From d1a37e49ad6921fa3d98b4ffed47167ad7b27a9b Mon Sep 17 00:00:00 2001 From: Jonathan Taylor Date: Mon, 31 Jul 2023 00:32:11 -0400 Subject: [PATCH] small import fixes --- Ch10-deeplearning-lab.ipynb | 4 +- Ch8-baggboost-lab.ipynb | 283 ++++++++++++++++++------------------ 2 files changed, 143 insertions(+), 144 deletions(-) diff --git a/Ch10-deeplearning-lab.ipynb b/Ch10-deeplearning-lab.ipynb index aee2512..4f408b5 100644 --- a/Ch10-deeplearning-lab.ipynb +++ b/Ch10-deeplearning-lab.ipynb @@ -90,8 +90,7 @@ "source": [ "from torchmetrics import (MeanAbsoluteError,\n", " R2Score)\n", - "from torchinfo import summary\n", - "from torchvision.io import read_image" + "from torchinfo import summary" ] }, { @@ -163,6 +162,7 @@ "metadata": {}, "outputs": [], "source": [ + "from torchvision.io import read_image\n", "from torchvision.datasets import MNIST, CIFAR100\n", "from torchvision.models import (resnet50,\n", " ResNet50_Weights)\n", diff --git a/Ch8-baggboost-lab.ipynb b/Ch8-baggboost-lab.ipynb index 4182883..826f96f 100644 --- a/Ch8-baggboost-lab.ipynb +++ b/Ch8-baggboost-lab.ipynb @@ -24,10 +24,10 @@ "id": "4cc7120f", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:18.029427Z", - "iopub.status.busy": "2023-07-31T02:15:18.028953Z", - "iopub.status.idle": "2023-07-31T02:15:19.087899Z", - "shell.execute_reply": "2023-07-31T02:15:19.087537Z" + "iopub.execute_input": "2023-07-31T04:30:40.300816Z", + "iopub.status.busy": "2023-07-31T04:30:40.300524Z", + "iopub.status.idle": "2023-07-31T04:30:41.427594Z", + "shell.execute_reply": "2023-07-31T04:30:41.427210Z" } }, "outputs": [], @@ -35,7 +35,6 @@ "import numpy as np\n", "import pandas as pd\n", "from matplotlib.pyplot import subplots\n", - "from statsmodels.datasets import get_rdataset\n", "import sklearn.model_selection as skm\n", "from ISLP import load_data, confusion_table\n", "from ISLP.models import ModelSpec as MS" @@ -56,10 +55,10 @@ "id": "864fa15e", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.089948Z", - "iopub.status.busy": "2023-07-31T02:15:19.089775Z", - "iopub.status.idle": "2023-07-31T02:15:19.147487Z", - "shell.execute_reply": "2023-07-31T02:15:19.147152Z" + "iopub.execute_input": "2023-07-31T04:30:41.429527Z", + "iopub.status.busy": "2023-07-31T04:30:41.429365Z", + "iopub.status.idle": "2023-07-31T04:30:41.482154Z", + "shell.execute_reply": "2023-07-31T04:30:41.481876Z" } }, "outputs": [], @@ -103,10 +102,10 @@ "id": "bfb4c83b", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.149321Z", - "iopub.status.busy": "2023-07-31T02:15:19.149206Z", - "iopub.status.idle": "2023-07-31T02:15:19.154375Z", - "shell.execute_reply": "2023-07-31T02:15:19.154124Z" + "iopub.execute_input": "2023-07-31T04:30:41.483971Z", + "iopub.status.busy": "2023-07-31T04:30:41.483851Z", + "iopub.status.idle": "2023-07-31T04:30:41.488856Z", + "shell.execute_reply": "2023-07-31T04:30:41.488596Z" } }, "outputs": [], @@ -134,10 +133,10 @@ "id": "5d9e7a14", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.155849Z", - "iopub.status.busy": "2023-07-31T02:15:19.155745Z", - "iopub.status.idle": "2023-07-31T02:15:19.165548Z", - "shell.execute_reply": "2023-07-31T02:15:19.165299Z" + "iopub.execute_input": "2023-07-31T04:30:41.490354Z", + "iopub.status.busy": "2023-07-31T04:30:41.490251Z", + "iopub.status.idle": "2023-07-31T04:30:41.500107Z", + "shell.execute_reply": "2023-07-31T04:30:41.499827Z" } }, "outputs": [], @@ -168,10 +167,10 @@ "id": "970c4515", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.167118Z", - "iopub.status.busy": "2023-07-31T02:15:19.167033Z", - "iopub.status.idle": "2023-07-31T02:15:19.172136Z", - "shell.execute_reply": "2023-07-31T02:15:19.171882Z" + "iopub.execute_input": "2023-07-31T04:30:41.501612Z", + "iopub.status.busy": "2023-07-31T04:30:41.501506Z", + "iopub.status.idle": "2023-07-31T04:30:41.506829Z", + "shell.execute_reply": "2023-07-31T04:30:41.506566Z" } }, "outputs": [ @@ -219,10 +218,10 @@ "id": "2d9a51dc", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.173642Z", - "iopub.status.busy": "2023-07-31T02:15:19.173553Z", - "iopub.status.idle": "2023-07-31T02:15:19.176335Z", - "shell.execute_reply": "2023-07-31T02:15:19.176094Z" + "iopub.execute_input": "2023-07-31T04:30:41.508361Z", + "iopub.status.busy": "2023-07-31T04:30:41.508261Z", + "iopub.status.idle": "2023-07-31T04:30:41.511129Z", + "shell.execute_reply": "2023-07-31T04:30:41.510866Z" } }, "outputs": [ @@ -265,10 +264,10 @@ "id": "cbc04b67", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.177761Z", - "iopub.status.busy": "2023-07-31T02:15:19.177682Z", - "iopub.status.idle": "2023-07-31T02:15:19.180892Z", - "shell.execute_reply": "2023-07-31T02:15:19.180644Z" + "iopub.execute_input": "2023-07-31T04:30:41.512528Z", + "iopub.status.busy": "2023-07-31T04:30:41.512435Z", + "iopub.status.idle": "2023-07-31T04:30:41.515596Z", + "shell.execute_reply": "2023-07-31T04:30:41.515356Z" } }, "outputs": [ @@ -308,10 +307,10 @@ "id": "809830c7", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.182351Z", - "iopub.status.busy": "2023-07-31T02:15:19.182245Z", - "iopub.status.idle": "2023-07-31T02:15:19.482785Z", - "shell.execute_reply": "2023-07-31T02:15:19.481832Z" + "iopub.execute_input": "2023-07-31T04:30:41.516955Z", + "iopub.status.busy": "2023-07-31T04:30:41.516861Z", + "iopub.status.idle": "2023-07-31T04:30:41.819909Z", + "shell.execute_reply": "2023-07-31T04:30:41.819123Z" } }, "outputs": [ @@ -355,10 +354,10 @@ "id": "abe8c7fc", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.486624Z", - "iopub.status.busy": "2023-07-31T02:15:19.486331Z", - "iopub.status.idle": "2023-07-31T02:15:19.494584Z", - "shell.execute_reply": "2023-07-31T02:15:19.492697Z" + "iopub.execute_input": "2023-07-31T04:30:41.825044Z", + "iopub.status.busy": "2023-07-31T04:30:41.824582Z", + "iopub.status.idle": "2023-07-31T04:30:41.833443Z", + "shell.execute_reply": "2023-07-31T04:30:41.831954Z" } }, "outputs": [ @@ -420,10 +419,10 @@ "id": "f7a1f736", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.498518Z", - "iopub.status.busy": "2023-07-31T02:15:19.498124Z", - "iopub.status.idle": "2023-07-31T02:15:19.512653Z", - "shell.execute_reply": "2023-07-31T02:15:19.512025Z" + "iopub.execute_input": "2023-07-31T04:30:41.839397Z", + "iopub.status.busy": "2023-07-31T04:30:41.839140Z", + "iopub.status.idle": "2023-07-31T04:30:41.855525Z", + "shell.execute_reply": "2023-07-31T04:30:41.854837Z" } }, "outputs": [ @@ -467,10 +466,10 @@ "id": "c663a623", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.516666Z", - "iopub.status.busy": "2023-07-31T02:15:19.516241Z", - "iopub.status.idle": "2023-07-31T02:15:19.521385Z", - "shell.execute_reply": "2023-07-31T02:15:19.520183Z" + "iopub.execute_input": "2023-07-31T04:30:41.859695Z", + "iopub.status.busy": "2023-07-31T04:30:41.859181Z", + "iopub.status.idle": "2023-07-31T04:30:41.871569Z", + "shell.execute_reply": "2023-07-31T04:30:41.869736Z" } }, "outputs": [], @@ -499,10 +498,10 @@ "id": "c2f2a403", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.525513Z", - "iopub.status.busy": "2023-07-31T02:15:19.525072Z", - "iopub.status.idle": "2023-07-31T02:15:19.535350Z", - "shell.execute_reply": "2023-07-31T02:15:19.534633Z" + "iopub.execute_input": "2023-07-31T04:30:41.875825Z", + "iopub.status.busy": "2023-07-31T04:30:41.875521Z", + "iopub.status.idle": "2023-07-31T04:30:41.887622Z", + "shell.execute_reply": "2023-07-31T04:30:41.886986Z" } }, "outputs": [ @@ -538,10 +537,10 @@ "id": "b2505658", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.539366Z", - "iopub.status.busy": "2023-07-31T02:15:19.539040Z", - "iopub.status.idle": "2023-07-31T02:15:19.546925Z", - "shell.execute_reply": "2023-07-31T02:15:19.546237Z" + "iopub.execute_input": "2023-07-31T04:30:41.891688Z", + "iopub.status.busy": "2023-07-31T04:30:41.891302Z", + "iopub.status.idle": "2023-07-31T04:30:41.900931Z", + "shell.execute_reply": "2023-07-31T04:30:41.900021Z" } }, "outputs": [], @@ -567,10 +566,10 @@ "id": "09a7bd33", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.550734Z", - "iopub.status.busy": "2023-07-31T02:15:19.550424Z", - "iopub.status.idle": "2023-07-31T02:15:19.837908Z", - "shell.execute_reply": "2023-07-31T02:15:19.837613Z" + "iopub.execute_input": "2023-07-31T04:30:41.906506Z", + "iopub.status.busy": "2023-07-31T04:30:41.906147Z", + "iopub.status.idle": "2023-07-31T04:30:42.181528Z", + "shell.execute_reply": "2023-07-31T04:30:42.181248Z" } }, "outputs": [ @@ -609,10 +608,10 @@ "id": "a75dea32", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:19.839555Z", - "iopub.status.busy": "2023-07-31T02:15:19.839448Z", - "iopub.status.idle": "2023-07-31T02:15:20.608424Z", - "shell.execute_reply": "2023-07-31T02:15:20.608031Z" + "iopub.execute_input": "2023-07-31T04:30:42.183092Z", + "iopub.status.busy": "2023-07-31T04:30:42.183007Z", + "iopub.status.idle": "2023-07-31T04:30:42.935282Z", + "shell.execute_reply": "2023-07-31T04:30:42.934918Z" } }, "outputs": [ @@ -650,10 +649,10 @@ "id": "3f1e3d19", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.610202Z", - "iopub.status.busy": "2023-07-31T02:15:20.610073Z", - "iopub.status.idle": "2023-07-31T02:15:20.612665Z", - "shell.execute_reply": "2023-07-31T02:15:20.612377Z" + "iopub.execute_input": "2023-07-31T04:30:42.937030Z", + "iopub.status.busy": "2023-07-31T04:30:42.936913Z", + "iopub.status.idle": "2023-07-31T04:30:42.939665Z", + "shell.execute_reply": "2023-07-31T04:30:42.939410Z" } }, "outputs": [ @@ -689,10 +688,10 @@ "id": "30f5c2f9", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.614301Z", - "iopub.status.busy": "2023-07-31T02:15:20.614182Z", - "iopub.status.idle": "2023-07-31T02:15:20.620615Z", - "shell.execute_reply": "2023-07-31T02:15:20.620330Z" + "iopub.execute_input": "2023-07-31T04:30:42.941120Z", + "iopub.status.busy": "2023-07-31T04:30:42.941021Z", + "iopub.status.idle": "2023-07-31T04:30:42.947592Z", + "shell.execute_reply": "2023-07-31T04:30:42.947326Z" } }, "outputs": [ @@ -792,10 +791,10 @@ "id": "1ca6bc7a", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.622180Z", - "iopub.status.busy": "2023-07-31T02:15:20.622071Z", - "iopub.status.idle": "2023-07-31T02:15:20.630504Z", - "shell.execute_reply": "2023-07-31T02:15:20.630231Z" + "iopub.execute_input": "2023-07-31T04:30:42.949053Z", + "iopub.status.busy": "2023-07-31T04:30:42.948951Z", + "iopub.status.idle": "2023-07-31T04:30:42.956250Z", + "shell.execute_reply": "2023-07-31T04:30:42.955993Z" } }, "outputs": [], @@ -822,10 +821,10 @@ "id": "15cfb553", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.632216Z", - "iopub.status.busy": "2023-07-31T02:15:20.632123Z", - "iopub.status.idle": "2023-07-31T02:15:20.634711Z", - "shell.execute_reply": "2023-07-31T02:15:20.634438Z" + "iopub.execute_input": "2023-07-31T04:30:42.957800Z", + "iopub.status.busy": "2023-07-31T04:30:42.957699Z", + "iopub.status.idle": "2023-07-31T04:30:42.960385Z", + "shell.execute_reply": "2023-07-31T04:30:42.960128Z" } }, "outputs": [], @@ -853,10 +852,10 @@ "id": "d18820a3", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.636130Z", - "iopub.status.busy": "2023-07-31T02:15:20.636046Z", - "iopub.status.idle": "2023-07-31T02:15:20.914747Z", - "shell.execute_reply": "2023-07-31T02:15:20.914384Z" + "iopub.execute_input": "2023-07-31T04:30:42.961789Z", + "iopub.status.busy": "2023-07-31T04:30:42.961700Z", + "iopub.status.idle": "2023-07-31T04:30:43.237847Z", + "shell.execute_reply": "2023-07-31T04:30:43.237495Z" } }, "outputs": [ @@ -907,10 +906,10 @@ "id": "619f8d94", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.916605Z", - "iopub.status.busy": "2023-07-31T02:15:20.916474Z", - "iopub.status.idle": "2023-07-31T02:15:20.964104Z", - "shell.execute_reply": "2023-07-31T02:15:20.963804Z" + "iopub.execute_input": "2023-07-31T04:30:43.239633Z", + "iopub.status.busy": "2023-07-31T04:30:43.239507Z", + "iopub.status.idle": "2023-07-31T04:30:43.285310Z", + "shell.execute_reply": "2023-07-31T04:30:43.285044Z" } }, "outputs": [], @@ -942,17 +941,17 @@ "id": "779a14b6", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.965952Z", - "iopub.status.busy": "2023-07-31T02:15:20.965824Z", - "iopub.status.idle": "2023-07-31T02:15:20.968776Z", - "shell.execute_reply": "2023-07-31T02:15:20.968498Z" + "iopub.execute_input": "2023-07-31T04:30:43.287027Z", + "iopub.status.busy": "2023-07-31T04:30:43.286940Z", + "iopub.status.idle": "2023-07-31T04:30:43.290148Z", + "shell.execute_reply": "2023-07-31T04:30:43.289861Z" } }, "outputs": [ { "data": { "text/plain": [ - "28.069857549754044" + "28.06985754975404" ] }, "execution_count": 22, @@ -987,10 +986,10 @@ "id": "2b04030b", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:20.970396Z", - "iopub.status.busy": "2023-07-31T02:15:20.970275Z", - "iopub.status.idle": "2023-07-31T02:15:21.247090Z", - "shell.execute_reply": "2023-07-31T02:15:21.246739Z" + "iopub.execute_input": "2023-07-31T04:30:43.291793Z", + "iopub.status.busy": "2023-07-31T04:30:43.291674Z", + "iopub.status.idle": "2023-07-31T04:30:43.564079Z", + "shell.execute_reply": "2023-07-31T04:30:43.563765Z" } }, "outputs": [ @@ -1038,10 +1037,10 @@ "id": "7dedce31", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:21.248864Z", - "iopub.status.busy": "2023-07-31T02:15:21.248738Z", - "iopub.status.idle": "2023-07-31T02:15:21.407928Z", - "shell.execute_reply": "2023-07-31T02:15:21.407645Z" + "iopub.execute_input": "2023-07-31T04:30:43.565753Z", + "iopub.status.busy": "2023-07-31T04:30:43.565635Z", + "iopub.status.idle": "2023-07-31T04:30:43.724357Z", + "shell.execute_reply": "2023-07-31T04:30:43.724077Z" } }, "outputs": [ @@ -1081,10 +1080,10 @@ "id": "1f2c7336", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:21.409485Z", - "iopub.status.busy": "2023-07-31T02:15:21.409379Z", - "iopub.status.idle": "2023-07-31T02:15:21.498476Z", - "shell.execute_reply": "2023-07-31T02:15:21.498181Z" + "iopub.execute_input": "2023-07-31T04:30:43.725963Z", + "iopub.status.busy": "2023-07-31T04:30:43.725843Z", + "iopub.status.idle": "2023-07-31T04:30:43.814871Z", + "shell.execute_reply": "2023-07-31T04:30:43.814581Z" } }, "outputs": [ @@ -1134,10 +1133,10 @@ "id": "0bba2439", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:21.500279Z", - "iopub.status.busy": "2023-07-31T02:15:21.500166Z", - "iopub.status.idle": "2023-07-31T02:15:22.296373Z", - "shell.execute_reply": "2023-07-31T02:15:22.296076Z" + "iopub.execute_input": "2023-07-31T04:30:43.816519Z", + "iopub.status.busy": "2023-07-31T04:30:43.816405Z", + "iopub.status.idle": "2023-07-31T04:30:44.608840Z", + "shell.execute_reply": "2023-07-31T04:30:44.608555Z" } }, "outputs": [ @@ -1182,10 +1181,10 @@ "id": "90457fbe", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:22.298011Z", - "iopub.status.busy": "2023-07-31T02:15:22.297895Z", - "iopub.status.idle": "2023-07-31T02:15:22.404436Z", - "shell.execute_reply": "2023-07-31T02:15:22.404168Z" + "iopub.execute_input": "2023-07-31T04:30:44.610512Z", + "iopub.status.busy": "2023-07-31T04:30:44.610403Z", + "iopub.status.idle": "2023-07-31T04:30:44.716253Z", + "shell.execute_reply": "2023-07-31T04:30:44.715979Z" } }, "outputs": [ @@ -1224,10 +1223,10 @@ "id": "8aae1857", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:22.405995Z", - "iopub.status.busy": "2023-07-31T02:15:22.405903Z", - "iopub.status.idle": "2023-07-31T02:15:22.411844Z", - "shell.execute_reply": "2023-07-31T02:15:22.411592Z" + "iopub.execute_input": "2023-07-31T04:30:44.717793Z", + "iopub.status.busy": "2023-07-31T04:30:44.717706Z", + "iopub.status.idle": "2023-07-31T04:30:44.723886Z", + "shell.execute_reply": "2023-07-31T04:30:44.723635Z" } }, "outputs": [ @@ -1379,10 +1378,10 @@ "id": "887b4fa9", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:22.413372Z", - "iopub.status.busy": "2023-07-31T02:15:22.413291Z", - "iopub.status.idle": "2023-07-31T02:15:26.060325Z", - "shell.execute_reply": "2023-07-31T02:15:26.060035Z" + "iopub.execute_input": "2023-07-31T04:30:44.725445Z", + "iopub.status.busy": "2023-07-31T04:30:44.725345Z", + "iopub.status.idle": "2023-07-31T04:30:48.357276Z", + "shell.execute_reply": "2023-07-31T04:30:48.357015Z" } }, "outputs": [ @@ -1427,10 +1426,10 @@ "id": "6c56696c", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:26.061992Z", - "iopub.status.busy": "2023-07-31T02:15:26.061875Z", - "iopub.status.idle": "2023-07-31T02:15:26.515548Z", - "shell.execute_reply": "2023-07-31T02:15:26.515229Z" + "iopub.execute_input": "2023-07-31T04:30:48.358860Z", + "iopub.status.busy": "2023-07-31T04:30:48.358753Z", + "iopub.status.idle": "2023-07-31T04:30:48.808502Z", + "shell.execute_reply": "2023-07-31T04:30:48.808208Z" } }, "outputs": [ @@ -1477,10 +1476,10 @@ "id": "8a636f63", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:26.517359Z", - "iopub.status.busy": "2023-07-31T02:15:26.517201Z", - "iopub.status.idle": "2023-07-31T02:15:26.529183Z", - "shell.execute_reply": "2023-07-31T02:15:26.528854Z" + "iopub.execute_input": "2023-07-31T04:30:48.810244Z", + "iopub.status.busy": "2023-07-31T04:30:48.810139Z", + "iopub.status.idle": "2023-07-31T04:30:48.821958Z", + "shell.execute_reply": "2023-07-31T04:30:48.821612Z" } }, "outputs": [ @@ -1518,10 +1517,10 @@ "id": "4e2ab3c7", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:26.530888Z", - "iopub.status.busy": "2023-07-31T02:15:26.530765Z", - "iopub.status.idle": "2023-07-31T02:15:28.908099Z", - "shell.execute_reply": "2023-07-31T02:15:28.907812Z" + "iopub.execute_input": "2023-07-31T04:30:48.823909Z", + "iopub.status.busy": "2023-07-31T04:30:48.823807Z", + "iopub.status.idle": "2023-07-31T04:30:51.196994Z", + "shell.execute_reply": "2023-07-31T04:30:51.196708Z" } }, "outputs": [ @@ -1582,10 +1581,10 @@ "id": "b0b41c04", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:28.909862Z", - "iopub.status.busy": "2023-07-31T02:15:28.909756Z", - "iopub.status.idle": "2023-07-31T02:15:30.340056Z", - "shell.execute_reply": "2023-07-31T02:15:30.339758Z" + "iopub.execute_input": "2023-07-31T04:30:51.198695Z", + "iopub.status.busy": "2023-07-31T04:30:51.198593Z", + "iopub.status.idle": "2023-07-31T04:30:52.615191Z", + "shell.execute_reply": "2023-07-31T04:30:52.614890Z" } }, "outputs": [ @@ -1622,10 +1621,10 @@ "id": "fda8fffc", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:30.341685Z", - "iopub.status.busy": "2023-07-31T02:15:30.341579Z", - "iopub.status.idle": "2023-07-31T02:15:30.636105Z", - "shell.execute_reply": "2023-07-31T02:15:30.635827Z" + "iopub.execute_input": "2023-07-31T04:30:52.616789Z", + "iopub.status.busy": "2023-07-31T04:30:52.616675Z", + "iopub.status.idle": "2023-07-31T04:30:52.911570Z", + "shell.execute_reply": "2023-07-31T04:30:52.911292Z" } }, "outputs": [ @@ -1660,10 +1659,10 @@ "id": "be77f0e4", "metadata": { "execution": { - "iopub.execute_input": "2023-07-31T02:15:30.637642Z", - "iopub.status.busy": "2023-07-31T02:15:30.637556Z", - "iopub.status.idle": "2023-07-31T02:15:30.640399Z", - "shell.execute_reply": "2023-07-31T02:15:30.640159Z" + "iopub.execute_input": "2023-07-31T04:30:52.913135Z", + "iopub.status.busy": "2023-07-31T04:30:52.913052Z", + "iopub.status.idle": "2023-07-31T04:30:52.915894Z", + "shell.execute_reply": "2023-07-31T04:30:52.915657Z" } }, "outputs": [