From dc4fb733d78c19bedfa60176e74d9616acc5c7b4 Mon Sep 17 00:00:00 2001 From: Jonathan Taylor Date: Tue, 22 Aug 2023 00:17:08 -0700 Subject: [PATCH] stripped execution data --- Ch02-statlearn-lab.ipynb | 798 +++++----------------------------- Ch03-linreg-lab.ipynb | 252 ++--------- Ch04-classification-lab.ipynb | 553 ++++------------------- Ch05-resample-lab.ipynb | 182 ++------ Ch06-varselect-lab.ipynb | 399 +++-------------- Ch07-nonlin-lab.ipynb | 343 +++------------ Ch08-baggboost-lab.ipynb | 245 ++--------- Ch09-svm-lab.ipynb | 238 ++-------- Ch10-deeplearning-lab.ipynb | 791 +++++---------------------------- Ch11-surv-lab.ipynb | 245 ++--------- Ch12-unsup-lab.ipynb | 406 +++-------------- Ch13-multiple-lab.ipynb | 217 ++------- 12 files changed, 667 insertions(+), 4002 deletions(-) diff --git a/Ch02-statlearn-lab.ipynb b/Ch02-statlearn-lab.ipynb index 9f202fe..e3cf777 100644 --- a/Ch02-statlearn-lab.ipynb +++ b/Ch02-statlearn-lab.ipynb @@ -101,12 +101,7 @@ "execution_count": 1, "id": "9e8aa21f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.520475Z", - "iopub.status.busy": "2023-08-22T06:59:05.520373Z", - "iopub.status.idle": "2023-08-22T06:59:05.524957Z", - "shell.execute_reply": "2023-08-22T06:59:05.524661Z" - } + "execution": {} }, "outputs": [ { @@ -134,12 +129,7 @@ "execution_count": 2, "id": "d62ec119", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.526569Z", - "iopub.status.busy": "2023-08-22T06:59:05.526459Z", - "iopub.status.idle": "2023-08-22T06:59:05.528480Z", - "shell.execute_reply": "2023-08-22T06:59:05.528197Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -159,12 +149,7 @@ "execution_count": 3, "id": "c64e9f4d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.530498Z", - "iopub.status.busy": "2023-08-22T06:59:05.530245Z", - "iopub.status.idle": "2023-08-22T06:59:05.533462Z", - "shell.execute_reply": "2023-08-22T06:59:05.533113Z" - } + "execution": {} }, "outputs": [ { @@ -199,12 +184,7 @@ "execution_count": 4, "id": "9abccc1f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.535049Z", - "iopub.status.busy": "2023-08-22T06:59:05.534962Z", - "iopub.status.idle": "2023-08-22T06:59:05.537010Z", - "shell.execute_reply": "2023-08-22T06:59:05.536734Z" - } + "execution": {} }, "outputs": [ { @@ -248,12 +228,7 @@ "execution_count": 5, "id": "802ca33c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.538667Z", - "iopub.status.busy": "2023-08-22T06:59:05.538580Z", - "iopub.status.idle": "2023-08-22T06:59:05.541098Z", - "shell.execute_reply": "2023-08-22T06:59:05.540721Z" - } + "execution": {} }, "outputs": [ { @@ -289,12 +264,7 @@ "execution_count": 6, "id": "a8c72744", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.542902Z", - "iopub.status.busy": "2023-08-22T06:59:05.542804Z", - "iopub.status.idle": "2023-08-22T06:59:05.545269Z", - "shell.execute_reply": "2023-08-22T06:59:05.544991Z" - } + "execution": {} }, "outputs": [ { @@ -363,12 +333,7 @@ "execution_count": 7, "id": "f1c7d1db", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:05.546995Z", - "iopub.status.busy": "2023-08-22T06:59:05.546897Z", - "iopub.status.idle": "2023-08-22T06:59:07.928068Z", - "shell.execute_reply": "2023-08-22T06:59:07.927627Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -399,12 +364,7 @@ "execution_count": 8, "id": "e2ea2bfd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.930503Z", - "iopub.status.busy": "2023-08-22T06:59:07.930338Z", - "iopub.status.idle": "2023-08-22T06:59:07.932349Z", - "shell.execute_reply": "2023-08-22T06:59:07.932076Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -438,12 +398,7 @@ "execution_count": 9, "id": "59fbf9fd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.934561Z", - "iopub.status.busy": "2023-08-22T06:59:07.934430Z", - "iopub.status.idle": "2023-08-22T06:59:07.936902Z", - "shell.execute_reply": "2023-08-22T06:59:07.936605Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -485,12 +440,7 @@ "execution_count": 10, "id": "2279437e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.939184Z", - "iopub.status.busy": "2023-08-22T06:59:07.938968Z", - "iopub.status.idle": "2023-08-22T06:59:07.941378Z", - "shell.execute_reply": "2023-08-22T06:59:07.941135Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -536,12 +486,7 @@ "execution_count": 11, "id": "75bf1b1e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.943172Z", - "iopub.status.busy": "2023-08-22T06:59:07.942965Z", - "iopub.status.idle": "2023-08-22T06:59:07.945452Z", - "shell.execute_reply": "2023-08-22T06:59:07.945026Z" - } + "execution": {} }, "outputs": [ { @@ -574,12 +519,7 @@ "execution_count": 12, "id": "58292240", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.947238Z", - "iopub.status.busy": "2023-08-22T06:59:07.947112Z", - "iopub.status.idle": "2023-08-22T06:59:07.949367Z", - "shell.execute_reply": "2023-08-22T06:59:07.949033Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -614,12 +554,7 @@ "execution_count": 13, "id": "fc5fff57", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.951095Z", - "iopub.status.busy": "2023-08-22T06:59:07.950962Z", - "iopub.status.idle": "2023-08-22T06:59:07.953323Z", - "shell.execute_reply": "2023-08-22T06:59:07.953058Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -653,12 +588,7 @@ "execution_count": 14, "id": "762562a6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.955159Z", - "iopub.status.busy": "2023-08-22T06:59:07.955029Z", - "iopub.status.idle": "2023-08-22T06:59:07.957291Z", - "shell.execute_reply": "2023-08-22T06:59:07.956944Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -679,12 +609,7 @@ "execution_count": 15, "id": "66d2b82a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.959022Z", - "iopub.status.busy": "2023-08-22T06:59:07.958921Z", - "iopub.status.idle": "2023-08-22T06:59:07.961144Z", - "shell.execute_reply": "2023-08-22T06:59:07.960798Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -717,12 +642,7 @@ "execution_count": 16, "id": "89881402", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.963075Z", - "iopub.status.busy": "2023-08-22T06:59:07.962934Z", - "iopub.status.idle": "2023-08-22T06:59:07.965265Z", - "shell.execute_reply": "2023-08-22T06:59:07.964978Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -760,12 +680,7 @@ "execution_count": 17, "id": "0572d3f6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.967468Z", - "iopub.status.busy": "2023-08-22T06:59:07.967139Z", - "iopub.status.idle": "2023-08-22T06:59:07.969644Z", - "shell.execute_reply": "2023-08-22T06:59:07.969386Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -798,12 +713,7 @@ "execution_count": 18, "id": "33b10a6f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.971652Z", - "iopub.status.busy": "2023-08-22T06:59:07.971489Z", - "iopub.status.idle": "2023-08-22T06:59:07.974229Z", - "shell.execute_reply": "2023-08-22T06:59:07.973900Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -844,12 +754,7 @@ "execution_count": 19, "id": "a32716db", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.976214Z", - "iopub.status.busy": "2023-08-22T06:59:07.976066Z", - "iopub.status.idle": "2023-08-22T06:59:07.978551Z", - "shell.execute_reply": "2023-08-22T06:59:07.978148Z" - } + "execution": {} }, "outputs": [ { @@ -895,12 +800,7 @@ "execution_count": 20, "id": "3db6e1cf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.980462Z", - "iopub.status.busy": "2023-08-22T06:59:07.980329Z", - "iopub.status.idle": "2023-08-22T06:59:07.982878Z", - "shell.execute_reply": "2023-08-22T06:59:07.982438Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -933,12 +833,7 @@ "execution_count": 21, "id": "e15c753f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.984961Z", - "iopub.status.busy": "2023-08-22T06:59:07.984816Z", - "iopub.status.idle": "2023-08-22T06:59:07.987101Z", - "shell.execute_reply": "2023-08-22T06:59:07.986805Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -974,12 +869,7 @@ "execution_count": 22, "id": "91c6e7d8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.989269Z", - "iopub.status.busy": "2023-08-22T06:59:07.988940Z", - "iopub.status.idle": "2023-08-22T06:59:07.991567Z", - "shell.execute_reply": "2023-08-22T06:59:07.991233Z" - } + "execution": {} }, "outputs": [ { @@ -1032,12 +922,7 @@ "execution_count": 23, "id": "59d95dce", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:07.993423Z", - "iopub.status.busy": "2023-08-22T06:59:07.993299Z", - "iopub.status.idle": "2023-08-22T06:59:08.133462Z", - "shell.execute_reply": "2023-08-22T06:59:08.132910Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1072,12 +957,7 @@ "execution_count": 24, "id": "a6fde9af", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.135655Z", - "iopub.status.busy": "2023-08-22T06:59:08.135507Z", - "iopub.status.idle": "2023-08-22T06:59:08.138481Z", - "shell.execute_reply": "2023-08-22T06:59:08.138180Z" - } + "execution": {} }, "outputs": [ { @@ -1116,12 +996,7 @@ "execution_count": 25, "id": "fadb6b45", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.140173Z", - "iopub.status.busy": "2023-08-22T06:59:08.140051Z", - "iopub.status.idle": "2023-08-22T06:59:08.142777Z", - "shell.execute_reply": "2023-08-22T06:59:08.142404Z" - } + "execution": {} }, "outputs": [ { @@ -1153,12 +1028,7 @@ "execution_count": 26, "id": "fda3134b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.144782Z", - "iopub.status.busy": "2023-08-22T06:59:08.144640Z", - "iopub.status.idle": "2023-08-22T06:59:08.147297Z", - "shell.execute_reply": "2023-08-22T06:59:08.146996Z" - } + "execution": {} }, "outputs": [ { @@ -1189,12 +1059,7 @@ "execution_count": 27, "id": "52eb335b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.148995Z", - "iopub.status.busy": "2023-08-22T06:59:08.148870Z", - "iopub.status.idle": "2023-08-22T06:59:08.151571Z", - "shell.execute_reply": "2023-08-22T06:59:08.151251Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1236,12 +1101,7 @@ "execution_count": 28, "id": "ac5e9d29", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.154113Z", - "iopub.status.busy": "2023-08-22T06:59:08.153958Z", - "iopub.status.idle": "2023-08-22T06:59:08.157534Z", - "shell.execute_reply": "2023-08-22T06:59:08.156973Z" - } + "execution": {} }, "outputs": [ { @@ -1282,12 +1142,7 @@ "execution_count": 29, "id": "55fa905e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.159589Z", - "iopub.status.busy": "2023-08-22T06:59:08.159437Z", - "iopub.status.idle": "2023-08-22T06:59:08.161722Z", - "shell.execute_reply": "2023-08-22T06:59:08.161369Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1309,12 +1164,7 @@ "execution_count": 30, "id": "fde0dc19", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.164153Z", - "iopub.status.busy": "2023-08-22T06:59:08.163979Z", - "iopub.status.idle": "2023-08-22T06:59:08.168094Z", - "shell.execute_reply": "2023-08-22T06:59:08.167676Z" - } + "execution": {} }, "outputs": [ { @@ -1349,12 +1199,7 @@ "execution_count": 31, "id": "5099cf54", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.169980Z", - "iopub.status.busy": "2023-08-22T06:59:08.169865Z", - "iopub.status.idle": "2023-08-22T06:59:08.173468Z", - "shell.execute_reply": "2023-08-22T06:59:08.172857Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1400,12 +1245,7 @@ "execution_count": 32, "id": "9d8074e5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.175381Z", - "iopub.status.busy": "2023-08-22T06:59:08.175239Z", - "iopub.status.idle": "2023-08-22T06:59:08.177926Z", - "shell.execute_reply": "2023-08-22T06:59:08.177603Z" - } + "execution": {} }, "outputs": [ { @@ -1446,12 +1286,7 @@ "execution_count": 33, "id": "e98472df", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.179784Z", - "iopub.status.busy": "2023-08-22T06:59:08.179647Z", - "iopub.status.idle": "2023-08-22T06:59:08.182540Z", - "shell.execute_reply": "2023-08-22T06:59:08.182002Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1485,12 +1320,7 @@ "execution_count": 34, "id": "8c2784fd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.184240Z", - "iopub.status.busy": "2023-08-22T06:59:08.184117Z", - "iopub.status.idle": "2023-08-22T06:59:08.186691Z", - "shell.execute_reply": "2023-08-22T06:59:08.186367Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1523,12 +1353,7 @@ "execution_count": 35, "id": "7e7205f2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.188421Z", - "iopub.status.busy": "2023-08-22T06:59:08.188291Z", - "iopub.status.idle": "2023-08-22T06:59:08.191242Z", - "shell.execute_reply": "2023-08-22T06:59:08.190935Z" - } + "execution": {} }, "outputs": [ { @@ -1560,12 +1385,7 @@ "execution_count": 36, "id": "fce06849", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.192889Z", - "iopub.status.busy": "2023-08-22T06:59:08.192762Z", - "iopub.status.idle": "2023-08-22T06:59:08.195517Z", - "shell.execute_reply": "2023-08-22T06:59:08.195194Z" - } + "execution": {} }, "outputs": [ { @@ -1606,12 +1426,7 @@ "execution_count": 37, "id": "1403ff7a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.197212Z", - "iopub.status.busy": "2023-08-22T06:59:08.197063Z", - "iopub.status.idle": "2023-08-22T06:59:08.199463Z", - "shell.execute_reply": "2023-08-22T06:59:08.199082Z" - } + "execution": {} }, "outputs": [ { @@ -1642,12 +1457,7 @@ "execution_count": 38, "id": "7e9255ba", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.201135Z", - "iopub.status.busy": "2023-08-22T06:59:08.201013Z", - "iopub.status.idle": "2023-08-22T06:59:08.203278Z", - "shell.execute_reply": "2023-08-22T06:59:08.202984Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1712,12 +1522,7 @@ "execution_count": 39, "id": "8236e5f7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:08.205399Z", - "iopub.status.busy": "2023-08-22T06:59:08.205262Z", - "iopub.status.idle": "2023-08-22T06:59:09.267032Z", - "shell.execute_reply": "2023-08-22T06:59:09.266627Z" - } + "execution": {} }, "outputs": [ { @@ -1754,12 +1559,7 @@ "execution_count": 40, "id": "ddc9ed4f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.269192Z", - "iopub.status.busy": "2023-08-22T06:59:09.269015Z", - "iopub.status.idle": "2023-08-22T06:59:09.336385Z", - "shell.execute_reply": "2023-08-22T06:59:09.335994Z" - } + "execution": {} }, "outputs": [ { @@ -1792,12 +1592,7 @@ "execution_count": 41, "id": "c64ed600", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.338601Z", - "iopub.status.busy": "2023-08-22T06:59:09.338466Z", - "iopub.status.idle": "2023-08-22T06:59:09.408187Z", - "shell.execute_reply": "2023-08-22T06:59:09.407850Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1840,12 +1635,7 @@ "execution_count": 42, "id": "bc6245e2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.410036Z", - "iopub.status.busy": "2023-08-22T06:59:09.409914Z", - "iopub.status.idle": "2023-08-22T06:59:09.481803Z", - "shell.execute_reply": "2023-08-22T06:59:09.481516Z" - } + "execution": {} }, "outputs": [ { @@ -1880,12 +1670,7 @@ "execution_count": 43, "id": "2454807b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.483769Z", - "iopub.status.busy": "2023-08-22T06:59:09.483410Z", - "iopub.status.idle": "2023-08-22T06:59:09.583871Z", - "shell.execute_reply": "2023-08-22T06:59:09.583567Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1943,12 +1728,7 @@ "execution_count": 44, "id": "1e18a793", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.585676Z", - "iopub.status.busy": "2023-08-22T06:59:09.585555Z", - "iopub.status.idle": "2023-08-22T06:59:09.674249Z", - "shell.execute_reply": "2023-08-22T06:59:09.673902Z" - } + "execution": {} }, "outputs": [ { @@ -1984,12 +1764,7 @@ "execution_count": 45, "id": "aec3f009", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.676005Z", - "iopub.status.busy": "2023-08-22T06:59:09.675879Z", - "iopub.status.idle": "2023-08-22T06:59:09.733152Z", - "shell.execute_reply": "2023-08-22T06:59:09.732799Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2038,12 +1813,7 @@ "execution_count": 46, "id": "2cbc7fd4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.734976Z", - "iopub.status.busy": "2023-08-22T06:59:09.734855Z", - "iopub.status.idle": "2023-08-22T06:59:09.987982Z", - "shell.execute_reply": "2023-08-22T06:59:09.987518Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2078,12 +1848,7 @@ "execution_count": 47, "id": "702f80d9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:09.989943Z", - "iopub.status.busy": "2023-08-22T06:59:09.989799Z", - "iopub.status.idle": "2023-08-22T06:59:10.164367Z", - "shell.execute_reply": "2023-08-22T06:59:10.164050Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2131,12 +1896,7 @@ "execution_count": 48, "id": "5493d229", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:10.166485Z", - "iopub.status.busy": "2023-08-22T06:59:10.166339Z", - "iopub.status.idle": "2023-08-22T06:59:11.473366Z", - "shell.execute_reply": "2023-08-22T06:59:11.473053Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -2158,12 +1918,7 @@ "execution_count": 49, "id": "bd07af12", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:11.475355Z", - "iopub.status.busy": "2023-08-22T06:59:11.475181Z", - "iopub.status.idle": "2023-08-22T06:59:11.696662Z", - "shell.execute_reply": "2023-08-22T06:59:11.696345Z" - } + "execution": {} }, "outputs": [ { @@ -2208,12 +1963,7 @@ "execution_count": 50, "id": "01019508", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:11.698588Z", - "iopub.status.busy": "2023-08-22T06:59:11.698446Z", - "iopub.status.idle": "2023-08-22T06:59:11.986555Z", - "shell.execute_reply": "2023-08-22T06:59:11.986111Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2249,12 +1999,7 @@ "execution_count": 51, "id": "7d08992f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:11.988767Z", - "iopub.status.busy": "2023-08-22T06:59:11.988614Z", - "iopub.status.idle": "2023-08-22T06:59:12.104022Z", - "shell.execute_reply": "2023-08-22T06:59:12.103708Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2295,12 +2040,7 @@ "execution_count": 52, "id": "1f89d704", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.105969Z", - "iopub.status.busy": "2023-08-22T06:59:12.105871Z", - "iopub.status.idle": "2023-08-22T06:59:12.198374Z", - "shell.execute_reply": "2023-08-22T06:59:12.197945Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2343,12 +2083,7 @@ "execution_count": 53, "id": "cd971131", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.200827Z", - "iopub.status.busy": "2023-08-22T06:59:12.200655Z", - "iopub.status.idle": "2023-08-22T06:59:12.203494Z", - "shell.execute_reply": "2023-08-22T06:59:12.203195Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2383,12 +2118,7 @@ "execution_count": 54, "id": "aa630d16", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.205484Z", - "iopub.status.busy": "2023-08-22T06:59:12.205351Z", - "iopub.status.idle": "2023-08-22T06:59:12.207885Z", - "shell.execute_reply": "2023-08-22T06:59:12.207564Z" - } + "execution": {} }, "outputs": [ { @@ -2424,12 +2154,7 @@ "execution_count": 55, "id": "89955ee2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.209574Z", - "iopub.status.busy": "2023-08-22T06:59:12.209454Z", - "iopub.status.idle": "2023-08-22T06:59:12.212189Z", - "shell.execute_reply": "2023-08-22T06:59:12.211670Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2462,12 +2187,7 @@ "execution_count": 56, "id": "517f592d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.214090Z", - "iopub.status.busy": "2023-08-22T06:59:12.213954Z", - "iopub.status.idle": "2023-08-22T06:59:12.216634Z", - "shell.execute_reply": "2023-08-22T06:59:12.216229Z" - } + "execution": {} }, "outputs": [ { @@ -2529,12 +2249,7 @@ "execution_count": 57, "id": "35927abd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.218701Z", - "iopub.status.busy": "2023-08-22T06:59:12.218551Z", - "iopub.status.idle": "2023-08-22T06:59:12.221779Z", - "shell.execute_reply": "2023-08-22T06:59:12.221078Z" - } + "execution": {} }, "outputs": [ { @@ -2570,12 +2285,7 @@ "execution_count": 58, "id": "78ee7f5b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.223849Z", - "iopub.status.busy": "2023-08-22T06:59:12.223730Z", - "iopub.status.idle": "2023-08-22T06:59:12.226375Z", - "shell.execute_reply": "2023-08-22T06:59:12.226073Z" - } + "execution": {} }, "outputs": [ { @@ -2611,12 +2321,7 @@ "execution_count": 59, "id": "16212696", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.228118Z", - "iopub.status.busy": "2023-08-22T06:59:12.227993Z", - "iopub.status.idle": "2023-08-22T06:59:12.230254Z", - "shell.execute_reply": "2023-08-22T06:59:12.229993Z" - } + "execution": {} }, "outputs": [ { @@ -2650,12 +2355,7 @@ "execution_count": 60, "id": "d5f473d2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.231967Z", - "iopub.status.busy": "2023-08-22T06:59:12.231858Z", - "iopub.status.idle": "2023-08-22T06:59:12.234317Z", - "shell.execute_reply": "2023-08-22T06:59:12.234032Z" - } + "execution": {} }, "outputs": [ { @@ -2691,12 +2391,7 @@ "execution_count": 61, "id": "c89646d6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.236331Z", - "iopub.status.busy": "2023-08-22T06:59:12.236194Z", - "iopub.status.idle": "2023-08-22T06:59:12.238788Z", - "shell.execute_reply": "2023-08-22T06:59:12.238448Z" - } + "execution": {} }, "outputs": [ { @@ -2727,12 +2422,7 @@ "execution_count": 62, "id": "87f6b4f2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.240562Z", - "iopub.status.busy": "2023-08-22T06:59:12.240434Z", - "iopub.status.idle": "2023-08-22T06:59:12.242956Z", - "shell.execute_reply": "2023-08-22T06:59:12.242696Z" - } + "execution": {} }, "outputs": [ { @@ -2763,12 +2453,7 @@ "execution_count": 63, "id": "5da5bda8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.244576Z", - "iopub.status.busy": "2023-08-22T06:59:12.244457Z", - "iopub.status.idle": "2023-08-22T06:59:12.267725Z", - "shell.execute_reply": "2023-08-22T06:59:12.267329Z" - } + "execution": {} }, "outputs": [ { @@ -2802,12 +2487,7 @@ "execution_count": 64, "id": "ac48a95b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.269754Z", - "iopub.status.busy": "2023-08-22T06:59:12.269614Z", - "iopub.status.idle": "2023-08-22T06:59:12.272265Z", - "shell.execute_reply": "2023-08-22T06:59:12.271962Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2851,12 +2531,7 @@ "execution_count": 65, "id": "ee195cc4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.273998Z", - "iopub.status.busy": "2023-08-22T06:59:12.273857Z", - "iopub.status.idle": "2023-08-22T06:59:12.276565Z", - "shell.execute_reply": "2023-08-22T06:59:12.276235Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2894,12 +2569,7 @@ "execution_count": 66, "id": "48917bb5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.278649Z", - "iopub.status.busy": "2023-08-22T06:59:12.278494Z", - "iopub.status.idle": "2023-08-22T06:59:12.281280Z", - "shell.execute_reply": "2023-08-22T06:59:12.280843Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2964,12 +2634,7 @@ "execution_count": 67, "id": "5d4caf22", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.282968Z", - "iopub.status.busy": "2023-08-22T06:59:12.282854Z", - "iopub.status.idle": "2023-08-22T06:59:12.285234Z", - "shell.execute_reply": "2023-08-22T06:59:12.284961Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3002,12 +2667,7 @@ "execution_count": 68, "id": "348820e3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.287427Z", - "iopub.status.busy": "2023-08-22T06:59:12.287184Z", - "iopub.status.idle": "2023-08-22T06:59:12.289915Z", - "shell.execute_reply": "2023-08-22T06:59:12.289589Z" - } + "execution": {} }, "outputs": [ { @@ -3041,12 +2701,7 @@ "execution_count": 69, "id": "4aafe45b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.291767Z", - "iopub.status.busy": "2023-08-22T06:59:12.291634Z", - "iopub.status.idle": "2023-08-22T06:59:12.294302Z", - "shell.execute_reply": "2023-08-22T06:59:12.293967Z" - } + "execution": {} }, "outputs": [ { @@ -3087,12 +2742,7 @@ "execution_count": 70, "id": "1be6a588", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.296189Z", - "iopub.status.busy": "2023-08-22T06:59:12.296052Z", - "iopub.status.idle": "2023-08-22T06:59:12.298784Z", - "shell.execute_reply": "2023-08-22T06:59:12.298383Z" - } + "execution": {} }, "outputs": [ { @@ -3126,12 +2776,7 @@ "execution_count": 71, "id": "e83da57b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.300802Z", - "iopub.status.busy": "2023-08-22T06:59:12.300663Z", - "iopub.status.idle": "2023-08-22T06:59:12.303240Z", - "shell.execute_reply": "2023-08-22T06:59:12.302865Z" - } + "execution": {} }, "outputs": [ { @@ -3173,12 +2818,7 @@ "execution_count": 72, "id": "09675294", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.305143Z", - "iopub.status.busy": "2023-08-22T06:59:12.305025Z", - "iopub.status.idle": "2023-08-22T06:59:12.307529Z", - "shell.execute_reply": "2023-08-22T06:59:12.307219Z" - } + "execution": {} }, "outputs": [ { @@ -3213,12 +2853,7 @@ "execution_count": 73, "id": "a85614e4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.309554Z", - "iopub.status.busy": "2023-08-22T06:59:12.309418Z", - "iopub.status.idle": "2023-08-22T06:59:12.311737Z", - "shell.execute_reply": "2023-08-22T06:59:12.311441Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3305,12 +2940,7 @@ "execution_count": 74, "id": "ff81e644", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:12.313549Z", - "iopub.status.busy": "2023-08-22T06:59:12.313428Z", - "iopub.status.idle": "2023-08-22T06:59:14.571524Z", - "shell.execute_reply": "2023-08-22T06:59:14.571235Z" - } + "execution": {} }, "outputs": [ { @@ -3537,12 +3167,7 @@ "execution_count": 75, "id": "5b45aa7f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.573445Z", - "iopub.status.busy": "2023-08-22T06:59:14.573227Z", - "iopub.status.idle": "2023-08-22T06:59:14.576905Z", - "shell.execute_reply": "2023-08-22T06:59:14.576624Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3574,12 +3199,7 @@ "execution_count": 76, "id": "413f626a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.578771Z", - "iopub.status.busy": "2023-08-22T06:59:14.578606Z", - "iopub.status.idle": "2023-08-22T06:59:14.581727Z", - "shell.execute_reply": "2023-08-22T06:59:14.581462Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3625,12 +3245,7 @@ "execution_count": 77, "id": "57b86346", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.583287Z", - "iopub.status.busy": "2023-08-22T06:59:14.583182Z", - "iopub.status.idle": "2023-08-22T06:59:14.585660Z", - "shell.execute_reply": "2023-08-22T06:59:14.585401Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3686,12 +3301,7 @@ "execution_count": 78, "id": "a9698b26", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.587247Z", - "iopub.status.busy": "2023-08-22T06:59:14.587134Z", - "iopub.status.idle": "2023-08-22T06:59:14.591564Z", - "shell.execute_reply": "2023-08-22T06:59:14.591275Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3727,12 +3337,7 @@ "execution_count": 79, "id": "4877cb2c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.593387Z", - "iopub.status.busy": "2023-08-22T06:59:14.593233Z", - "iopub.status.idle": "2023-08-22T06:59:14.595399Z", - "shell.execute_reply": "2023-08-22T06:59:14.595111Z" - } + "execution": {} }, "outputs": [ { @@ -3766,12 +3371,7 @@ "execution_count": 80, "id": "2ba1d33d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.596985Z", - "iopub.status.busy": "2023-08-22T06:59:14.596880Z", - "iopub.status.idle": "2023-08-22T06:59:14.599760Z", - "shell.execute_reply": "2023-08-22T06:59:14.599435Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3806,12 +3406,7 @@ "execution_count": 81, "id": "3d03baab", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.602110Z", - "iopub.status.busy": "2023-08-22T06:59:14.601973Z", - "iopub.status.idle": "2023-08-22T06:59:14.604410Z", - "shell.execute_reply": "2023-08-22T06:59:14.604070Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3850,12 +3445,7 @@ "execution_count": 82, "id": "410b4dd7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.606098Z", - "iopub.status.busy": "2023-08-22T06:59:14.605987Z", - "iopub.status.idle": "2023-08-22T06:59:14.610632Z", - "shell.execute_reply": "2023-08-22T06:59:14.610234Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3966,12 +3556,7 @@ "execution_count": 83, "id": "3540804d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.612402Z", - "iopub.status.busy": "2023-08-22T06:59:14.612271Z", - "iopub.status.idle": "2023-08-22T06:59:14.625177Z", - "shell.execute_reply": "2023-08-22T06:59:14.624839Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4853,12 +4438,7 @@ "execution_count": 84, "id": "66d174f1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.626829Z", - "iopub.status.busy": "2023-08-22T06:59:14.626719Z", - "iopub.status.idle": "2023-08-22T06:59:14.631422Z", - "shell.execute_reply": "2023-08-22T06:59:14.631104Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4988,12 +4568,7 @@ "execution_count": 85, "id": "52789c77", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.633211Z", - "iopub.status.busy": "2023-08-22T06:59:14.633074Z", - "iopub.status.idle": "2023-08-22T06:59:14.635511Z", - "shell.execute_reply": "2023-08-22T06:59:14.635190Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5029,12 +4604,7 @@ "execution_count": 86, "id": "d83650bf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.637090Z", - "iopub.status.busy": "2023-08-22T06:59:14.636984Z", - "iopub.status.idle": "2023-08-22T06:59:14.643250Z", - "shell.execute_reply": "2023-08-22T06:59:14.642921Z" - } + "execution": {} }, "outputs": [ { @@ -5253,12 +4823,7 @@ "execution_count": 87, "id": "880d79d9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.644959Z", - "iopub.status.busy": "2023-08-22T06:59:14.644832Z", - "iopub.status.idle": "2023-08-22T06:59:14.647067Z", - "shell.execute_reply": "2023-08-22T06:59:14.646780Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5296,12 +4861,7 @@ "execution_count": 88, "id": "c01f4095", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.648616Z", - "iopub.status.busy": "2023-08-22T06:59:14.648506Z", - "iopub.status.idle": "2023-08-22T06:59:14.653020Z", - "shell.execute_reply": "2023-08-22T06:59:14.652673Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5409,12 +4969,7 @@ "execution_count": 89, "id": "a4202eb8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.654821Z", - "iopub.status.busy": "2023-08-22T06:59:14.654708Z", - "iopub.status.idle": "2023-08-22T06:59:14.658952Z", - "shell.execute_reply": "2023-08-22T06:59:14.658676Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5521,12 +5076,7 @@ "execution_count": 90, "id": "948b2d07", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.660688Z", - "iopub.status.busy": "2023-08-22T06:59:14.660582Z", - "iopub.status.idle": "2023-08-22T06:59:14.665683Z", - "shell.execute_reply": "2023-08-22T06:59:14.665320Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5675,12 +5225,7 @@ "execution_count": 91, "id": "1cfdcc5c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.667792Z", - "iopub.status.busy": "2023-08-22T06:59:14.667649Z", - "iopub.status.idle": "2023-08-22T06:59:14.672086Z", - "shell.execute_reply": "2023-08-22T06:59:14.671668Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5762,12 +5307,7 @@ "execution_count": 92, "id": "fd9c5cda", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.674155Z", - "iopub.status.busy": "2023-08-22T06:59:14.674020Z", - "iopub.status.idle": "2023-08-22T06:59:14.677900Z", - "shell.execute_reply": "2023-08-22T06:59:14.677570Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5855,12 +5395,7 @@ "execution_count": 93, "id": "6d431cb5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.679838Z", - "iopub.status.busy": "2023-08-22T06:59:14.679694Z", - "iopub.status.idle": "2023-08-22T06:59:14.685743Z", - "shell.execute_reply": "2023-08-22T06:59:14.685309Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -6275,12 +5810,7 @@ "execution_count": 94, "id": "fac41ce1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.687552Z", - "iopub.status.busy": "2023-08-22T06:59:14.687421Z", - "iopub.status.idle": "2023-08-22T06:59:14.693477Z", - "shell.execute_reply": "2023-08-22T06:59:14.693157Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -6699,12 +6229,7 @@ "execution_count": 95, "id": "b0885654", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.695271Z", - "iopub.status.busy": "2023-08-22T06:59:14.695116Z", - "iopub.status.idle": "2023-08-22T06:59:14.700210Z", - "shell.execute_reply": "2023-08-22T06:59:14.699919Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -6979,12 +6504,7 @@ "execution_count": 96, "id": "213945a6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.702075Z", - "iopub.status.busy": "2023-08-22T06:59:14.701942Z", - "iopub.status.idle": "2023-08-22T06:59:14.708849Z", - "shell.execute_reply": "2023-08-22T06:59:14.708468Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7370,12 +6890,7 @@ "execution_count": 97, "id": "a3c4060a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.710560Z", - "iopub.status.busy": "2023-08-22T06:59:14.710418Z", - "iopub.status.idle": "2023-08-22T06:59:14.712662Z", - "shell.execute_reply": "2023-08-22T06:59:14.712379Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7414,12 +6929,7 @@ "execution_count": 98, "id": "f2bffb69", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.714548Z", - "iopub.status.busy": "2023-08-22T06:59:14.714416Z", - "iopub.status.idle": "2023-08-22T06:59:14.716724Z", - "shell.execute_reply": "2023-08-22T06:59:14.716275Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7466,12 +6976,7 @@ "execution_count": 99, "id": "ee827a53", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.718538Z", - "iopub.status.busy": "2023-08-22T06:59:14.718418Z", - "iopub.status.idle": "2023-08-22T06:59:14.720778Z", - "shell.execute_reply": "2023-08-22T06:59:14.720410Z" - } + "execution": {} }, "outputs": [ { @@ -7521,12 +7026,7 @@ "execution_count": 100, "id": "3a097fbc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.722745Z", - "iopub.status.busy": "2023-08-22T06:59:14.722445Z", - "iopub.status.idle": "2023-08-22T06:59:14.727643Z", - "shell.execute_reply": "2023-08-22T06:59:14.727302Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -7617,12 +7117,7 @@ "execution_count": 101, "id": "e064e170", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.729283Z", - "iopub.status.busy": "2023-08-22T06:59:14.729148Z", - "iopub.status.idle": "2023-08-22T06:59:14.732019Z", - "shell.execute_reply": "2023-08-22T06:59:14.731599Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7674,12 +7169,7 @@ "execution_count": 102, "id": "c915ca52", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.733916Z", - "iopub.status.busy": "2023-08-22T06:59:14.733787Z", - "iopub.status.idle": "2023-08-22T06:59:14.823121Z", - "shell.execute_reply": "2023-08-22T06:59:14.822788Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7723,12 +7213,7 @@ "execution_count": 103, "id": "65cd6d02", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.825251Z", - "iopub.status.busy": "2023-08-22T06:59:14.825113Z", - "iopub.status.idle": "2023-08-22T06:59:14.905789Z", - "shell.execute_reply": "2023-08-22T06:59:14.905480Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7765,12 +7250,7 @@ "execution_count": 104, "id": "76b5c0b1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.907636Z", - "iopub.status.busy": "2023-08-22T06:59:14.907511Z", - "iopub.status.idle": "2023-08-22T06:59:14.997060Z", - "shell.execute_reply": "2023-08-22T06:59:14.996751Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7805,12 +7285,7 @@ "execution_count": 105, "id": "183a2c2b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:14.998844Z", - "iopub.status.busy": "2023-08-22T06:59:14.998722Z", - "iopub.status.idle": "2023-08-22T06:59:15.033680Z", - "shell.execute_reply": "2023-08-22T06:59:15.033292Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7836,12 +7311,7 @@ "execution_count": 106, "id": "75fbb981", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.035870Z", - "iopub.status.busy": "2023-08-22T06:59:15.035723Z", - "iopub.status.idle": "2023-08-22T06:59:15.198431Z", - "shell.execute_reply": "2023-08-22T06:59:15.198047Z" - } + "execution": {} }, "outputs": [ { @@ -7884,12 +7354,7 @@ "execution_count": 107, "id": "55b3a1cc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.200753Z", - "iopub.status.busy": "2023-08-22T06:59:15.200526Z", - "iopub.status.idle": "2023-08-22T06:59:15.203898Z", - "shell.execute_reply": "2023-08-22T06:59:15.203556Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7923,12 +7388,7 @@ "execution_count": 108, "id": "f3d88794", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.205746Z", - "iopub.status.busy": "2023-08-22T06:59:15.205652Z", - "iopub.status.idle": "2023-08-22T06:59:15.305674Z", - "shell.execute_reply": "2023-08-22T06:59:15.305240Z" - } + "execution": {} }, "outputs": [ { @@ -7960,12 +7420,7 @@ "execution_count": 109, "id": "eea49f5b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.307641Z", - "iopub.status.busy": "2023-08-22T06:59:15.307491Z", - "iopub.status.idle": "2023-08-22T06:59:15.405217Z", - "shell.execute_reply": "2023-08-22T06:59:15.404785Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7998,12 +7453,7 @@ "execution_count": 110, "id": "d5bcfff8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.407321Z", - "iopub.status.busy": "2023-08-22T06:59:15.407190Z", - "iopub.status.idle": "2023-08-22T06:59:15.503021Z", - "shell.execute_reply": "2023-08-22T06:59:15.502607Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8040,12 +7490,7 @@ "execution_count": 111, "id": "edb66cae", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:15.504880Z", - "iopub.status.busy": "2023-08-22T06:59:15.504746Z", - "iopub.status.idle": "2023-08-22T06:59:16.457367Z", - "shell.execute_reply": "2023-08-22T06:59:16.457033Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8078,12 +7523,7 @@ "execution_count": 112, "id": "4f5d25d9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:16.459211Z", - "iopub.status.busy": "2023-08-22T06:59:16.459087Z", - "iopub.status.idle": "2023-08-22T06:59:16.684825Z", - "shell.execute_reply": "2023-08-22T06:59:16.684501Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8117,12 +7557,7 @@ "execution_count": 113, "id": "ce7b23e2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:16.686592Z", - "iopub.status.busy": "2023-08-22T06:59:16.686475Z", - "iopub.status.idle": "2023-08-22T06:59:16.692382Z", - "shell.execute_reply": "2023-08-22T06:59:16.692013Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8230,12 +7665,7 @@ "execution_count": 114, "id": "a6545d2f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:16.694320Z", - "iopub.status.busy": "2023-08-22T06:59:16.694191Z", - "iopub.status.idle": "2023-08-22T06:59:16.698368Z", - "shell.execute_reply": "2023-08-22T06:59:16.698098Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch03-linreg-lab.ipynb b/Ch03-linreg-lab.ipynb index 78a516a..4d38fa6 100644 --- a/Ch03-linreg-lab.ipynb +++ b/Ch03-linreg-lab.ipynb @@ -26,12 +26,7 @@ "execution_count": 1, "id": "b18c1628", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:19.963803Z", - "iopub.status.busy": "2023-08-22T06:59:19.963695Z", - "iopub.status.idle": "2023-08-22T06:59:20.384511Z", - "shell.execute_reply": "2023-08-22T06:59:20.384219Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -59,12 +54,7 @@ "execution_count": 2, "id": "a10a1d7d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:20.387117Z", - "iopub.status.busy": "2023-08-22T06:59:20.386932Z", - "iopub.status.idle": "2023-08-22T06:59:27.510372Z", - "shell.execute_reply": "2023-08-22T06:59:27.510076Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -92,12 +82,7 @@ "execution_count": 3, "id": "756c0524", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:27.512280Z", - "iopub.status.busy": "2023-08-22T06:59:27.512129Z", - "iopub.status.idle": "2023-08-22T06:59:27.514850Z", - "shell.execute_reply": "2023-08-22T06:59:27.514531Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -123,12 +108,7 @@ "execution_count": 4, "id": "2c370a6e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:27.516720Z", - "iopub.status.busy": "2023-08-22T06:59:27.516584Z", - "iopub.status.idle": "2023-08-22T06:59:30.213761Z", - "shell.execute_reply": "2023-08-22T06:59:30.213403Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -155,12 +135,7 @@ "execution_count": 5, "id": "43bcb3a9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.215847Z", - "iopub.status.busy": "2023-08-22T06:59:30.215679Z", - "iopub.status.idle": "2023-08-22T06:59:30.219200Z", - "shell.execute_reply": "2023-08-22T06:59:30.218854Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -236,12 +211,7 @@ "execution_count": 6, "id": "cb81bfb0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.220842Z", - "iopub.status.busy": "2023-08-22T06:59:30.220745Z", - "iopub.status.idle": "2023-08-22T06:59:30.223794Z", - "shell.execute_reply": "2023-08-22T06:59:30.223517Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -439,12 +409,7 @@ "execution_count": 7, "id": "29e9bdab", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.225458Z", - "iopub.status.busy": "2023-08-22T06:59:30.225336Z", - "iopub.status.idle": "2023-08-22T06:59:30.227667Z", - "shell.execute_reply": "2023-08-22T06:59:30.227385Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -497,12 +462,7 @@ "execution_count": 8, "id": "72a15de5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.229351Z", - "iopub.status.busy": "2023-08-22T06:59:30.229229Z", - "iopub.status.idle": "2023-08-22T06:59:30.233978Z", - "shell.execute_reply": "2023-08-22T06:59:30.233738Z" - } + "execution": {} }, "outputs": [ { @@ -541,12 +501,7 @@ "execution_count": 9, "id": "26837cfe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.235692Z", - "iopub.status.busy": "2023-08-22T06:59:30.235572Z", - "iopub.status.idle": "2023-08-22T06:59:30.240548Z", - "shell.execute_reply": "2023-08-22T06:59:30.240254Z" - } + "execution": {} }, "outputs": [ { @@ -631,12 +586,7 @@ "execution_count": 10, "id": "c70cbdb5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.242180Z", - "iopub.status.busy": "2023-08-22T06:59:30.242082Z", - "iopub.status.idle": "2023-08-22T06:59:30.244423Z", - "shell.execute_reply": "2023-08-22T06:59:30.244043Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -666,12 +616,7 @@ "execution_count": 11, "id": "6f2d7c78", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.246386Z", - "iopub.status.busy": "2023-08-22T06:59:30.246241Z", - "iopub.status.idle": "2023-08-22T06:59:30.304643Z", - "shell.execute_reply": "2023-08-22T06:59:30.304342Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -777,12 +722,7 @@ "execution_count": 12, "id": "cdec4294", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.306725Z", - "iopub.status.busy": "2023-08-22T06:59:30.306537Z", - "iopub.status.idle": "2023-08-22T06:59:30.313928Z", - "shell.execute_reply": "2023-08-22T06:59:30.313612Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -872,12 +812,7 @@ "execution_count": 13, "id": "edf2efcb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.316046Z", - "iopub.status.busy": "2023-08-22T06:59:30.315927Z", - "iopub.status.idle": "2023-08-22T06:59:30.322463Z", - "shell.execute_reply": "2023-08-22T06:59:30.322137Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -976,12 +911,7 @@ "execution_count": 14, "id": "49fc8992", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.324453Z", - "iopub.status.busy": "2023-08-22T06:59:30.324311Z", - "iopub.status.idle": "2023-08-22T06:59:30.334219Z", - "shell.execute_reply": "2023-08-22T06:59:30.333881Z" - } + "execution": {} }, "outputs": [ { @@ -1132,12 +1062,7 @@ "execution_count": 15, "id": "6d0f4c3a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.336071Z", - "iopub.status.busy": "2023-08-22T06:59:30.335936Z", - "iopub.status.idle": "2023-08-22T06:59:30.338769Z", - "shell.execute_reply": "2023-08-22T06:59:30.338416Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1175,12 +1100,7 @@ "execution_count": 16, "id": "132ffded", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.340661Z", - "iopub.status.busy": "2023-08-22T06:59:30.340521Z", - "iopub.status.idle": "2023-08-22T06:59:30.345095Z", - "shell.execute_reply": "2023-08-22T06:59:30.344737Z" - } + "execution": {} }, "outputs": [ { @@ -1259,12 +1179,7 @@ "execution_count": 17, "id": "b654a050", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.346874Z", - "iopub.status.busy": "2023-08-22T06:59:30.346735Z", - "iopub.status.idle": "2023-08-22T06:59:30.349291Z", - "shell.execute_reply": "2023-08-22T06:59:30.349007Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1297,12 +1212,7 @@ "execution_count": 18, "id": "148ed59d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.351073Z", - "iopub.status.busy": "2023-08-22T06:59:30.350934Z", - "iopub.status.idle": "2023-08-22T06:59:30.353516Z", - "shell.execute_reply": "2023-08-22T06:59:30.353225Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1336,12 +1246,7 @@ "execution_count": 19, "id": "d9d7b844", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.355404Z", - "iopub.status.busy": "2023-08-22T06:59:30.355267Z", - "iopub.status.idle": "2023-08-22T06:59:30.357759Z", - "shell.execute_reply": "2023-08-22T06:59:30.357461Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1396,12 +1301,7 @@ "execution_count": 20, "id": "79de2913", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.359458Z", - "iopub.status.busy": "2023-08-22T06:59:30.359349Z", - "iopub.status.idle": "2023-08-22T06:59:30.361244Z", - "shell.execute_reply": "2023-08-22T06:59:30.360996Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1430,12 +1330,7 @@ "execution_count": 21, "id": "a9b843c7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.362847Z", - "iopub.status.busy": "2023-08-22T06:59:30.362727Z", - "iopub.status.idle": "2023-08-22T06:59:30.364665Z", - "shell.execute_reply": "2023-08-22T06:59:30.364410Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1470,12 +1365,7 @@ "execution_count": 22, "id": "7e116800", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.366228Z", - "iopub.status.busy": "2023-08-22T06:59:30.366005Z", - "iopub.status.idle": "2023-08-22T06:59:30.451927Z", - "shell.execute_reply": "2023-08-22T06:59:30.451614Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1534,12 +1424,7 @@ "execution_count": 23, "id": "b524399e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.453712Z", - "iopub.status.busy": "2023-08-22T06:59:30.453582Z", - "iopub.status.idle": "2023-08-22T06:59:30.544088Z", - "shell.execute_reply": "2023-08-22T06:59:30.543647Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1582,12 +1467,7 @@ "execution_count": 24, "id": "8c95b6b0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.545979Z", - "iopub.status.busy": "2023-08-22T06:59:30.545829Z", - "iopub.status.idle": "2023-08-22T06:59:30.629333Z", - "shell.execute_reply": "2023-08-22T06:59:30.628907Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1650,12 +1530,7 @@ "execution_count": 25, "id": "04ed8362", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.631304Z", - "iopub.status.busy": "2023-08-22T06:59:30.631172Z", - "iopub.status.idle": "2023-08-22T06:59:30.643510Z", - "shell.execute_reply": "2023-08-22T06:59:30.643228Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1748,12 +1623,7 @@ "execution_count": 26, "id": "6483e190", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.645260Z", - "iopub.status.busy": "2023-08-22T06:59:30.645134Z", - "iopub.status.idle": "2023-08-22T06:59:30.647637Z", - "shell.execute_reply": "2023-08-22T06:59:30.647310Z" - } + "execution": {} }, "outputs": [ { @@ -1788,12 +1658,7 @@ "execution_count": 27, "id": "99a6f9d0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.649333Z", - "iopub.status.busy": "2023-08-22T06:59:30.649188Z", - "iopub.status.idle": "2023-08-22T06:59:30.667501Z", - "shell.execute_reply": "2023-08-22T06:59:30.667201Z" - } + "execution": {} }, "outputs": [ { @@ -1964,12 +1829,7 @@ "execution_count": 28, "id": "78cf55d0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.669290Z", - "iopub.status.busy": "2023-08-22T06:59:30.669145Z", - "iopub.status.idle": "2023-08-22T06:59:30.687452Z", - "shell.execute_reply": "2023-08-22T06:59:30.687132Z" - } + "execution": {} }, "outputs": [ { @@ -2152,12 +2012,7 @@ "execution_count": 29, "id": "902f6474", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.689227Z", - "iopub.status.busy": "2023-08-22T06:59:30.689072Z", - "iopub.status.idle": "2023-08-22T06:59:30.695976Z", - "shell.execute_reply": "2023-08-22T06:59:30.695604Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2284,12 +2139,7 @@ "execution_count": 30, "id": "ea1c88e9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.697875Z", - "iopub.status.busy": "2023-08-22T06:59:30.697744Z", - "iopub.status.idle": "2023-08-22T06:59:30.702854Z", - "shell.execute_reply": "2023-08-22T06:59:30.702396Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -2317,12 +2167,7 @@ "execution_count": 31, "id": "e9ff159c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.705060Z", - "iopub.status.busy": "2023-08-22T06:59:30.704928Z", - "iopub.status.idle": "2023-08-22T06:59:30.718546Z", - "shell.execute_reply": "2023-08-22T06:59:30.718288Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2425,12 +2270,7 @@ "execution_count": 32, "id": "c98f54b2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.720315Z", - "iopub.status.busy": "2023-08-22T06:59:30.720166Z", - "iopub.status.idle": "2023-08-22T06:59:30.733544Z", - "shell.execute_reply": "2023-08-22T06:59:30.733105Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2543,12 +2383,7 @@ "execution_count": 33, "id": "53065cac", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.735632Z", - "iopub.status.busy": "2023-08-22T06:59:30.735509Z", - "iopub.status.idle": "2023-08-22T06:59:30.740862Z", - "shell.execute_reply": "2023-08-22T06:59:30.740579Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2653,12 +2488,7 @@ "execution_count": 34, "id": "8c654809", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.742508Z", - "iopub.status.busy": "2023-08-22T06:59:30.742387Z", - "iopub.status.idle": "2023-08-22T06:59:30.835769Z", - "shell.execute_reply": "2023-08-22T06:59:30.835368Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2719,12 +2549,7 @@ "execution_count": 35, "id": "2182f0ec", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.837767Z", - "iopub.status.busy": "2023-08-22T06:59:30.837636Z", - "iopub.status.idle": "2023-08-22T06:59:30.842380Z", - "shell.execute_reply": "2023-08-22T06:59:30.842026Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2770,12 +2595,7 @@ "execution_count": 36, "id": "d614fdcb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:30.844518Z", - "iopub.status.busy": "2023-08-22T06:59:30.844367Z", - "iopub.status.idle": "2023-08-22T06:59:30.871405Z", - "shell.execute_reply": "2023-08-22T06:59:30.871052Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch04-classification-lab.ipynb b/Ch04-classification-lab.ipynb index eaa27c9..a4d5e34 100644 --- a/Ch04-classification-lab.ipynb +++ b/Ch04-classification-lab.ipynb @@ -45,12 +45,7 @@ "execution_count": 1, "id": "95d28c33", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:34.104356Z", - "iopub.status.busy": "2023-08-22T06:59:34.104253Z", - "iopub.status.idle": "2023-08-22T06:59:35.054094Z", - "shell.execute_reply": "2023-08-22T06:59:35.053754Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -76,12 +71,7 @@ "execution_count": 2, "id": "f7fb5f2a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.056108Z", - "iopub.status.busy": "2023-08-22T06:59:35.055950Z", - "iopub.status.idle": "2023-08-22T06:59:35.206682Z", - "shell.execute_reply": "2023-08-22T06:59:35.206381Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -111,12 +101,7 @@ "execution_count": 3, "id": "7845390b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.208609Z", - "iopub.status.busy": "2023-08-22T06:59:35.208499Z", - "iopub.status.idle": "2023-08-22T06:59:35.218856Z", - "shell.execute_reply": "2023-08-22T06:59:35.218543Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -331,12 +316,7 @@ "execution_count": 4, "id": "a92e287a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.220822Z", - "iopub.status.busy": "2023-08-22T06:59:35.220658Z", - "iopub.status.idle": "2023-08-22T06:59:35.223146Z", - "shell.execute_reply": "2023-08-22T06:59:35.222864Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -375,12 +355,7 @@ "execution_count": 5, "id": "96bb1e00", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.224965Z", - "iopub.status.busy": "2023-08-22T06:59:35.224831Z", - "iopub.status.idle": "2023-08-22T06:59:35.229701Z", - "shell.execute_reply": "2023-08-22T06:59:35.229442Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -556,12 +531,7 @@ "execution_count": 6, "id": "4ddb96ba", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.231485Z", - "iopub.status.busy": "2023-08-22T06:59:35.231354Z", - "iopub.status.idle": "2023-08-22T06:59:35.319629Z", - "shell.execute_reply": "2023-08-22T06:59:35.319199Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -603,12 +573,7 @@ "execution_count": 7, "id": "df59bcac", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.321733Z", - "iopub.status.busy": "2023-08-22T06:59:35.321597Z", - "iopub.status.idle": "2023-08-22T06:59:35.382350Z", - "shell.execute_reply": "2023-08-22T06:59:35.381919Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -743,12 +708,7 @@ "execution_count": 8, "id": "f45f26de", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.384570Z", - "iopub.status.busy": "2023-08-22T06:59:35.384386Z", - "iopub.status.idle": "2023-08-22T06:59:35.387199Z", - "shell.execute_reply": "2023-08-22T06:59:35.386864Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -788,12 +748,7 @@ "execution_count": 9, "id": "e9f38895", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.388777Z", - "iopub.status.busy": "2023-08-22T06:59:35.388675Z", - "iopub.status.idle": "2023-08-22T06:59:35.391038Z", - "shell.execute_reply": "2023-08-22T06:59:35.390743Z" - } + "execution": {} }, "outputs": [ { @@ -839,12 +794,7 @@ "execution_count": 10, "id": "4f20356d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.392617Z", - "iopub.status.busy": "2023-08-22T06:59:35.392475Z", - "iopub.status.idle": "2023-08-22T06:59:35.395311Z", - "shell.execute_reply": "2023-08-22T06:59:35.395042Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -883,12 +833,7 @@ "execution_count": 11, "id": "152b3063", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.396940Z", - "iopub.status.busy": "2023-08-22T06:59:35.396826Z", - "iopub.status.idle": "2023-08-22T06:59:35.398854Z", - "shell.execute_reply": "2023-08-22T06:59:35.398548Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -916,12 +861,7 @@ "execution_count": 12, "id": "0f89f7ae", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.400476Z", - "iopub.status.busy": "2023-08-22T06:59:35.400370Z", - "iopub.status.idle": "2023-08-22T06:59:35.406304Z", - "shell.execute_reply": "2023-08-22T06:59:35.405994Z" - } + "execution": {} }, "outputs": [ { @@ -1005,12 +945,7 @@ "execution_count": 13, "id": "d55dd7ec", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.408001Z", - "iopub.status.busy": "2023-08-22T06:59:35.407888Z", - "iopub.status.idle": "2023-08-22T06:59:35.410520Z", - "shell.execute_reply": "2023-08-22T06:59:35.410222Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1068,12 +1003,7 @@ "execution_count": 14, "id": "b998a060", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.412348Z", - "iopub.status.busy": "2023-08-22T06:59:35.412200Z", - "iopub.status.idle": "2023-08-22T06:59:35.415670Z", - "shell.execute_reply": "2023-08-22T06:59:35.415360Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1134,12 +1064,7 @@ "execution_count": 15, "id": "814e34ce", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.417692Z", - "iopub.status.busy": "2023-08-22T06:59:35.417600Z", - "iopub.status.idle": "2023-08-22T06:59:35.422315Z", - "shell.execute_reply": "2023-08-22T06:59:35.421995Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1171,12 +1096,7 @@ "execution_count": 16, "id": "644823f9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.424241Z", - "iopub.status.busy": "2023-08-22T06:59:35.424099Z", - "iopub.status.idle": "2023-08-22T06:59:35.426371Z", - "shell.execute_reply": "2023-08-22T06:59:35.425999Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1200,12 +1120,7 @@ "execution_count": 17, "id": "51217c85", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.428375Z", - "iopub.status.busy": "2023-08-22T06:59:35.428239Z", - "iopub.status.idle": "2023-08-22T06:59:35.432849Z", - "shell.execute_reply": "2023-08-22T06:59:35.432491Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1285,12 +1200,7 @@ "execution_count": 18, "id": "a73446bf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.434489Z", - "iopub.status.busy": "2023-08-22T06:59:35.434371Z", - "iopub.status.idle": "2023-08-22T06:59:35.437237Z", - "shell.execute_reply": "2023-08-22T06:59:35.436914Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1343,12 +1253,7 @@ "execution_count": 19, "id": "8174767d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.439129Z", - "iopub.status.busy": "2023-08-22T06:59:35.438980Z", - "iopub.status.idle": "2023-08-22T06:59:35.449036Z", - "shell.execute_reply": "2023-08-22T06:59:35.448757Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1437,12 +1342,7 @@ "execution_count": 20, "id": "cba7e815", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.450840Z", - "iopub.status.busy": "2023-08-22T06:59:35.450725Z", - "iopub.status.idle": "2023-08-22T06:59:35.452944Z", - "shell.execute_reply": "2023-08-22T06:59:35.452674Z" - } + "execution": {} }, "outputs": [ { @@ -1491,12 +1391,7 @@ "execution_count": 21, "id": "97993185", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.454539Z", - "iopub.status.busy": "2023-08-22T06:59:35.454423Z", - "iopub.status.idle": "2023-08-22T06:59:35.458834Z", - "shell.execute_reply": "2023-08-22T06:59:35.458553Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1543,12 +1438,7 @@ "execution_count": 22, "id": "4bc774e9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.460658Z", - "iopub.status.busy": "2023-08-22T06:59:35.460534Z", - "iopub.status.idle": "2023-08-22T06:59:35.462216Z", - "shell.execute_reply": "2023-08-22T06:59:35.461957Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1571,12 +1461,7 @@ "execution_count": 23, "id": "8c6c0723", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.463858Z", - "iopub.status.busy": "2023-08-22T06:59:35.463759Z", - "iopub.status.idle": "2023-08-22T06:59:35.469987Z", - "shell.execute_reply": "2023-08-22T06:59:35.469710Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1627,12 +1512,7 @@ "execution_count": 24, "id": "cf8fd5ac", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.471584Z", - "iopub.status.busy": "2023-08-22T06:59:35.471470Z", - "iopub.status.idle": "2023-08-22T06:59:35.473834Z", - "shell.execute_reply": "2023-08-22T06:59:35.473552Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1668,12 +1548,7 @@ "execution_count": 25, "id": "bfd6b3f8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.475293Z", - "iopub.status.busy": "2023-08-22T06:59:35.475189Z", - "iopub.status.idle": "2023-08-22T06:59:35.477448Z", - "shell.execute_reply": "2023-08-22T06:59:35.477007Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1706,12 +1581,7 @@ "execution_count": 26, "id": "a1f75de4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.479354Z", - "iopub.status.busy": "2023-08-22T06:59:35.479219Z", - "iopub.status.idle": "2023-08-22T06:59:35.481609Z", - "shell.execute_reply": "2023-08-22T06:59:35.481305Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1743,12 +1613,7 @@ "execution_count": 27, "id": "82794178", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.483264Z", - "iopub.status.busy": "2023-08-22T06:59:35.483156Z", - "iopub.status.idle": "2023-08-22T06:59:35.485247Z", - "shell.execute_reply": "2023-08-22T06:59:35.484948Z" - } + "execution": {} }, "outputs": [ { @@ -1781,12 +1646,7 @@ "execution_count": 28, "id": "9b571047", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.486831Z", - "iopub.status.busy": "2023-08-22T06:59:35.486719Z", - "iopub.status.idle": "2023-08-22T06:59:35.489231Z", - "shell.execute_reply": "2023-08-22T06:59:35.488879Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1808,12 +1668,7 @@ "execution_count": 29, "id": "60f3d13a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.490888Z", - "iopub.status.busy": "2023-08-22T06:59:35.490781Z", - "iopub.status.idle": "2023-08-22T06:59:35.494972Z", - "shell.execute_reply": "2023-08-22T06:59:35.494699Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1895,12 +1750,7 @@ "execution_count": 30, "id": "96e680d9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.496550Z", - "iopub.status.busy": "2023-08-22T06:59:35.496460Z", - "iopub.status.idle": "2023-08-22T06:59:35.500050Z", - "shell.execute_reply": "2023-08-22T06:59:35.499652Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1939,12 +1789,7 @@ "execution_count": 31, "id": "b6695125", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.501821Z", - "iopub.status.busy": "2023-08-22T06:59:35.501696Z", - "iopub.status.idle": "2023-08-22T06:59:35.504118Z", - "shell.execute_reply": "2023-08-22T06:59:35.503779Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1985,12 +1830,7 @@ "execution_count": 32, "id": "3f38a14e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.505774Z", - "iopub.status.busy": "2023-08-22T06:59:35.505669Z", - "iopub.status.idle": "2023-08-22T06:59:35.508018Z", - "shell.execute_reply": "2023-08-22T06:59:35.507737Z" - } + "execution": {} }, "outputs": [ { @@ -2050,12 +1890,7 @@ "execution_count": 33, "id": "9b645803", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.510093Z", - "iopub.status.busy": "2023-08-22T06:59:35.509967Z", - "iopub.status.idle": "2023-08-22T06:59:35.514060Z", - "shell.execute_reply": "2023-08-22T06:59:35.513746Z" - } + "execution": {} }, "outputs": [ { @@ -2090,12 +1925,7 @@ "execution_count": 34, "id": "abfae544", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.515774Z", - "iopub.status.busy": "2023-08-22T06:59:35.515682Z", - "iopub.status.idle": "2023-08-22T06:59:35.518169Z", - "shell.execute_reply": "2023-08-22T06:59:35.517903Z" - } + "execution": {} }, "outputs": [ { @@ -2129,12 +1959,7 @@ "execution_count": 35, "id": "2a3bb41e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.519953Z", - "iopub.status.busy": "2023-08-22T06:59:35.519849Z", - "iopub.status.idle": "2023-08-22T06:59:35.522248Z", - "shell.execute_reply": "2023-08-22T06:59:35.521930Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2171,12 +1996,7 @@ "execution_count": 36, "id": "1c64310b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.523826Z", - "iopub.status.busy": "2023-08-22T06:59:35.523714Z", - "iopub.status.idle": "2023-08-22T06:59:35.528214Z", - "shell.execute_reply": "2023-08-22T06:59:35.527959Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2256,12 +2076,7 @@ "execution_count": 37, "id": "0c05c5a8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.530152Z", - "iopub.status.busy": "2023-08-22T06:59:35.530024Z", - "iopub.status.idle": "2023-08-22T06:59:35.532713Z", - "shell.execute_reply": "2023-08-22T06:59:35.532375Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2312,12 +2127,7 @@ "execution_count": 38, "id": "47d85305", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.534353Z", - "iopub.status.busy": "2023-08-22T06:59:35.534232Z", - "iopub.status.idle": "2023-08-22T06:59:35.537918Z", - "shell.execute_reply": "2023-08-22T06:59:35.537612Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2353,12 +2163,7 @@ "execution_count": 39, "id": "c553aadf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.539480Z", - "iopub.status.busy": "2023-08-22T06:59:35.539391Z", - "iopub.status.idle": "2023-08-22T06:59:35.541924Z", - "shell.execute_reply": "2023-08-22T06:59:35.541560Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2390,12 +2195,7 @@ "execution_count": 40, "id": "4604bd3d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.543604Z", - "iopub.status.busy": "2023-08-22T06:59:35.543514Z", - "iopub.status.idle": "2023-08-22T06:59:35.545770Z", - "shell.execute_reply": "2023-08-22T06:59:35.545483Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2429,12 +2229,7 @@ "execution_count": 41, "id": "5ac2cabe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.547333Z", - "iopub.status.busy": "2023-08-22T06:59:35.547227Z", - "iopub.status.idle": "2023-08-22T06:59:35.549381Z", - "shell.execute_reply": "2023-08-22T06:59:35.549124Z" - } + "execution": {} }, "outputs": [ { @@ -2466,12 +2261,7 @@ "execution_count": 42, "id": "f8623945", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.551288Z", - "iopub.status.busy": "2023-08-22T06:59:35.551134Z", - "iopub.status.idle": "2023-08-22T06:59:35.553370Z", - "shell.execute_reply": "2023-08-22T06:59:35.553102Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2506,12 +2296,7 @@ "execution_count": 43, "id": "0790f26e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.554980Z", - "iopub.status.busy": "2023-08-22T06:59:35.554846Z", - "iopub.status.idle": "2023-08-22T06:59:35.557806Z", - "shell.execute_reply": "2023-08-22T06:59:35.557573Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2545,12 +2330,7 @@ "execution_count": 44, "id": "4a8cf0ce", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.559235Z", - "iopub.status.busy": "2023-08-22T06:59:35.559122Z", - "iopub.status.idle": "2023-08-22T06:59:35.562452Z", - "shell.execute_reply": "2023-08-22T06:59:35.562071Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2585,12 +2365,7 @@ "execution_count": 45, "id": "94e7ff1a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.564237Z", - "iopub.status.busy": "2023-08-22T06:59:35.564138Z", - "iopub.status.idle": "2023-08-22T06:59:35.568635Z", - "shell.execute_reply": "2023-08-22T06:59:35.568359Z" - } + "execution": {} }, "outputs": [ { @@ -2670,12 +2445,7 @@ "execution_count": 46, "id": "137e23aa", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.570127Z", - "iopub.status.busy": "2023-08-22T06:59:35.570011Z", - "iopub.status.idle": "2023-08-22T06:59:35.573407Z", - "shell.execute_reply": "2023-08-22T06:59:35.573097Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2720,12 +2490,7 @@ "execution_count": 47, "id": "142c5217", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.575043Z", - "iopub.status.busy": "2023-08-22T06:59:35.574949Z", - "iopub.status.idle": "2023-08-22T06:59:35.585246Z", - "shell.execute_reply": "2023-08-22T06:59:35.584962Z" - } + "execution": {} }, "outputs": [ { @@ -2808,12 +2573,7 @@ "execution_count": 48, "id": "f5a272ee", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.587100Z", - "iopub.status.busy": "2023-08-22T06:59:35.586985Z", - "iopub.status.idle": "2023-08-22T06:59:35.589510Z", - "shell.execute_reply": "2023-08-22T06:59:35.589151Z" - } + "execution": {} }, "outputs": [ { @@ -2845,12 +2605,7 @@ "execution_count": 49, "id": "95e206a8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.591165Z", - "iopub.status.busy": "2023-08-22T06:59:35.591045Z", - "iopub.status.idle": "2023-08-22T06:59:35.598648Z", - "shell.execute_reply": "2023-08-22T06:59:35.598383Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2900,12 +2655,7 @@ "execution_count": 50, "id": "422563b7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.600269Z", - "iopub.status.busy": "2023-08-22T06:59:35.600186Z", - "iopub.status.idle": "2023-08-22T06:59:35.616715Z", - "shell.execute_reply": "2023-08-22T06:59:35.616375Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2944,12 +2694,7 @@ "execution_count": 51, "id": "583c860c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.618509Z", - "iopub.status.busy": "2023-08-22T06:59:35.618392Z", - "iopub.status.idle": "2023-08-22T06:59:35.620427Z", - "shell.execute_reply": "2023-08-22T06:59:35.620213Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2981,12 +2726,7 @@ "execution_count": 52, "id": "19ee3bf2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.622075Z", - "iopub.status.busy": "2023-08-22T06:59:35.621970Z", - "iopub.status.idle": "2023-08-22T06:59:35.624662Z", - "shell.execute_reply": "2023-08-22T06:59:35.624306Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -3030,12 +2770,7 @@ "execution_count": 53, "id": "fdc0e5f1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.626535Z", - "iopub.status.busy": "2023-08-22T06:59:35.626411Z", - "iopub.status.idle": "2023-08-22T06:59:35.628326Z", - "shell.execute_reply": "2023-08-22T06:59:35.628023Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3069,12 +2804,7 @@ "execution_count": 54, "id": "2bb9d48b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.630001Z", - "iopub.status.busy": "2023-08-22T06:59:35.629870Z", - "iopub.status.idle": "2023-08-22T06:59:35.636000Z", - "shell.execute_reply": "2023-08-22T06:59:35.635697Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3097,12 +2827,7 @@ "execution_count": 55, "id": "649b57b3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.637746Z", - "iopub.status.busy": "2023-08-22T06:59:35.637618Z", - "iopub.status.idle": "2023-08-22T06:59:35.643400Z", - "shell.execute_reply": "2023-08-22T06:59:35.643102Z" - } + "execution": {} }, "outputs": [ { @@ -3153,12 +2878,7 @@ "execution_count": 56, "id": "d0aafd5e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.644912Z", - "iopub.status.busy": "2023-08-22T06:59:35.644814Z", - "iopub.status.idle": "2023-08-22T06:59:35.648144Z", - "shell.execute_reply": "2023-08-22T06:59:35.647828Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3188,12 +2908,7 @@ "execution_count": 57, "id": "ad02fb42", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.649991Z", - "iopub.status.busy": "2023-08-22T06:59:35.649857Z", - "iopub.status.idle": "2023-08-22T06:59:35.851869Z", - "shell.execute_reply": "2023-08-22T06:59:35.850800Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3241,12 +2956,7 @@ "execution_count": 58, "id": "901f772e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.857360Z", - "iopub.status.busy": "2023-08-22T06:59:35.856994Z", - "iopub.status.idle": "2023-08-22T06:59:35.868149Z", - "shell.execute_reply": "2023-08-22T06:59:35.867281Z" - } + "execution": {} }, "outputs": [ { @@ -3326,12 +3036,7 @@ "execution_count": 59, "id": "684f8941", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.872302Z", - "iopub.status.busy": "2023-08-22T06:59:35.871992Z", - "iopub.status.idle": "2023-08-22T06:59:35.881501Z", - "shell.execute_reply": "2023-08-22T06:59:35.879490Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3370,12 +3075,7 @@ "execution_count": 60, "id": "4d984cf0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:35.885276Z", - "iopub.status.busy": "2023-08-22T06:59:35.884561Z", - "iopub.status.idle": "2023-08-22T06:59:36.032887Z", - "shell.execute_reply": "2023-08-22T06:59:36.032527Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3437,12 +3137,7 @@ "execution_count": 61, "id": "d24f4e50", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.035053Z", - "iopub.status.busy": "2023-08-22T06:59:36.034905Z", - "iopub.status.idle": "2023-08-22T06:59:36.559516Z", - "shell.execute_reply": "2023-08-22T06:59:36.557112Z" - } + "execution": {} }, "outputs": [ { @@ -3534,12 +3229,7 @@ "execution_count": 62, "id": "25152580", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.564551Z", - "iopub.status.busy": "2023-08-22T06:59:36.564196Z", - "iopub.status.idle": "2023-08-22T06:59:36.582460Z", - "shell.execute_reply": "2023-08-22T06:59:36.580635Z" - } + "execution": {} }, "outputs": [ { @@ -3609,12 +3299,7 @@ "execution_count": 63, "id": "b8ea6e08", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.590532Z", - "iopub.status.busy": "2023-08-22T06:59:36.590038Z", - "iopub.status.idle": "2023-08-22T06:59:36.605488Z", - "shell.execute_reply": "2023-08-22T06:59:36.602880Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3649,12 +3334,7 @@ "execution_count": 64, "id": "def80d79", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.610362Z", - "iopub.status.busy": "2023-08-22T06:59:36.609709Z", - "iopub.status.idle": "2023-08-22T06:59:36.624089Z", - "shell.execute_reply": "2023-08-22T06:59:36.623200Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3675,12 +3355,7 @@ "execution_count": 65, "id": "f899d5ab", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.630386Z", - "iopub.status.busy": "2023-08-22T06:59:36.629966Z", - "iopub.status.idle": "2023-08-22T06:59:36.636403Z", - "shell.execute_reply": "2023-08-22T06:59:36.635734Z" - } + "execution": {} }, "outputs": [ { @@ -3717,12 +3392,7 @@ "execution_count": 66, "id": "76f4cea5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.642541Z", - "iopub.status.busy": "2023-08-22T06:59:36.642195Z", - "iopub.status.idle": "2023-08-22T06:59:36.742213Z", - "shell.execute_reply": "2023-08-22T06:59:36.740543Z" - } + "execution": {} }, "outputs": [ { @@ -4121,12 +3791,7 @@ "execution_count": 67, "id": "5778ada8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.748318Z", - "iopub.status.busy": "2023-08-22T06:59:36.747980Z", - "iopub.status.idle": "2023-08-22T06:59:36.753044Z", - "shell.execute_reply": "2023-08-22T06:59:36.752001Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -4148,12 +3813,7 @@ "execution_count": 68, "id": "c6da14b9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.761294Z", - "iopub.status.busy": "2023-08-22T06:59:36.760741Z", - "iopub.status.idle": "2023-08-22T06:59:36.824675Z", - "shell.execute_reply": "2023-08-22T06:59:36.823419Z" - } + "execution": {} }, "outputs": [ { @@ -4558,12 +4218,7 @@ "execution_count": 69, "id": "461d57c5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.832613Z", - "iopub.status.busy": "2023-08-22T06:59:36.831243Z", - "iopub.status.idle": "2023-08-22T06:59:36.839557Z", - "shell.execute_reply": "2023-08-22T06:59:36.838190Z" - } + "execution": {} }, "outputs": [ { @@ -4595,12 +4250,7 @@ "execution_count": 70, "id": "05d33247", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.846635Z", - "iopub.status.busy": "2023-08-22T06:59:36.846336Z", - "iopub.status.idle": "2023-08-22T06:59:36.854114Z", - "shell.execute_reply": "2023-08-22T06:59:36.853108Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -4638,12 +4288,7 @@ "execution_count": 71, "id": "bee42b38", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.861230Z", - "iopub.status.busy": "2023-08-22T06:59:36.860269Z", - "iopub.status.idle": "2023-08-22T06:59:36.869236Z", - "shell.execute_reply": "2023-08-22T06:59:36.868250Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4687,12 +4332,7 @@ "execution_count": 72, "id": "4aa60857", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.876998Z", - "iopub.status.busy": "2023-08-22T06:59:36.876016Z", - "iopub.status.idle": "2023-08-22T06:59:36.883621Z", - "shell.execute_reply": "2023-08-22T06:59:36.882372Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4744,12 +4384,7 @@ "execution_count": 73, "id": "894d3e2c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:36.889441Z", - "iopub.status.busy": "2023-08-22T06:59:36.888780Z", - "iopub.status.idle": "2023-08-22T06:59:37.004601Z", - "shell.execute_reply": "2023-08-22T06:59:37.003102Z" - } + "execution": {} }, "outputs": [ { @@ -4786,12 +4421,7 @@ "execution_count": 74, "id": "d636746e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.014352Z", - "iopub.status.busy": "2023-08-22T06:59:37.013713Z", - "iopub.status.idle": "2023-08-22T06:59:37.022133Z", - "shell.execute_reply": "2023-08-22T06:59:37.021189Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -4815,12 +4445,7 @@ "execution_count": 75, "id": "ce6a1623", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.030881Z", - "iopub.status.busy": "2023-08-22T06:59:37.030334Z", - "iopub.status.idle": "2023-08-22T06:59:37.126992Z", - "shell.execute_reply": "2023-08-22T06:59:37.126566Z" - } + "execution": {} }, "outputs": [ { @@ -4861,12 +4486,7 @@ "execution_count": 76, "id": "9fb8b759", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.128893Z", - "iopub.status.busy": "2023-08-22T06:59:37.128737Z", - "iopub.status.idle": "2023-08-22T06:59:37.220758Z", - "shell.execute_reply": "2023-08-22T06:59:37.219419Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -4886,12 +4506,7 @@ "execution_count": 77, "id": "ee272341", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.227931Z", - "iopub.status.busy": "2023-08-22T06:59:37.227304Z", - "iopub.status.idle": "2023-08-22T06:59:37.252847Z", - "shell.execute_reply": "2023-08-22T06:59:37.251756Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -4920,12 +4535,7 @@ "execution_count": 78, "id": "1f5bde07", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.263402Z", - "iopub.status.busy": "2023-08-22T06:59:37.262273Z", - "iopub.status.idle": "2023-08-22T06:59:37.482693Z", - "shell.execute_reply": "2023-08-22T06:59:37.479472Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4977,12 +4587,7 @@ "execution_count": 79, "id": "b0bd66a1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:37.487973Z", - "iopub.status.busy": "2023-08-22T06:59:37.486725Z", - "iopub.status.idle": "2023-08-22T06:59:37.588898Z", - "shell.execute_reply": "2023-08-22T06:59:37.588557Z" - } + "execution": {} }, "outputs": [ { diff --git a/Ch05-resample-lab.ipynb b/Ch05-resample-lab.ipynb index 2314c64..4edfa41 100644 --- a/Ch05-resample-lab.ipynb +++ b/Ch05-resample-lab.ipynb @@ -28,12 +28,7 @@ "execution_count": 1, "id": "e7712cfe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:40.827828Z", - "iopub.status.busy": "2023-08-22T06:59:40.827725Z", - "iopub.status.idle": "2023-08-22T06:59:41.658013Z", - "shell.execute_reply": "2023-08-22T06:59:41.657645Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -60,12 +55,7 @@ "execution_count": 2, "id": "21c2ed4f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.659951Z", - "iopub.status.busy": "2023-08-22T06:59:41.659798Z", - "iopub.status.idle": "2023-08-22T06:59:41.661744Z", - "shell.execute_reply": "2023-08-22T06:59:41.661437Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -104,12 +94,7 @@ "execution_count": 3, "id": "8af59641", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.663216Z", - "iopub.status.busy": "2023-08-22T06:59:41.663117Z", - "iopub.status.idle": "2023-08-22T06:59:41.667680Z", - "shell.execute_reply": "2023-08-22T06:59:41.667343Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -132,12 +117,7 @@ "execution_count": 4, "id": "d9b0b7c8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.669501Z", - "iopub.status.busy": "2023-08-22T06:59:41.669395Z", - "iopub.status.idle": "2023-08-22T06:59:41.674461Z", - "shell.execute_reply": "2023-08-22T06:59:41.674176Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -162,12 +142,7 @@ "execution_count": 5, "id": "3e77d831", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.676257Z", - "iopub.status.busy": "2023-08-22T06:59:41.676134Z", - "iopub.status.idle": "2023-08-22T06:59:41.680728Z", - "shell.execute_reply": "2023-08-22T06:59:41.680456Z" - } + "execution": {} }, "outputs": [ { @@ -206,12 +181,7 @@ "execution_count": 6, "id": "0aa4bfcc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.682418Z", - "iopub.status.busy": "2023-08-22T06:59:41.682304Z", - "iopub.status.idle": "2023-08-22T06:59:41.684531Z", - "shell.execute_reply": "2023-08-22T06:59:41.684276Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -249,12 +219,7 @@ "execution_count": 7, "id": "a0dbd55f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.686084Z", - "iopub.status.busy": "2023-08-22T06:59:41.685977Z", - "iopub.status.idle": "2023-08-22T06:59:41.701551Z", - "shell.execute_reply": "2023-08-22T06:59:41.701265Z" - } + "execution": {} }, "outputs": [ { @@ -293,12 +258,7 @@ "execution_count": 8, "id": "885136a4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.703198Z", - "iopub.status.busy": "2023-08-22T06:59:41.703080Z", - "iopub.status.idle": "2023-08-22T06:59:41.719142Z", - "shell.execute_reply": "2023-08-22T06:59:41.718778Z" - } + "execution": {} }, "outputs": [ { @@ -376,12 +336,7 @@ "execution_count": 9, "id": "6d957d8c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:41.721067Z", - "iopub.status.busy": "2023-08-22T06:59:41.720935Z", - "iopub.status.idle": "2023-08-22T06:59:42.841536Z", - "shell.execute_reply": "2023-08-22T06:59:42.841242Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -444,12 +399,7 @@ "execution_count": 10, "id": "e2b5ce95", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:42.843438Z", - "iopub.status.busy": "2023-08-22T06:59:42.843308Z", - "iopub.status.idle": "2023-08-22T06:59:43.408832Z", - "shell.execute_reply": "2023-08-22T06:59:43.408347Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -501,12 +451,7 @@ "execution_count": 11, "id": "1dda1bd7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.411083Z", - "iopub.status.busy": "2023-08-22T06:59:43.410940Z", - "iopub.status.idle": "2023-08-22T06:59:43.413889Z", - "shell.execute_reply": "2023-08-22T06:59:43.413456Z" - } + "execution": {} }, "outputs": [ { @@ -543,12 +488,7 @@ "execution_count": 12, "id": "fb25fa70", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.415865Z", - "iopub.status.busy": "2023-08-22T06:59:43.415724Z", - "iopub.status.idle": "2023-08-22T06:59:43.437716Z", - "shell.execute_reply": "2023-08-22T06:59:43.437344Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -608,12 +548,7 @@ "execution_count": 13, "id": "d78795cd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.439940Z", - "iopub.status.busy": "2023-08-22T06:59:43.439783Z", - "iopub.status.idle": "2023-08-22T06:59:43.447580Z", - "shell.execute_reply": "2023-08-22T06:59:43.447286Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -652,12 +587,7 @@ "execution_count": 14, "id": "0407ad56", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.449591Z", - "iopub.status.busy": "2023-08-22T06:59:43.449452Z", - "iopub.status.idle": "2023-08-22T06:59:43.483638Z", - "shell.execute_reply": "2023-08-22T06:59:43.483222Z" - } + "execution": {} }, "outputs": [ { @@ -726,12 +656,7 @@ "execution_count": 15, "id": "f04f15bd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.485600Z", - "iopub.status.busy": "2023-08-22T06:59:43.485469Z", - "iopub.status.idle": "2023-08-22T06:59:43.488993Z", - "shell.execute_reply": "2023-08-22T06:59:43.488698Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -760,12 +685,7 @@ "execution_count": 16, "id": "f98c0323", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.490952Z", - "iopub.status.busy": "2023-08-22T06:59:43.490857Z", - "iopub.status.idle": "2023-08-22T06:59:43.494027Z", - "shell.execute_reply": "2023-08-22T06:59:43.493695Z" - } + "execution": {} }, "outputs": [ { @@ -799,12 +719,7 @@ "execution_count": 17, "id": "bcd40175", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.495852Z", - "iopub.status.busy": "2023-08-22T06:59:43.495690Z", - "iopub.status.idle": "2023-08-22T06:59:43.498806Z", - "shell.execute_reply": "2023-08-22T06:59:43.498500Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -842,12 +757,7 @@ "execution_count": 18, "id": "ab6602cd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.500527Z", - "iopub.status.busy": "2023-08-22T06:59:43.500424Z", - "iopub.status.idle": "2023-08-22T06:59:43.502886Z", - "shell.execute_reply": "2023-08-22T06:59:43.502621Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -887,12 +797,7 @@ "execution_count": 19, "id": "4a323513", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.504576Z", - "iopub.status.busy": "2023-08-22T06:59:43.504471Z", - "iopub.status.idle": "2023-08-22T06:59:43.776972Z", - "shell.execute_reply": "2023-08-22T06:59:43.776638Z" - } + "execution": {} }, "outputs": [ { @@ -953,12 +858,7 @@ "execution_count": 20, "id": "0220f3af", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.778737Z", - "iopub.status.busy": "2023-08-22T06:59:43.778622Z", - "iopub.status.idle": "2023-08-22T06:59:43.780660Z", - "shell.execute_reply": "2023-08-22T06:59:43.780373Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -988,12 +888,7 @@ "execution_count": 21, "id": "62037dcb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.782304Z", - "iopub.status.busy": "2023-08-22T06:59:43.782178Z", - "iopub.status.idle": "2023-08-22T06:59:43.783926Z", - "shell.execute_reply": "2023-08-22T06:59:43.783681Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1021,12 +916,7 @@ "execution_count": 22, "id": "b8bdb7a4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.785584Z", - "iopub.status.busy": "2023-08-22T06:59:43.785479Z", - "iopub.status.idle": "2023-08-22T06:59:43.814180Z", - "shell.execute_reply": "2023-08-22T06:59:43.813871Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1072,12 +962,7 @@ "execution_count": 23, "id": "36808258", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:43.815884Z", - "iopub.status.busy": "2023-08-22T06:59:43.815750Z", - "iopub.status.idle": "2023-08-22T06:59:46.317022Z", - "shell.execute_reply": "2023-08-22T06:59:46.316748Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1122,12 +1007,7 @@ "execution_count": 24, "id": "c9aea297", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:46.318852Z", - "iopub.status.busy": "2023-08-22T06:59:46.318744Z", - "iopub.status.idle": "2023-08-22T06:59:46.401268Z", - "shell.execute_reply": "2023-08-22T06:59:46.400928Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1194,12 +1074,7 @@ "execution_count": 25, "id": "79c56529", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:46.403009Z", - "iopub.status.busy": "2023-08-22T06:59:46.402852Z", - "iopub.status.idle": "2023-08-22T06:59:50.039894Z", - "shell.execute_reply": "2023-08-22T06:59:50.039566Z" - } + "execution": {} }, "outputs": [ { @@ -1237,12 +1112,7 @@ "execution_count": 26, "id": "4d0b4edc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:50.041629Z", - "iopub.status.busy": "2023-08-22T06:59:50.041514Z", - "iopub.status.idle": "2023-08-22T06:59:50.052046Z", - "shell.execute_reply": "2023-08-22T06:59:50.051690Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch06-varselect-lab.ipynb b/Ch06-varselect-lab.ipynb index 94ddd1b..4bf0246 100644 --- a/Ch06-varselect-lab.ipynb +++ b/Ch06-varselect-lab.ipynb @@ -25,12 +25,7 @@ "execution_count": 1, "id": "638bdae9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:53.093245Z", - "iopub.status.busy": "2023-08-22T06:59:53.093143Z", - "iopub.status.idle": "2023-08-22T06:59:54.054493Z", - "shell.execute_reply": "2023-08-22T06:59:54.054110Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -60,12 +55,7 @@ "execution_count": 2, "id": "c4b3398b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:54.056594Z", - "iopub.status.busy": "2023-08-22T06:59:54.056412Z", - "iopub.status.idle": "2023-08-22T06:59:56.004484Z", - "shell.execute_reply": "2023-08-22T06:59:56.004082Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -124,12 +114,7 @@ "execution_count": 3, "id": "18d03122", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.006401Z", - "iopub.status.busy": "2023-08-22T06:59:56.006276Z", - "iopub.status.idle": "2023-08-22T06:59:56.013280Z", - "shell.execute_reply": "2023-08-22T06:59:56.012957Z" - } + "execution": {} }, "outputs": [ { @@ -163,12 +148,7 @@ "execution_count": 4, "id": "87a4ba00", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.014992Z", - "iopub.status.busy": "2023-08-22T06:59:56.014883Z", - "iopub.status.idle": "2023-08-22T06:59:56.017852Z", - "shell.execute_reply": "2023-08-22T06:59:56.017594Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -204,12 +184,7 @@ "execution_count": 5, "id": "97d6b69c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.019330Z", - "iopub.status.busy": "2023-08-22T06:59:56.019227Z", - "iopub.status.idle": "2023-08-22T06:59:56.021261Z", - "shell.execute_reply": "2023-08-22T06:59:56.020923Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -236,12 +211,7 @@ "execution_count": 6, "id": "2575e116", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.023126Z", - "iopub.status.busy": "2023-08-22T06:59:56.023002Z", - "iopub.status.idle": "2023-08-22T06:59:56.043909Z", - "shell.execute_reply": "2023-08-22T06:59:56.043598Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -264,12 +234,7 @@ "execution_count": 7, "id": "4cfae1c0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.046001Z", - "iopub.status.busy": "2023-08-22T06:59:56.045882Z", - "iopub.status.idle": "2023-08-22T06:59:56.047752Z", - "shell.execute_reply": "2023-08-22T06:59:56.047459Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -302,12 +267,7 @@ "execution_count": 8, "id": "98b62676", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.049394Z", - "iopub.status.busy": "2023-08-22T06:59:56.049284Z", - "iopub.status.idle": "2023-08-22T06:59:56.051180Z", - "shell.execute_reply": "2023-08-22T06:59:56.050841Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -333,12 +293,7 @@ "execution_count": 9, "id": "3d1bd25a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:56.053484Z", - "iopub.status.busy": "2023-08-22T06:59:56.053197Z", - "iopub.status.idle": "2023-08-22T06:59:57.116576Z", - "shell.execute_reply": "2023-08-22T06:59:57.116202Z" - } + "execution": {} }, "outputs": [ { @@ -390,12 +345,7 @@ "execution_count": 10, "id": "b25dfa6c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:57.118521Z", - "iopub.status.busy": "2023-08-22T06:59:57.118381Z", - "iopub.status.idle": "2023-08-22T06:59:57.757333Z", - "shell.execute_reply": "2023-08-22T06:59:57.756933Z" - } + "execution": {} }, "outputs": [ { @@ -456,12 +406,7 @@ "execution_count": 11, "id": "0ef3f82d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:57.759379Z", - "iopub.status.busy": "2023-08-22T06:59:57.759234Z", - "iopub.status.idle": "2023-08-22T06:59:57.761149Z", - "shell.execute_reply": "2023-08-22T06:59:57.760820Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -484,12 +429,7 @@ "execution_count": 12, "id": "d4a8cf16", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:57.762826Z", - "iopub.status.busy": "2023-08-22T06:59:57.762724Z", - "iopub.status.idle": "2023-08-22T06:59:58.384792Z", - "shell.execute_reply": "2023-08-22T06:59:58.384441Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -529,12 +469,7 @@ "execution_count": 13, "id": "ce40a9ba", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:58.386657Z", - "iopub.status.busy": "2023-08-22T06:59:58.386521Z", - "iopub.status.idle": "2023-08-22T06:59:58.504180Z", - "shell.execute_reply": "2023-08-22T06:59:58.503223Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -598,12 +533,7 @@ "execution_count": 14, "id": "c7416ff6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:59:58.509147Z", - "iopub.status.busy": "2023-08-22T06:59:58.508897Z", - "iopub.status.idle": "2023-08-22T07:00:01.677521Z", - "shell.execute_reply": "2023-08-22T07:00:01.677198Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -652,12 +582,7 @@ "execution_count": 15, "id": "a2ae089b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:01.679228Z", - "iopub.status.busy": "2023-08-22T07:00:01.679111Z", - "iopub.status.idle": "2023-08-22T07:00:01.681995Z", - "shell.execute_reply": "2023-08-22T07:00:01.681709Z" - } + "execution": {} }, "outputs": [ { @@ -694,12 +619,7 @@ "execution_count": 16, "id": "1681a9db", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:01.683590Z", - "iopub.status.busy": "2023-08-22T07:00:01.683477Z", - "iopub.status.idle": "2023-08-22T07:00:01.759136Z", - "shell.execute_reply": "2023-08-22T07:00:01.758804Z" - } + "execution": {} }, "outputs": [ { @@ -740,12 +660,7 @@ "execution_count": 17, "id": "5764b0ba", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:01.760831Z", - "iopub.status.busy": "2023-08-22T07:00:01.760716Z", - "iopub.status.idle": "2023-08-22T07:00:02.384829Z", - "shell.execute_reply": "2023-08-22T07:00:02.384507Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -774,12 +689,7 @@ "execution_count": 18, "id": "d76f3d3a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:02.387276Z", - "iopub.status.busy": "2023-08-22T07:00:02.386879Z", - "iopub.status.idle": "2023-08-22T07:00:02.468255Z", - "shell.execute_reply": "2023-08-22T07:00:02.467684Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -827,12 +737,7 @@ "execution_count": 19, "id": "ed25c2d4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:02.470331Z", - "iopub.status.busy": "2023-08-22T07:00:02.470178Z", - "iopub.status.idle": "2023-08-22T07:00:02.491378Z", - "shell.execute_reply": "2023-08-22T07:00:02.491048Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -856,12 +761,7 @@ "execution_count": 20, "id": "31e99e02", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:02.493549Z", - "iopub.status.busy": "2023-08-22T07:00:02.493371Z", - "iopub.status.idle": "2023-08-22T07:00:07.838494Z", - "shell.execute_reply": "2023-08-22T07:00:07.838064Z" - } + "execution": {} }, "outputs": [ { @@ -911,12 +811,7 @@ "execution_count": 21, "id": "214d0f23", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:07.840443Z", - "iopub.status.busy": "2023-08-22T07:00:07.840298Z", - "iopub.status.idle": "2023-08-22T07:00:07.842812Z", - "shell.execute_reply": "2023-08-22T07:00:07.842557Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -976,12 +871,7 @@ "execution_count": 22, "id": "ca7469fb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:07.844529Z", - "iopub.status.busy": "2023-08-22T07:00:07.844419Z", - "iopub.status.idle": "2023-08-22T07:00:07.900374Z", - "shell.execute_reply": "2023-08-22T07:00:07.899998Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1443,12 +1333,7 @@ "execution_count": 23, "id": "a5b4b3a7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:07.902654Z", - "iopub.status.busy": "2023-08-22T07:00:07.902513Z", - "iopub.status.idle": "2023-08-22T07:00:07.912659Z", - "shell.execute_reply": "2023-08-22T07:00:07.912286Z" - } + "execution": {} }, "outputs": [ { @@ -1865,12 +1750,7 @@ "execution_count": 24, "id": "ffdcd0c6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:07.914460Z", - "iopub.status.busy": "2023-08-22T07:00:07.914335Z", - "iopub.status.idle": "2023-08-22T07:00:08.105311Z", - "shell.execute_reply": "2023-08-22T07:00:08.104857Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1910,12 +1790,7 @@ "execution_count": 25, "id": "e60d63d3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.107307Z", - "iopub.status.busy": "2023-08-22T07:00:08.107179Z", - "iopub.status.idle": "2023-08-22T07:00:08.110477Z", - "shell.execute_reply": "2023-08-22T07:00:08.110049Z" - } + "execution": {} }, "outputs": [ { @@ -1967,12 +1842,7 @@ "execution_count": 26, "id": "a2253f89", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.112116Z", - "iopub.status.busy": "2023-08-22T07:00:08.112018Z", - "iopub.status.idle": "2023-08-22T07:00:08.114728Z", - "shell.execute_reply": "2023-08-22T07:00:08.114379Z" - } + "execution": {} }, "outputs": [ { @@ -2005,12 +1875,7 @@ "execution_count": 27, "id": "aa10fcf4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.116886Z", - "iopub.status.busy": "2023-08-22T07:00:08.116732Z", - "iopub.status.idle": "2023-08-22T07:00:08.119361Z", - "shell.execute_reply": "2023-08-22T07:00:08.119014Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2046,12 +1911,7 @@ "execution_count": 28, "id": "f5bc4121", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.121086Z", - "iopub.status.busy": "2023-08-22T07:00:08.120969Z", - "iopub.status.idle": "2023-08-22T07:00:08.133376Z", - "shell.execute_reply": "2023-08-22T07:00:08.133011Z" - } + "execution": {} }, "outputs": [ { @@ -2099,12 +1959,7 @@ "execution_count": 29, "id": "e4018437", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.135390Z", - "iopub.status.busy": "2023-08-22T07:00:08.135249Z", - "iopub.status.idle": "2023-08-22T07:00:08.138028Z", - "shell.execute_reply": "2023-08-22T07:00:08.137669Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2146,12 +2001,7 @@ "execution_count": 30, "id": "aaa73183", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.140104Z", - "iopub.status.busy": "2023-08-22T07:00:08.139927Z", - "iopub.status.idle": "2023-08-22T07:00:08.147255Z", - "shell.execute_reply": "2023-08-22T07:00:08.146900Z" - } + "execution": {} }, "outputs": [ { @@ -2204,12 +2054,7 @@ "execution_count": 31, "id": "8f95689e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.149814Z", - "iopub.status.busy": "2023-08-22T07:00:08.149544Z", - "iopub.status.idle": "2023-08-22T07:00:08.157631Z", - "shell.execute_reply": "2023-08-22T07:00:08.157328Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2261,12 +2106,7 @@ "execution_count": 32, "id": "725a3200", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.159712Z", - "iopub.status.busy": "2023-08-22T07:00:08.159508Z", - "iopub.status.idle": "2023-08-22T07:00:08.559312Z", - "shell.execute_reply": "2023-08-22T07:00:08.558977Z" - } + "execution": {} }, "outputs": [ { @@ -2518,12 +2358,7 @@ "execution_count": 33, "id": "823982cc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:08.561312Z", - "iopub.status.busy": "2023-08-22T07:00:08.561182Z", - "iopub.status.idle": "2023-08-22T07:00:11.194918Z", - "shell.execute_reply": "2023-08-22T07:00:11.194585Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3576,12 +3411,7 @@ "execution_count": 34, "id": "b1b7d3b4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:11.196745Z", - "iopub.status.busy": "2023-08-22T07:00:11.196604Z", - "iopub.status.idle": "2023-08-22T07:00:11.287223Z", - "shell.execute_reply": "2023-08-22T07:00:11.286902Z" - } + "execution": {} }, "outputs": [ { @@ -3620,12 +3450,7 @@ "execution_count": 35, "id": "59a69421", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:11.289077Z", - "iopub.status.busy": "2023-08-22T07:00:11.288949Z", - "iopub.status.idle": "2023-08-22T07:00:13.927873Z", - "shell.execute_reply": "2023-08-22T07:00:13.927443Z" - } + "execution": {} }, "outputs": [ { @@ -4710,12 +4535,7 @@ "execution_count": 36, "id": "572b14c3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:13.930022Z", - "iopub.status.busy": "2023-08-22T07:00:13.929865Z", - "iopub.status.idle": "2023-08-22T07:00:14.018201Z", - "shell.execute_reply": "2023-08-22T07:00:14.017805Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -4759,12 +4579,7 @@ "execution_count": 37, "id": "a6129b36", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.020355Z", - "iopub.status.busy": "2023-08-22T07:00:14.020186Z", - "iopub.status.idle": "2023-08-22T07:00:14.305398Z", - "shell.execute_reply": "2023-08-22T07:00:14.305076Z" - } + "execution": {} }, "outputs": [ { @@ -6862,12 +6677,7 @@ "execution_count": 38, "id": "3683157f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.307687Z", - "iopub.status.busy": "2023-08-22T07:00:14.307502Z", - "iopub.status.idle": "2023-08-22T07:00:14.399739Z", - "shell.execute_reply": "2023-08-22T07:00:14.399295Z" - } + "execution": {} }, "outputs": [ { @@ -6909,12 +6719,7 @@ "execution_count": 39, "id": "1d504d1b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.401869Z", - "iopub.status.busy": "2023-08-22T07:00:14.401710Z", - "iopub.status.idle": "2023-08-22T07:00:14.404500Z", - "shell.execute_reply": "2023-08-22T07:00:14.404205Z" - } + "execution": {} }, "outputs": [ { @@ -6948,12 +6753,7 @@ "execution_count": 40, "id": "8503f6ed", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.406204Z", - "iopub.status.busy": "2023-08-22T07:00:14.406092Z", - "iopub.status.idle": "2023-08-22T07:00:14.408483Z", - "shell.execute_reply": "2023-08-22T07:00:14.408172Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7013,12 +6813,7 @@ "execution_count": 41, "id": "47ab71ff", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.410278Z", - "iopub.status.busy": "2023-08-22T07:00:14.410146Z", - "iopub.status.idle": "2023-08-22T07:00:14.412596Z", - "shell.execute_reply": "2023-08-22T07:00:14.412250Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7040,12 +6835,7 @@ "execution_count": 42, "id": "825b7073", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.414295Z", - "iopub.status.busy": "2023-08-22T07:00:14.414146Z", - "iopub.status.idle": "2023-08-22T07:00:14.676526Z", - "shell.execute_reply": "2023-08-22T07:00:14.676174Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -9106,12 +8896,7 @@ "execution_count": 43, "id": "efb2d25e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.678953Z", - "iopub.status.busy": "2023-08-22T07:00:14.678802Z", - "iopub.status.idle": "2023-08-22T07:00:14.728316Z", - "shell.execute_reply": "2023-08-22T07:00:14.727946Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -9142,12 +8927,7 @@ "execution_count": 44, "id": "5d2977a4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.730133Z", - "iopub.status.busy": "2023-08-22T07:00:14.730000Z", - "iopub.status.idle": "2023-08-22T07:00:14.740248Z", - "shell.execute_reply": "2023-08-22T07:00:14.739889Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -9176,12 +8956,7 @@ "execution_count": 45, "id": "0d833201", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.742261Z", - "iopub.status.busy": "2023-08-22T07:00:14.742118Z", - "iopub.status.idle": "2023-08-22T07:00:14.896514Z", - "shell.execute_reply": "2023-08-22T07:00:14.896137Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -9219,12 +8994,7 @@ "execution_count": 46, "id": "bfbf2fe3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.898477Z", - "iopub.status.busy": "2023-08-22T07:00:14.898358Z", - "iopub.status.idle": "2023-08-22T07:00:14.900774Z", - "shell.execute_reply": "2023-08-22T07:00:14.900366Z" - } + "execution": {} }, "outputs": [ { @@ -9255,12 +9025,7 @@ "execution_count": 47, "id": "ccb9a209", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.902539Z", - "iopub.status.busy": "2023-08-22T07:00:14.902374Z", - "iopub.status.idle": "2023-08-22T07:00:14.997062Z", - "shell.execute_reply": "2023-08-22T07:00:14.996746Z" - } + "execution": {} }, "outputs": [ { @@ -9302,12 +9067,7 @@ "execution_count": 48, "id": "40eff15b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:14.998878Z", - "iopub.status.busy": "2023-08-22T07:00:14.998760Z", - "iopub.status.idle": "2023-08-22T07:00:15.001284Z", - "shell.execute_reply": "2023-08-22T07:00:15.000943Z" - } + "execution": {} }, "outputs": [ { @@ -9372,12 +9132,7 @@ "execution_count": 49, "id": "2bd0cc9c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.003376Z", - "iopub.status.busy": "2023-08-22T07:00:15.003216Z", - "iopub.status.idle": "2023-08-22T07:00:15.007328Z", - "shell.execute_reply": "2023-08-22T07:00:15.007008Z" - } + "execution": {} }, "outputs": [ { @@ -9416,12 +9171,7 @@ "execution_count": 50, "id": "f188c54a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.008975Z", - "iopub.status.busy": "2023-08-22T07:00:15.008880Z", - "iopub.status.idle": "2023-08-22T07:00:15.012449Z", - "shell.execute_reply": "2023-08-22T07:00:15.012179Z" - } + "execution": {} }, "outputs": [ { @@ -9459,12 +9209,7 @@ "execution_count": 51, "id": "8be53659", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.014465Z", - "iopub.status.busy": "2023-08-22T07:00:15.014315Z", - "iopub.status.idle": "2023-08-22T07:00:15.127942Z", - "shell.execute_reply": "2023-08-22T07:00:15.127535Z" - } + "execution": {} }, "outputs": [ { @@ -9519,12 +9264,7 @@ "execution_count": 52, "id": "b6c30e1c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.129800Z", - "iopub.status.busy": "2023-08-22T07:00:15.129659Z", - "iopub.status.idle": "2023-08-22T07:00:15.218853Z", - "shell.execute_reply": "2023-08-22T07:00:15.218439Z" - } + "execution": {} }, "outputs": [ { @@ -9574,12 +9314,7 @@ "execution_count": 53, "id": "6fedf71f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.220829Z", - "iopub.status.busy": "2023-08-22T07:00:15.220699Z", - "iopub.status.idle": "2023-08-22T07:00:15.226460Z", - "shell.execute_reply": "2023-08-22T07:00:15.226111Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -9620,12 +9355,7 @@ "execution_count": 54, "id": "f78e9153", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.228509Z", - "iopub.status.busy": "2023-08-22T07:00:15.228362Z", - "iopub.status.idle": "2023-08-22T07:00:15.230933Z", - "shell.execute_reply": "2023-08-22T07:00:15.230633Z" - } + "execution": {} }, "outputs": [ { @@ -9675,12 +9405,7 @@ "execution_count": 55, "id": "31120c88", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.232659Z", - "iopub.status.busy": "2023-08-22T07:00:15.232549Z", - "iopub.status.idle": "2023-08-22T07:00:15.235970Z", - "shell.execute_reply": "2023-08-22T07:00:15.235650Z" - } + "execution": {} }, "outputs": [ { @@ -9717,12 +9442,7 @@ "execution_count": 56, "id": "fc6b3a12", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.237863Z", - "iopub.status.busy": "2023-08-22T07:00:15.237759Z", - "iopub.status.idle": "2023-08-22T07:00:15.333920Z", - "shell.execute_reply": "2023-08-22T07:00:15.333623Z" - } + "execution": {} }, "outputs": [ { @@ -9770,12 +9490,7 @@ "execution_count": 57, "id": "b806f0e8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:15.335731Z", - "iopub.status.busy": "2023-08-22T07:00:15.335610Z", - "iopub.status.idle": "2023-08-22T07:00:15.425776Z", - "shell.execute_reply": "2023-08-22T07:00:15.425408Z" - } + "execution": {} }, "outputs": [ { diff --git a/Ch07-nonlin-lab.ipynb b/Ch07-nonlin-lab.ipynb index 347036d..397b203 100644 --- a/Ch07-nonlin-lab.ipynb +++ b/Ch07-nonlin-lab.ipynb @@ -20,12 +20,7 @@ "execution_count": 1, "id": "f0d9a8c8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:19.101721Z", - "iopub.status.busy": "2023-08-22T07:00:19.101624Z", - "iopub.status.idle": "2023-08-22T07:00:20.128515Z", - "shell.execute_reply": "2023-08-22T07:00:20.128166Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -54,12 +49,7 @@ "execution_count": 2, "id": "c4bc71b4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.130689Z", - "iopub.status.busy": "2023-08-22T07:00:20.130382Z", - "iopub.status.idle": "2023-08-22T07:00:20.144261Z", - "shell.execute_reply": "2023-08-22T07:00:20.143915Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -93,12 +83,7 @@ "execution_count": 3, "id": "14649fd7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.146307Z", - "iopub.status.busy": "2023-08-22T07:00:20.146145Z", - "iopub.status.idle": "2023-08-22T07:00:20.154062Z", - "shell.execute_reply": "2023-08-22T07:00:20.153676Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -123,12 +108,7 @@ "execution_count": 4, "id": "bca84aa3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.155897Z", - "iopub.status.busy": "2023-08-22T07:00:20.155777Z", - "iopub.status.idle": "2023-08-22T07:00:20.258666Z", - "shell.execute_reply": "2023-08-22T07:00:20.253837Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -258,12 +238,7 @@ "execution_count": 5, "id": "411af5ab", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.267608Z", - "iopub.status.busy": "2023-08-22T07:00:20.265087Z", - "iopub.status.idle": "2023-08-22T07:00:20.272250Z", - "shell.execute_reply": "2023-08-22T07:00:20.271081Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -293,12 +268,7 @@ "execution_count": 6, "id": "0eb6317c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.278663Z", - "iopub.status.busy": "2023-08-22T07:00:20.278281Z", - "iopub.status.idle": "2023-08-22T07:00:20.286475Z", - "shell.execute_reply": "2023-08-22T07:00:20.285277Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -350,12 +320,7 @@ "execution_count": 7, "id": "714f2c6d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.291120Z", - "iopub.status.busy": "2023-08-22T07:00:20.289650Z", - "iopub.status.idle": "2023-08-22T07:00:20.490780Z", - "shell.execute_reply": "2023-08-22T07:00:20.489475Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -419,12 +384,7 @@ "execution_count": 8, "id": "0f5f60ed", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.501016Z", - "iopub.status.busy": "2023-08-22T07:00:20.500451Z", - "iopub.status.idle": "2023-08-22T07:00:20.542279Z", - "shell.execute_reply": "2023-08-22T07:00:20.541055Z" - } + "execution": {} }, "outputs": [ { @@ -559,12 +519,7 @@ "execution_count": 9, "id": "3ca7417d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.547883Z", - "iopub.status.busy": "2023-08-22T07:00:20.546804Z", - "iopub.status.idle": "2023-08-22T07:00:20.558851Z", - "shell.execute_reply": "2023-08-22T07:00:20.557712Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -668,12 +623,7 @@ "execution_count": 10, "id": "caadfcc3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.563550Z", - "iopub.status.busy": "2023-08-22T07:00:20.562723Z", - "iopub.status.idle": "2023-08-22T07:00:20.568989Z", - "shell.execute_reply": "2023-08-22T07:00:20.568096Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -709,12 +659,7 @@ "execution_count": 11, "id": "92de2600", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.574149Z", - "iopub.status.busy": "2023-08-22T07:00:20.573276Z", - "iopub.status.idle": "2023-08-22T07:00:20.605121Z", - "shell.execute_reply": "2023-08-22T07:00:20.604136Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -819,12 +764,7 @@ "execution_count": 12, "id": "a4452162", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.609844Z", - "iopub.status.busy": "2023-08-22T07:00:20.609519Z", - "iopub.status.idle": "2023-08-22T07:00:20.635472Z", - "shell.execute_reply": "2023-08-22T07:00:20.634538Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -932,12 +872,7 @@ "execution_count": 13, "id": "5b317cb2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.644474Z", - "iopub.status.busy": "2023-08-22T07:00:20.644125Z", - "iopub.status.idle": "2023-08-22T07:00:20.652869Z", - "shell.execute_reply": "2023-08-22T07:00:20.652118Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -959,12 +894,7 @@ "execution_count": 14, "id": "ba682884", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.659807Z", - "iopub.status.busy": "2023-08-22T07:00:20.659436Z", - "iopub.status.idle": "2023-08-22T07:00:20.794764Z", - "shell.execute_reply": "2023-08-22T07:00:20.793804Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1024,12 +954,7 @@ "execution_count": 15, "id": "84c211b3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.802014Z", - "iopub.status.busy": "2023-08-22T07:00:20.801524Z", - "iopub.status.idle": "2023-08-22T07:00:20.820547Z", - "shell.execute_reply": "2023-08-22T07:00:20.819213Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1153,12 +1078,7 @@ "execution_count": 16, "id": "60466a94", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.827052Z", - "iopub.status.busy": "2023-08-22T07:00:20.826622Z", - "iopub.status.idle": "2023-08-22T07:00:20.840226Z", - "shell.execute_reply": "2023-08-22T07:00:20.838401Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1196,12 +1116,7 @@ "execution_count": 17, "id": "ff6d9fcb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.847470Z", - "iopub.status.busy": "2023-08-22T07:00:20.846698Z", - "iopub.status.idle": "2023-08-22T07:00:20.876785Z", - "shell.execute_reply": "2023-08-22T07:00:20.874921Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1322,12 +1237,7 @@ "execution_count": 18, "id": "2a206718", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.884203Z", - "iopub.status.busy": "2023-08-22T07:00:20.883987Z", - "iopub.status.idle": "2023-08-22T07:00:20.912686Z", - "shell.execute_reply": "2023-08-22T07:00:20.910961Z" - } + "execution": {} }, "outputs": [ { @@ -1458,12 +1368,7 @@ "execution_count": 19, "id": "766241f2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.920607Z", - "iopub.status.busy": "2023-08-22T07:00:20.918963Z", - "iopub.status.idle": "2023-08-22T07:00:20.929300Z", - "shell.execute_reply": "2023-08-22T07:00:20.928186Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1503,12 +1408,7 @@ "execution_count": 20, "id": "71b3ac84", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.943822Z", - "iopub.status.busy": "2023-08-22T07:00:20.943014Z", - "iopub.status.idle": "2023-08-22T07:00:20.968025Z", - "shell.execute_reply": "2023-08-22T07:00:20.966003Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1637,12 +1537,7 @@ "execution_count": 21, "id": "eb35ef98", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:20.975032Z", - "iopub.status.busy": "2023-08-22T07:00:20.974773Z", - "iopub.status.idle": "2023-08-22T07:00:21.001621Z", - "shell.execute_reply": "2023-08-22T07:00:20.999410Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1754,12 +1649,7 @@ "execution_count": 22, "id": "78b393fe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.009111Z", - "iopub.status.busy": "2023-08-22T07:00:21.008401Z", - "iopub.status.idle": "2023-08-22T07:00:21.127979Z", - "shell.execute_reply": "2023-08-22T07:00:21.126680Z" - } + "execution": {} }, "outputs": [ { @@ -1802,12 +1692,7 @@ "execution_count": 23, "id": "cb014cc6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.135155Z", - "iopub.status.busy": "2023-08-22T07:00:21.134355Z", - "iopub.status.idle": "2023-08-22T07:00:21.153025Z", - "shell.execute_reply": "2023-08-22T07:00:21.152246Z" - } + "execution": {} }, "outputs": [ { @@ -1848,12 +1733,7 @@ "execution_count": 24, "id": "106dc178", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.159707Z", - "iopub.status.busy": "2023-08-22T07:00:21.159506Z", - "iopub.status.idle": "2023-08-22T07:00:21.446559Z", - "shell.execute_reply": "2023-08-22T07:00:21.445625Z" - } + "execution": {} }, "outputs": [ { @@ -1894,12 +1774,7 @@ "execution_count": 25, "id": "d0334df0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.454580Z", - "iopub.status.busy": "2023-08-22T07:00:21.453805Z", - "iopub.status.idle": "2023-08-22T07:00:21.741596Z", - "shell.execute_reply": "2023-08-22T07:00:21.740381Z" - } + "execution": {} }, "outputs": [ { @@ -1949,12 +1824,7 @@ "execution_count": 26, "id": "e00ec554", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.748135Z", - "iopub.status.busy": "2023-08-22T07:00:21.747093Z", - "iopub.status.idle": "2023-08-22T07:00:21.771304Z", - "shell.execute_reply": "2023-08-22T07:00:21.768895Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1991,12 +1861,7 @@ "execution_count": 27, "id": "28e301a2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:21.776636Z", - "iopub.status.busy": "2023-08-22T07:00:21.775975Z", - "iopub.status.idle": "2023-08-22T07:00:22.088656Z", - "shell.execute_reply": "2023-08-22T07:00:22.087101Z" - } + "execution": {} }, "outputs": [ { @@ -2053,12 +1918,7 @@ "execution_count": 28, "id": "7988af75", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.093999Z", - "iopub.status.busy": "2023-08-22T07:00:22.092990Z", - "iopub.status.idle": "2023-08-22T07:00:22.104732Z", - "shell.execute_reply": "2023-08-22T07:00:22.103894Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -2092,12 +1952,7 @@ "execution_count": 29, "id": "1a4803f3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.111630Z", - "iopub.status.busy": "2023-08-22T07:00:22.109538Z", - "iopub.status.idle": "2023-08-22T07:00:22.238185Z", - "shell.execute_reply": "2023-08-22T07:00:22.237011Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2155,12 +2010,7 @@ "execution_count": 30, "id": "dc655431", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.242955Z", - "iopub.status.busy": "2023-08-22T07:00:22.242470Z", - "iopub.status.idle": "2023-08-22T07:00:22.377106Z", - "shell.execute_reply": "2023-08-22T07:00:22.375348Z" - } + "execution": {} }, "outputs": [ { @@ -2216,12 +2066,7 @@ "execution_count": 31, "id": "90ea4ff0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.382764Z", - "iopub.status.busy": "2023-08-22T07:00:22.381824Z", - "iopub.status.idle": "2023-08-22T07:00:22.403585Z", - "shell.execute_reply": "2023-08-22T07:00:22.401813Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -2253,12 +2098,7 @@ "execution_count": 32, "id": "104bc542", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.408939Z", - "iopub.status.busy": "2023-08-22T07:00:22.408540Z", - "iopub.status.idle": "2023-08-22T07:00:22.524209Z", - "shell.execute_reply": "2023-08-22T07:00:22.522972Z" - } + "execution": {} }, "outputs": [ { @@ -2296,12 +2136,7 @@ "execution_count": 33, "id": "d5884f39", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.529074Z", - "iopub.status.busy": "2023-08-22T07:00:22.528274Z", - "iopub.status.idle": "2023-08-22T07:00:22.562860Z", - "shell.execute_reply": "2023-08-22T07:00:22.561973Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -2329,12 +2164,7 @@ "execution_count": 34, "id": "9155767c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.569210Z", - "iopub.status.busy": "2023-08-22T07:00:22.568849Z", - "iopub.status.idle": "2023-08-22T07:00:22.677881Z", - "shell.execute_reply": "2023-08-22T07:00:22.676932Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2382,12 +2212,7 @@ "execution_count": 35, "id": "048524d1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.685366Z", - "iopub.status.busy": "2023-08-22T07:00:22.684753Z", - "iopub.status.idle": "2023-08-22T07:00:22.790525Z", - "shell.execute_reply": "2023-08-22T07:00:22.789666Z" - } + "execution": {} }, "outputs": [ { @@ -2429,12 +2254,7 @@ "execution_count": 36, "id": "3d632d24", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.797262Z", - "iopub.status.busy": "2023-08-22T07:00:22.796333Z", - "iopub.status.idle": "2023-08-22T07:00:22.839603Z", - "shell.execute_reply": "2023-08-22T07:00:22.837625Z" - } + "execution": {} }, "outputs": [ { @@ -2476,12 +2296,7 @@ "execution_count": 37, "id": "f5e21a13", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.850660Z", - "iopub.status.busy": "2023-08-22T07:00:22.849974Z", - "iopub.status.idle": "2023-08-22T07:00:22.858653Z", - "shell.execute_reply": "2023-08-22T07:00:22.857543Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2583,12 +2398,7 @@ "execution_count": 38, "id": "6bc84bd9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.866946Z", - "iopub.status.busy": "2023-08-22T07:00:22.866205Z", - "iopub.status.idle": "2023-08-22T07:00:22.902537Z", - "shell.execute_reply": "2023-08-22T07:00:22.901746Z" - } + "execution": {} }, "outputs": [ { @@ -2693,12 +2503,7 @@ "execution_count": 39, "id": "dd9e0491", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.910365Z", - "iopub.status.busy": "2023-08-22T07:00:22.909672Z", - "iopub.status.idle": "2023-08-22T07:00:22.916982Z", - "shell.execute_reply": "2023-08-22T07:00:22.915954Z" - } + "execution": {} }, "outputs": [ { @@ -2766,12 +2571,7 @@ "execution_count": 40, "id": "cb3cb4ef", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.924618Z", - "iopub.status.busy": "2023-08-22T07:00:22.924291Z", - "iopub.status.idle": "2023-08-22T07:00:22.938562Z", - "shell.execute_reply": "2023-08-22T07:00:22.937364Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2792,12 +2592,7 @@ "execution_count": 41, "id": "583711cb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:22.946138Z", - "iopub.status.busy": "2023-08-22T07:00:22.945678Z", - "iopub.status.idle": "2023-08-22T07:00:23.056404Z", - "shell.execute_reply": "2023-08-22T07:00:23.054342Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2826,12 +2621,7 @@ "execution_count": 42, "id": "259d273b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.062645Z", - "iopub.status.busy": "2023-08-22T07:00:23.062312Z", - "iopub.status.idle": "2023-08-22T07:00:23.191981Z", - "shell.execute_reply": "2023-08-22T07:00:23.190477Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2870,12 +2660,7 @@ "execution_count": 43, "id": "71dde739", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.199542Z", - "iopub.status.busy": "2023-08-22T07:00:23.199201Z", - "iopub.status.idle": "2023-08-22T07:00:23.217281Z", - "shell.execute_reply": "2023-08-22T07:00:23.216211Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2979,12 +2764,7 @@ "execution_count": 44, "id": "126b4433", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.225140Z", - "iopub.status.busy": "2023-08-22T07:00:23.224675Z", - "iopub.status.idle": "2023-08-22T07:00:23.231622Z", - "shell.execute_reply": "2023-08-22T07:00:23.230728Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3013,12 +2793,7 @@ "execution_count": 45, "id": "71357343", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.238285Z", - "iopub.status.busy": "2023-08-22T07:00:23.237444Z", - "iopub.status.idle": "2023-08-22T07:00:23.300732Z", - "shell.execute_reply": "2023-08-22T07:00:23.299079Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3056,12 +2831,7 @@ "execution_count": 46, "id": "568fe30f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.308132Z", - "iopub.status.busy": "2023-08-22T07:00:23.307471Z", - "iopub.status.idle": "2023-08-22T07:00:23.412833Z", - "shell.execute_reply": "2023-08-22T07:00:23.411958Z" - } + "execution": {} }, "outputs": [ { @@ -3090,12 +2860,7 @@ "execution_count": 47, "id": "56f3acef", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.419875Z", - "iopub.status.busy": "2023-08-22T07:00:23.419189Z", - "iopub.status.idle": "2023-08-22T07:00:23.528901Z", - "shell.execute_reply": "2023-08-22T07:00:23.527531Z" - } + "execution": {} }, "outputs": [ { @@ -3123,12 +2888,7 @@ "execution_count": 48, "id": "74d23615", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.533975Z", - "iopub.status.busy": "2023-08-22T07:00:23.533655Z", - "iopub.status.idle": "2023-08-22T07:00:23.643883Z", - "shell.execute_reply": "2023-08-22T07:00:23.643400Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3171,12 +2931,7 @@ "execution_count": 49, "id": "5a0046bf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:23.646013Z", - "iopub.status.busy": "2023-08-22T07:00:23.645883Z", - "iopub.status.idle": "2023-08-22T07:00:23.774046Z", - "shell.execute_reply": "2023-08-22T07:00:23.773509Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch08-baggboost-lab.ipynb b/Ch08-baggboost-lab.ipynb index b378a78..bb098cf 100644 --- a/Ch08-baggboost-lab.ipynb +++ b/Ch08-baggboost-lab.ipynb @@ -25,12 +25,7 @@ "execution_count": 1, "id": "5061d7d5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:27.086529Z", - "iopub.status.busy": "2023-08-22T07:00:27.086444Z", - "iopub.status.idle": "2023-08-22T07:00:28.125805Z", - "shell.execute_reply": "2023-08-22T07:00:28.125477Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -57,12 +52,7 @@ "execution_count": 2, "id": "747b056a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.127941Z", - "iopub.status.busy": "2023-08-22T07:00:28.127762Z", - "iopub.status.idle": "2023-08-22T07:00:28.677332Z", - "shell.execute_reply": "2023-08-22T07:00:28.676967Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -105,12 +95,7 @@ "execution_count": 3, "id": "a29167fd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.679410Z", - "iopub.status.busy": "2023-08-22T07:00:28.679295Z", - "iopub.status.idle": "2023-08-22T07:00:28.684543Z", - "shell.execute_reply": "2023-08-22T07:00:28.684233Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -136,12 +121,7 @@ "execution_count": 4, "id": "9fc6c8b9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.686277Z", - "iopub.status.busy": "2023-08-22T07:00:28.686146Z", - "iopub.status.idle": "2023-08-22T07:00:28.699975Z", - "shell.execute_reply": "2023-08-22T07:00:28.699627Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -171,12 +151,7 @@ "execution_count": 5, "id": "533f0949", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.702236Z", - "iopub.status.busy": "2023-08-22T07:00:28.702106Z", - "iopub.status.idle": "2023-08-22T07:00:28.707600Z", - "shell.execute_reply": "2023-08-22T07:00:28.707288Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -223,12 +198,7 @@ "execution_count": 6, "id": "c4a8718e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.709124Z", - "iopub.status.busy": "2023-08-22T07:00:28.709024Z", - "iopub.status.idle": "2023-08-22T07:00:28.711727Z", - "shell.execute_reply": "2023-08-22T07:00:28.711484Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -270,12 +240,7 @@ "execution_count": 7, "id": "2fe92cb1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.713483Z", - "iopub.status.busy": "2023-08-22T07:00:28.713358Z", - "iopub.status.idle": "2023-08-22T07:00:28.716712Z", - "shell.execute_reply": "2023-08-22T07:00:28.716377Z" - } + "execution": {} }, "outputs": [ { @@ -313,12 +278,7 @@ "execution_count": 8, "id": "823745dc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.718214Z", - "iopub.status.busy": "2023-08-22T07:00:28.718128Z", - "iopub.status.idle": "2023-08-22T07:00:28.972065Z", - "shell.execute_reply": "2023-08-22T07:00:28.971661Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -361,12 +321,7 @@ "execution_count": 9, "id": "38ec5f13", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.974012Z", - "iopub.status.busy": "2023-08-22T07:00:28.973872Z", - "iopub.status.idle": "2023-08-22T07:00:28.976664Z", - "shell.execute_reply": "2023-08-22T07:00:28.976277Z" - } + "execution": {} }, "outputs": [ { @@ -426,12 +381,7 @@ "execution_count": 10, "id": "3959f39a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.978468Z", - "iopub.status.busy": "2023-08-22T07:00:28.978343Z", - "iopub.status.idle": "2023-08-22T07:00:28.984086Z", - "shell.execute_reply": "2023-08-22T07:00:28.983816Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -482,12 +432,7 @@ "execution_count": 11, "id": "201c4690", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.986102Z", - "iopub.status.busy": "2023-08-22T07:00:28.985936Z", - "iopub.status.idle": "2023-08-22T07:00:28.988314Z", - "shell.execute_reply": "2023-08-22T07:00:28.988003Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -515,12 +460,7 @@ "execution_count": 12, "id": "a8dc5c3a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.990208Z", - "iopub.status.busy": "2023-08-22T07:00:28.990083Z", - "iopub.status.idle": "2023-08-22T07:00:28.994160Z", - "shell.execute_reply": "2023-08-22T07:00:28.993813Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -555,12 +495,7 @@ "execution_count": 13, "id": "0cbe0d28", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:28.996199Z", - "iopub.status.busy": "2023-08-22T07:00:28.996086Z", - "iopub.status.idle": "2023-08-22T07:00:28.999517Z", - "shell.execute_reply": "2023-08-22T07:00:28.999166Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -585,12 +520,7 @@ "execution_count": 14, "id": "ea649080", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.001372Z", - "iopub.status.busy": "2023-08-22T07:00:29.001246Z", - "iopub.status.idle": "2023-08-22T07:00:29.236635Z", - "shell.execute_reply": "2023-08-22T07:00:29.236312Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -628,12 +558,7 @@ "execution_count": 15, "id": "e005da14", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.238455Z", - "iopub.status.busy": "2023-08-22T07:00:29.238325Z", - "iopub.status.idle": "2023-08-22T07:00:29.937364Z", - "shell.execute_reply": "2023-08-22T07:00:29.937016Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -670,12 +595,7 @@ "execution_count": 16, "id": "23324f7e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.939343Z", - "iopub.status.busy": "2023-08-22T07:00:29.939187Z", - "iopub.status.idle": "2023-08-22T07:00:29.942069Z", - "shell.execute_reply": "2023-08-22T07:00:29.941716Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -710,12 +630,7 @@ "execution_count": 17, "id": "6dcd8b37", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.943944Z", - "iopub.status.busy": "2023-08-22T07:00:29.943797Z", - "iopub.status.idle": "2023-08-22T07:00:29.951177Z", - "shell.execute_reply": "2023-08-22T07:00:29.950818Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -816,12 +731,7 @@ "execution_count": 18, "id": "0459d3a9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.953197Z", - "iopub.status.busy": "2023-08-22T07:00:29.952962Z", - "iopub.status.idle": "2023-08-22T07:00:29.965364Z", - "shell.execute_reply": "2023-08-22T07:00:29.965021Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -846,12 +756,7 @@ "execution_count": 19, "id": "34bf2864", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.967326Z", - "iopub.status.busy": "2023-08-22T07:00:29.967175Z", - "iopub.status.idle": "2023-08-22T07:00:29.969789Z", - "shell.execute_reply": "2023-08-22T07:00:29.969459Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -877,12 +782,7 @@ "execution_count": 20, "id": "dd0dfd8a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:29.971954Z", - "iopub.status.busy": "2023-08-22T07:00:29.971825Z", - "iopub.status.idle": "2023-08-22T07:00:30.219764Z", - "shell.execute_reply": "2023-08-22T07:00:30.219356Z" - } + "execution": {} }, "outputs": [ { @@ -931,12 +831,7 @@ "execution_count": 21, "id": "33fb7786", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.221897Z", - "iopub.status.busy": "2023-08-22T07:00:30.221737Z", - "iopub.status.idle": "2023-08-22T07:00:30.264092Z", - "shell.execute_reply": "2023-08-22T07:00:30.263767Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -966,12 +861,7 @@ "execution_count": 22, "id": "a386755b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.265998Z", - "iopub.status.busy": "2023-08-22T07:00:30.265875Z", - "iopub.status.idle": "2023-08-22T07:00:30.268622Z", - "shell.execute_reply": "2023-08-22T07:00:30.268322Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1012,12 +902,7 @@ "execution_count": 23, "id": "3d646928", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.270273Z", - "iopub.status.busy": "2023-08-22T07:00:30.270155Z", - "iopub.status.idle": "2023-08-22T07:00:30.522160Z", - "shell.execute_reply": "2023-08-22T07:00:30.521845Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1073,12 +958,7 @@ "execution_count": 24, "id": "275feef7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.524138Z", - "iopub.status.busy": "2023-08-22T07:00:30.524014Z", - "iopub.status.idle": "2023-08-22T07:00:30.657807Z", - "shell.execute_reply": "2023-08-22T07:00:30.657403Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1117,12 +997,7 @@ "execution_count": 25, "id": "01dbbef3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.660013Z", - "iopub.status.busy": "2023-08-22T07:00:30.659853Z", - "iopub.status.idle": "2023-08-22T07:00:30.742817Z", - "shell.execute_reply": "2023-08-22T07:00:30.742410Z" - } + "execution": {} }, "outputs": [ { @@ -1170,12 +1045,7 @@ "execution_count": 26, "id": "b75cc90e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:30.744837Z", - "iopub.status.busy": "2023-08-22T07:00:30.744692Z", - "iopub.status.idle": "2023-08-22T07:00:31.411169Z", - "shell.execute_reply": "2023-08-22T07:00:31.410861Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1219,12 +1089,7 @@ "execution_count": 27, "id": "bf9a5ed4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:31.412847Z", - "iopub.status.busy": "2023-08-22T07:00:31.412730Z", - "iopub.status.idle": "2023-08-22T07:00:31.503962Z", - "shell.execute_reply": "2023-08-22T07:00:31.503621Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1262,12 +1127,7 @@ "execution_count": 28, "id": "71316e9a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:31.505738Z", - "iopub.status.busy": "2023-08-22T07:00:31.505608Z", - "iopub.status.idle": "2023-08-22T07:00:31.511656Z", - "shell.execute_reply": "2023-08-22T07:00:31.511297Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1420,12 +1280,7 @@ "execution_count": 29, "id": "0bcc5ff1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:31.513595Z", - "iopub.status.busy": "2023-08-22T07:00:31.513453Z", - "iopub.status.idle": "2023-08-22T07:00:34.630915Z", - "shell.execute_reply": "2023-08-22T07:00:34.630577Z" - } + "execution": {} }, "outputs": [ { @@ -1468,12 +1323,7 @@ "execution_count": 30, "id": "060f47eb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:34.632952Z", - "iopub.status.busy": "2023-08-22T07:00:34.632784Z", - "iopub.status.idle": "2023-08-22T07:00:35.097134Z", - "shell.execute_reply": "2023-08-22T07:00:35.096800Z" - } + "execution": {} }, "outputs": [ { @@ -1518,12 +1368,7 @@ "execution_count": 31, "id": "43505dad", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:35.100329Z", - "iopub.status.busy": "2023-08-22T07:00:35.100143Z", - "iopub.status.idle": "2023-08-22T07:00:35.112033Z", - "shell.execute_reply": "2023-08-22T07:00:35.111605Z" - } + "execution": {} }, "outputs": [ { @@ -1559,12 +1404,7 @@ "execution_count": 32, "id": "c0a03126", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:35.113963Z", - "iopub.status.busy": "2023-08-22T07:00:35.113830Z", - "iopub.status.idle": "2023-08-22T07:00:37.129817Z", - "shell.execute_reply": "2023-08-22T07:00:37.129514Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1626,12 +1466,7 @@ "execution_count": 33, "id": "58f6e11f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:37.131701Z", - "iopub.status.busy": "2023-08-22T07:00:37.131582Z", - "iopub.status.idle": "2023-08-22T07:00:38.482392Z", - "shell.execute_reply": "2023-08-22T07:00:38.481994Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1667,12 +1502,7 @@ "execution_count": 34, "id": "a5b1296f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:38.485515Z", - "iopub.status.busy": "2023-08-22T07:00:38.485339Z", - "iopub.status.idle": "2023-08-22T07:00:38.830191Z", - "shell.execute_reply": "2023-08-22T07:00:38.829761Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1706,12 +1536,7 @@ "execution_count": 35, "id": "36c52755", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:38.832666Z", - "iopub.status.busy": "2023-08-22T07:00:38.832460Z", - "iopub.status.idle": "2023-08-22T07:00:38.836173Z", - "shell.execute_reply": "2023-08-22T07:00:38.835780Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch09-svm-lab.ipynb b/Ch09-svm-lab.ipynb index 3b96de8..c496134 100644 --- a/Ch09-svm-lab.ipynb +++ b/Ch09-svm-lab.ipynb @@ -27,12 +27,7 @@ "execution_count": 1, "id": "3973b95f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:43.196408Z", - "iopub.status.busy": "2023-08-22T07:00:43.196299Z", - "iopub.status.idle": "2023-08-22T07:00:44.031971Z", - "shell.execute_reply": "2023-08-22T07:00:44.031635Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -57,12 +52,7 @@ "execution_count": 2, "id": "0161e55e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.034329Z", - "iopub.status.busy": "2023-08-22T07:00:44.034140Z", - "iopub.status.idle": "2023-08-22T07:00:44.066591Z", - "shell.execute_reply": "2023-08-22T07:00:44.066283Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -85,12 +75,7 @@ "execution_count": 3, "id": "7661b056", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.068359Z", - "iopub.status.busy": "2023-08-22T07:00:44.068256Z", - "iopub.status.idle": "2023-08-22T07:00:44.070030Z", - "shell.execute_reply": "2023-08-22T07:00:44.069763Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -125,12 +110,7 @@ "execution_count": 4, "id": "46e9ab84", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.071771Z", - "iopub.status.busy": "2023-08-22T07:00:44.071636Z", - "iopub.status.idle": "2023-08-22T07:00:44.163199Z", - "shell.execute_reply": "2023-08-22T07:00:44.162710Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -170,12 +150,7 @@ "execution_count": 5, "id": "605ffdc0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.165309Z", - "iopub.status.busy": "2023-08-22T07:00:44.165170Z", - "iopub.status.idle": "2023-08-22T07:00:44.169891Z", - "shell.execute_reply": "2023-08-22T07:00:44.169496Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -214,12 +189,7 @@ "execution_count": 6, "id": "302a49a1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.171704Z", - "iopub.status.busy": "2023-08-22T07:00:44.171421Z", - "iopub.status.idle": "2023-08-22T07:00:44.323926Z", - "shell.execute_reply": "2023-08-22T07:00:44.323505Z" - } + "execution": {} }, "outputs": [ { @@ -259,12 +229,7 @@ "execution_count": 7, "id": "cc1d6a13", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.326070Z", - "iopub.status.busy": "2023-08-22T07:00:44.325931Z", - "iopub.status.idle": "2023-08-22T07:00:44.449908Z", - "shell.execute_reply": "2023-08-22T07:00:44.449566Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -305,12 +270,7 @@ "execution_count": 8, "id": "6133c846", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.451882Z", - "iopub.status.busy": "2023-08-22T07:00:44.451759Z", - "iopub.status.idle": "2023-08-22T07:00:44.454360Z", - "shell.execute_reply": "2023-08-22T07:00:44.454092Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -343,12 +303,7 @@ "execution_count": 9, "id": "9adb3793", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.456205Z", - "iopub.status.busy": "2023-08-22T07:00:44.456086Z", - "iopub.status.idle": "2023-08-22T07:00:44.482752Z", - "shell.execute_reply": "2023-08-22T07:00:44.482392Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -391,12 +346,7 @@ "execution_count": 10, "id": "d3ab343e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.484837Z", - "iopub.status.busy": "2023-08-22T07:00:44.484685Z", - "iopub.status.idle": "2023-08-22T07:00:44.487229Z", - "shell.execute_reply": "2023-08-22T07:00:44.486932Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -432,12 +382,7 @@ "execution_count": 11, "id": "6aba117e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.488910Z", - "iopub.status.busy": "2023-08-22T07:00:44.488789Z", - "iopub.status.idle": "2023-08-22T07:00:44.490857Z", - "shell.execute_reply": "2023-08-22T07:00:44.490592Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -461,12 +406,7 @@ "execution_count": 12, "id": "dbe7d737", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.492721Z", - "iopub.status.busy": "2023-08-22T07:00:44.492565Z", - "iopub.status.idle": "2023-08-22T07:00:44.498024Z", - "shell.execute_reply": "2023-08-22T07:00:44.497699Z" - } + "execution": {} }, "outputs": [ { @@ -548,12 +488,7 @@ "execution_count": 13, "id": "ab1697c2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.499990Z", - "iopub.status.busy": "2023-08-22T07:00:44.499862Z", - "iopub.status.idle": "2023-08-22T07:00:44.504347Z", - "shell.execute_reply": "2023-08-22T07:00:44.504085Z" - } + "execution": {} }, "outputs": [ { @@ -639,12 +574,7 @@ "execution_count": 14, "id": "0fd42b1e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.506318Z", - "iopub.status.busy": "2023-08-22T07:00:44.506164Z", - "iopub.status.idle": "2023-08-22T07:00:44.587482Z", - "shell.execute_reply": "2023-08-22T07:00:44.587059Z" - } + "execution": {} }, "outputs": [ { @@ -677,12 +607,7 @@ "execution_count": 15, "id": "09c15299", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.589398Z", - "iopub.status.busy": "2023-08-22T07:00:44.589260Z", - "iopub.status.idle": "2023-08-22T07:00:44.594250Z", - "shell.execute_reply": "2023-08-22T07:00:44.593884Z" - } + "execution": {} }, "outputs": [ { @@ -764,12 +689,7 @@ "execution_count": 16, "id": "d5fd2ff9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.596069Z", - "iopub.status.busy": "2023-08-22T07:00:44.595957Z", - "iopub.status.idle": "2023-08-22T07:00:44.704810Z", - "shell.execute_reply": "2023-08-22T07:00:44.704515Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -809,12 +729,7 @@ "execution_count": 17, "id": "39aff1b1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.706840Z", - "iopub.status.busy": "2023-08-22T07:00:44.706674Z", - "iopub.status.idle": "2023-08-22T07:00:44.711712Z", - "shell.execute_reply": "2023-08-22T07:00:44.711351Z" - } + "execution": {} }, "outputs": [ { @@ -896,12 +811,7 @@ "execution_count": 18, "id": "63a9d752", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.713664Z", - "iopub.status.busy": "2023-08-22T07:00:44.713515Z", - "iopub.status.idle": "2023-08-22T07:00:44.825679Z", - "shell.execute_reply": "2023-08-22T07:00:44.825364Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -949,12 +859,7 @@ "execution_count": 19, "id": "2fee8df5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.827655Z", - "iopub.status.busy": "2023-08-22T07:00:44.827492Z", - "iopub.status.idle": "2023-08-22T07:00:44.829859Z", - "shell.execute_reply": "2023-08-22T07:00:44.829433Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -977,12 +882,7 @@ "execution_count": 20, "id": "48f01abe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.831676Z", - "iopub.status.busy": "2023-08-22T07:00:44.831542Z", - "iopub.status.idle": "2023-08-22T07:00:44.912763Z", - "shell.execute_reply": "2023-08-22T07:00:44.912396Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1030,12 +930,7 @@ "execution_count": 21, "id": "4acc3246", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.914642Z", - "iopub.status.busy": "2023-08-22T07:00:44.914493Z", - "iopub.status.idle": "2023-08-22T07:00:44.918862Z", - "shell.execute_reply": "2023-08-22T07:00:44.918577Z" - } + "execution": {} }, "outputs": [ { @@ -1078,12 +973,7 @@ "execution_count": 22, "id": "e9852a28", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:44.920379Z", - "iopub.status.busy": "2023-08-22T07:00:44.920289Z", - "iopub.status.idle": "2023-08-22T07:00:45.229404Z", - "shell.execute_reply": "2023-08-22T07:00:45.229004Z" - } + "execution": {} }, "outputs": [ { @@ -1122,12 +1012,7 @@ "execution_count": 23, "id": "01232fc9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.231425Z", - "iopub.status.busy": "2023-08-22T07:00:45.231287Z", - "iopub.status.idle": "2023-08-22T07:00:45.394458Z", - "shell.execute_reply": "2023-08-22T07:00:45.394098Z" - } + "execution": {} }, "outputs": [ { @@ -1166,12 +1051,7 @@ "execution_count": 24, "id": "bcbd15a4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.396381Z", - "iopub.status.busy": "2023-08-22T07:00:45.396249Z", - "iopub.status.idle": "2023-08-22T07:00:45.487743Z", - "shell.execute_reply": "2023-08-22T07:00:45.487417Z" - } + "execution": {} }, "outputs": [ { @@ -1214,12 +1094,7 @@ "execution_count": 25, "id": "28ca551e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.489428Z", - "iopub.status.busy": "2023-08-22T07:00:45.489307Z", - "iopub.status.idle": "2023-08-22T07:00:45.761918Z", - "shell.execute_reply": "2023-08-22T07:00:45.761509Z" - } + "execution": {} }, "outputs": [ { @@ -1348,12 +1223,7 @@ "execution_count": 26, "id": "68ac9421", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.763931Z", - "iopub.status.busy": "2023-08-22T07:00:45.763759Z", - "iopub.status.idle": "2023-08-22T07:00:45.849017Z", - "shell.execute_reply": "2023-08-22T07:00:45.848298Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1393,12 +1263,7 @@ "execution_count": 27, "id": "f79a9e0a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.851590Z", - "iopub.status.busy": "2023-08-22T07:00:45.851425Z", - "iopub.status.idle": "2023-08-22T07:00:45.979876Z", - "shell.execute_reply": "2023-08-22T07:00:45.979437Z" - } + "execution": {} }, "outputs": [ { @@ -1442,12 +1307,7 @@ "execution_count": 28, "id": "bdb9e503", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.982037Z", - "iopub.status.busy": "2023-08-22T07:00:45.981884Z", - "iopub.status.idle": "2023-08-22T07:00:45.986135Z", - "shell.execute_reply": "2023-08-22T07:00:45.985717Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1473,12 +1333,7 @@ "execution_count": 29, "id": "329f5d2c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:45.988269Z", - "iopub.status.busy": "2023-08-22T07:00:45.988146Z", - "iopub.status.idle": "2023-08-22T07:00:46.085414Z", - "shell.execute_reply": "2023-08-22T07:00:46.084883Z" - } + "execution": {} }, "outputs": [ { @@ -1528,12 +1383,7 @@ "execution_count": 30, "id": "267e113d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:46.087864Z", - "iopub.status.busy": "2023-08-22T07:00:46.087700Z", - "iopub.status.idle": "2023-08-22T07:00:46.169591Z", - "shell.execute_reply": "2023-08-22T07:00:46.169145Z" - } + "execution": {} }, "outputs": [ { @@ -1569,12 +1419,7 @@ "execution_count": 31, "id": "64cbebd0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:46.171760Z", - "iopub.status.busy": "2023-08-22T07:00:46.171615Z", - "iopub.status.idle": "2023-08-22T07:00:46.921038Z", - "shell.execute_reply": "2023-08-22T07:00:46.920658Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1633,12 +1478,7 @@ "execution_count": 32, "id": "b6e6f12b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:46.923126Z", - "iopub.status.busy": "2023-08-22T07:00:46.922983Z", - "iopub.status.idle": "2023-08-22T07:00:46.997998Z", - "shell.execute_reply": "2023-08-22T07:00:46.997721Z" - } + "execution": {} }, "outputs": [ { @@ -1679,12 +1519,7 @@ "execution_count": 33, "id": "273a10b2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:47.000124Z", - "iopub.status.busy": "2023-08-22T07:00:46.999957Z", - "iopub.status.idle": "2023-08-22T07:00:47.027848Z", - "shell.execute_reply": "2023-08-22T07:00:47.027461Z" - } + "execution": {} }, "outputs": [ { @@ -1793,12 +1628,7 @@ "execution_count": 34, "id": "bc3079a7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:47.030032Z", - "iopub.status.busy": "2023-08-22T07:00:47.029880Z", - "iopub.status.idle": "2023-08-22T07:00:47.040946Z", - "shell.execute_reply": "2023-08-22T07:00:47.040538Z" - } + "execution": {} }, "outputs": [ { diff --git a/Ch10-deeplearning-lab.ipynb b/Ch10-deeplearning-lab.ipynb index 4c5a709..32d85fc 100644 --- a/Ch10-deeplearning-lab.ipynb +++ b/Ch10-deeplearning-lab.ipynb @@ -26,12 +26,7 @@ "execution_count": 1, "id": "cf431f3f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:23.822772Z", - "iopub.status.busy": "2023-08-22T06:36:23.822498Z", - "iopub.status.idle": "2023-08-22T06:36:35.889421Z", - "shell.execute_reply": "2023-08-22T06:36:35.888914Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -69,12 +64,7 @@ "execution_count": 2, "id": "1db00e03", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:35.892370Z", - "iopub.status.busy": "2023-08-22T06:36:35.892133Z", - "iopub.status.idle": "2023-08-22T06:36:37.554519Z", - "shell.execute_reply": "2023-08-22T06:36:37.554232Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -102,12 +92,7 @@ "execution_count": 3, "id": "3da0a445", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:37.556320Z", - "iopub.status.busy": "2023-08-22T06:36:37.556190Z", - "iopub.status.idle": "2023-08-22T06:36:38.312094Z", - "shell.execute_reply": "2023-08-22T06:36:38.311799Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -133,12 +118,7 @@ "execution_count": 4, "id": "bbbf32fe", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.313997Z", - "iopub.status.busy": "2023-08-22T06:36:38.313882Z", - "iopub.status.idle": "2023-08-22T06:36:38.557850Z", - "shell.execute_reply": "2023-08-22T06:36:38.557519Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -160,12 +140,7 @@ "execution_count": 5, "id": "3810caf4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.559742Z", - "iopub.status.busy": "2023-08-22T06:36:38.559626Z", - "iopub.status.idle": "2023-08-22T06:36:38.563148Z", - "shell.execute_reply": "2023-08-22T06:36:38.562883Z" - } + "execution": {} }, "outputs": [ { @@ -197,12 +172,7 @@ "execution_count": 6, "id": "454dc419", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.564731Z", - "iopub.status.busy": "2023-08-22T06:36:38.564619Z", - "iopub.status.idle": "2023-08-22T06:36:38.566404Z", - "shell.execute_reply": "2023-08-22T06:36:38.566156Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -239,12 +209,7 @@ "execution_count": 7, "id": "cd43a4c6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.567754Z", - "iopub.status.busy": "2023-08-22T06:36:38.567677Z", - "iopub.status.idle": "2023-08-22T06:36:38.569838Z", - "shell.execute_reply": "2023-08-22T06:36:38.569588Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -275,12 +240,7 @@ "execution_count": 8, "id": "eaf84e9c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.571182Z", - "iopub.status.busy": "2023-08-22T06:36:38.571106Z", - "iopub.status.idle": "2023-08-22T06:36:38.572982Z", - "shell.execute_reply": "2023-08-22T06:36:38.572746Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -311,12 +271,7 @@ "execution_count": 9, "id": "d007a49b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.574407Z", - "iopub.status.busy": "2023-08-22T06:36:38.574330Z", - "iopub.status.idle": "2023-08-22T06:36:38.575831Z", - "shell.execute_reply": "2023-08-22T06:36:38.575582Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -339,12 +294,7 @@ "execution_count": 10, "id": "9da64364", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.577295Z", - "iopub.status.busy": "2023-08-22T06:36:38.577214Z", - "iopub.status.idle": "2023-08-22T06:36:38.582891Z", - "shell.execute_reply": "2023-08-22T06:36:38.582646Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -373,12 +323,7 @@ "execution_count": 11, "id": "a2cfe999", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.584411Z", - "iopub.status.busy": "2023-08-22T06:36:38.584330Z", - "iopub.status.idle": "2023-08-22T06:36:38.602242Z", - "shell.execute_reply": "2023-08-22T06:36:38.601986Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -415,12 +360,7 @@ "execution_count": 12, "id": "5c600069", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.603814Z", - "iopub.status.busy": "2023-08-22T06:36:38.603735Z", - "iopub.status.idle": "2023-08-22T06:36:38.605828Z", - "shell.execute_reply": "2023-08-22T06:36:38.605618Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -447,12 +387,7 @@ "execution_count": 13, "id": "6ea4f551", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.607262Z", - "iopub.status.busy": "2023-08-22T06:36:38.607183Z", - "iopub.status.idle": "2023-08-22T06:36:38.611049Z", - "shell.execute_reply": "2023-08-22T06:36:38.610800Z" - } + "execution": {} }, "outputs": [ { @@ -490,12 +425,7 @@ "execution_count": 14, "id": "f1b8b3f5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.612499Z", - "iopub.status.busy": "2023-08-22T06:36:38.612413Z", - "iopub.status.idle": "2023-08-22T06:36:38.614248Z", - "shell.execute_reply": "2023-08-22T06:36:38.614031Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -520,12 +450,7 @@ "execution_count": 15, "id": "50ce4171", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.615637Z", - "iopub.status.busy": "2023-08-22T06:36:38.615534Z", - "iopub.status.idle": "2023-08-22T06:36:38.617783Z", - "shell.execute_reply": "2023-08-22T06:36:38.617551Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -551,12 +476,7 @@ "execution_count": 16, "id": "94c4ab75", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:38.619363Z", - "iopub.status.busy": "2023-08-22T06:36:38.619259Z", - "iopub.status.idle": "2023-08-22T06:36:50.960206Z", - "shell.execute_reply": "2023-08-22T06:36:50.959901Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -585,12 +505,7 @@ "execution_count": 17, "id": "86e45999", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.962061Z", - "iopub.status.busy": "2023-08-22T06:36:50.961947Z", - "iopub.status.idle": "2023-08-22T06:36:50.964427Z", - "shell.execute_reply": "2023-08-22T06:36:50.964181Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -633,12 +548,7 @@ "execution_count": 18, "id": "00ac7606", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.965887Z", - "iopub.status.busy": "2023-08-22T06:36:50.965780Z", - "iopub.status.idle": "2023-08-22T06:36:50.967993Z", - "shell.execute_reply": "2023-08-22T06:36:50.967736Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -698,12 +608,7 @@ "execution_count": 19, "id": "bb7ff7e9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.969396Z", - "iopub.status.busy": "2023-08-22T06:36:50.969288Z", - "iopub.status.idle": "2023-08-22T06:36:50.971584Z", - "shell.execute_reply": "2023-08-22T06:36:50.971363Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -740,12 +645,7 @@ "execution_count": 20, "id": "b60d34e1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.973300Z", - "iopub.status.busy": "2023-08-22T06:36:50.973196Z", - "iopub.status.idle": "2023-08-22T06:36:50.979604Z", - "shell.execute_reply": "2023-08-22T06:36:50.979367Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -814,12 +714,7 @@ "execution_count": 21, "id": "42f63682", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.981129Z", - "iopub.status.busy": "2023-08-22T06:36:50.981043Z", - "iopub.status.idle": "2023-08-22T06:36:50.983074Z", - "shell.execute_reply": "2023-08-22T06:36:50.982803Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -842,12 +737,7 @@ "execution_count": 22, "id": "57fbf564", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.984595Z", - "iopub.status.busy": "2023-08-22T06:36:50.984509Z", - "iopub.status.idle": "2023-08-22T06:36:50.986442Z", - "shell.execute_reply": "2023-08-22T06:36:50.986202Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -884,12 +774,7 @@ "execution_count": 23, "id": "570bdd73", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.987814Z", - "iopub.status.busy": "2023-08-22T06:36:50.987734Z", - "iopub.status.idle": "2023-08-22T06:36:50.989404Z", - "shell.execute_reply": "2023-08-22T06:36:50.989173Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -923,12 +808,7 @@ "execution_count": 24, "id": "c08a4d6d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.990908Z", - "iopub.status.busy": "2023-08-22T06:36:50.990826Z", - "iopub.status.idle": "2023-08-22T06:36:50.992776Z", - "shell.execute_reply": "2023-08-22T06:36:50.992504Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -958,12 +838,7 @@ "execution_count": 25, "id": "aaa1e593", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.994186Z", - "iopub.status.busy": "2023-08-22T06:36:50.994113Z", - "iopub.status.idle": "2023-08-22T06:36:50.996729Z", - "shell.execute_reply": "2023-08-22T06:36:50.996486Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -992,12 +867,7 @@ "execution_count": 26, "id": "1a4e9b3c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:50.998209Z", - "iopub.status.busy": "2023-08-22T06:36:50.998126Z", - "iopub.status.idle": "2023-08-22T06:36:51.000007Z", - "shell.execute_reply": "2023-08-22T06:36:50.999781Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1030,12 +900,7 @@ "execution_count": 27, "id": "2f839fde", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:51.001398Z", - "iopub.status.busy": "2023-08-22T06:36:51.001321Z", - "iopub.status.idle": "2023-08-22T06:36:57.231774Z", - "shell.execute_reply": "2023-08-22T06:36:57.231473Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1824,12 +1689,7 @@ "execution_count": 28, "id": "672b4410", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:57.233763Z", - "iopub.status.busy": "2023-08-22T06:36:57.233589Z", - "iopub.status.idle": "2023-08-22T06:36:58.499876Z", - "shell.execute_reply": "2023-08-22T06:36:58.499595Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1894,12 +1754,7 @@ "execution_count": 29, "id": "8cf6ef60", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.501449Z", - "iopub.status.busy": "2023-08-22T06:36:58.501342Z", - "iopub.status.idle": "2023-08-22T06:36:58.505142Z", - "shell.execute_reply": "2023-08-22T06:36:58.504888Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1920,12 +1775,7 @@ "execution_count": 30, "id": "67ce1e26", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.506556Z", - "iopub.status.busy": "2023-08-22T06:36:58.506485Z", - "iopub.status.idle": "2023-08-22T06:36:58.508767Z", - "shell.execute_reply": "2023-08-22T06:36:58.508514Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1969,12 +1819,7 @@ "execution_count": 31, "id": "deb684d2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.510129Z", - "iopub.status.busy": "2023-08-22T06:36:58.510060Z", - "iopub.status.idle": "2023-08-22T06:36:58.709656Z", - "shell.execute_reply": "2023-08-22T06:36:58.700996Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2022,12 +1867,7 @@ "execution_count": 32, "id": "454033dd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.732799Z", - "iopub.status.busy": "2023-08-22T06:36:58.729950Z", - "iopub.status.idle": "2023-08-22T06:36:58.780581Z", - "shell.execute_reply": "2023-08-22T06:36:58.765673Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2074,12 +1914,7 @@ "execution_count": 33, "id": "71b3d0d0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.807133Z", - "iopub.status.busy": "2023-08-22T06:36:58.800859Z", - "iopub.status.idle": "2023-08-22T06:36:58.836318Z", - "shell.execute_reply": "2023-08-22T06:36:58.822052Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -2113,12 +1948,7 @@ "execution_count": 34, "id": "def8605c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.852033Z", - "iopub.status.busy": "2023-08-22T06:36:58.848358Z", - "iopub.status.idle": "2023-08-22T06:36:58.873333Z", - "shell.execute_reply": "2023-08-22T06:36:58.873077Z" - } + "execution": {} }, "outputs": [ { @@ -2175,12 +2005,7 @@ "execution_count": 35, "id": "8b9e2b8c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.874850Z", - "iopub.status.busy": "2023-08-22T06:36:58.874776Z", - "iopub.status.idle": "2023-08-22T06:36:58.877600Z", - "shell.execute_reply": "2023-08-22T06:36:58.877374Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2205,12 +2030,7 @@ "execution_count": 36, "id": "a4b95dc6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:36:58.879121Z", - "iopub.status.busy": "2023-08-22T06:36:58.879027Z", - "iopub.status.idle": "2023-08-22T06:37:01.493098Z", - "shell.execute_reply": "2023-08-22T06:37:01.492695Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2250,12 +2070,7 @@ "execution_count": 37, "id": "17714c25", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.495059Z", - "iopub.status.busy": "2023-08-22T06:37:01.494927Z", - "iopub.status.idle": "2023-08-22T06:37:01.497746Z", - "shell.execute_reply": "2023-08-22T06:37:01.497412Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2297,12 +2112,7 @@ "execution_count": 38, "id": "88a4bf46", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.499269Z", - "iopub.status.busy": "2023-08-22T06:37:01.499164Z", - "iopub.status.idle": "2023-08-22T06:37:01.501783Z", - "shell.execute_reply": "2023-08-22T06:37:01.501554Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2323,12 +2133,7 @@ "execution_count": 39, "id": "ea0d9387", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.503288Z", - "iopub.status.busy": "2023-08-22T06:37:01.503188Z", - "iopub.status.idle": "2023-08-22T06:37:01.506547Z", - "shell.execute_reply": "2023-08-22T06:37:01.506292Z" - } + "execution": {} }, "outputs": [ { @@ -2361,12 +2166,7 @@ "execution_count": 40, "id": "17c34a29", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.507963Z", - "iopub.status.busy": "2023-08-22T06:37:01.507888Z", - "iopub.status.idle": "2023-08-22T06:37:01.511369Z", - "shell.execute_reply": "2023-08-22T06:37:01.511148Z" - } + "execution": {} }, "outputs": [ { @@ -2430,12 +2230,7 @@ "execution_count": 41, "id": "a0608bd1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.512793Z", - "iopub.status.busy": "2023-08-22T06:37:01.512716Z", - "iopub.status.idle": "2023-08-22T06:37:01.515484Z", - "shell.execute_reply": "2023-08-22T06:37:01.515264Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2457,12 +2252,7 @@ "execution_count": 42, "id": "cf8e3d9d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:01.516943Z", - "iopub.status.busy": "2023-08-22T06:37:01.516871Z", - "iopub.status.idle": "2023-08-22T06:37:52.281809Z", - "shell.execute_reply": "2023-08-22T06:37:52.281494Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2986,12 +2776,7 @@ "execution_count": 43, "id": "45e03385", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:52.284184Z", - "iopub.status.busy": "2023-08-22T06:37:52.284067Z", - "iopub.status.idle": "2023-08-22T06:37:52.410238Z", - "shell.execute_reply": "2023-08-22T06:37:52.398096Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3032,12 +2817,7 @@ "execution_count": 44, "id": "3a875b78", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:52.428640Z", - "iopub.status.busy": "2023-08-22T06:37:52.428508Z", - "iopub.status.idle": "2023-08-22T06:37:54.669809Z", - "shell.execute_reply": "2023-08-22T06:37:54.669487Z" - } + "execution": {} }, "outputs": [ { @@ -3100,12 +2880,7 @@ "execution_count": 45, "id": "2f035d83", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:54.671428Z", - "iopub.status.busy": "2023-08-22T06:37:54.671322Z", - "iopub.status.idle": "2023-08-22T06:37:54.674968Z", - "shell.execute_reply": "2023-08-22T06:37:54.674733Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -3128,12 +2903,7 @@ "execution_count": 46, "id": "2cd67ad8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:37:54.676335Z", - "iopub.status.busy": "2023-08-22T06:37:54.676230Z", - "iopub.status.idle": "2023-08-22T06:38:31.495310Z", - "shell.execute_reply": "2023-08-22T06:38:31.495001Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3635,12 +3405,7 @@ "execution_count": 47, "id": "3900d16e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:31.497398Z", - "iopub.status.busy": "2023-08-22T06:38:31.497283Z", - "iopub.status.idle": "2023-08-22T06:38:33.741306Z", - "shell.execute_reply": "2023-08-22T06:38:33.740988Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3702,12 +3467,7 @@ "execution_count": 48, "id": "679f2ea5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:33.742928Z", - "iopub.status.busy": "2023-08-22T06:38:33.742820Z", - "iopub.status.idle": "2023-08-22T06:38:33.744700Z", - "shell.execute_reply": "2023-08-22T06:38:33.744472Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -3739,12 +3499,7 @@ "execution_count": 49, "id": "e4af6604", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:33.746175Z", - "iopub.status.busy": "2023-08-22T06:38:33.746084Z", - "iopub.status.idle": "2023-08-22T06:38:35.260793Z", - "shell.execute_reply": "2023-08-22T06:38:35.260496Z" - } + "execution": {} }, "outputs": [ { @@ -3769,12 +3524,7 @@ "execution_count": 50, "id": "2b613ecc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:35.262479Z", - "iopub.status.busy": "2023-08-22T06:38:35.262391Z", - "iopub.status.idle": "2023-08-22T06:38:36.005488Z", - "shell.execute_reply": "2023-08-22T06:38:36.005166Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -3807,12 +3557,7 @@ "execution_count": 51, "id": "4b325cb4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:36.007353Z", - "iopub.status.busy": "2023-08-22T06:38:36.007234Z", - "iopub.status.idle": "2023-08-22T06:38:36.010064Z", - "shell.execute_reply": "2023-08-22T06:38:36.009819Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -3837,12 +3582,7 @@ "execution_count": 52, "id": "cb3d00cb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:36.011610Z", - "iopub.status.busy": "2023-08-22T06:38:36.011502Z", - "iopub.status.idle": "2023-08-22T06:38:38.616192Z", - "shell.execute_reply": "2023-08-22T06:38:38.615836Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3882,12 +3622,7 @@ "execution_count": 53, "id": "60d09656", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:38.618165Z", - "iopub.status.busy": "2023-08-22T06:38:38.618040Z", - "iopub.status.idle": "2023-08-22T06:38:38.959064Z", - "shell.execute_reply": "2023-08-22T06:38:38.950625Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -3938,12 +3673,7 @@ "execution_count": 54, "id": "f823da11", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:38.970097Z", - "iopub.status.busy": "2023-08-22T06:38:38.969929Z", - "iopub.status.idle": "2023-08-22T06:38:38.990599Z", - "shell.execute_reply": "2023-08-22T06:38:38.982099Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -3990,12 +3720,7 @@ "execution_count": 55, "id": "1a172f7e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:39.009337Z", - "iopub.status.busy": "2023-08-22T06:38:39.007564Z", - "iopub.status.idle": "2023-08-22T06:38:39.027768Z", - "shell.execute_reply": "2023-08-22T06:38:39.017688Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -4033,12 +3758,7 @@ "execution_count": 56, "id": "651e62b4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:39.041161Z", - "iopub.status.busy": "2023-08-22T06:38:39.040974Z", - "iopub.status.idle": "2023-08-22T06:38:39.147687Z", - "shell.execute_reply": "2023-08-22T06:38:39.147402Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -4136,12 +3856,7 @@ "execution_count": 57, "id": "63f2650e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:39.149388Z", - "iopub.status.busy": "2023-08-22T06:38:39.149267Z", - "iopub.status.idle": "2023-08-22T06:38:39.152471Z", - "shell.execute_reply": "2023-08-22T06:38:39.152156Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -4157,12 +3872,7 @@ "execution_count": 58, "id": "a3e4bc28", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:38:39.153978Z", - "iopub.status.busy": "2023-08-22T06:38:39.153895Z", - "iopub.status.idle": "2023-08-22T06:41:13.243974Z", - "shell.execute_reply": "2023-08-22T06:41:13.243600Z" - } + "execution": {} }, "outputs": [ { @@ -4670,12 +4380,7 @@ "execution_count": 59, "id": "6b161d93", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:41:13.246757Z", - "iopub.status.busy": "2023-08-22T06:41:13.246644Z", - "iopub.status.idle": "2023-08-22T06:41:13.338213Z", - "shell.execute_reply": "2023-08-22T06:41:13.337367Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -4716,12 +4421,7 @@ "execution_count": 60, "id": "ab8a91dc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:41:13.343721Z", - "iopub.status.busy": "2023-08-22T06:41:13.343026Z", - "iopub.status.idle": "2023-08-22T06:41:15.701168Z", - "shell.execute_reply": "2023-08-22T06:41:15.700777Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -4792,12 +4492,7 @@ "execution_count": 61, "id": "6d9962ae", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:41:15.702808Z", - "iopub.status.busy": "2023-08-22T06:41:15.702702Z", - "iopub.status.idle": "2023-08-22T06:44:01.467525Z", - "shell.execute_reply": "2023-08-22T06:44:01.467145Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5350,12 +5045,7 @@ "execution_count": 62, "id": "a71c9acb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:01.469991Z", - "iopub.status.busy": "2023-08-22T06:44:01.469875Z", - "iopub.status.idle": "2023-08-22T06:44:01.935872Z", - "shell.execute_reply": "2023-08-22T06:44:01.935582Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -5395,12 +5085,7 @@ "execution_count": 63, "id": "4f890244", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:01.937487Z", - "iopub.status.busy": "2023-08-22T06:44:01.937384Z", - "iopub.status.idle": "2023-08-22T06:44:02.437287Z", - "shell.execute_reply": "2023-08-22T06:44:02.436974Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5625,12 +5310,7 @@ "execution_count": 64, "id": "c4be9922", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.438850Z", - "iopub.status.busy": "2023-08-22T06:44:02.438741Z", - "iopub.status.idle": "2023-08-22T06:44:02.441925Z", - "shell.execute_reply": "2023-08-22T06:44:02.441612Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -5841,12 +5521,7 @@ "execution_count": 65, "id": "2dc63d85", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.443425Z", - "iopub.status.busy": "2023-08-22T06:44:02.443344Z", - "iopub.status.idle": "2023-08-22T06:44:02.567717Z", - "shell.execute_reply": "2023-08-22T06:44:02.567412Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -5869,12 +5544,7 @@ "execution_count": 66, "id": "711d5ba7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.569455Z", - "iopub.status.busy": "2023-08-22T06:44:02.569371Z", - "iopub.status.idle": "2023-08-22T06:44:02.571608Z", - "shell.execute_reply": "2023-08-22T06:44:02.571356Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -5895,12 +5565,7 @@ "execution_count": 67, "id": "b22f70d8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.573175Z", - "iopub.status.busy": "2023-08-22T06:44:02.573082Z", - "iopub.status.idle": "2023-08-22T06:44:02.580482Z", - "shell.execute_reply": "2023-08-22T06:44:02.580237Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -5927,12 +5592,7 @@ "execution_count": 68, "id": "b19c6bd1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.581982Z", - "iopub.status.busy": "2023-08-22T06:44:02.581889Z", - "iopub.status.idle": "2023-08-22T06:44:02.593476Z", - "shell.execute_reply": "2023-08-22T06:44:02.593210Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -5999,12 +5659,7 @@ "execution_count": 69, "id": "ba80b615", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.594912Z", - "iopub.status.busy": "2023-08-22T06:44:02.594816Z", - "iopub.status.idle": "2023-08-22T06:44:02.596527Z", - "shell.execute_reply": "2023-08-22T06:44:02.596344Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -6049,12 +5704,7 @@ "execution_count": 70, "id": "ba6d2d2c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.597905Z", - "iopub.status.busy": "2023-08-22T06:44:02.597817Z", - "iopub.status.idle": "2023-08-22T06:44:02.626372Z", - "shell.execute_reply": "2023-08-22T06:44:02.626104Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -6100,12 +5750,7 @@ "execution_count": 71, "id": "93bda908", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.627866Z", - "iopub.status.busy": "2023-08-22T06:44:02.627766Z", - "iopub.status.idle": "2023-08-22T06:44:02.638183Z", - "shell.execute_reply": "2023-08-22T06:44:02.637892Z" - } + "execution": {} }, "outputs": [ { @@ -6141,12 +5786,7 @@ "execution_count": 72, "id": "40943b7d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:02.639670Z", - "iopub.status.busy": "2023-08-22T06:44:02.639577Z", - "iopub.status.idle": "2023-08-22T06:44:03.265220Z", - "shell.execute_reply": "2023-08-22T06:44:03.264917Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -6174,12 +5814,7 @@ "execution_count": 73, "id": "2117fd9f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:03.267054Z", - "iopub.status.busy": "2023-08-22T06:44:03.266963Z", - "iopub.status.idle": "2023-08-22T06:44:03.269380Z", - "shell.execute_reply": "2023-08-22T06:44:03.269155Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -6217,12 +5852,7 @@ "execution_count": 74, "id": "66d0b710", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:03.270876Z", - "iopub.status.busy": "2023-08-22T06:44:03.270774Z", - "iopub.status.idle": "2023-08-22T06:44:04.097412Z", - "shell.execute_reply": "2023-08-22T06:44:04.097126Z" - } + "execution": {} }, "outputs": [ { @@ -6286,12 +5916,7 @@ "execution_count": 75, "id": "9df8b4cf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:04.101984Z", - "iopub.status.busy": "2023-08-22T06:44:04.101529Z", - "iopub.status.idle": "2023-08-22T06:44:04.111524Z", - "shell.execute_reply": "2023-08-22T06:44:04.110929Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -6316,12 +5941,7 @@ "execution_count": 76, "id": "73684c66", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:04.113582Z", - "iopub.status.busy": "2023-08-22T06:44:04.113437Z", - "iopub.status.idle": "2023-08-22T06:44:22.590794Z", - "shell.execute_reply": "2023-08-22T06:44:22.590448Z" - } + "execution": {} }, "outputs": [ { @@ -6831,12 +6451,7 @@ "execution_count": 77, "id": "01c6e5ff", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:22.593099Z", - "iopub.status.busy": "2023-08-22T06:44:22.592980Z", - "iopub.status.idle": "2023-08-22T06:44:24.381045Z", - "shell.execute_reply": "2023-08-22T06:44:24.380564Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -6899,12 +6514,7 @@ "execution_count": 78, "id": "4d5b9d1d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:24.382775Z", - "iopub.status.busy": "2023-08-22T06:44:24.382660Z", - "iopub.status.idle": "2023-08-22T06:44:24.491042Z", - "shell.execute_reply": "2023-08-22T06:44:24.490723Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -6930,12 +6540,7 @@ "execution_count": 79, "id": "e2a88e57", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:24.492855Z", - "iopub.status.busy": "2023-08-22T06:44:24.492752Z", - "iopub.status.idle": "2023-08-22T06:44:24.497193Z", - "shell.execute_reply": "2023-08-22T06:44:24.496916Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -6961,12 +6566,7 @@ "execution_count": 80, "id": "9a3cf7a3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:24.498888Z", - "iopub.status.busy": "2023-08-22T06:44:24.498790Z", - "iopub.status.idle": "2023-08-22T06:44:24.500775Z", - "shell.execute_reply": "2023-08-22T06:44:24.500516Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -6991,12 +6591,7 @@ "execution_count": 81, "id": "b46f02c2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:24.502208Z", - "iopub.status.busy": "2023-08-22T06:44:24.502114Z", - "iopub.status.idle": "2023-08-22T06:44:43.491232Z", - "shell.execute_reply": "2023-08-22T06:44:43.490911Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7024,12 +6619,7 @@ "execution_count": 82, "id": "e5fb6afa", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.492990Z", - "iopub.status.busy": "2023-08-22T06:44:43.492881Z", - "iopub.status.idle": "2023-08-22T06:44:43.495136Z", - "shell.execute_reply": "2023-08-22T06:44:43.494898Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -7052,12 +6642,7 @@ "execution_count": 83, "id": "cad28f1a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.496615Z", - "iopub.status.busy": "2023-08-22T06:44:43.496512Z", - "iopub.status.idle": "2023-08-22T06:44:43.817649Z", - "shell.execute_reply": "2023-08-22T06:44:43.804167Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -7101,12 +6686,7 @@ "execution_count": 84, "id": "a66ecdd8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.829522Z", - "iopub.status.busy": "2023-08-22T06:44:43.829394Z", - "iopub.status.idle": "2023-08-22T06:44:43.970259Z", - "shell.execute_reply": "2023-08-22T06:44:43.969880Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7154,12 +6734,7 @@ "execution_count": 85, "id": "62440c1c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.972104Z", - "iopub.status.busy": "2023-08-22T06:44:43.971981Z", - "iopub.status.idle": "2023-08-22T06:44:43.973750Z", - "shell.execute_reply": "2023-08-22T06:44:43.973468Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -7206,12 +6781,7 @@ "execution_count": 86, "id": "c73d6e28", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.975482Z", - "iopub.status.busy": "2023-08-22T06:44:43.975361Z", - "iopub.status.idle": "2023-08-22T06:44:43.977735Z", - "shell.execute_reply": "2023-08-22T06:44:43.977461Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7256,12 +6826,7 @@ "execution_count": 87, "id": "cc9bbd00", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.979333Z", - "iopub.status.busy": "2023-08-22T06:44:43.979219Z", - "iopub.status.idle": "2023-08-22T06:44:43.981720Z", - "shell.execute_reply": "2023-08-22T06:44:43.981436Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -7293,12 +6858,7 @@ "execution_count": 88, "id": "5c9ffb46", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:43.983706Z", - "iopub.status.busy": "2023-08-22T06:44:43.983605Z", - "iopub.status.idle": "2023-08-22T06:44:44.006133Z", - "shell.execute_reply": "2023-08-22T06:44:44.005857Z" - } + "execution": {} }, "outputs": [ { @@ -7352,12 +6912,7 @@ "execution_count": 89, "id": "a2d6ddfd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:44.007842Z", - "iopub.status.busy": "2023-08-22T06:44:44.007718Z", - "iopub.status.idle": "2023-08-22T06:44:44.010586Z", - "shell.execute_reply": "2023-08-22T06:44:44.010323Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7370,12 +6925,7 @@ "execution_count": 90, "id": "1d76f970", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:44:44.012129Z", - "iopub.status.busy": "2023-08-22T06:44:44.012007Z", - "iopub.status.idle": "2023-08-22T06:57:52.592058Z", - "shell.execute_reply": "2023-08-22T06:57:52.591679Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -7738,12 +7288,7 @@ "execution_count": 91, "id": "d8a60d35", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:52.595337Z", - "iopub.status.busy": "2023-08-22T06:57:52.595214Z", - "iopub.status.idle": "2023-08-22T06:57:55.788029Z", - "shell.execute_reply": "2023-08-22T06:57:55.787703Z" - } + "execution": {} }, "outputs": [ { @@ -7800,12 +7345,7 @@ "execution_count": 92, "id": "65d7276c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.789720Z", - "iopub.status.busy": "2023-08-22T06:57:55.789606Z", - "iopub.status.idle": "2023-08-22T06:57:55.884354Z", - "shell.execute_reply": "2023-08-22T06:57:55.882420Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -7847,12 +7387,7 @@ "execution_count": 93, "id": "c6f2d6c4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.889361Z", - "iopub.status.busy": "2023-08-22T06:57:55.889040Z", - "iopub.status.idle": "2023-08-22T06:57:55.894226Z", - "shell.execute_reply": "2023-08-22T06:57:55.893514Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -7881,12 +7416,7 @@ "execution_count": 94, "id": "f3e17682", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.899236Z", - "iopub.status.busy": "2023-08-22T06:57:55.898584Z", - "iopub.status.idle": "2023-08-22T06:57:55.919645Z", - "shell.execute_reply": "2023-08-22T06:57:55.918698Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7913,12 +7443,7 @@ "execution_count": 95, "id": "78707eda", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.924653Z", - "iopub.status.busy": "2023-08-22T06:57:55.924212Z", - "iopub.status.idle": "2023-08-22T06:57:55.941488Z", - "shell.execute_reply": "2023-08-22T06:57:55.940914Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -7945,12 +7470,7 @@ "execution_count": 96, "id": "4d894824", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.946619Z", - "iopub.status.busy": "2023-08-22T06:57:55.946232Z", - "iopub.status.idle": "2023-08-22T06:57:55.957091Z", - "shell.execute_reply": "2023-08-22T06:57:55.956345Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -7989,12 +7509,7 @@ "execution_count": 97, "id": "4d7f5ce0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:55.961811Z", - "iopub.status.busy": "2023-08-22T06:57:55.961399Z", - "iopub.status.idle": "2023-08-22T06:57:56.102250Z", - "shell.execute_reply": "2023-08-22T06:57:56.100744Z" - } + "execution": {} }, "outputs": [ { @@ -8029,12 +7544,7 @@ "execution_count": 98, "id": "a6b371bb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.107157Z", - "iopub.status.busy": "2023-08-22T06:57:56.106829Z", - "iopub.status.idle": "2023-08-22T06:57:56.120860Z", - "shell.execute_reply": "2023-08-22T06:57:56.120304Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -8059,12 +7569,7 @@ "execution_count": 99, "id": "a2a8cc85", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.124686Z", - "iopub.status.busy": "2023-08-22T06:57:56.124536Z", - "iopub.status.idle": "2023-08-22T06:57:56.148874Z", - "shell.execute_reply": "2023-08-22T06:57:56.148350Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8117,12 +7622,7 @@ "execution_count": 100, "id": "8ee6e6a3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.154237Z", - "iopub.status.busy": "2023-08-22T06:57:56.153271Z", - "iopub.status.idle": "2023-08-22T06:57:56.164612Z", - "shell.execute_reply": "2023-08-22T06:57:56.162355Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8163,12 +7663,7 @@ "execution_count": 101, "id": "d35ceb54", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.168885Z", - "iopub.status.busy": "2023-08-22T06:57:56.168313Z", - "iopub.status.idle": "2023-08-22T06:57:56.177028Z", - "shell.execute_reply": "2023-08-22T06:57:56.174770Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8207,12 +7702,7 @@ "execution_count": 102, "id": "9e3dc6d5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.180875Z", - "iopub.status.busy": "2023-08-22T06:57:56.180571Z", - "iopub.status.idle": "2023-08-22T06:57:56.188877Z", - "shell.execute_reply": "2023-08-22T06:57:56.188074Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -8251,12 +7741,7 @@ "execution_count": 103, "id": "df5e5ab6", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.192921Z", - "iopub.status.busy": "2023-08-22T06:57:56.192198Z", - "iopub.status.idle": "2023-08-22T06:57:56.205860Z", - "shell.execute_reply": "2023-08-22T06:57:56.203593Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -8281,12 +7766,7 @@ "execution_count": 104, "id": "d7f49bec", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.209732Z", - "iopub.status.busy": "2023-08-22T06:57:56.209439Z", - "iopub.status.idle": "2023-08-22T06:57:56.224094Z", - "shell.execute_reply": "2023-08-22T06:57:56.221572Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -8340,12 +7820,7 @@ "execution_count": 105, "id": "ea7ce0f4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.228022Z", - "iopub.status.busy": "2023-08-22T06:57:56.227434Z", - "iopub.status.idle": "2023-08-22T06:57:56.236333Z", - "shell.execute_reply": "2023-08-22T06:57:56.234101Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -8370,12 +7845,7 @@ "execution_count": 106, "id": "ccd77738", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:56.242815Z", - "iopub.status.busy": "2023-08-22T06:57:56.242259Z", - "iopub.status.idle": "2023-08-22T06:57:57.426177Z", - "shell.execute_reply": "2023-08-22T06:57:57.425792Z" - } + "execution": {} }, "outputs": [ { @@ -8411,12 +7881,7 @@ "execution_count": 107, "id": "96e04e3f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:57.428165Z", - "iopub.status.busy": "2023-08-22T06:57:57.428026Z", - "iopub.status.idle": "2023-08-22T06:57:57.431868Z", - "shell.execute_reply": "2023-08-22T06:57:57.431594Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -8441,12 +7906,7 @@ "execution_count": 108, "id": "fc6ba2ca", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T06:57:57.433417Z", - "iopub.status.busy": "2023-08-22T06:57:57.433307Z", - "iopub.status.idle": "2023-08-22T07:00:40.275665Z", - "shell.execute_reply": "2023-08-22T07:00:40.275338Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -11373,12 +10833,7 @@ "execution_count": 109, "id": "c60876d7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:40.277902Z", - "iopub.status.busy": "2023-08-22T07:00:40.277770Z", - "iopub.status.idle": "2023-08-22T07:00:40.284106Z", - "shell.execute_reply": "2023-08-22T07:00:40.283818Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -11404,12 +10859,7 @@ "execution_count": 110, "id": "282f7e1c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:40.285727Z", - "iopub.status.busy": "2023-08-22T07:00:40.285637Z", - "iopub.status.idle": "2023-08-22T07:00:40.287708Z", - "shell.execute_reply": "2023-08-22T07:00:40.287434Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -11433,12 +10883,7 @@ "execution_count": 111, "id": "038fea74", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:40.289256Z", - "iopub.status.busy": "2023-08-22T07:00:40.289169Z", - "iopub.status.idle": "2023-08-22T07:00:40.291814Z", - "shell.execute_reply": "2023-08-22T07:00:40.291551Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -11459,12 +10904,7 @@ "execution_count": 112, "id": "68d309b2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:40.293426Z", - "iopub.status.busy": "2023-08-22T07:00:40.293319Z", - "iopub.status.idle": "2023-08-22T07:00:40.296658Z", - "shell.execute_reply": "2023-08-22T07:00:40.296393Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -11490,12 +10930,7 @@ "execution_count": 113, "id": "9fc113a1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:40.298197Z", - "iopub.status.busy": "2023-08-22T07:00:40.298117Z", - "iopub.status.idle": "2023-08-22T07:00:54.837234Z", - "shell.execute_reply": "2023-08-22T07:00:54.836928Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch11-surv-lab.ipynb b/Ch11-surv-lab.ipynb index afc93f4..70c27d5 100644 --- a/Ch11-surv-lab.ipynb +++ b/Ch11-surv-lab.ipynb @@ -33,12 +33,7 @@ "execution_count": 1, "id": "d2d71add", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:50.337731Z", - "iopub.status.busy": "2023-08-22T07:00:50.337629Z", - "iopub.status.idle": "2023-08-22T07:00:51.436060Z", - "shell.execute_reply": "2023-08-22T07:00:51.435683Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -63,12 +58,7 @@ "execution_count": 2, "id": "994efc94", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.438092Z", - "iopub.status.busy": "2023-08-22T07:00:51.437918Z", - "iopub.status.idle": "2023-08-22T07:00:51.535762Z", - "shell.execute_reply": "2023-08-22T07:00:51.535441Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -96,12 +86,7 @@ "execution_count": 3, "id": "9d41ddea", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.537713Z", - "iopub.status.busy": "2023-08-22T07:00:51.537591Z", - "iopub.status.idle": "2023-08-22T07:00:51.544098Z", - "shell.execute_reply": "2023-08-22T07:00:51.543823Z" - } + "execution": {} }, "outputs": [ { @@ -134,12 +119,7 @@ "execution_count": 4, "id": "2bece782", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.545870Z", - "iopub.status.busy": "2023-08-22T07:00:51.545663Z", - "iopub.status.idle": "2023-08-22T07:00:51.548757Z", - "shell.execute_reply": "2023-08-22T07:00:51.548485Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -165,12 +145,7 @@ "execution_count": 5, "id": "9ca465e5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.550308Z", - "iopub.status.busy": "2023-08-22T07:00:51.550187Z", - "iopub.status.idle": "2023-08-22T07:00:51.553059Z", - "shell.execute_reply": "2023-08-22T07:00:51.552776Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -198,12 +173,7 @@ "execution_count": 6, "id": "33bc4d3c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.554804Z", - "iopub.status.busy": "2023-08-22T07:00:51.554671Z", - "iopub.status.idle": "2023-08-22T07:00:51.557626Z", - "shell.execute_reply": "2023-08-22T07:00:51.557320Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -254,12 +224,7 @@ "execution_count": 7, "id": "0b6dba70", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.559244Z", - "iopub.status.busy": "2023-08-22T07:00:51.559137Z", - "iopub.status.idle": "2023-08-22T07:00:51.665338Z", - "shell.execute_reply": "2023-08-22T07:00:51.665014Z" - } + "execution": {} }, "outputs": [ { @@ -320,12 +285,7 @@ "execution_count": 8, "id": "9e6f2e70", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.667255Z", - "iopub.status.busy": "2023-08-22T07:00:51.667124Z", - "iopub.status.idle": "2023-08-22T07:00:51.776746Z", - "shell.execute_reply": "2023-08-22T07:00:51.776283Z" - } + "execution": {} }, "outputs": [ { @@ -365,12 +325,7 @@ "execution_count": 9, "id": "c135f7aa", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.778810Z", - "iopub.status.busy": "2023-08-22T07:00:51.778673Z", - "iopub.status.idle": "2023-08-22T07:00:51.828367Z", - "shell.execute_reply": "2023-08-22T07:00:51.827978Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -478,12 +433,7 @@ "execution_count": 10, "id": "5f9303dd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.830679Z", - "iopub.status.busy": "2023-08-22T07:00:51.830375Z", - "iopub.status.idle": "2023-08-22T07:00:51.855011Z", - "shell.execute_reply": "2023-08-22T07:00:51.854602Z" - } + "execution": {} }, "outputs": [ { @@ -571,12 +521,7 @@ "execution_count": 11, "id": "bcc8470c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.857128Z", - "iopub.status.busy": "2023-08-22T07:00:51.856972Z", - "iopub.status.idle": "2023-08-22T07:00:51.862953Z", - "shell.execute_reply": "2023-08-22T07:00:51.862477Z" - } + "execution": {} }, "outputs": [ { @@ -677,12 +622,7 @@ "execution_count": 12, "id": "c26a3499", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.865156Z", - "iopub.status.busy": "2023-08-22T07:00:51.864917Z", - "iopub.status.idle": "2023-08-22T07:00:51.902771Z", - "shell.execute_reply": "2023-08-22T07:00:51.902284Z" - } + "execution": {} }, "outputs": [ { @@ -825,12 +765,7 @@ "execution_count": 13, "id": "8d999f26", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.904821Z", - "iopub.status.busy": "2023-08-22T07:00:51.904683Z", - "iopub.status.idle": "2023-08-22T07:00:51.908678Z", - "shell.execute_reply": "2023-08-22T07:00:51.908230Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -858,12 +793,7 @@ "execution_count": 14, "id": "a1f6b355", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.910559Z", - "iopub.status.busy": "2023-08-22T07:00:51.910451Z", - "iopub.status.idle": "2023-08-22T07:00:51.916316Z", - "shell.execute_reply": "2023-08-22T07:00:51.915990Z" - } + "execution": {} }, "outputs": [ { @@ -986,12 +916,7 @@ "execution_count": 15, "id": "a1a9d5b3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.918281Z", - "iopub.status.busy": "2023-08-22T07:00:51.918144Z", - "iopub.status.idle": "2023-08-22T07:00:51.927845Z", - "shell.execute_reply": "2023-08-22T07:00:51.927490Z" - } + "execution": {} }, "outputs": [ { @@ -1128,12 +1053,7 @@ "execution_count": 16, "id": "1a18b56a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.929658Z", - "iopub.status.busy": "2023-08-22T07:00:51.929522Z", - "iopub.status.idle": "2023-08-22T07:00:51.936112Z", - "shell.execute_reply": "2023-08-22T07:00:51.935793Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1289,12 +1209,7 @@ "execution_count": 17, "id": "ff3de29c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:51.937659Z", - "iopub.status.busy": "2023-08-22T07:00:51.937539Z", - "iopub.status.idle": "2023-08-22T07:00:52.033442Z", - "shell.execute_reply": "2023-08-22T07:00:52.032997Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1332,12 +1247,7 @@ "execution_count": 18, "id": "cd9060c1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.035515Z", - "iopub.status.busy": "2023-08-22T07:00:52.035365Z", - "iopub.status.idle": "2023-08-22T07:00:52.186180Z", - "shell.execute_reply": "2023-08-22T07:00:52.185871Z" - } + "execution": {} }, "outputs": [ { @@ -1377,12 +1287,7 @@ "execution_count": 19, "id": "6af7106e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.188568Z", - "iopub.status.busy": "2023-08-22T07:00:52.188400Z", - "iopub.status.idle": "2023-08-22T07:00:52.221771Z", - "shell.execute_reply": "2023-08-22T07:00:52.221413Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1466,12 +1371,7 @@ "execution_count": 20, "id": "b6ebefa7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.223735Z", - "iopub.status.busy": "2023-08-22T07:00:52.223584Z", - "iopub.status.idle": "2023-08-22T07:00:52.263558Z", - "shell.execute_reply": "2023-08-22T07:00:52.263236Z" - } + "execution": {} }, "outputs": [ { @@ -1610,12 +1510,7 @@ "execution_count": 21, "id": "098f42ea", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.265430Z", - "iopub.status.busy": "2023-08-22T07:00:52.265309Z", - "iopub.status.idle": "2023-08-22T07:00:52.269361Z", - "shell.execute_reply": "2023-08-22T07:00:52.268968Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1648,12 +1543,7 @@ "execution_count": 22, "id": "26d5d0d0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.271325Z", - "iopub.status.busy": "2023-08-22T07:00:52.271227Z", - "iopub.status.idle": "2023-08-22T07:00:52.280726Z", - "shell.execute_reply": "2023-08-22T07:00:52.280283Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1680,12 +1570,7 @@ "execution_count": 23, "id": "77500663", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.282793Z", - "iopub.status.busy": "2023-08-22T07:00:52.282661Z", - "iopub.status.idle": "2023-08-22T07:00:52.287078Z", - "shell.execute_reply": "2023-08-22T07:00:52.286749Z" - } + "execution": {} }, "outputs": [ { @@ -1792,12 +1677,7 @@ "execution_count": 24, "id": "74324a56", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.289254Z", - "iopub.status.busy": "2023-08-22T07:00:52.289116Z", - "iopub.status.idle": "2023-08-22T07:00:52.327077Z", - "shell.execute_reply": "2023-08-22T07:00:52.313280Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1839,12 +1719,7 @@ "execution_count": 25, "id": "d4be10c2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.360673Z", - "iopub.status.busy": "2023-08-22T07:00:52.360466Z", - "iopub.status.idle": "2023-08-22T07:00:52.386485Z", - "shell.execute_reply": "2023-08-22T07:00:52.383597Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1870,12 +1745,7 @@ "execution_count": 26, "id": "c98d396f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.411166Z", - "iopub.status.busy": "2023-08-22T07:00:52.410817Z", - "iopub.status.idle": "2023-08-22T07:00:52.535664Z", - "shell.execute_reply": "2023-08-22T07:00:52.534128Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1899,12 +1769,7 @@ "execution_count": 27, "id": "caf627bc", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.538055Z", - "iopub.status.busy": "2023-08-22T07:00:52.537880Z", - "iopub.status.idle": "2023-08-22T07:00:52.547315Z", - "shell.execute_reply": "2023-08-22T07:00:52.546097Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2007,12 +1872,7 @@ "execution_count": 28, "id": "e63242f9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.553567Z", - "iopub.status.busy": "2023-08-22T07:00:52.553399Z", - "iopub.status.idle": "2023-08-22T07:00:52.556617Z", - "shell.execute_reply": "2023-08-22T07:00:52.556076Z" - } + "execution": {} }, "outputs": [ { @@ -2043,12 +1903,7 @@ "execution_count": 29, "id": "338db71d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.558893Z", - "iopub.status.busy": "2023-08-22T07:00:52.558778Z", - "iopub.status.idle": "2023-08-22T07:00:52.706054Z", - "shell.execute_reply": "2023-08-22T07:00:52.705654Z" - } + "execution": {} }, "outputs": [ { @@ -2095,12 +1950,7 @@ "execution_count": 30, "id": "c1db6e15", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.707873Z", - "iopub.status.busy": "2023-08-22T07:00:52.707772Z", - "iopub.status.idle": "2023-08-22T07:00:52.850431Z", - "shell.execute_reply": "2023-08-22T07:00:52.849948Z" - } + "execution": {} }, "outputs": [ { @@ -2151,12 +2001,7 @@ "execution_count": 31, "id": "02ea4212", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.852333Z", - "iopub.status.busy": "2023-08-22T07:00:52.852184Z", - "iopub.status.idle": "2023-08-22T07:00:52.869743Z", - "shell.execute_reply": "2023-08-22T07:00:52.869438Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2258,12 +2103,7 @@ "execution_count": 32, "id": "0ac610d5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.871905Z", - "iopub.status.busy": "2023-08-22T07:00:52.871758Z", - "iopub.status.idle": "2023-08-22T07:00:52.889214Z", - "shell.execute_reply": "2023-08-22T07:00:52.888915Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2368,12 +2208,7 @@ "execution_count": 33, "id": "107cedad", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:52.891264Z", - "iopub.status.busy": "2023-08-22T07:00:52.891105Z", - "iopub.status.idle": "2023-08-22T07:00:52.999600Z", - "shell.execute_reply": "2023-08-22T07:00:52.999278Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2473,12 +2308,7 @@ "execution_count": 34, "id": "334eb331", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:53.001288Z", - "iopub.status.busy": "2023-08-22T07:00:53.001160Z", - "iopub.status.idle": "2023-08-22T07:00:53.112657Z", - "shell.execute_reply": "2023-08-22T07:00:53.112061Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2581,12 +2411,7 @@ "execution_count": 35, "id": "421811c5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:53.115234Z", - "iopub.status.busy": "2023-08-22T07:00:53.114902Z", - "iopub.status.idle": "2023-08-22T07:00:53.349069Z", - "shell.execute_reply": "2023-08-22T07:00:53.326280Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ diff --git a/Ch12-unsup-lab.ipynb b/Ch12-unsup-lab.ipynb index d9a9a1e..db5293d 100644 --- a/Ch12-unsup-lab.ipynb +++ b/Ch12-unsup-lab.ipynb @@ -21,12 +21,7 @@ "execution_count": 1, "id": "6d5ba583", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:56.821728Z", - "iopub.status.busy": "2023-08-22T07:00:56.821428Z", - "iopub.status.idle": "2023-08-22T07:00:57.569366Z", - "shell.execute_reply": "2023-08-22T07:00:57.569068Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -54,12 +49,7 @@ "execution_count": 2, "id": "64c83257", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:57.571332Z", - "iopub.status.busy": "2023-08-22T07:00:57.571181Z", - "iopub.status.idle": "2023-08-22T07:00:59.834786Z", - "shell.execute_reply": "2023-08-22T07:00:59.834273Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -91,12 +81,7 @@ "execution_count": 3, "id": "04ec4481", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:00:59.837457Z", - "iopub.status.busy": "2023-08-22T07:00:59.837321Z", - "iopub.status.idle": "2023-08-22T07:01:01.128712Z", - "shell.execute_reply": "2023-08-22T07:01:01.128206Z" - } + "execution": {} }, "outputs": [ { @@ -558,12 +543,7 @@ "execution_count": 4, "id": "1b66036a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.131204Z", - "iopub.status.busy": "2023-08-22T07:01:01.130984Z", - "iopub.status.idle": "2023-08-22T07:01:01.135700Z", - "shell.execute_reply": "2023-08-22T07:01:01.134242Z" - } + "execution": {} }, "outputs": [ { @@ -594,12 +574,7 @@ "execution_count": 5, "id": "52e900fd", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.141963Z", - "iopub.status.busy": "2023-08-22T07:01:01.141493Z", - "iopub.status.idle": "2023-08-22T07:01:01.148106Z", - "shell.execute_reply": "2023-08-22T07:01:01.147604Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -637,12 +612,7 @@ "execution_count": 6, "id": "68684f78", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.156074Z", - "iopub.status.busy": "2023-08-22T07:01:01.154480Z", - "iopub.status.idle": "2023-08-22T07:01:01.168063Z", - "shell.execute_reply": "2023-08-22T07:01:01.167370Z" - } + "execution": {} }, "outputs": [ { @@ -691,12 +661,7 @@ "execution_count": 7, "id": "d2b7caf9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.171694Z", - "iopub.status.busy": "2023-08-22T07:01:01.171419Z", - "iopub.status.idle": "2023-08-22T07:01:01.175704Z", - "shell.execute_reply": "2023-08-22T07:01:01.174949Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -721,12 +686,7 @@ "execution_count": 8, "id": "de8f57fa", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.179112Z", - "iopub.status.busy": "2023-08-22T07:01:01.178950Z", - "iopub.status.idle": "2023-08-22T07:01:01.181409Z", - "shell.execute_reply": "2023-08-22T07:01:01.180781Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -750,12 +710,7 @@ "execution_count": 9, "id": "26c45f1e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.184888Z", - "iopub.status.busy": "2023-08-22T07:01:01.184710Z", - "iopub.status.idle": "2023-08-22T07:01:01.188530Z", - "shell.execute_reply": "2023-08-22T07:01:01.188252Z" - } + "execution": {} }, "outputs": [ { @@ -791,12 +746,7 @@ "execution_count": 10, "id": "3097e99d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.190309Z", - "iopub.status.busy": "2023-08-22T07:01:01.190146Z", - "iopub.status.idle": "2023-08-22T07:01:01.193028Z", - "shell.execute_reply": "2023-08-22T07:01:01.192570Z" - } + "execution": {} }, "outputs": [ { @@ -828,12 +778,7 @@ "execution_count": 11, "id": "c071a242", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.196049Z", - "iopub.status.busy": "2023-08-22T07:01:01.195747Z", - "iopub.status.idle": "2023-08-22T07:01:01.198277Z", - "shell.execute_reply": "2023-08-22T07:01:01.197846Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -857,12 +802,7 @@ "execution_count": 12, "id": "c9bcab06", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.200305Z", - "iopub.status.busy": "2023-08-22T07:01:01.200177Z", - "iopub.status.idle": "2023-08-22T07:01:01.202888Z", - "shell.execute_reply": "2023-08-22T07:01:01.202483Z" - } + "execution": {} }, "outputs": [ { @@ -900,12 +840,7 @@ "execution_count": 13, "id": "7375ab13", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.204941Z", - "iopub.status.busy": "2023-08-22T07:01:01.204821Z", - "iopub.status.idle": "2023-08-22T07:01:01.305551Z", - "shell.execute_reply": "2023-08-22T07:01:01.304502Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -950,12 +885,7 @@ "execution_count": 14, "id": "4c1988de", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.308684Z", - "iopub.status.busy": "2023-08-22T07:01:01.308547Z", - "iopub.status.idle": "2023-08-22T07:01:01.398261Z", - "shell.execute_reply": "2023-08-22T07:01:01.397687Z" - } + "execution": {} }, "outputs": [ { @@ -997,12 +927,7 @@ "execution_count": 15, "id": "965c6320", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.400814Z", - "iopub.status.busy": "2023-08-22T07:01:01.400674Z", - "iopub.status.idle": "2023-08-22T07:01:01.404022Z", - "shell.execute_reply": "2023-08-22T07:01:01.403489Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1035,12 +960,7 @@ "execution_count": 16, "id": "cd5e1663", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.405922Z", - "iopub.status.busy": "2023-08-22T07:01:01.405818Z", - "iopub.status.idle": "2023-08-22T07:01:01.409000Z", - "shell.execute_reply": "2023-08-22T07:01:01.408413Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1073,12 +993,7 @@ "execution_count": 17, "id": "e711d1be", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.410782Z", - "iopub.status.busy": "2023-08-22T07:01:01.410676Z", - "iopub.status.idle": "2023-08-22T07:01:01.413542Z", - "shell.execute_reply": "2023-08-22T07:01:01.413036Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1114,12 +1029,7 @@ "execution_count": 18, "id": "e122eb41", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.415587Z", - "iopub.status.busy": "2023-08-22T07:01:01.415405Z", - "iopub.status.idle": "2023-08-22T07:01:01.537691Z", - "shell.execute_reply": "2023-08-22T07:01:01.537297Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1150,12 +1060,7 @@ "execution_count": 19, "id": "bef47d90", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.540279Z", - "iopub.status.busy": "2023-08-22T07:01:01.539986Z", - "iopub.status.idle": "2023-08-22T07:01:01.632911Z", - "shell.execute_reply": "2023-08-22T07:01:01.632328Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1198,12 +1103,7 @@ "execution_count": 20, "id": "f3300d9e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.635302Z", - "iopub.status.busy": "2023-08-22T07:01:01.634975Z", - "iopub.status.idle": "2023-08-22T07:01:01.638324Z", - "shell.execute_reply": "2023-08-22T07:01:01.637831Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1247,12 +1147,7 @@ "execution_count": 21, "id": "20e6009f", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.640494Z", - "iopub.status.busy": "2023-08-22T07:01:01.640389Z", - "iopub.status.idle": "2023-08-22T07:01:01.643841Z", - "shell.execute_reply": "2023-08-22T07:01:01.643438Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1288,12 +1183,7 @@ "execution_count": 22, "id": "7d9937cf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.646567Z", - "iopub.status.busy": "2023-08-22T07:01:01.646396Z", - "iopub.status.idle": "2023-08-22T07:01:01.649238Z", - "shell.execute_reply": "2023-08-22T07:01:01.648799Z" - } + "execution": {} }, "outputs": [ { @@ -1319,12 +1209,7 @@ "execution_count": 23, "id": "e58f83a3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.651066Z", - "iopub.status.busy": "2023-08-22T07:01:01.650908Z", - "iopub.status.idle": "2023-08-22T07:01:01.653787Z", - "shell.execute_reply": "2023-08-22T07:01:01.653263Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1359,12 +1244,7 @@ "execution_count": 24, "id": "5c4f9b34", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.656687Z", - "iopub.status.busy": "2023-08-22T07:01:01.656390Z", - "iopub.status.idle": "2023-08-22T07:01:01.659789Z", - "shell.execute_reply": "2023-08-22T07:01:01.659269Z" - } + "execution": {} }, "outputs": [ { @@ -1389,12 +1269,7 @@ "execution_count": 25, "id": "0ce84f1b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.661783Z", - "iopub.status.busy": "2023-08-22T07:01:01.661671Z", - "iopub.status.idle": "2023-08-22T07:01:01.664431Z", - "shell.execute_reply": "2023-08-22T07:01:01.664078Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1434,12 +1309,7 @@ "execution_count": 26, "id": "cd8b4bed", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.666675Z", - "iopub.status.busy": "2023-08-22T07:01:01.666540Z", - "iopub.status.idle": "2023-08-22T07:01:01.669352Z", - "shell.execute_reply": "2023-08-22T07:01:01.668883Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1474,12 +1344,7 @@ "execution_count": 27, "id": "7f3bc8f9", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.671494Z", - "iopub.status.busy": "2023-08-22T07:01:01.671325Z", - "iopub.status.idle": "2023-08-22T07:01:01.673688Z", - "shell.execute_reply": "2023-08-22T07:01:01.673299Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1507,12 +1372,7 @@ "execution_count": 28, "id": "771a46a7", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.675631Z", - "iopub.status.busy": "2023-08-22T07:01:01.675424Z", - "iopub.status.idle": "2023-08-22T07:01:01.678059Z", - "shell.execute_reply": "2023-08-22T07:01:01.677393Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1535,12 +1395,7 @@ "execution_count": 29, "id": "1416f048", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.680424Z", - "iopub.status.busy": "2023-08-22T07:01:01.680179Z", - "iopub.status.idle": "2023-08-22T07:01:01.682713Z", - "shell.execute_reply": "2023-08-22T07:01:01.682431Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1575,12 +1430,7 @@ "execution_count": 30, "id": "9eff34aa", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.684370Z", - "iopub.status.busy": "2023-08-22T07:01:01.684237Z", - "iopub.status.idle": "2023-08-22T07:01:01.688888Z", - "shell.execute_reply": "2023-08-22T07:01:01.688576Z" - } + "execution": {} }, "outputs": [ { @@ -1630,12 +1480,7 @@ "execution_count": 31, "id": "7815b948", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.690940Z", - "iopub.status.busy": "2023-08-22T07:01:01.690758Z", - "iopub.status.idle": "2023-08-22T07:01:01.694473Z", - "shell.execute_reply": "2023-08-22T07:01:01.694113Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1688,12 +1533,7 @@ "execution_count": 32, "id": "f63cf4b8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.697098Z", - "iopub.status.busy": "2023-08-22T07:01:01.696989Z", - "iopub.status.idle": "2023-08-22T07:01:01.699944Z", - "shell.execute_reply": "2023-08-22T07:01:01.699302Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1717,12 +1557,7 @@ "execution_count": 33, "id": "f973c2d4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:01.701419Z", - "iopub.status.busy": "2023-08-22T07:01:01.701312Z", - "iopub.status.idle": "2023-08-22T07:01:02.037824Z", - "shell.execute_reply": "2023-08-22T07:01:02.037051Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -1745,12 +1580,7 @@ "execution_count": 34, "id": "e980954b", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.040614Z", - "iopub.status.busy": "2023-08-22T07:01:02.040437Z", - "iopub.status.idle": "2023-08-22T07:01:02.044054Z", - "shell.execute_reply": "2023-08-22T07:01:02.043563Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1787,12 +1617,7 @@ "execution_count": 35, "id": "a94d452c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.046357Z", - "iopub.status.busy": "2023-08-22T07:01:02.046208Z", - "iopub.status.idle": "2023-08-22T07:01:02.149266Z", - "shell.execute_reply": "2023-08-22T07:01:02.148849Z" - } + "execution": {} }, "outputs": [ { @@ -1834,12 +1659,7 @@ "execution_count": 36, "id": "94ff654c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.151742Z", - "iopub.status.busy": "2023-08-22T07:01:02.151594Z", - "iopub.status.idle": "2023-08-22T07:01:02.271388Z", - "shell.execute_reply": "2023-08-22T07:01:02.270932Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1883,12 +1703,7 @@ "execution_count": 37, "id": "b3561317", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.274358Z", - "iopub.status.busy": "2023-08-22T07:01:02.273928Z", - "iopub.status.idle": "2023-08-22T07:01:02.290763Z", - "shell.execute_reply": "2023-08-22T07:01:02.290332Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1956,12 +1771,7 @@ "execution_count": 38, "id": "be9e4f9c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.293285Z", - "iopub.status.busy": "2023-08-22T07:01:02.293108Z", - "iopub.status.idle": "2023-08-22T07:01:02.297337Z", - "shell.execute_reply": "2023-08-22T07:01:02.296824Z" - } + "execution": {} }, "outputs": [ { @@ -2003,12 +1813,7 @@ "execution_count": 39, "id": "f80d8563", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.299662Z", - "iopub.status.busy": "2023-08-22T07:01:02.299457Z", - "iopub.status.idle": "2023-08-22T07:01:02.303357Z", - "shell.execute_reply": "2023-08-22T07:01:02.302779Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2036,12 +1841,7 @@ "execution_count": 40, "id": "83e7ccf8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.305759Z", - "iopub.status.busy": "2023-08-22T07:01:02.305577Z", - "iopub.status.idle": "2023-08-22T07:01:02.310695Z", - "shell.execute_reply": "2023-08-22T07:01:02.310382Z" - } + "execution": {} }, "outputs": [ { @@ -2096,12 +1896,7 @@ "execution_count": 41, "id": "56ee8cbf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.312692Z", - "iopub.status.busy": "2023-08-22T07:01:02.312323Z", - "iopub.status.idle": "2023-08-22T07:01:02.538970Z", - "shell.execute_reply": "2023-08-22T07:01:02.538582Z" - } + "execution": {} }, "outputs": [ { @@ -2141,12 +1936,7 @@ "execution_count": 42, "id": "10f4fc97", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.541376Z", - "iopub.status.busy": "2023-08-22T07:01:02.541208Z", - "iopub.status.idle": "2023-08-22T07:01:02.758968Z", - "shell.execute_reply": "2023-08-22T07:01:02.758508Z" - } + "execution": {} }, "outputs": [ { @@ -2183,12 +1973,7 @@ "execution_count": 43, "id": "3aed342a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.761325Z", - "iopub.status.busy": "2023-08-22T07:01:02.761152Z", - "iopub.status.idle": "2023-08-22T07:01:02.765136Z", - "shell.execute_reply": "2023-08-22T07:01:02.764674Z" - } + "execution": {} }, "outputs": [ { @@ -2225,12 +2010,7 @@ "execution_count": 44, "id": "49c6db0c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.767317Z", - "iopub.status.busy": "2023-08-22T07:01:02.767155Z", - "iopub.status.idle": "2023-08-22T07:01:02.771483Z", - "shell.execute_reply": "2023-08-22T07:01:02.771020Z" - } + "execution": {} }, "outputs": [ { @@ -2311,12 +2091,7 @@ "execution_count": 45, "id": "0ef4b7ec", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:02.773805Z", - "iopub.status.busy": "2023-08-22T07:01:02.773647Z", - "iopub.status.idle": "2023-08-22T07:01:03.002349Z", - "shell.execute_reply": "2023-08-22T07:01:03.001396Z" - } + "execution": {} }, "outputs": [ { @@ -2366,12 +2141,7 @@ "execution_count": 46, "id": "51761ef3", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.007714Z", - "iopub.status.busy": "2023-08-22T07:01:03.007387Z", - "iopub.status.idle": "2023-08-22T07:01:03.189542Z", - "shell.execute_reply": "2023-08-22T07:01:03.189234Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2418,12 +2188,7 @@ "execution_count": 47, "id": "3dbe7baf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.191496Z", - "iopub.status.busy": "2023-08-22T07:01:03.191325Z", - "iopub.status.idle": "2023-08-22T07:01:03.200433Z", - "shell.execute_reply": "2023-08-22T07:01:03.199967Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2451,12 +2216,7 @@ "execution_count": 48, "id": "8f4e9db0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.206306Z", - "iopub.status.busy": "2023-08-22T07:01:03.206039Z", - "iopub.status.idle": "2023-08-22T07:01:03.211349Z", - "shell.execute_reply": "2023-08-22T07:01:03.210526Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2488,12 +2248,7 @@ "execution_count": 49, "id": "6373db4d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.215280Z", - "iopub.status.busy": "2023-08-22T07:01:03.215107Z", - "iopub.status.idle": "2023-08-22T07:01:03.220745Z", - "shell.execute_reply": "2023-08-22T07:01:03.220268Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -2544,12 +2299,7 @@ "execution_count": 50, "id": "9f185f83", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.224010Z", - "iopub.status.busy": "2023-08-22T07:01:03.223805Z", - "iopub.status.idle": "2023-08-22T07:01:03.756454Z", - "shell.execute_reply": "2023-08-22T07:01:03.755090Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2576,12 +2326,7 @@ "execution_count": 51, "id": "b044b197", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:03.760531Z", - "iopub.status.busy": "2023-08-22T07:01:03.759964Z", - "iopub.status.idle": "2023-08-22T07:01:04.106389Z", - "shell.execute_reply": "2023-08-22T07:01:04.105861Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2646,12 +2391,7 @@ "execution_count": 52, "id": "b2450bb2", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:04.108911Z", - "iopub.status.busy": "2023-08-22T07:01:04.108756Z", - "iopub.status.idle": "2023-08-22T07:01:04.295709Z", - "shell.execute_reply": "2023-08-22T07:01:04.295142Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2719,12 +2459,7 @@ "execution_count": 53, "id": "f3f85512", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:04.298506Z", - "iopub.status.busy": "2023-08-22T07:01:04.298369Z", - "iopub.status.idle": "2023-08-22T07:01:04.301034Z", - "shell.execute_reply": "2023-08-22T07:01:04.300583Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -2757,12 +2492,7 @@ "execution_count": 54, "id": "5cbeeb19", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:04.303691Z", - "iopub.status.busy": "2023-08-22T07:01:04.303453Z", - "iopub.status.idle": "2023-08-22T07:01:05.507632Z", - "shell.execute_reply": "2023-08-22T07:01:05.507177Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -2810,12 +2540,7 @@ "execution_count": 55, "id": "1eb3c92e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:05.509745Z", - "iopub.status.busy": "2023-08-22T07:01:05.509610Z", - "iopub.status.idle": "2023-08-22T07:01:05.520162Z", - "shell.execute_reply": "2023-08-22T07:01:05.519790Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -3004,12 +2729,7 @@ "execution_count": 56, "id": "e3c2841c", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:05.522420Z", - "iopub.status.busy": "2023-08-22T07:01:05.522186Z", - "iopub.status.idle": "2023-08-22T07:01:05.914218Z", - "shell.execute_reply": "2023-08-22T07:01:05.913893Z" - } + "execution": {} }, "outputs": [ { @@ -3053,12 +2773,7 @@ "execution_count": 57, "id": "94dfe5a0", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:05.915828Z", - "iopub.status.busy": "2023-08-22T07:01:05.915706Z", - "iopub.status.idle": "2023-08-22T07:01:06.390699Z", - "shell.execute_reply": "2023-08-22T07:01:06.390367Z" - } + "execution": {} }, "outputs": [ { @@ -3178,12 +2893,7 @@ "execution_count": 58, "id": "abd51940", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:06.404283Z", - "iopub.status.busy": "2023-08-22T07:01:06.404155Z", - "iopub.status.idle": "2023-08-22T07:01:06.897582Z", - "shell.execute_reply": "2023-08-22T07:01:06.897221Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ diff --git a/Ch13-multiple-lab.ipynb b/Ch13-multiple-lab.ipynb index 0e8886d..9ed586b 100644 --- a/Ch13-multiple-lab.ipynb +++ b/Ch13-multiple-lab.ipynb @@ -25,12 +25,7 @@ "execution_count": 1, "id": "7cc4fbeb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:10.471948Z", - "iopub.status.busy": "2023-08-22T07:01:10.471668Z", - "iopub.status.idle": "2023-08-22T07:01:11.350943Z", - "shell.execute_reply": "2023-08-22T07:01:11.350643Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -55,12 +50,7 @@ "execution_count": 2, "id": "595efc18", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.352807Z", - "iopub.status.busy": "2023-08-22T07:01:11.352663Z", - "iopub.status.idle": "2023-08-22T07:01:11.354553Z", - "shell.execute_reply": "2023-08-22T07:01:11.354339Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [], @@ -94,12 +84,7 @@ "execution_count": 3, "id": "985d1d6e", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.355962Z", - "iopub.status.busy": "2023-08-22T07:01:11.355865Z", - "iopub.status.idle": "2023-08-22T07:01:11.357829Z", - "shell.execute_reply": "2023-08-22T07:01:11.357602Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -124,12 +109,7 @@ "execution_count": 4, "id": "753d612a", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.359164Z", - "iopub.status.busy": "2023-08-22T07:01:11.359072Z", - "iopub.status.idle": "2023-08-22T07:01:11.362315Z", - "shell.execute_reply": "2023-08-22T07:01:11.362065Z" - } + "execution": {} }, "outputs": [ { @@ -171,12 +151,7 @@ "execution_count": 5, "id": "facd6569", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.363675Z", - "iopub.status.busy": "2023-08-22T07:01:11.363598Z", - "iopub.status.idle": "2023-08-22T07:01:11.382551Z", - "shell.execute_reply": "2023-08-22T07:01:11.382313Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [], @@ -207,12 +182,7 @@ "execution_count": 6, "id": "e89ef3eb", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.384012Z", - "iopub.status.busy": "2023-08-22T07:01:11.383929Z", - "iopub.status.idle": "2023-08-22T07:01:11.390854Z", - "shell.execute_reply": "2023-08-22T07:01:11.390622Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -308,12 +278,7 @@ "execution_count": 7, "id": "ae184aaf", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.392278Z", - "iopub.status.busy": "2023-08-22T07:01:11.392193Z", - "iopub.status.idle": "2023-08-22T07:01:11.414541Z", - "shell.execute_reply": "2023-08-22T07:01:11.414284Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -420,12 +385,7 @@ "execution_count": 8, "id": "0295fe68", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.416013Z", - "iopub.status.busy": "2023-08-22T07:01:11.415934Z", - "iopub.status.idle": "2023-08-22T07:01:11.601337Z", - "shell.execute_reply": "2023-08-22T07:01:11.601050Z" - } + "execution": {} }, "outputs": [ { @@ -476,12 +436,7 @@ "execution_count": 9, "id": "406e59a8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.603043Z", - "iopub.status.busy": "2023-08-22T07:01:11.602922Z", - "iopub.status.idle": "2023-08-22T07:01:11.637677Z", - "shell.execute_reply": "2023-08-22T07:01:11.637393Z" - } + "execution": {} }, "outputs": [ { @@ -544,12 +499,7 @@ "execution_count": 10, "id": "d4f6a247", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.639421Z", - "iopub.status.busy": "2023-08-22T07:01:11.639308Z", - "iopub.status.idle": "2023-08-22T07:01:11.641724Z", - "shell.execute_reply": "2023-08-22T07:01:11.641464Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -583,12 +533,7 @@ "execution_count": 11, "id": "01a29d71", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.643173Z", - "iopub.status.busy": "2023-08-22T07:01:11.643074Z", - "iopub.status.idle": "2023-08-22T07:01:11.645284Z", - "shell.execute_reply": "2023-08-22T07:01:11.645035Z" - } + "execution": {} }, "outputs": [ { @@ -625,12 +570,7 @@ "execution_count": 12, "id": "95454eb4", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.646828Z", - "iopub.status.busy": "2023-08-22T07:01:11.646723Z", - "iopub.status.idle": "2023-08-22T07:01:11.681328Z", - "shell.execute_reply": "2023-08-22T07:01:11.681006Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -665,12 +605,7 @@ "execution_count": 13, "id": "1f1ac764", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.683039Z", - "iopub.status.busy": "2023-08-22T07:01:11.682931Z", - "iopub.status.idle": "2023-08-22T07:01:11.685981Z", - "shell.execute_reply": "2023-08-22T07:01:11.685726Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -709,12 +644,7 @@ "execution_count": 14, "id": "298d975d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.687516Z", - "iopub.status.busy": "2023-08-22T07:01:11.687436Z", - "iopub.status.idle": "2023-08-22T07:01:11.690137Z", - "shell.execute_reply": "2023-08-22T07:01:11.689879Z" - } + "execution": {} }, "outputs": [ { @@ -761,12 +691,7 @@ "execution_count": 15, "id": "be117713", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:11.691729Z", - "iopub.status.busy": "2023-08-22T07:01:11.691643Z", - "iopub.status.idle": "2023-08-22T07:01:12.083351Z", - "shell.execute_reply": "2023-08-22T07:01:12.083006Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -821,12 +746,7 @@ "execution_count": 16, "id": "537c4ea8", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.085028Z", - "iopub.status.busy": "2023-08-22T07:01:12.084925Z", - "iopub.status.idle": "2023-08-22T07:01:12.158318Z", - "shell.execute_reply": "2023-08-22T07:01:12.158031Z" - } + "execution": {} }, "outputs": [ { @@ -862,12 +782,7 @@ "execution_count": 17, "id": "2c88ec87", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.160012Z", - "iopub.status.busy": "2023-08-22T07:01:12.159900Z", - "iopub.status.idle": "2023-08-22T07:01:12.510866Z", - "shell.execute_reply": "2023-08-22T07:01:12.510573Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -891,12 +806,7 @@ "execution_count": 18, "id": "b6d56819", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.512518Z", - "iopub.status.busy": "2023-08-22T07:01:12.512432Z", - "iopub.status.idle": "2023-08-22T07:01:12.514982Z", - "shell.execute_reply": "2023-08-22T07:01:12.514769Z" - } + "execution": {} }, "outputs": [ { @@ -936,12 +846,7 @@ "execution_count": 19, "id": "b00da3a1", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.516361Z", - "iopub.status.busy": "2023-08-22T07:01:12.516283Z", - "iopub.status.idle": "2023-08-22T07:01:12.518438Z", - "shell.execute_reply": "2023-08-22T07:01:12.518191Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -980,12 +885,7 @@ "execution_count": 20, "id": "1c230117", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.519863Z", - "iopub.status.busy": "2023-08-22T07:01:12.519780Z", - "iopub.status.idle": "2023-08-22T07:01:12.521828Z", - "shell.execute_reply": "2023-08-22T07:01:12.521610Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1030,12 +930,7 @@ "execution_count": 21, "id": "62289650", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.523116Z", - "iopub.status.busy": "2023-08-22T07:01:12.523043Z", - "iopub.status.idle": "2023-08-22T07:01:12.525236Z", - "shell.execute_reply": "2023-08-22T07:01:12.525021Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1064,12 +959,7 @@ "execution_count": 22, "id": "18b3c0ed", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.526613Z", - "iopub.status.busy": "2023-08-22T07:01:12.526539Z", - "iopub.status.idle": "2023-08-22T07:01:12.740275Z", - "shell.execute_reply": "2023-08-22T07:01:12.739986Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1114,12 +1004,7 @@ "execution_count": 23, "id": "eb79e606", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.742002Z", - "iopub.status.busy": "2023-08-22T07:01:12.741882Z", - "iopub.status.idle": "2023-08-22T07:01:12.844984Z", - "shell.execute_reply": "2023-08-22T07:01:12.844724Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1165,12 +1050,7 @@ "execution_count": 24, "id": "1afbcf47", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.846468Z", - "iopub.status.busy": "2023-08-22T07:01:12.846384Z", - "iopub.status.idle": "2023-08-22T07:01:12.849714Z", - "shell.execute_reply": "2023-08-22T07:01:12.849454Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1218,12 +1098,7 @@ "execution_count": 25, "id": "f73f4c6d", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:12.851134Z", - "iopub.status.busy": "2023-08-22T07:01:12.851053Z", - "iopub.status.idle": "2023-08-22T07:01:14.848052Z", - "shell.execute_reply": "2023-08-22T07:01:14.847788Z" - }, + "execution": {}, "lines_to_next_cell": 2 }, "outputs": [ @@ -1269,12 +1144,7 @@ "execution_count": 26, "id": "062daf19", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:14.849560Z", - "iopub.status.busy": "2023-08-22T07:01:14.849477Z", - "iopub.status.idle": "2023-08-22T07:01:14.990286Z", - "shell.execute_reply": "2023-08-22T07:01:14.989980Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [ @@ -1329,12 +1199,7 @@ "execution_count": 27, "id": "6d14fcad", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:01:14.992440Z", - "iopub.status.busy": "2023-08-22T07:01:14.992326Z", - "iopub.status.idle": "2023-08-22T07:04:36.802040Z", - "shell.execute_reply": "2023-08-22T07:04:36.801740Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1375,12 +1240,7 @@ "execution_count": 28, "id": "8f0ec909", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:04:36.803805Z", - "iopub.status.busy": "2023-08-22T07:04:36.803712Z", - "iopub.status.idle": "2023-08-22T07:04:36.913862Z", - "shell.execute_reply": "2023-08-22T07:04:36.913579Z" - } + "execution": {} }, "outputs": [], "source": [ @@ -1416,12 +1276,7 @@ "execution_count": 29, "id": "f11339e5", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:04:36.915631Z", - "iopub.status.busy": "2023-08-22T07:04:36.915542Z", - "iopub.status.idle": "2023-08-22T07:04:36.918059Z", - "shell.execute_reply": "2023-08-22T07:04:36.917797Z" - } + "execution": {} }, "outputs": [ { @@ -1471,12 +1326,7 @@ "execution_count": 30, "id": "d2600773", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:04:36.919428Z", - "iopub.status.busy": "2023-08-22T07:04:36.919345Z", - "iopub.status.idle": "2023-08-22T07:04:36.921649Z", - "shell.execute_reply": "2023-08-22T07:04:36.921430Z" - } + "execution": {} }, "outputs": [ { @@ -1539,12 +1389,7 @@ "execution_count": 31, "id": "924b7705", "metadata": { - "execution": { - "iopub.execute_input": "2023-08-22T07:04:36.923042Z", - "iopub.status.busy": "2023-08-22T07:04:36.922969Z", - "iopub.status.idle": "2023-08-22T07:04:36.986633Z", - "shell.execute_reply": "2023-08-22T07:04:36.986366Z" - }, + "execution": {}, "lines_to_next_cell": 0 }, "outputs": [