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fix conflict in README

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Jonathan Taylor committed 2023-08-06 11:44:08 -07:00
2 parents ca12db6546 0614cb89dd
commit dc35f729e1
16 files changed
+9733 -8511
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Ch10-deeplearning-lab.ipynb
+3377 -2192
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Ch11-surv-lab.ipynb
+141 -141
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@@ -34,10 +34,10 @@
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@@ -64,10 +64,10 @@
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@@ -97,10 +97,10 @@
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@@ -135,10 +135,10 @@
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@@ -166,10 +166,10 @@
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@@ -255,10 +255,10 @@
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@@ -321,10 +321,10 @@
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@@ -366,10 +366,10 @@
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@@ -479,10 +479,10 @@
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@@ -572,10 +572,10 @@
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@@ -678,10 +678,10 @@
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@@ -826,10 +826,10 @@
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@@ -859,10 +859,10 @@
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@@ -987,10 +987,10 @@
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@@ -1129,10 +1129,10 @@
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@@ -1378,10 +1378,10 @@
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@@ -1611,10 +1611,10 @@
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@@ -1840,10 +1840,10 @@
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@@ -1900,10 +1900,10 @@
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@@ -2716,7 +2716,7 @@
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Ch12-unsup-lab.ipynb
+262 -262
View File
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@@ -92,10 +92,10 @@
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@@ -559,10 +559,10 @@
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See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">PCA</label><div class=\"sk-toggleable__content\"><pre>PCA()</pre></div></div></div></div></div>" "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA()</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">PCA</label><div class=\"sk-toggleable__content\"><pre>PCA()</pre></div></div></div></div></div>"
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"shell.execute_reply": "2023-07-26T05:18:11.181699Z" "shell.execute_reply": "2023-08-06T17:35:54.144969Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"array([[-0.98556588, 1.13339238, -0.44426879, 0.15626714],\n", "array([[-0.98556588, -1.13339238, 0.44426879, 0.15626714],\n",
" [-1.95013775, 1.07321326, 2.04000333, -0.43858344],\n", " [-1.95013775, -1.07321326, -2.04000333, -0.43858344],\n",
" [-1.76316354, -0.74595678, 0.05478082, -0.83465292]])" " [-1.76316354, 0.74595678, -0.05478082, -0.83465292]])"
] ]
}, },
"execution_count": 24, "execution_count": 24,
@@ -1390,10 +1390,10 @@
"id": "c96c9fe1", "id": "c96c9fe1",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.184051Z", "iopub.execute_input": "2023-08-06T17:35:54.146759Z",
"iopub.status.busy": "2023-07-26T05:18:11.183934Z", "iopub.status.busy": "2023-08-06T17:35:54.146653Z",
"iopub.status.idle": "2023-07-26T05:18:11.186945Z", "iopub.status.idle": "2023-08-06T17:35:54.148887Z",
"shell.execute_reply": "2023-07-26T05:18:11.186473Z" "shell.execute_reply": "2023-08-06T17:35:54.148630Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1435,10 +1435,10 @@
"id": "574409d6", "id": "574409d6",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.189376Z", "iopub.execute_input": "2023-08-06T17:35:54.150348Z",
"iopub.status.busy": "2023-07-26T05:18:11.189199Z", "iopub.status.busy": "2023-08-06T17:35:54.150251Z",
"iopub.status.idle": "2023-07-26T05:18:11.192254Z", "iopub.status.idle": "2023-08-06T17:35:54.152569Z",
"shell.execute_reply": "2023-07-26T05:18:11.191873Z" "shell.execute_reply": "2023-08-06T17:35:54.152331Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -1475,10 +1475,10 @@
"id": "89f190ae", "id": "89f190ae",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.194569Z", "iopub.execute_input": "2023-08-06T17:35:54.154068Z",
"iopub.status.busy": "2023-07-26T05:18:11.194458Z", "iopub.status.busy": "2023-08-06T17:35:54.153976Z",
"iopub.status.idle": "2023-07-26T05:18:11.197204Z", "iopub.status.idle": "2023-08-06T17:35:54.155943Z",
"shell.execute_reply": "2023-07-26T05:18:11.196762Z" "shell.execute_reply": "2023-08-06T17:35:54.155667Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1508,10 +1508,10 @@
"id": "322f339c", "id": "322f339c",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.199355Z", "iopub.execute_input": "2023-08-06T17:35:54.157547Z",
"iopub.status.busy": "2023-07-26T05:18:11.199208Z", "iopub.status.busy": "2023-08-06T17:35:54.157431Z",
"iopub.status.idle": "2023-07-26T05:18:11.201784Z", "iopub.status.idle": "2023-08-06T17:35:54.159402Z",
"shell.execute_reply": "2023-07-26T05:18:11.201348Z" "shell.execute_reply": "2023-08-06T17:35:54.159143Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -1536,10 +1536,10 @@
"id": "7e106d1a", "id": "7e106d1a",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.204020Z", "iopub.execute_input": "2023-08-06T17:35:54.160950Z",
"iopub.status.busy": "2023-07-26T05:18:11.203890Z", "iopub.status.busy": "2023-08-06T17:35:54.160834Z",
"iopub.status.idle": "2023-07-26T05:18:11.206286Z", "iopub.status.idle": "2023-08-06T17:35:54.162815Z",
"shell.execute_reply": "2023-07-26T05:18:11.205915Z" "shell.execute_reply": "2023-08-06T17:35:54.162552Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1576,10 +1576,10 @@
"id": "7cb05ce4", "id": "7cb05ce4",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.208518Z", "iopub.execute_input": "2023-08-06T17:35:54.164360Z",
"iopub.status.busy": "2023-07-26T05:18:11.208345Z", "iopub.status.busy": "2023-08-06T17:35:54.164263Z",
"iopub.status.idle": "2023-07-26T05:18:11.212476Z", "iopub.status.idle": "2023-08-06T17:35:54.167306Z",
"shell.execute_reply": "2023-07-26T05:18:11.211847Z" "shell.execute_reply": "2023-08-06T17:35:54.167033Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1631,10 +1631,10 @@
"id": "6f245188", "id": "6f245188",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.214882Z", "iopub.execute_input": "2023-08-06T17:35:54.168856Z",
"iopub.status.busy": "2023-07-26T05:18:11.214746Z", "iopub.status.busy": "2023-08-06T17:35:54.168772Z",
"iopub.status.idle": "2023-07-26T05:18:11.217935Z", "iopub.status.idle": "2023-08-06T17:35:54.171306Z",
"shell.execute_reply": "2023-07-26T05:18:11.217596Z" "shell.execute_reply": "2023-08-06T17:35:54.171036Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
@@ -1642,7 +1642,7 @@
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"0.711356743429736" "0.7113567434297362"
] ]
}, },
"execution_count": 31, "execution_count": 31,
@@ -1689,10 +1689,10 @@
"id": "345fb41e", "id": "345fb41e",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.220117Z", "iopub.execute_input": "2023-08-06T17:35:54.172898Z",
"iopub.status.busy": "2023-07-26T05:18:11.219983Z", "iopub.status.busy": "2023-08-06T17:35:54.172820Z",
"iopub.status.idle": "2023-07-26T05:18:11.222355Z", "iopub.status.idle": "2023-08-06T17:35:54.174844Z",
"shell.execute_reply": "2023-07-26T05:18:11.221948Z" "shell.execute_reply": "2023-08-06T17:35:54.174573Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1718,10 +1718,10 @@
"id": "3a8c21a2", "id": "3a8c21a2",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.224388Z", "iopub.execute_input": "2023-08-06T17:35:54.176279Z",
"iopub.status.busy": "2023-07-26T05:18:11.224258Z", "iopub.status.busy": "2023-08-06T17:35:54.176201Z",
"iopub.status.idle": "2023-07-26T05:18:11.262343Z", "iopub.status.idle": "2023-08-06T17:35:54.490075Z",
"shell.execute_reply": "2023-07-26T05:18:11.261799Z" "shell.execute_reply": "2023-08-06T17:35:54.489602Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1746,10 +1746,10 @@
"id": "e3e35b5d", "id": "e3e35b5d",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.265599Z", "iopub.execute_input": "2023-08-06T17:35:54.492349Z",
"iopub.status.busy": "2023-07-26T05:18:11.265438Z", "iopub.status.busy": "2023-08-06T17:35:54.492209Z",
"iopub.status.idle": "2023-07-26T05:18:11.268983Z", "iopub.status.idle": "2023-08-06T17:35:54.495557Z",
"shell.execute_reply": "2023-07-26T05:18:11.268283Z" "shell.execute_reply": "2023-08-06T17:35:54.495020Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1757,9 +1757,9 @@
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"array([1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0,\n", "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1,\n",
" 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", " 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
" 0, 0, 0, 0, 0, 0], dtype=int32)" " 1, 1, 1, 1, 1, 1], dtype=int32)"
] ]
}, },
"execution_count": 34, "execution_count": 34,
@@ -1788,16 +1788,16 @@
"id": "d928650a", "id": "d928650a",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.271491Z", "iopub.execute_input": "2023-08-06T17:35:54.497396Z",
"iopub.status.busy": "2023-07-26T05:18:11.271353Z", "iopub.status.busy": "2023-08-06T17:35:54.497311Z",
"iopub.status.idle": "2023-07-26T05:18:11.409914Z", "iopub.status.idle": "2023-08-06T17:35:54.605692Z",
"shell.execute_reply": "2023-07-26T05:18:11.409365Z" "shell.execute_reply": "2023-08-06T17:35:54.605294Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
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truncated "image/png": "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 truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -1835,17 +1835,17 @@
"id": "92e5175c", "id": "92e5175c",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.412487Z", "iopub.execute_input": "2023-08-06T17:35:54.608086Z",
"iopub.status.busy": "2023-07-26T05:18:11.412250Z", "iopub.status.busy": "2023-08-06T17:35:54.607746Z",
"iopub.status.idle": "2023-07-26T05:18:11.548124Z", "iopub.status.idle": "2023-08-06T17:35:54.725343Z",
"shell.execute_reply": "2023-07-26T05:18:11.547642Z" "shell.execute_reply": "2023-08-06T17:35:54.725007Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
"image/png": 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truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -1884,10 +1884,10 @@
"id": "4911ecc7", "id": "4911ecc7",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.551298Z", "iopub.execute_input": "2023-08-06T17:35:54.727259Z",
"iopub.status.busy": "2023-07-26T05:18:11.551122Z", "iopub.status.busy": "2023-08-06T17:35:54.727141Z",
"iopub.status.idle": "2023-07-26T05:18:11.570392Z", "iopub.status.idle": "2023-08-06T17:35:54.742605Z",
"shell.execute_reply": "2023-07-26T05:18:11.569843Z" "shell.execute_reply": "2023-08-06T17:35:54.742234Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1895,7 +1895,7 @@
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"(78.06117325882116, 75.0350825910044)" "(76.85131986999252, 75.06261242745384)"
] ]
}, },
"execution_count": 37, "execution_count": 37,
@@ -1957,17 +1957,17 @@
"id": "1b42a700", "id": "1b42a700",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:11.573065Z", "iopub.execute_input": "2023-08-06T17:35:54.745207Z",
"iopub.status.busy": "2023-07-26T05:18:11.572885Z", "iopub.status.busy": "2023-08-06T17:35:54.744988Z",
"iopub.status.idle": "2023-07-26T05:18:11.577747Z", "iopub.status.idle": "2023-08-06T17:35:54.750667Z",
"shell.execute_reply": "2023-07-26T05:18:11.577317Z" "shell.execute_reply": "2023-08-06T17:35:54.750320Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
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"<style>#sk-container-id-2 {color: black;background-color: white;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;complete&#x27;,\n", "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;complete&#x27;,\n",
" n_clusters=None)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;complete&#x27;,\n", " n_clusters=None)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;complete&#x27;,\n",
" n_clusters=None)</pre></div></div></div></div></div>" " n_clusters=None)</pre></div></div></div></div></div>"
], ],
@@ -2004,10 +2004,10 @@
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@@ -2037,17 +2037,17 @@
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{ {
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"<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;single&#x27;,\n", "<style>#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;single&#x27;,\n",
" metric=&#x27;precomputed&#x27;, n_clusters=None)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;single&#x27;,\n", " metric=&#x27;precomputed&#x27;, n_clusters=None)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(distance_threshold=0, linkage=&#x27;single&#x27;,\n",
" metric=&#x27;precomputed&#x27;, n_clusters=None)</pre></div></div></div></div></div>" " metric=&#x27;precomputed&#x27;, n_clusters=None)</pre></div></div></div></div></div>"
], ],
@@ -2097,10 +2097,10 @@
"id": "a118c0ab", "id": "a118c0ab",
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} }
}, },
"outputs": [ "outputs": [
@@ -2142,10 +2142,10 @@
"id": "b1ff41c0", "id": "b1ff41c0",
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} }
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"outputs": [ "outputs": [
@@ -2184,10 +2184,10 @@
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} }
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"outputs": [ "outputs": [
@@ -2226,10 +2226,10 @@
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} }
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"outputs": [ "outputs": [
@@ -2312,10 +2312,10 @@
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"metadata": { "metadata": {
"execution": { "execution": {
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"shell.execute_reply": "2023-07-26T05:18:12.457026Z" "shell.execute_reply": "2023-08-06T17:35:55.466654Z"
} }
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"outputs": [ "outputs": [
@@ -2367,10 +2367,10 @@
"id": "b7f7da12", "id": "b7f7da12",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:12.461207Z", "iopub.execute_input": "2023-08-06T17:35:55.468711Z",
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@@ -2419,10 +2419,10 @@
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} }
}, },
"outputs": [], "outputs": [],
@@ -2452,10 +2452,10 @@
"id": "cea54566", "id": "cea54566",
"metadata": { "metadata": {
"execution": { "execution": {
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@@ -2489,10 +2489,10 @@
"id": "4dac41bb", "id": "4dac41bb",
"metadata": { "metadata": {
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@@ -2545,10 +2545,10 @@
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"shell.execute_reply": "2023-07-26T05:18:12.856469Z" "shell.execute_reply": "2023-08-06T17:35:55.811884Z"
} }
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@@ -2577,10 +2577,10 @@
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@@ -2647,10 +2647,10 @@
"id": "e20c3cc1", "id": "e20c3cc1",
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@@ -2720,10 +2720,10 @@
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"shell.execute_reply": "2023-07-26T05:18:13.332533Z" "shell.execute_reply": "2023-08-06T17:35:56.231485Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -2758,10 +2758,10 @@
"id": "54d40449", "id": "54d40449",
"metadata": { "metadata": {
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@@ -2811,10 +2811,10 @@
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@@ -3005,10 +3005,10 @@
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} }
}, },
"outputs": [ "outputs": [
@@ -3054,10 +3054,10 @@
"id": "1587e83b", "id": "1587e83b",
"metadata": { "metadata": {
"execution": { "execution": {
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} }
}, },
"outputs": [ "outputs": [
@@ -3098,30 +3098,30 @@
" <tbody>\n", " <tbody>\n",
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>28</td>\n", " <td>1</td>\n",
" <td>3</td>\n", " <td>20</td>\n",
" <td>10</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>0</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1</th>\n", " <th>1</th>\n",
" <td>7</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>7</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>2</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>3</th>\n", " <th>3</th>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>9</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
@@ -3129,12 +3129,12 @@
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
"K-means 0 1 2 3\n", "K-means 0 1 2 3\n",
"HClust \n", "HClust \n",
"0 28 3 9 0\n", "0 1 20 10 9\n",
"1 7 0 0 0\n", "1 0 7 0 0\n",
"2 0 0 0 8\n", "2 8 0 0 0\n",
"3 0 9 0 0" "3 0 0 9 0"
] ]
}, },
"execution_count": 57, "execution_count": 57,
@@ -3179,10 +3179,10 @@
"id": "b09ceeab", "id": "b09ceeab",
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@@ -3405,7 +3405,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.9.17" "version": "3.11.4"
} }
}, },
"nbformat": 4, "nbformat": 4,
Ch13-multiple-lab.ipynb
+125 -125
View File
@@ -26,10 +26,10 @@
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} }
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"outputs": [], "outputs": [],
@@ -56,10 +56,10 @@
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@@ -95,10 +95,10 @@
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} }
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"outputs": [], "outputs": [],
@@ -125,10 +125,10 @@
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} }
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"outputs": [ "outputs": [
@@ -172,10 +172,10 @@
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@@ -208,10 +208,10 @@
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@@ -308,10 +308,10 @@
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@@ -420,10 +420,10 @@
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@@ -544,10 +544,10 @@
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"outputs": [ "outputs": [
@@ -760,10 +760,10 @@
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"outputs": [ "outputs": [
@@ -861,10 +861,10 @@
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@@ -890,10 +890,10 @@
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"outputs": [ "outputs": [
@@ -935,10 +935,10 @@
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@@ -979,10 +979,10 @@
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@@ -1029,10 +1029,10 @@
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} }
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"outputs": [], "outputs": [],
@@ -1063,10 +1063,10 @@
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@@ -1113,10 +1113,10 @@
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@@ -1164,10 +1164,10 @@
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@@ -1217,10 +1217,10 @@
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@@ -1268,10 +1268,10 @@
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@@ -1328,10 +1328,10 @@
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} }
}, },
"outputs": [], "outputs": [],
@@ -1374,10 +1374,10 @@
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@@ -1415,10 +1415,10 @@
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"outputs": [ "outputs": [
@@ -1470,10 +1470,10 @@
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"outputs": [ "outputs": [
@@ -1538,10 +1538,10 @@
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@@ -1589,7 +1589,7 @@
"name": "python", "name": "python",
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Ch2-statlearn-lab.ipynb
+743 -751
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Ch3-linreg-lab.ipynb
+189 -158
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@@ -28,10 +28,10 @@
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@@ -61,10 +61,10 @@
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@@ -94,10 +94,10 @@
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@@ -125,10 +125,10 @@
"id": "b35eb887", "id": "b35eb887",
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} }
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@@ -157,10 +157,10 @@
"id": "961908f7", "id": "961908f7",
"metadata": { "metadata": {
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@@ -238,10 +238,10 @@
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@@ -264,6 +264,7 @@
" '__array_wrap__',\n", " '__array_wrap__',\n",
" '__bool__',\n", " '__bool__',\n",
" '__class__',\n", " '__class__',\n",
" '__class_getitem__',\n",
" '__complex__',\n", " '__complex__',\n",
" '__contains__',\n", " '__contains__',\n",
" '__copy__',\n", " '__copy__',\n",
@@ -272,6 +273,8 @@
" '__delitem__',\n", " '__delitem__',\n",
" '__dir__',\n", " '__dir__',\n",
" '__divmod__',\n", " '__divmod__',\n",
" '__dlpack__',\n",
" '__dlpack_device__',\n",
" '__doc__',\n", " '__doc__',\n",
" '__eq__',\n", " '__eq__',\n",
" '__float__',\n", " '__float__',\n",
@@ -280,6 +283,7 @@
" '__ge__',\n", " '__ge__',\n",
" '__getattribute__',\n", " '__getattribute__',\n",
" '__getitem__',\n", " '__getitem__',\n",
" '__getstate__',\n",
" '__gt__',\n", " '__gt__',\n",
" '__hash__',\n", " '__hash__',\n",
" '__iadd__',\n", " '__iadd__',\n",
@@ -438,10 +442,10 @@
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@@ -540,10 +544,10 @@
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@@ -630,10 +634,10 @@
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@@ -871,10 +875,10 @@
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@@ -975,10 +979,10 @@
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} }
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"outputs": [ "outputs": [
@@ -997,10 +1001,10 @@
" <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 601.6</td>\n", " <th>Method:</th> <td>Least Squares</td> <th> F-statistic: </th> <td> 601.6</td>\n",
"</tr>\n", "</tr>\n",
"<tr>\n", "<tr>\n",
" <th>Date:</th> <td>Tue, 25 Jul 2023</td> <th> Prob (F-statistic):</th> <td>5.08e-88</td>\n", " <th>Date:</th> <td>Sun, 06 Aug 2023</td> <th> Prob (F-statistic):</th> <td>5.08e-88</td>\n",
"</tr>\n", "</tr>\n",
"<tr>\n", "<tr>\n",
" <th>Time:</th> <td>22:16:49</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n", " <th>Time:</th> <td>10:34:47</td> <th> Log-Likelihood: </th> <td> -1641.5</td>\n",
"</tr>\n", "</tr>\n",
"<tr>\n", "<tr>\n",
" <th>No. Observations:</th> <td> 506</td> <th> AIC: </th> <td> 3287.</td>\n", " <th>No. Observations:</th> <td> 506</td> <th> AIC: </th> <td> 3287.</td>\n",
@@ -1041,6 +1045,41 @@
"</tr>\n", "</tr>\n",
"</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified." "</table><br/><br/>Notes:<br/>[1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
], ],
"text/latex": [
"\\begin{center}\n",
"\\begin{tabular}{lclc}\n",
"\\toprule\n",
"\\textbf{Dep. Variable:} & medv & \\textbf{ R-squared: } & 0.544 \\\\\n",
"\\textbf{Model:} & OLS & \\textbf{ Adj. R-squared: } & 0.543 \\\\\n",
"\\textbf{Method:} & Least Squares & \\textbf{ F-statistic: } & 601.6 \\\\\n",
"\\textbf{Date:} & Sun, 06 Aug 2023 & \\textbf{ Prob (F-statistic):} & 5.08e-88 \\\\\n",
"\\textbf{Time:} & 10:34:47 & \\textbf{ Log-Likelihood: } & -1641.5 \\\\\n",
"\\textbf{No. Observations:} & 506 & \\textbf{ AIC: } & 3287. \\\\\n",
"\\textbf{Df Residuals:} & 504 & \\textbf{ BIC: } & 3295. \\\\\n",
"\\textbf{Df Model:} & 1 & \\textbf{ } & \\\\\n",
"\\textbf{Covariance Type:} & nonrobust & \\textbf{ } & \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\begin{tabular}{lcccccc}\n",
" & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n",
"\\midrule\n",
"\\textbf{intercept} & 34.5538 & 0.563 & 61.415 & 0.000 & 33.448 & 35.659 \\\\\n",
"\\textbf{lstat} & -0.9500 & 0.039 & -24.528 & 0.000 & -1.026 & -0.874 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\begin{tabular}{lclc}\n",
"\\textbf{Omnibus:} & 137.043 & \\textbf{ Durbin-Watson: } & 0.892 \\\\\n",
"\\textbf{Prob(Omnibus):} & 0.000 & \\textbf{ Jarque-Bera (JB): } & 291.373 \\\\\n",
"\\textbf{Skew:} & 1.453 & \\textbf{ Prob(JB): } & 5.36e-64 \\\\\n",
"\\textbf{Kurtosis:} & 5.319 & \\textbf{ Cond. No. } & 29.7 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"%\\caption{OLS Regression Results}\n",
"\\end{center}\n",
"\n",
"Notes: \\newline\n",
" [1] Standard Errors assume that the covariance matrix of the errors is correctly specified."
],
"text/plain": [ "text/plain": [
"<class 'statsmodels.iolib.summary.Summary'>\n", "<class 'statsmodels.iolib.summary.Summary'>\n",
"\"\"\"\n", "\"\"\"\n",
@@ -1049,8 +1088,8 @@
"Dep. Variable: medv R-squared: 0.544\n", "Dep. Variable: medv R-squared: 0.544\n",
"Model: OLS Adj. R-squared: 0.543\n", "Model: OLS Adj. R-squared: 0.543\n",
"Method: Least Squares F-statistic: 601.6\n", "Method: Least Squares F-statistic: 601.6\n",
"Date: Tue, 25 Jul 2023 Prob (F-statistic): 5.08e-88\n", "Date: Sun, 06 Aug 2023 Prob (F-statistic): 5.08e-88\n",
"Time: 22:16:49 Log-Likelihood: -1641.5\n", "Time: 10:34:47 Log-Likelihood: -1641.5\n",
"No. Observations: 506 AIC: 3287.\n", "No. Observations: 506 AIC: 3287.\n",
"Df Residuals: 504 BIC: 3295.\n", "Df Residuals: 504 BIC: 3295.\n",
"Df Model: 1 \n", "Df Model: 1 \n",
@@ -1096,10 +1135,10 @@
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@@ -1223,10 +1262,10 @@
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"output_type": "stream",
"text": [
"/Users/jonathantaylor/anaconda3/envs/islp_freeze_39/lib/python3.9/site-packages/pandas/plotting/_matplotlib/core.py:1114: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n",
" scatter = ax.scatter(\n"
]
},
{ {
"data": { "data": {
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truncated
@@ -1506,10 +1537,10 @@
"id": "b35a2fd3", "id": "b35a2fd3",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:16:50.161898Z", "iopub.execute_input": "2023-08-06T17:34:47.259557Z",
"iopub.status.busy": "2023-07-26T05:16:50.161592Z", "iopub.status.busy": "2023-08-06T17:34:47.259229Z",
"iopub.status.idle": "2023-07-26T05:16:50.274404Z", "iopub.status.idle": "2023-08-06T17:34:47.402403Z",
"shell.execute_reply": "2023-07-26T05:16:50.273842Z" "shell.execute_reply": "2023-08-06T17:34:47.402135Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1554,10 +1585,10 @@
"id": "82673b80", "id": "82673b80",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:16:50.276799Z", "iopub.execute_input": "2023-08-06T17:34:47.404190Z",
"iopub.status.busy": "2023-07-26T05:16:50.276637Z", "iopub.status.busy": "2023-08-06T17:34:47.404052Z",
"iopub.status.idle": "2023-07-26T05:16:50.384102Z", "iopub.status.idle": "2023-08-06T17:34:47.494230Z",
"shell.execute_reply": "2023-07-26T05:16:50.383325Z" "shell.execute_reply": "2023-08-06T17:34:47.493905Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1622,10 +1653,10 @@
"id": "54596dc4", "id": "54596dc4",
"metadata": { "metadata": {
"execution": { "execution": {
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@@ -1720,10 +1751,10 @@
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@@ -1760,10 +1791,10 @@
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@@ -1936,10 +1967,10 @@
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@@ -2124,10 +2155,10 @@
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@@ -2256,10 +2287,10 @@
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@@ -2289,10 +2320,10 @@
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@@ -2515,10 +2546,10 @@
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@@ -2625,10 +2656,10 @@
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@@ -2636,7 +2667,7 @@
{ {
"data": { "data": {
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@@ -2691,10 +2722,10 @@
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@@ -2742,10 +2773,10 @@
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@@ -2950,7 +2981,7 @@
"name": "python", "name": "python",
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Ch4-classification-lab.ipynb
+512 -505
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File diff suppressed because it is too large. Load diff
Ch5-resample-lab.ipynb
+105 -105
View File
@@ -29,10 +29,10 @@
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@@ -61,10 +61,10 @@
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@@ -105,10 +105,10 @@
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@@ -133,10 +133,10 @@
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@@ -163,10 +163,10 @@
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@@ -207,10 +207,10 @@
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@@ -250,10 +250,10 @@
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@@ -294,10 +294,10 @@
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@@ -377,10 +377,10 @@
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@@ -445,10 +445,10 @@
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@@ -502,10 +502,10 @@
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@@ -544,10 +544,10 @@
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@@ -609,10 +609,10 @@
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@@ -653,10 +653,10 @@
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"outputs": [ "outputs": [
@@ -727,10 +727,10 @@
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@@ -800,10 +800,10 @@
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@@ -843,10 +843,10 @@
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@@ -954,10 +954,10 @@
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@@ -1123,10 +1123,10 @@
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@@ -1195,10 +1195,10 @@
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@@ -1238,10 +1238,10 @@
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@@ -1292,7 +1292,7 @@
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Ch6-varselect-lab.ipynb
+3677 -3677
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Ch7-nonlin-lab.ipynb
+204 -204
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@@ -21,10 +21,10 @@
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@@ -55,10 +55,10 @@
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@@ -94,10 +94,10 @@
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@@ -124,10 +124,10 @@
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@@ -294,10 +294,10 @@
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@@ -351,10 +351,10 @@
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@@ -420,10 +420,10 @@
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@@ -560,10 +560,10 @@
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@@ -710,10 +710,10 @@
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@@ -820,10 +820,10 @@
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@@ -960,10 +960,10 @@
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"iopub.execute_input": "2023-07-26T05:17:31.305474Z", "iopub.execute_input": "2023-08-06T17:35:21.994681Z",
"iopub.status.busy": "2023-07-26T05:17:31.305329Z", "iopub.status.busy": "2023-08-06T17:35:21.994430Z",
"iopub.status.idle": "2023-07-26T05:17:31.336068Z", "iopub.status.idle": "2023-08-06T17:35:22.019141Z",
"shell.execute_reply": "2023-07-26T05:17:31.334266Z" "shell.execute_reply": "2023-08-06T17:35:22.018456Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
@@ -1154,10 +1154,10 @@
"id": "d3817102", "id": "d3817102",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.345711Z", "iopub.execute_input": "2023-08-06T17:35:22.023709Z",
"iopub.status.busy": "2023-07-26T05:17:31.343152Z", "iopub.status.busy": "2023-08-06T17:35:22.023437Z",
"iopub.status.idle": "2023-07-26T05:17:31.444719Z", "iopub.status.idle": "2023-08-06T17:35:22.035865Z",
"shell.execute_reply": "2023-07-26T05:17:31.422743Z" "shell.execute_reply": "2023-08-06T17:35:22.035182Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1197,10 +1197,10 @@
"id": "c06c0f27", "id": "c06c0f27",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.504387Z", "iopub.execute_input": "2023-08-06T17:35:22.039936Z",
"iopub.status.busy": "2023-07-26T05:17:31.502827Z", "iopub.status.busy": "2023-08-06T17:35:22.039676Z",
"iopub.status.idle": "2023-07-26T05:17:31.545517Z", "iopub.status.idle": "2023-08-06T17:35:22.075107Z",
"shell.execute_reply": "2023-07-26T05:17:31.543597Z" "shell.execute_reply": "2023-08-06T17:35:22.073405Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1323,10 +1323,10 @@
"id": "8cb32db0", "id": "8cb32db0",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.554111Z", "iopub.execute_input": "2023-08-06T17:35:22.079217Z",
"iopub.status.busy": "2023-07-26T05:17:31.553059Z", "iopub.status.busy": "2023-08-06T17:35:22.078971Z",
"iopub.status.idle": "2023-07-26T05:17:31.605969Z", "iopub.status.idle": "2023-08-06T17:35:22.109222Z",
"shell.execute_reply": "2023-07-26T05:17:31.601942Z" "shell.execute_reply": "2023-08-06T17:35:22.108320Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1459,10 +1459,10 @@
"id": "f26b715f", "id": "f26b715f",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.613882Z", "iopub.execute_input": "2023-08-06T17:35:22.113083Z",
"iopub.status.busy": "2023-07-26T05:17:31.613189Z", "iopub.status.busy": "2023-08-06T17:35:22.112406Z",
"iopub.status.idle": "2023-07-26T05:17:31.632577Z", "iopub.status.idle": "2023-08-06T17:35:22.118984Z",
"shell.execute_reply": "2023-07-26T05:17:31.631063Z" "shell.execute_reply": "2023-08-06T17:35:22.118255Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1504,10 +1504,10 @@
"id": "d6109816", "id": "d6109816",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.640827Z", "iopub.execute_input": "2023-08-06T17:35:22.121895Z",
"iopub.status.busy": "2023-07-26T05:17:31.640229Z", "iopub.status.busy": "2023-08-06T17:35:22.121657Z",
"iopub.status.idle": "2023-07-26T05:17:31.697215Z", "iopub.status.idle": "2023-08-06T17:35:22.143870Z",
"shell.execute_reply": "2023-07-26T05:17:31.695639Z" "shell.execute_reply": "2023-08-06T17:35:22.143234Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1638,10 +1638,10 @@
"id": "7c73a3da", "id": "7c73a3da",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.706944Z", "iopub.execute_input": "2023-08-06T17:35:22.147520Z",
"iopub.status.busy": "2023-07-26T05:17:31.705664Z", "iopub.status.busy": "2023-08-06T17:35:22.146792Z",
"iopub.status.idle": "2023-07-26T05:17:31.757111Z", "iopub.status.idle": "2023-08-06T17:35:22.169905Z",
"shell.execute_reply": "2023-07-26T05:17:31.754514Z" "shell.execute_reply": "2023-08-06T17:35:22.169307Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -1755,10 +1755,10 @@
"id": "d73789b4", "id": "d73789b4",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.766336Z", "iopub.execute_input": "2023-08-06T17:35:22.173921Z",
"iopub.status.busy": "2023-07-26T05:17:31.764642Z", "iopub.status.busy": "2023-08-06T17:35:22.173285Z",
"iopub.status.idle": "2023-07-26T05:17:31.949222Z", "iopub.status.idle": "2023-08-06T17:35:22.327012Z",
"shell.execute_reply": "2023-07-26T05:17:31.947680Z" "shell.execute_reply": "2023-08-06T17:35:22.326243Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1803,10 +1803,10 @@
"id": "3e70b87d", "id": "3e70b87d",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:31.962335Z", "iopub.execute_input": "2023-08-06T17:35:22.331968Z",
"iopub.status.busy": "2023-07-26T05:17:31.958770Z", "iopub.status.busy": "2023-08-06T17:35:22.331518Z",
"iopub.status.idle": "2023-07-26T05:17:32.190885Z", "iopub.status.idle": "2023-08-06T17:35:22.372362Z",
"shell.execute_reply": "2023-07-26T05:17:32.188959Z" "shell.execute_reply": "2023-08-06T17:35:22.370490Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1849,10 +1849,10 @@
"id": "efe03b12", "id": "efe03b12",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:32.212724Z", "iopub.execute_input": "2023-08-06T17:35:22.376074Z",
"iopub.status.busy": "2023-07-26T05:17:32.212362Z", "iopub.status.busy": "2023-08-06T17:35:22.375540Z",
"iopub.status.idle": "2023-07-26T05:17:33.141120Z", "iopub.status.idle": "2023-08-06T17:35:22.722554Z",
"shell.execute_reply": "2023-07-26T05:17:33.140497Z" "shell.execute_reply": "2023-08-06T17:35:22.721832Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1895,10 +1895,10 @@
"id": "acff2af2", "id": "acff2af2",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:33.143621Z", "iopub.execute_input": "2023-08-06T17:35:22.724493Z",
"iopub.status.busy": "2023-07-26T05:17:33.143494Z", "iopub.status.busy": "2023-08-06T17:35:22.724387Z",
"iopub.status.idle": "2023-07-26T05:17:34.781067Z", "iopub.status.idle": "2023-08-06T17:35:23.386569Z",
"shell.execute_reply": "2023-07-26T05:17:34.758430Z" "shell.execute_reply": "2023-08-06T17:35:23.385869Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1906,7 +1906,7 @@
"name": "stderr", "name": "stderr",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"100% (11 of 11) |########################| Elapsed Time: 0:00:01 Time: 0:00:01\n" "100% (11 of 11) |########################| Elapsed Time: 0:00:00 Time: 0:00:00\n"
] ]
}, },
{ {
@@ -1950,10 +1950,10 @@
"id": "a2d25550", "id": "a2d25550",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:34.825629Z", "iopub.execute_input": "2023-08-06T17:35:23.390727Z",
"iopub.status.busy": "2023-07-26T05:17:34.825425Z", "iopub.status.busy": "2023-08-06T17:35:23.390039Z",
"iopub.status.idle": "2023-07-26T05:17:35.011756Z", "iopub.status.idle": "2023-08-06T17:35:23.409507Z",
"shell.execute_reply": "2023-07-26T05:17:35.006694Z" "shell.execute_reply": "2023-08-06T17:35:23.408815Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
@@ -1961,7 +1961,7 @@
{ {
"data": { "data": {
"text/plain": [ "text/plain": [
"4.000000100001664" "4.000000100001163"
] ]
}, },
"execution_count": 26, "execution_count": 26,
@@ -1992,16 +1992,16 @@
"id": "bc6322de", "id": "bc6322de",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:35.024537Z", "iopub.execute_input": "2023-08-06T17:35:23.412957Z",
"iopub.status.busy": "2023-07-26T05:17:35.022461Z", "iopub.status.busy": "2023-08-06T17:35:23.412505Z",
"iopub.status.idle": "2023-07-26T05:17:35.863008Z", "iopub.status.idle": "2023-08-06T17:35:23.730459Z",
"shell.execute_reply": "2023-07-26T05:17:35.862422Z" "shell.execute_reply": "2023-08-06T17:35:23.729594Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
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truncated "image/png": 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truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -2054,10 +2054,10 @@
"id": "703d2570", "id": "703d2570",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:35.865454Z", "iopub.execute_input": "2023-08-06T17:35:23.734256Z",
"iopub.status.busy": "2023-07-26T05:17:35.865140Z", "iopub.status.busy": "2023-08-06T17:35:23.733981Z",
"iopub.status.idle": "2023-07-26T05:17:35.892627Z", "iopub.status.idle": "2023-08-06T17:35:23.754589Z",
"shell.execute_reply": "2023-07-26T05:17:35.889738Z" "shell.execute_reply": "2023-08-06T17:35:23.753337Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2093,10 +2093,10 @@
"id": "766a7b1f", "id": "766a7b1f",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:35.908556Z", "iopub.execute_input": "2023-08-06T17:35:23.759585Z",
"iopub.status.busy": "2023-07-26T05:17:35.902581Z", "iopub.status.busy": "2023-08-06T17:35:23.759049Z",
"iopub.status.idle": "2023-07-26T05:17:36.057026Z", "iopub.status.idle": "2023-08-06T17:35:23.884772Z",
"shell.execute_reply": "2023-07-26T05:17:36.055296Z" "shell.execute_reply": "2023-08-06T17:35:23.884035Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2156,10 +2156,10 @@
"id": "2a9ed841", "id": "2a9ed841",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.068318Z", "iopub.execute_input": "2023-08-06T17:35:23.888947Z",
"iopub.status.busy": "2023-07-26T05:17:36.067032Z", "iopub.status.busy": "2023-08-06T17:35:23.888274Z",
"iopub.status.idle": "2023-07-26T05:17:36.214624Z", "iopub.status.idle": "2023-08-06T17:35:24.065464Z",
"shell.execute_reply": "2023-07-26T05:17:36.214052Z" "shell.execute_reply": "2023-08-06T17:35:24.065124Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2217,10 +2217,10 @@
"id": "ccf068b1", "id": "ccf068b1",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.216725Z", "iopub.execute_input": "2023-08-06T17:35:24.067233Z",
"iopub.status.busy": "2023-07-26T05:17:36.216587Z", "iopub.status.busy": "2023-08-06T17:35:24.067111Z",
"iopub.status.idle": "2023-07-26T05:17:36.383722Z", "iopub.status.idle": "2023-08-06T17:35:24.089243Z",
"shell.execute_reply": "2023-07-26T05:17:36.379206Z" "shell.execute_reply": "2023-08-06T17:35:24.088305Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2254,10 +2254,10 @@
"id": "38b719f1", "id": "38b719f1",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.404487Z", "iopub.execute_input": "2023-08-06T17:35:24.093193Z",
"iopub.status.busy": "2023-07-26T05:17:36.401365Z", "iopub.status.busy": "2023-08-06T17:35:24.092751Z",
"iopub.status.idle": "2023-07-26T05:17:36.620141Z", "iopub.status.idle": "2023-08-06T17:35:24.282656Z",
"shell.execute_reply": "2023-07-26T05:17:36.619756Z" "shell.execute_reply": "2023-08-06T17:35:24.281548Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2297,10 +2297,10 @@
"id": "02142f6e", "id": "02142f6e",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.622262Z", "iopub.execute_input": "2023-08-06T17:35:24.286568Z",
"iopub.status.busy": "2023-07-26T05:17:36.622071Z", "iopub.status.busy": "2023-08-06T17:35:24.286086Z",
"iopub.status.idle": "2023-07-26T05:17:36.728386Z", "iopub.status.idle": "2023-08-06T17:35:24.343400Z",
"shell.execute_reply": "2023-07-26T05:17:36.725088Z" "shell.execute_reply": "2023-08-06T17:35:24.342678Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2330,10 +2330,10 @@
"id": "94587b05", "id": "94587b05",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.738456Z", "iopub.execute_input": "2023-08-06T17:35:24.347280Z",
"iopub.status.busy": "2023-07-26T05:17:36.737408Z", "iopub.status.busy": "2023-08-06T17:35:24.346878Z",
"iopub.status.idle": "2023-07-26T05:17:36.927722Z", "iopub.status.idle": "2023-08-06T17:35:24.511252Z",
"shell.execute_reply": "2023-07-26T05:17:36.917522Z" "shell.execute_reply": "2023-08-06T17:35:24.510569Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2350,7 +2350,7 @@
}, },
{ {
"data": { "data": {
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truncated "image/png": "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 truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -2383,10 +2383,10 @@
"id": "bba4c757", "id": "bba4c757",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:36.975410Z", "iopub.execute_input": "2023-08-06T17:35:24.515732Z",
"iopub.status.busy": "2023-07-26T05:17:36.975007Z", "iopub.status.busy": "2023-08-06T17:35:24.515470Z",
"iopub.status.idle": "2023-07-26T05:17:37.089224Z", "iopub.status.idle": "2023-08-06T17:35:24.666853Z",
"shell.execute_reply": "2023-07-26T05:17:37.088696Z" "shell.execute_reply": "2023-08-06T17:35:24.666565Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2430,10 +2430,10 @@
"id": "32368085", "id": "32368085",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.091963Z", "iopub.execute_input": "2023-08-06T17:35:24.668508Z",
"iopub.status.busy": "2023-07-26T05:17:37.091763Z", "iopub.status.busy": "2023-08-06T17:35:24.668401Z",
"iopub.status.idle": "2023-07-26T05:17:37.181347Z", "iopub.status.idle": "2023-08-06T17:35:24.701806Z",
"shell.execute_reply": "2023-07-26T05:17:37.177854Z" "shell.execute_reply": "2023-08-06T17:35:24.700424Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2477,10 +2477,10 @@
"id": "e7ba9957", "id": "e7ba9957",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.190026Z", "iopub.execute_input": "2023-08-06T17:35:24.705887Z",
"iopub.status.busy": "2023-07-26T05:17:37.188398Z", "iopub.status.busy": "2023-08-06T17:35:24.705492Z",
"iopub.status.idle": "2023-07-26T05:17:37.218825Z", "iopub.status.idle": "2023-08-06T17:35:24.719138Z",
"shell.execute_reply": "2023-07-26T05:17:37.206670Z" "shell.execute_reply": "2023-08-06T17:35:24.717774Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2585,10 +2585,10 @@
"id": "ffc0099a", "id": "ffc0099a",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.237108Z", "iopub.execute_input": "2023-08-06T17:35:24.725028Z",
"iopub.status.busy": "2023-07-26T05:17:37.233509Z", "iopub.status.busy": "2023-08-06T17:35:24.724616Z",
"iopub.status.idle": "2023-07-26T05:17:37.451340Z", "iopub.status.idle": "2023-08-06T17:35:24.770728Z",
"shell.execute_reply": "2023-07-26T05:17:37.449175Z" "shell.execute_reply": "2023-08-06T17:35:24.769960Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2695,10 +2695,10 @@
"id": "08026a6b", "id": "08026a6b",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.465361Z", "iopub.execute_input": "2023-08-06T17:35:24.776059Z",
"iopub.status.busy": "2023-07-26T05:17:37.464408Z", "iopub.status.busy": "2023-08-06T17:35:24.775063Z",
"iopub.status.idle": "2023-07-26T05:17:37.476379Z", "iopub.status.idle": "2023-08-06T17:35:24.783501Z",
"shell.execute_reply": "2023-07-26T05:17:37.473563Z" "shell.execute_reply": "2023-08-06T17:35:24.781979Z"
} }
}, },
"outputs": [ "outputs": [
@@ -2737,7 +2737,7 @@
"name": "stderr", "name": "stderr",
"output_type": "stream", "output_type": "stream",
"text": [ "text": [
"/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_69087/2135516388.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. \n", "/var/folders/16/8y65_zv174qgdp4ktlmpv12h0000gq/T/ipykernel_85019/2135516388.py:1: UserWarning: KNOWN BUG: p-values computed in this summary are likely much smaller than they should be. \n",
" \n", " \n",
"Please do not make inferences based on these values! \n", "Please do not make inferences based on these values! \n",
"\n", "\n",
@@ -2768,10 +2768,10 @@
"id": "9191d615", "id": "9191d615",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.488339Z", "iopub.execute_input": "2023-08-06T17:35:24.787789Z",
"iopub.status.busy": "2023-07-26T05:17:37.487573Z", "iopub.status.busy": "2023-08-06T17:35:24.787540Z",
"iopub.status.idle": "2023-07-26T05:17:37.520050Z", "iopub.status.idle": "2023-08-06T17:35:24.802733Z",
"shell.execute_reply": "2023-07-26T05:17:37.516172Z" "shell.execute_reply": "2023-08-06T17:35:24.801551Z"
} }
}, },
"outputs": [], "outputs": [],
@@ -2794,10 +2794,10 @@
"id": "92007a5f", "id": "92007a5f",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:37.533259Z", "iopub.execute_input": "2023-08-06T17:35:24.807058Z",
"iopub.status.busy": "2023-07-26T05:17:37.531878Z", "iopub.status.busy": "2023-08-06T17:35:24.806737Z",
"iopub.status.idle": "2023-07-26T05:17:38.910096Z", "iopub.status.idle": "2023-08-06T17:35:24.915626Z",
"shell.execute_reply": "2023-07-26T05:17:38.906703Z" "shell.execute_reply": "2023-08-06T17:35:24.914906Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
@@ -2828,10 +2828,10 @@
"id": "4dd6aa2f", "id": "4dd6aa2f",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:38.924790Z", "iopub.execute_input": "2023-08-06T17:35:24.919443Z",
"iopub.status.busy": "2023-07-26T05:17:38.922174Z", "iopub.status.busy": "2023-08-06T17:35:24.919192Z",
"iopub.status.idle": "2023-07-26T05:17:39.053438Z", "iopub.status.idle": "2023-08-06T17:35:25.080317Z",
"shell.execute_reply": "2023-07-26T05:17:39.047514Z" "shell.execute_reply": "2023-08-06T17:35:25.078256Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2872,10 +2872,10 @@
"id": "5a6e8754", "id": "5a6e8754",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.066631Z", "iopub.execute_input": "2023-08-06T17:35:25.084731Z",
"iopub.status.busy": "2023-07-26T05:17:39.064606Z", "iopub.status.busy": "2023-08-06T17:35:25.084443Z",
"iopub.status.idle": "2023-07-26T05:17:39.115103Z", "iopub.status.idle": "2023-08-06T17:35:25.109581Z",
"shell.execute_reply": "2023-07-26T05:17:39.111772Z" "shell.execute_reply": "2023-08-06T17:35:25.108827Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -2981,10 +2981,10 @@
"id": "c92b60be", "id": "c92b60be",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.164808Z", "iopub.execute_input": "2023-08-06T17:35:25.114462Z",
"iopub.status.busy": "2023-07-26T05:17:39.164544Z", "iopub.status.busy": "2023-08-06T17:35:25.114086Z",
"iopub.status.idle": "2023-07-26T05:17:39.168909Z", "iopub.status.idle": "2023-08-06T17:35:25.120741Z",
"shell.execute_reply": "2023-07-26T05:17:39.168184Z" "shell.execute_reply": "2023-08-06T17:35:25.120108Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -3015,10 +3015,10 @@
"id": "e525e8d0", "id": "e525e8d0",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.173520Z", "iopub.execute_input": "2023-08-06T17:35:25.124664Z",
"iopub.status.busy": "2023-07-26T05:17:39.173179Z", "iopub.status.busy": "2023-08-06T17:35:25.124412Z",
"iopub.status.idle": "2023-07-26T05:17:39.334235Z", "iopub.status.idle": "2023-08-06T17:35:25.187015Z",
"shell.execute_reply": "2023-07-26T05:17:39.329778Z" "shell.execute_reply": "2023-08-06T17:35:25.186350Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
@@ -3058,10 +3058,10 @@
"id": "c3e66cf9", "id": "c3e66cf9",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.345416Z", "iopub.execute_input": "2023-08-06T17:35:25.191341Z",
"iopub.status.busy": "2023-07-26T05:17:39.344660Z", "iopub.status.busy": "2023-08-06T17:35:25.191048Z",
"iopub.status.idle": "2023-07-26T05:17:39.468357Z", "iopub.status.idle": "2023-08-06T17:35:25.340618Z",
"shell.execute_reply": "2023-07-26T05:17:39.465567Z" "shell.execute_reply": "2023-08-06T17:35:25.339704Z"
} }
}, },
"outputs": [ "outputs": [
@@ -3092,16 +3092,16 @@
"id": "fd924348", "id": "fd924348",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.479166Z", "iopub.execute_input": "2023-08-06T17:35:25.345459Z",
"iopub.status.busy": "2023-07-26T05:17:39.477744Z", "iopub.status.busy": "2023-08-06T17:35:25.345074Z",
"iopub.status.idle": "2023-07-26T05:17:39.605116Z", "iopub.status.idle": "2023-08-06T17:35:25.463152Z",
"shell.execute_reply": "2023-07-26T05:17:39.604574Z" "shell.execute_reply": "2023-08-06T17:35:25.462836Z"
} }
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
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truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -3125,17 +3125,17 @@
"id": "2d3ec90a", "id": "2d3ec90a",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.607454Z", "iopub.execute_input": "2023-08-06T17:35:25.464839Z",
"iopub.status.busy": "2023-07-26T05:17:39.607274Z", "iopub.status.busy": "2023-08-06T17:35:25.464711Z",
"iopub.status.idle": "2023-07-26T05:17:39.737422Z", "iopub.status.idle": "2023-08-06T17:35:25.574888Z",
"shell.execute_reply": "2023-07-26T05:17:39.736830Z" "shell.execute_reply": "2023-08-06T17:35:25.574562Z"
}, },
"lines_to_next_cell": 2 "lines_to_next_cell": 2
}, },
"outputs": [ "outputs": [
{ {
"data": { "data": {
"image/png": 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truncated
"text/plain": [ "text/plain": [
"<Figure size 800x800 with 1 Axes>" "<Figure size 800x800 with 1 Axes>"
] ]
@@ -3173,10 +3173,10 @@
"id": "4f2bc0eb", "id": "4f2bc0eb",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:39.740507Z", "iopub.execute_input": "2023-08-06T17:35:25.576662Z",
"iopub.status.busy": "2023-07-26T05:17:39.740171Z", "iopub.status.busy": "2023-08-06T17:35:25.576532Z",
"iopub.status.idle": "2023-07-26T05:17:39.902495Z", "iopub.status.idle": "2023-08-06T17:35:25.718350Z",
"shell.execute_reply": "2023-07-26T05:17:39.902127Z" "shell.execute_reply": "2023-08-06T17:35:25.718022Z"
}, },
"lines_to_next_cell": 0 "lines_to_next_cell": 0
}, },
@@ -3236,7 +3236,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.9.17" "version": "3.11.4"
} }
}, },
"nbformat": 4, "nbformat": 4,
Ch8-baggboost-lab.ipynb
+230 -231
View File
File diff suppressed because it is too large. Load diff
Ch9-svm-lab.ipynb
+140 -140
View File
@@ -28,10 +28,10 @@
"id": "eeaa5be0", "id": "eeaa5be0",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:57.286672Z", "iopub.execute_input": "2023-08-06T17:35:41.109844Z",
"iopub.status.busy": "2023-07-26T05:17:57.286340Z", "iopub.status.busy": "2023-08-06T17:35:41.109434Z",
"iopub.status.idle": "2023-07-26T05:17:58.454461Z", "iopub.status.idle": "2023-08-06T17:35:41.992454Z",
"shell.execute_reply": "2023-07-26T05:17:58.453915Z" "shell.execute_reply": "2023-08-06T17:35:41.991881Z"
}, },
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@@ -58,10 +58,10 @@
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"shell.execute_reply": "2023-07-26T05:17:58.490061Z" "shell.execute_reply": "2023-08-06T17:35:42.026409Z"
} }
}, },
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@@ -86,10 +86,10 @@
"id": "c9a175d7", "id": "c9a175d7",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:17:58.493151Z", "iopub.execute_input": "2023-08-06T17:35:42.028394Z",
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} }
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@@ -126,10 +126,10 @@
"id": "a7216b47", "id": "a7216b47",
"metadata": { "metadata": {
"execution": { "execution": {
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@@ -171,10 +171,10 @@
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@@ -182,7 +182,7 @@
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@@ -215,10 +215,10 @@
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@@ -260,10 +260,10 @@
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@@ -306,10 +306,10 @@
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@@ -344,10 +344,10 @@
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@@ -392,10 +392,10 @@
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@@ -433,10 +433,10 @@
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@@ -462,10 +462,10 @@
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@@ -549,10 +549,10 @@
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@@ -640,10 +640,10 @@
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@@ -678,10 +678,10 @@
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@@ -765,10 +765,10 @@
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@@ -810,10 +810,10 @@
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@@ -897,10 +897,10 @@
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@@ -950,10 +950,10 @@
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@@ -978,10 +978,10 @@
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@@ -989,7 +989,7 @@
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@@ -1031,17 +1031,17 @@
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} }
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See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(C=1, gamma=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(C=1, gamma=1)</pre></div></div></div></div></div>" "<style>#sk-container-id-2 {color: black;}#sk-container-id-2 pre{padding: 0;}#sk-container-id-2 div.sk-toggleable {background-color: white;}#sk-container-id-2 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-2 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-2 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-2 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-2 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-2 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-2 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-2 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-2 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-2 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-2 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-2 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-2 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-2 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-2 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-2 div.sk-item {position: relative;z-index: 1;}#sk-container-id-2 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-2 div.sk-item::before, #sk-container-id-2 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-2 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-2 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-2 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-2 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-2 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-2 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-2 div.sk-label-container {text-align: center;}#sk-container-id-2 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-2 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-2\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(C=1, gamma=1)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" checked><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(C=1, gamma=1)</pre></div></div></div></div></div>"
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@@ -1079,10 +1079,10 @@
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@@ -1123,10 +1123,10 @@
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@@ -1167,10 +1167,10 @@
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@@ -1215,10 +1215,10 @@
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@@ -1349,10 +1349,10 @@
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@@ -1394,10 +1394,10 @@
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@@ -1443,10 +1443,10 @@
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@@ -1474,10 +1474,10 @@
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@@ -1529,10 +1529,10 @@
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@@ -1570,10 +1570,10 @@
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@@ -1634,10 +1634,10 @@
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"shell.execute_reply": "2023-07-26T05:18:01.538275Z" "shell.execute_reply": "2023-08-06T17:35:44.856276Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1680,10 +1680,10 @@
"id": "32091338", "id": "32091338",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:01.541953Z", "iopub.execute_input": "2023-08-06T17:35:44.858879Z",
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"shell.execute_reply": "2023-07-26T05:18:01.577863Z" "shell.execute_reply": "2023-08-06T17:35:44.888737Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1794,10 +1794,10 @@
"id": "d9058023", "id": "d9058023",
"metadata": { "metadata": {
"execution": { "execution": {
"iopub.execute_input": "2023-07-26T05:18:01.582842Z", "iopub.execute_input": "2023-08-06T17:35:44.891247Z",
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"shell.execute_reply": "2023-07-26T05:18:01.597510Z" "shell.execute_reply": "2023-08-06T17:35:44.902106Z"
} }
}, },
"outputs": [ "outputs": [
@@ -1913,7 +1913,7 @@
"name": "python", "name": "python",
"nbconvert_exporter": "python", "nbconvert_exporter": "python",
"pygments_lexer": "ipython3", "pygments_lexer": "ipython3",
"version": "3.9.17" "version": "3.11.4"
} }
}, },
"nbformat": 4, "nbformat": 4,
README.md
+12 -4
View File
@@ -1,5 +1,8 @@
# ISLP_labs # ISLP_labs
[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/intro-stat-learning/ISLP_labs/v2_devel)
Up-to-date version of labs for ISLP. Up-to-date version of labs for ISLP.
This repo will track labs for ISLP as their source code changes. The This repo will track labs for ISLP as their source code changes. The
@@ -7,10 +10,15 @@ intent is that building a conda environment with
`frozen_requirements.txt` and `torch_requirements.txt` will reproduce `frozen_requirements.txt` and `torch_requirements.txt` will reproduce
the results in this repo. the results in this repo.
To install the `v1` version of the requirements run To install the `v2` version of the requirements run
``` ```
pip install -r https://raw.githubusercontent.com/intro-stat-learning/ISLP_labs/v1/frozen_requirements.txt; pip install -r https://raw.githubusercontent.com/intro-stat-learning/ISLP_labs/v2/requirements.txt;
pip install -r https://raw.githubusercontent.com/intro-stat-learning/ISLP_labs/v1/torch_requirements.txt;.
pip install ISLP==0.3.17;
``` ```
The labs can now be run from this directory:
```
jupyter lab Ch2-statlearning-lab.ipynb
```
frozen_requirements.txt
-11
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@@ -1,11 +0,0 @@
numpy==1.21.6
scipy==1.10.1
pandas==1.4.1
lxml==4.8.0
scikit-learn==1.2.2
joblib==1.2.0
statsmodels==0.13.2
lifelines==0.27.6
pygam==0.8.0
l0bnb==1.0.0
requirements.txt
+16
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@@ -0,0 +1,16 @@
numpy==1.24.2
scipy==1.11.1
pandas==1.5.3
lxml==4.9.3
scikit-learn==1.3.0
joblib==1.3.1
statsmodels==0.14.0
lifelines==0.27.7
pygam==0.9.0
l0bnb==1.0.0
torch==2.0.1
torchvision==0.15.2
pytorch-lightning==2.0.6
torchinfo==1.8.0
torchmetrics==1.0.1
ISLP==0.3.18
torch_requirements.txt
-5
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@@ -1,5 +0,0 @@
torch==2.0.0
torchvision==0.15.1
pytorch_lightning==1.7.7
torchinfo==1.7.2
torchmetrics==0.9.3