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Added tip to Setup Instructions
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@svpino
svpino committed Nov 1, 2023
1 parent 95f5700 commit 3b9d8bf
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118 changes: 60 additions & 58 deletions program/cohort.ipynb
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},
{
"cell_type": "code",
"execution_count": 236,
"execution_count": 2,
"id": "4b2265b0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The autoreload extension is already loaded. To reload it, use:\n",
" %reload_ext autoreload\n",
"The dotenv extension is already loaded. To reload it, use:\n",
" %reload_ext dotenv\n"
]
}
],
"outputs": [],
"source": [
"#| hide\n",
"\n",
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},
{
"cell_type": "code",
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"execution_count": 3,
"id": "32c4d764",
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},
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"id": "3164a3af",
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"outputs": [],
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},
{
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"id": "7bc40d28",
"metadata": {},
"outputs": [],
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},
{
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"id": "3b3f17e5",
"metadata": {},
"outputs": [],
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},
{
"cell_type": "code",
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"id": "942a01b5",
"metadata": {},
"outputs": [],
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},
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"id": "f1cd2f0e-446d-48a9-a008-b4f1cc593bfc",
"metadata": {
"tags": []
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"4 3450.0 FEMALE "
]
},
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"metadata": {},
"output_type": "execute_result"
}
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},
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"id": "f2107c25-e730-4e22-a1b8-5bda53e61124",
"metadata": {
"tags": []
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"max 6300.000000 NaN "
]
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{
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"metadata": {
"tags": []
Expand All @@ -656,7 +645,7 @@
"Name: count, dtype: int64"
]
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}
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},
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"tags": []
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"dtype: int64"
]
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}
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},
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"execution_count": 13,
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"dtype: int64"
]
},
"execution_count": 247,
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
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},
{
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"execution_count": 248,
"execution_count": 14,
"id": "2852c740",
"metadata": {},
"outputs": [
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},
{
"cell_type": "code",
"execution_count": 249,
"execution_count": 15,
"id": "707cc972",
"metadata": {},
"outputs": [
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},
{
"cell_type": "code",
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"execution_count": 16,
"id": "3daf3ba1-d218-4ad4-b862-af679b91273f",
"metadata": {
"tags": []
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"body_mass_g 640316.716388 "
]
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}
Expand All @@ -955,7 +944,7 @@
},
{
"cell_type": "code",
"execution_count": 251,
"execution_count": 17,
"id": "1d793e09-2cb9-47ff-a0e6-199a0f4fc1b3",
"metadata": {
"tags": []
Expand Down Expand Up @@ -1035,7 +1024,7 @@
"body_mass_g 1.000000 "
]
},
"execution_count": 251,
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
Expand All @@ -1060,7 +1049,7 @@
},
{
"cell_type": "code",
"execution_count": 252,
"execution_count": 18,
"id": "1258c99d",
"metadata": {},
"outputs": [
Expand Down Expand Up @@ -1100,7 +1089,7 @@
},
{
"cell_type": "code",
"execution_count": 253,
"execution_count": 19,
"id": "45b0a87f-028d-477f-9b65-199728c0b7ee",
"metadata": {
"tags": []
Expand Down Expand Up @@ -1154,7 +1143,7 @@
},
{
"cell_type": "code",
"execution_count": 254,
"execution_count": 20,
"id": "fb6ba7c0-1bd6-4fe5-8b7f-f6cbdfd3846c",
"metadata": {
"tags": []
Expand All @@ -1177,21 +1166,16 @@
"#| code-line-numbers: true\n",
"\n",
"import os\n",
"import sys\n",
"import argparse\n",
"import json\n",
"import tarfile\n",
"import tempfile\n",
"import time\n",
"import joblib\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"from io import StringIO\n",
"from pathlib import Path\n",
"from sklearn.compose import ColumnTransformer, make_column_selector\n",
"from sklearn.impute import SimpleImputer\n",
"from sklearn.pipeline import Pipeline, make_pipeline\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import OneHotEncoder, StandardScaler, OrdinalEncoder\n",
"\n",
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},
{
"cell_type": "code",
"execution_count": 255,
"execution_count": 21,
"id": "d1f122a4-acff-4687-91b9-bfef13567d88",
"metadata": {
"tags": []
Expand All @@ -1360,8 +1344,15 @@
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\n",
"\u001b[32m\u001b[32m\u001b[1m8 passed\u001b[0m\u001b[32m in 0.15s\u001b[0m\u001b[0m\n"
"\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\u001b[32m.\u001b[0m\n",
"\u001b[32m\u001b[32m\u001b[1m8 passed\u001b[0m\u001b[32m in 0.17s\u001b[0m\u001b[0m\n"
]
}
],
Expand Down Expand Up @@ -1487,7 +1478,7 @@
},
{
"cell_type": "code",
"execution_count": 256,
"execution_count": 344,
"id": "d88e9ccf",
"metadata": {},
"outputs": [],
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},
{
"cell_type": "code",
"execution_count": 257,
"execution_count": 345,
"id": "331fe373",
"metadata": {},
"outputs": [],
Expand All @@ -1534,7 +1525,7 @@
},
{
"cell_type": "code",
"execution_count": 258,
"execution_count": 346,
"id": "3aa4471a",
"metadata": {},
"outputs": [
Expand Down Expand Up @@ -1581,7 +1572,7 @@
},
{
"cell_type": "code",
"execution_count": 259,
"execution_count": 347,
"id": "cdbd9303",
"metadata": {
"tags": []
Expand Down Expand Up @@ -1662,7 +1653,7 @@
},
{
"cell_type": "code",
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"execution_count": 348,
"id": "e140642a",
"metadata": {
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Expand All @@ -1672,16 +1663,16 @@
"data": {
"text/plain": [
"{'PipelineArn': 'arn:aws:sagemaker:us-east-1:325223348818:pipeline/session1-pipeline',\n",
" 'ResponseMetadata': {'RequestId': '26abb4d9-9dc7-44f7-be35-cab1f5a41e02',\n",
" 'ResponseMetadata': {'RequestId': '1a583251-fced-460c-ad0f-ddda5589cbed',\n",
" 'HTTPStatusCode': 200,\n",
" 'HTTPHeaders': {'x-amzn-requestid': '26abb4d9-9dc7-44f7-be35-cab1f5a41e02',\n",
" 'HTTPHeaders': {'x-amzn-requestid': '1a583251-fced-460c-ad0f-ddda5589cbed',\n",
" 'content-type': 'application/x-amz-json-1.1',\n",
" 'content-length': '85',\n",
" 'date': 'Tue, 31 Oct 2023 20:24:41 GMT'},\n",
" 'date': 'Wed, 01 Nov 2023 17:31:54 GMT'},\n",
" 'RetryAttempts': 0}}"
]
},
"execution_count": 260,
"execution_count": 348,
"metadata": {},
"output_type": "execute_result"
}
Expand Down Expand Up @@ -1730,10 +1721,21 @@
},
{
"cell_type": "code",
"execution_count": 261,
"execution_count": 349,
"id": "59d1e634",
"metadata": {},
"outputs": [],
"outputs": [
{
"data": {
"text/plain": [
"_PipelineExecution(arn='arn:aws:sagemaker:us-east-1:325223348818:pipeline/session1-pipeline/execution/jmk50mirn3i3', sagemaker_session=<sagemaker.workflow.pipeline_context.PipelineSession object at 0x10ec4bfd0>)"
]
},
"execution_count": 349,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"%%script false --no-raise-error\n",
"#| eval: false\n",
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