,10 +171,10 @@
"id": "ed329198",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.148661Z",
"iopub.status.busy": "2023-08-06T17:35:42.148275Z",
"iopub.status.idle": "2023-08-06T17:35:42.164597Z",
"shell.execute_reply": "2023-08-06T17:35:42.162951Z"
"iopub.execute_input": "2023-08-07T00:19:29.211951Z",
"iopub.status.busy": "2023-08-07T00:19:29.211403Z",
"iopub.status.idle": "2023-08-07T00:19:29.220643Z",
"shell.execute_reply": "2023-08-07T00:19:29.219858Z"
},
"lines_to_next_cell": 2
},
@@ -215,10 +215,10 @@
"id": "95494b8b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.170134Z",
"iopub.status.busy": "2023-08-06T17:35:42.169857Z",
"iopub.status.idle": "2023-08-06T17:35:42.356574Z",
"shell.execute_reply": "2023-08-06T17:35:42.356275Z"
"iopub.execute_input": "2023-08-07T00:19:29.224179Z",
"iopub.status.busy": "2023-08-07T00:19:29.223775Z",
"iopub.status.idle": "2023-08-07T00:19:29.400927Z",
"shell.execute_reply": "2023-08-07T00:19:29.400620Z"
}
},
"outputs": [
@@ -260,10 +260,10 @@
"id": "98c2236f",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.358304Z",
"iopub.status.busy": "2023-08-06T17:35:42.358185Z",
"iopub.status.idle": "2023-08-06T17:35:42.497338Z",
"shell.execute_reply": "2023-08-06T17:35:42.496986Z"
"iopub.execute_input": "2023-08-07T00:19:29.402894Z",
"iopub.status.busy": "2023-08-07T00:19:29.402744Z",
"iopub.status.idle": "2023-08-07T00:19:29.544636Z",
"shell.execute_reply": "2023-08-07T00:19:29.544249Z"
},
"lines_to_next_cell": 0
},
@@ -306,10 +306,10 @@
"id": "b498f594",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.499133Z",
"iopub.status.busy": "2023-08-06T17:35:42.499013Z",
"iopub.status.idle": "2023-08-06T17:35:42.501656Z",
"shell.execute_reply": "2023-08-06T17:35:42.501370Z"
"iopub.execute_input": "2023-08-07T00:19:29.546722Z",
"iopub.status.busy": "2023-08-07T00:19:29.546549Z",
"iopub.status.idle": "2023-08-07T00:19:29.549088Z",
"shell.execute_reply": "2023-08-07T00:19:29.548814Z"
},
"lines_to_next_cell": 2
},
@@ -344,10 +344,10 @@
"id": "b65e80d6",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.503232Z",
"iopub.status.busy": "2023-08-06T17:35:42.503114Z",
"iopub.status.idle": "2023-08-06T17:35:42.530360Z",
"shell.execute_reply": "2023-08-06T17:35:42.530089Z"
"iopub.execute_input": "2023-08-07T00:19:29.550593Z",
"iopub.status.busy": "2023-08-07T00:19:29.550485Z",
"iopub.status.idle": "2023-08-07T00:19:29.578952Z",
"shell.execute_reply": "2023-08-07T00:19:29.578657Z"
},
"lines_to_next_cell": 2
},
@@ -392,10 +392,10 @@
"id": "bba8fad7",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.533039Z",
"iopub.status.busy": "2023-08-06T17:35:42.532868Z",
"iopub.status.idle": "2023-08-06T17:35:42.535494Z",
"shell.execute_reply": "2023-08-06T17:35:42.535174Z"
"iopub.execute_input": "2023-08-07T00:19:29.580977Z",
"iopub.status.busy": "2023-08-07T00:19:29.580845Z",
"iopub.status.idle": "2023-08-07T00:19:29.583558Z",
"shell.execute_reply": "2023-08-07T00:19:29.583239Z"
},
"lines_to_next_cell": 0
},
@@ -433,10 +433,10 @@
"id": "ad64269d",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.537255Z",
"iopub.status.busy": "2023-08-06T17:35:42.537133Z",
"iopub.status.idle": "2023-08-06T17:35:42.539335Z",
"shell.execute_reply": "2023-08-06T17:35:42.538987Z"
"iopub.execute_input": "2023-08-07T00:19:29.585087Z",
"iopub.status.busy": "2023-08-07T00:19:29.584981Z",
"iopub.status.idle": "2023-08-07T00:19:29.586995Z",
"shell.execute_reply": "2023-08-07T00:19:29.586714Z"
}
},
"outputs": [],
@@ -462,10 +462,10 @@
"id": "5107fca1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.540795Z",
"iopub.status.busy": "2023-08-06T17:35:42.540697Z",
"iopub.status.idle": "2023-08-06T17:35:42.546310Z",
"shell.execute_reply": "2023-08-06T17:35:42.546056Z"
"iopub.execute_input": "2023-08-07T00:19:29.588685Z",
"iopub.status.busy": "2023-08-07T00:19:29.588519Z",
"iopub.status.idle": "2023-08-07T00:19:29.595768Z",
"shell.execute_reply": "2023-08-07T00:19:29.595341Z"
}
},
"outputs": [
@@ -549,10 +549,10 @@
"id": "0320d9e0",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.547949Z",
"iopub.status.busy": "2023-08-06T17:35:42.547859Z",
"iopub.status.idle": "2023-08-06T17:35:42.552481Z",
"shell.execute_reply": "2023-08-06T17:35:42.552209Z"
"iopub.execute_input": "2023-08-07T00:19:29.597509Z",
"iopub.status.busy": "2023-08-07T00:19:29.597387Z",
"iopub.status.idle": "2023-08-07T00:19:29.602346Z",
"shell.execute_reply": "2023-08-07T00:19:29.601964Z"
}
},
"outputs": [
@@ -640,10 +640,10 @@
"id": "84d7e778",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.554007Z",
"iopub.status.busy": "2023-08-06T17:35:42.553921Z",
"iopub.status.idle": "2023-08-06T17:35:42.677356Z",
"shell.execute_reply": "2023-08-06T17:35:42.677072Z"
"iopub.execute_input": "2023-08-07T00:19:29.604018Z",
"iopub.status.busy": "2023-08-07T00:19:29.603879Z",
"iopub.status.idle": "2023-08-07T00:19:29.734586Z",
"shell.execute_reply": "2023-08-07T00:19:29.734264Z"
}
},
"outputs": [
@@ -678,10 +678,10 @@
"id": "abb1f8be",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.679000Z",
"iopub.status.busy": "2023-08-06T17:35:42.678886Z",
"iopub.status.idle": "2023-08-06T17:35:42.683759Z",
"shell.execute_reply": "2023-08-06T17:35:42.683448Z"
"iopub.execute_input": "2023-08-07T00:19:29.736388Z",
"iopub.status.busy": "2023-08-07T00:19:29.736251Z",
"iopub.status.idle": "2023-08-07T00:19:29.741179Z",
"shell.execute_reply": "2023-08-07T00:19:29.740886Z"
}
},
"outputs": [
@@ -765,10 +765,10 @@
"id": "2e4ed2f5",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.685443Z",
"iopub.status.busy": "2023-08-06T17:35:42.685337Z",
"iopub.status.idle": "2023-08-06T17:35:42.800013Z",
"shell.execute_reply": "2023-08-06T17:35:42.799680Z"
"iopub.execute_input": "2023-08-07T00:19:29.742864Z",
"iopub.status.busy": "2023-08-07T00:19:29.742750Z",
"iopub.status.idle": "2023-08-07T00:19:29.860686Z",
"shell.execute_reply": "2023-08-07T00:19:29.860305Z"
},
"lines_to_next_cell": 0
},
@@ -810,10 +810,10 @@
"id": "164a611c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.801762Z",
"iopub.status.busy": "2023-08-06T17:35:42.801639Z",
"iopub.status.idle": "2023-08-06T17:35:42.806674Z",
"shell.execute_reply": "2023-08-06T17:35:42.806389Z"
"iopub.execute_input": "2023-08-07T00:19:29.862647Z",
"iopub.status.busy": "2023-08-07T00:19:29.862496Z",
"iopub.status.idle": "2023-08-07T00:19:29.867261Z",
"shell.execute_reply": "2023-08-07T00:19:29.866916Z"
}
},
"outputs": [
@@ -897,10 +897,10 @@
"id": "c67591a1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.808296Z",
"iopub.status.busy": "2023-08-06T17:35:42.808164Z",
"iopub.status.idle": "2023-08-06T17:35:42.929878Z",
"shell.execute_reply": "2023-08-06T17:35:42.929590Z"
"iopub.execute_input": "2023-08-07T00:19:29.868821Z",
"iopub.status.busy": "2023-08-07T00:19:29.868723Z",
"iopub.status.idle": "2023-08-07T00:19:29.990207Z",
"shell.execute_reply": "2023-08-07T00:19:29.989921Z"
},
"lines_to_next_cell": 2
},
@@ -950,10 +950,10 @@
"id": "322be574",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.931502Z",
"iopub.status.busy": "2023-08-06T17:35:42.931386Z",
"iopub.status.idle": "2023-08-06T17:35:42.933592Z",
"shell.execute_reply": "2023-08-06T17:35:42.933305Z"
"iopub.execute_input": "2023-08-07T00:19:29.991910Z",
"iopub.status.busy": "2023-08-07T00:19:29.991799Z",
"iopub.status.idle": "2023-08-07T00:19:29.993907Z",
"shell.execute_reply": "2023-08-07T00:19:29.993635Z"
}
},
"outputs": [],
@@ -978,10 +978,10 @@
"id": "04fda182",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:42.935158Z",
"iopub.status.busy": "2023-08-06T17:35:42.935059Z",
"iopub.status.idle": "2023-08-06T17:35:43.022251Z",
"shell.execute_reply": "2023-08-06T17:35:43.021963Z"
"iopub.execute_input": "2023-08-07T00:19:29.995558Z",
"iopub.status.busy": "2023-08-07T00:19:29.995406Z",
"iopub.status.idle": "2023-08-07T00:19:30.089596Z",
"shell.execute_reply": "2023-08-07T00:19:30.089130Z"
},
"lines_to_next_cell": 2
},
@@ -989,7 +989,7 @@
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x17fa62650>"
"<matplotlib.collections.PathCollection at 0x17f2b35d0>"
]
},
"execution_count": 20,
@@ -1031,10 +1031,10 @@
"id": "0c2690d1",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.024031Z",
"iopub.status.busy": "2023-08-06T17:35:43.023910Z",
"iopub.status.idle": "2023-08-06T17:35:43.028070Z",
"shell.execute_reply": "2023-08-06T17:35:43.027774Z"
"iopub.execute_input": "2023-08-07T00:19:30.091605Z",
"iopub.status.busy": "2023-08-07T00:19:30.091498Z",
"iopub.status.idle": "2023-08-07T00:19:30.095614Z",
"shell.execute_reply": "2023-08-07T00:19:30.095347Z"
}
},
"outputs": [
@@ -1079,10 +1079,10 @@
"id": "3eb171e8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.029639Z",
"iopub.status.busy": "2023-08-06T17:35:43.029527Z",
"iopub.status.idle": "2023-08-06T17:35:43.285558Z",
"shell.execute_reply": "2023-08-06T17:35:43.285220Z"
"iopub.execute_input": "2023-08-07T00:19:30.097178Z",
"iopub.status.busy": "2023-08-07T00:19:30.097088Z",
"iopub.status.idle": "2023-08-07T00:19:30.357131Z",
"shell.execute_reply": "2023-08-07T00:19:30.356847Z"
}
},
"outputs": [
@@ -1123,10 +1123,10 @@
"id": "9a6b905b",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.287370Z",
"iopub.status.busy": "2023-08-06T17:35:43.287120Z",
"iopub.status.idle": "2023-08-06T17:35:43.439266Z",
"shell.execute_reply": "2023-08-06T17:35:43.438933Z"
"iopub.execute_input": "2023-08-07T00:19:30.358811Z",
"iopub.status.busy": "2023-08-07T00:19:30.358698Z",
"iopub.status.idle": "2023-08-07T00:19:30.513702Z",
"shell.execute_reply": "2023-08-07T00:19:30.513395Z"
}
},
"outputs": [
@@ -1167,10 +1167,10 @@
"id": "5ab01d6c",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.440929Z",
"iopub.status.busy": "2023-08-06T17:35:43.440803Z",
"iopub.status.idle": "2023-08-06T17:35:43.533538Z",
"shell.execute_reply": "2023-08-06T17:35:43.533266Z"
"iopub.execute_input": "2023-08-07T00:19:30.515803Z",
"iopub.status.busy": "2023-08-07T00:19:30.515668Z",
"iopub.status.idle": "2023-08-07T00:19:30.612245Z",
"shell.execute_reply": "2023-08-07T00:19:30.611940Z"
}
},
"outputs": [
@@ -1215,10 +1215,10 @@
"id": "166a6acb",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.535272Z",
"iopub.status.busy": "2023-08-06T17:35:43.535151Z",
"iopub.status.idle": "2023-08-06T17:35:43.767970Z",
"shell.execute_reply": "2023-08-06T17:35:43.767689Z"
"iopub.execute_input": "2023-08-07T00:19:30.614152Z",
"iopub.status.busy": "2023-08-07T00:19:30.614029Z",
"iopub.status.idle": "2023-08-07T00:19:30.850984Z",
"shell.execute_reply": "2023-08-07T00:19:30.850653Z"
}
},
"outputs": [
@@ -1349,10 +1349,10 @@
"id": "0607fc41",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.769863Z",
"iopub.status.busy": "2023-08-06T17:35:43.769754Z",
"iopub.status.idle": "2023-08-06T17:35:43.862697Z",
"shell.execute_reply": "2023-08-06T17:35:43.862378Z"
"iopub.execute_input": "2023-08-07T00:19:30.853079Z",
"iopub.status.busy": "2023-08-07T00:19:30.852934Z",
"iopub.status.idle": "2023-08-07T00:19:30.948570Z",
"shell.execute_reply": "2023-08-07T00:19:30.948252Z"
},
"lines_to_next_cell": 0
},
@@ -1394,10 +1394,10 @@
"id": "5211a882",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:43.864472Z",
"iopub.status.busy": "2023-08-06T17:35:43.864353Z",
"iopub.status.idle": "2023-08-06T17:35:44.004720Z",
"shell.execute_reply": "2023-08-06T17:35:44.004393Z"
"iopub.execute_input": "2023-08-07T00:19:30.950213Z",
"iopub.status.busy": "2023-08-07T00:19:30.950106Z",
"iopub.status.idle": "2023-08-07T00:19:31.095103Z",
"shell.execute_reply": "2023-08-07T00:19:31.094737Z"
}
},
"outputs": [
@@ -1443,10 +1443,10 @@
"id": "12acc4ff",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.006556Z",
"iopub.status.busy": "2023-08-06T17:35:44.006435Z",
"iopub.status.idle": "2023-08-06T17:35:44.010443Z",
"shell.execute_reply": "2023-08-06T17:35:44.010158Z"
"iopub.execute_input": "2023-08-07T00:19:31.096951Z",
"iopub.status.busy": "2023-08-07T00:19:31.096805Z",
"iopub.status.idle": "2023-08-07T00:19:31.101372Z",
"shell.execute_reply": "2023-08-07T00:19:31.101097Z"
}
},
"outputs": [],
@@ -1474,10 +1474,10 @@
"id": "21c81913",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.012048Z",
"iopub.status.busy": "2023-08-06T17:35:44.011950Z",
"iopub.status.idle": "2023-08-06T17:35:44.108784Z",
"shell.execute_reply": "2023-08-06T17:35:44.108364Z"
"iopub.execute_input": "2023-08-07T00:19:31.103089Z",
"iopub.status.busy": "2023-08-07T00:19:31.102993Z",
"iopub.status.idle": "2023-08-07T00:19:31.204133Z",
"shell.execute_reply": "2023-08-07T00:19:31.203835Z"
}
},
"outputs": [
@@ -1529,10 +1529,10 @@
"id": "2fff4fa8",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.110511Z",
"iopub.status.busy": "2023-08-06T17:35:44.110386Z",
"iopub.status.idle": "2023-08-06T17:35:44.198408Z",
"shell.execute_reply": "2023-08-06T17:35:44.198028Z"
"iopub.execute_input": "2023-08-07T00:19:31.205816Z",
"iopub.status.busy": "2023-08-07T00:19:31.205709Z",
"iopub.status.idle": "2023-08-07T00:19:31.294925Z",
"shell.execute_reply": "2023-08-07T00:19:31.294593Z"
}
},
"outputs": [
@@ -1570,10 +1570,10 @@
"id": "5396f2df",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.200116Z",
"iopub.status.busy": "2023-08-06T17:35:44.200009Z",
"iopub.status.idle": "2023-08-06T17:35:44.778024Z",
"shell.execute_reply": "2023-08-06T17:35:44.777739Z"
"iopub.execute_input": "2023-08-07T00:19:31.296594Z",
"iopub.status.busy": "2023-08-07T00:19:31.296472Z",
"iopub.status.idle": "2023-08-07T00:19:31.880175Z",
"shell.execute_reply": "2023-08-07T00:19:31.879674Z"
},
"lines_to_next_cell": 0
},
@@ -1634,10 +1634,10 @@
"id": "f63c575e",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.779762Z",
"iopub.status.busy": "2023-08-06T17:35:44.779640Z",
"iopub.status.idle": "2023-08-06T17:35:44.856770Z",
"shell.execute_reply": "2023-08-06T17:35:44.856276Z"
"iopub.execute_input": "2023-08-07T00:19:31.882095Z",
"iopub.status.busy": "2023-08-07T00:19:31.881962Z",
"iopub.status.idle": "2023-08-07T00:19:31.959079Z",
"shell.execute_reply": "2023-08-07T00:19:31.958769Z"
}
},
"outputs": [
@@ -1680,10 +1680,10 @@
"id": "32091338",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.858879Z",
"iopub.status.busy": "2023-08-06T17:35:44.858701Z",
"iopub.status.idle": "2023-08-06T17:35:44.889028Z",
"shell.execute_reply": "2023-08-06T17:35:44.888737Z"
"iopub.execute_input": "2023-08-07T00:19:31.960641Z",
"iopub.status.busy": "2023-08-07T00:19:31.960528Z",
"iopub.status.idle": "2023-08-07T00:19:31.990176Z",
"shell.execute_reply": "2023-08-07T00:19:31.989868Z"
}
},
"outputs": [
@@ -1794,10 +1794,10 @@
"id": "d9058023",
"metadata": {
"execution": {
"iopub.execute_input": "2023-08-06T17:35:44.891247Z",
"iopub.status.busy": "2023-08-06T17:35:44.891089Z",
"iopub.status.idle": "2023-08-06T17:35:44.902454Z",
"shell.execute_reply": "2023-08-06T17:35:44.902106Z"
"iopub.execute_input": "2023-08-07T00:19:31.991754Z",
"iopub.status.busy": "2023-08-07T00:19:31.991636Z",
"iopub.status.idle": "2023-08-07T00:19:32.002452Z",
"shell.execute_reply": "2023-08-07T00:19:32.002189Z"
}
},
"outputs": [
@@ -1900,7 +1900,7 @@
"metadata": {
"jupytext": {
"cell_metadata_filter": "-all",
"formats": "notebooks///ipynb,Rmarkdown///Rmd",
"formats": "ipynb,Rmd",
"main_language": "python"
},
"language_info": {

0
notebooks/book_images/flamingo.jpg → book_images/flamingo.jpg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 282 KiB

After

Width:  |  Height:  |  Size: 282 KiB

0
notebooks/book_images/hawk.jpg → book_images/hawk.jpg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 6.3 MiB

After

Width:  |  Height:  |  Size: 6.3 MiB

0
notebooks/book_images/hawk_cropped.jpeg → book_images/hawk_cropped.jpeg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 1.6 MiB

After

Width:  |  Height:  |  Size: 1.6 MiB

0
notebooks/book_images/huey.jpg → book_images/huey.jpg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 1.0 MiB

After

Width:  |  Height:  |  Size: 1.0 MiB

0
notebooks/book_images/kitty.jpg → book_images/kitty.jpg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 1.4 MiB

After

Width:  |  Height:  |  Size: 1.4 MiB

0
notebooks/book_images/weaver.jpg → book_images/weaver.jpg
View File

Side by Side Swipe Overlay

Before

Width:  |  Height:  |  Size: 1.9 MiB

After

Width:  |  Height:  |  Size: 1.9 MiB

0
notebooks/imagenet_class_index.json → imagenet_class_index.json
View File