analytics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: requests in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (2.28.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (3.4)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (2022.9.24)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (1.26.12)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (from requests) (2.1.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n",
      "Requirement already satisfied: numpy in c:\\users\\maram\\appdata\\local\\packages\\pythonsoftwarefoundation.python.3.10_qbz5n2kfra8p0\\localcache\\local-packages\\python310\\site-packages (1.23.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "%pip install requests\n",
    "%pip install numpy\n",
    "import requests\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.model_selection import train_test_split\n",
    "import statsmodels.api as sm \n",
    "import seaborn as sns\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn [9], line 7\u001b[0m\n\u001b[0;32m      5\u001b[0m x \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mhttps://fhir.3c1ok9h5jfhy.static-test-account.isccloud.io/Patient/\u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m/Condition?code=78941-2\u001b[39m\u001b[39m'\u001b[39m \u001b[39m%\u001b[39m identifier\n\u001b[0;32m      6\u001b[0m g \u001b[39m=\u001b[39m requests\u001b[39m.\u001b[39mget(t, headers\u001b[39m=\u001b[39m{\u001b[39m\"\u001b[39m\u001b[39mx-api-key\u001b[39m\u001b[39m\"\u001b[39m:\u001b[39m\"\u001b[39m\u001b[39mexAJIQXhXJ861otuiJMGQ4Y1q02CMF85ac3Gz4q1\u001b[39m\u001b[39m\"\u001b[39m})\n\u001b[1;32m----> 7\u001b[0m y \u001b[39m=\u001b[39m requests\u001b[39m.\u001b[39;49mget(x, headers\u001b[39m=\u001b[39;49m{\u001b[39m\"\u001b[39;49m\u001b[39mx-api-key\u001b[39;49m\u001b[39m\"\u001b[39;49m:\u001b[39m\"\u001b[39;49m\u001b[39mexAJIQXhXJ861otuiJMGQ4Y1q02CMF85ac3Gz4q1\u001b[39;49m\u001b[39m\"\u001b[39;49m})\n\u001b[0;32m      8\u001b[0m \u001b[39mif\u001b[39;00m y\u001b[39m.\u001b[39mjson()[\u001b[39m'\u001b[39m\u001b[39mtotal\u001b[39m\u001b[39m'\u001b[39m]:\n\u001b[0;32m      9\u001b[0m     heart_failure\u001b[39m.\u001b[39mappend(identifier)\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\requests\\api.py:73\u001b[0m, in \u001b[0;36mget\u001b[1;34m(url, params, **kwargs)\u001b[0m\n\u001b[0;32m     62\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mget\u001b[39m(url, params\u001b[39m=\u001b[39m\u001b[39mNone\u001b[39;00m, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs):\n\u001b[0;32m     63\u001b[0m     \u001b[39mr\u001b[39m\u001b[39m\"\"\"Sends a GET request.\u001b[39;00m\n\u001b[0;32m     64\u001b[0m \n\u001b[0;32m     65\u001b[0m \u001b[39m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m     70\u001b[0m \u001b[39m    :rtype: requests.Response\u001b[39;00m\n\u001b[0;32m     71\u001b[0m \u001b[39m    \"\"\"\u001b[39;00m\n\u001b[1;32m---> 73\u001b[0m     \u001b[39mreturn\u001b[39;00m request(\u001b[39m\"\u001b[39m\u001b[39mget\u001b[39m\u001b[39m\"\u001b[39m, url, params\u001b[39m=\u001b[39mparams, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\requests\\api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[39m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[0;32m     56\u001b[0m \u001b[39m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[0;32m     57\u001b[0m \u001b[39m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[0;32m     58\u001b[0m \u001b[39mwith\u001b[39;00m sessions\u001b[39m.\u001b[39mSession() \u001b[39mas\u001b[39;00m session:\n\u001b[1;32m---> 59\u001b[0m     \u001b[39mreturn\u001b[39;00m session\u001b[39m.\u001b[39mrequest(method\u001b[39m=\u001b[39mmethod, url\u001b[39m=\u001b[39murl, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\requests\\sessions.py:587\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    582\u001b[0m send_kwargs \u001b[39m=\u001b[39m {\n\u001b[0;32m    583\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mtimeout\u001b[39m\u001b[39m\"\u001b[39m: timeout,\n\u001b[0;32m    584\u001b[0m     \u001b[39m\"\u001b[39m\u001b[39mallow_redirects\u001b[39m\u001b[39m\"\u001b[39m: allow_redirects,\n\u001b[0;32m    585\u001b[0m }\n\u001b[0;32m    586\u001b[0m send_kwargs\u001b[39m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 587\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msend(prep, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39msend_kwargs)\n\u001b[0;32m    589\u001b[0m \u001b[39mreturn\u001b[39;00m resp\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\requests\\sessions.py:701\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    698\u001b[0m start \u001b[39m=\u001b[39m preferred_clock()\n\u001b[0;32m    700\u001b[0m \u001b[39m# Send the request\u001b[39;00m\n\u001b[1;32m--> 701\u001b[0m r \u001b[39m=\u001b[39m adapter\u001b[39m.\u001b[39msend(request, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mkwargs)\n\u001b[0;32m    703\u001b[0m \u001b[39m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[0;32m    704\u001b[0m elapsed \u001b[39m=\u001b[39m preferred_clock() \u001b[39m-\u001b[39m start\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\requests\\adapters.py:489\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    487\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m    488\u001b[0m     \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m chunked:\n\u001b[1;32m--> 489\u001b[0m         resp \u001b[39m=\u001b[39m conn\u001b[39m.\u001b[39;49murlopen(\n\u001b[0;32m    490\u001b[0m             method\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mmethod,\n\u001b[0;32m    491\u001b[0m             url\u001b[39m=\u001b[39;49murl,\n\u001b[0;32m    492\u001b[0m             body\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mbody,\n\u001b[0;32m    493\u001b[0m             headers\u001b[39m=\u001b[39;49mrequest\u001b[39m.\u001b[39;49mheaders,\n\u001b[0;32m    494\u001b[0m             redirect\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[0;32m    495\u001b[0m             assert_same_host\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[0;32m    496\u001b[0m             preload_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[0;32m    497\u001b[0m             decode_content\u001b[39m=\u001b[39;49m\u001b[39mFalse\u001b[39;49;00m,\n\u001b[0;32m    498\u001b[0m             retries\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mmax_retries,\n\u001b[0;32m    499\u001b[0m             timeout\u001b[39m=\u001b[39;49mtimeout,\n\u001b[0;32m    500\u001b[0m         )\n\u001b[0;32m    502\u001b[0m     \u001b[39m# Send the request.\u001b[39;00m\n\u001b[0;32m    503\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    504\u001b[0m         \u001b[39mif\u001b[39;00m \u001b[39mhasattr\u001b[39m(conn, \u001b[39m\"\u001b[39m\u001b[39mproxy_pool\u001b[39m\u001b[39m\"\u001b[39m):\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    700\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_prepare_proxy(conn)\n\u001b[0;32m    702\u001b[0m \u001b[39m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[1;32m--> 703\u001b[0m httplib_response \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_make_request(\n\u001b[0;32m    704\u001b[0m     conn,\n\u001b[0;32m    705\u001b[0m     method,\n\u001b[0;32m    706\u001b[0m     url,\n\u001b[0;32m    707\u001b[0m     timeout\u001b[39m=\u001b[39;49mtimeout_obj,\n\u001b[0;32m    708\u001b[0m     body\u001b[39m=\u001b[39;49mbody,\n\u001b[0;32m    709\u001b[0m     headers\u001b[39m=\u001b[39;49mheaders,\n\u001b[0;32m    710\u001b[0m     chunked\u001b[39m=\u001b[39;49mchunked,\n\u001b[0;32m    711\u001b[0m )\n\u001b[0;32m    713\u001b[0m \u001b[39m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[0;32m    714\u001b[0m \u001b[39m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[0;32m    715\u001b[0m \u001b[39m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[0;32m    716\u001b[0m \u001b[39m# mess.\u001b[39;00m\n\u001b[0;32m    717\u001b[0m response_conn \u001b[39m=\u001b[39m conn \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m release_conn \u001b[39melse\u001b[39;00m \u001b[39mNone\u001b[39;00m\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\connectionpool.py:386\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    384\u001b[0m \u001b[39m# Trigger any extra validation we need to do.\u001b[39;00m\n\u001b[0;32m    385\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 386\u001b[0m     \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_validate_conn(conn)\n\u001b[0;32m    387\u001b[0m \u001b[39mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[39mas\u001b[39;00m e:\n\u001b[0;32m    388\u001b[0m     \u001b[39m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[39;00m\n\u001b[0;32m    389\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_raise_timeout(err\u001b[39m=\u001b[39me, url\u001b[39m=\u001b[39murl, timeout_value\u001b[39m=\u001b[39mconn\u001b[39m.\u001b[39mtimeout)\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\connectionpool.py:1042\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m   1040\u001b[0m \u001b[39m# Force connect early to allow us to validate the connection.\u001b[39;00m\n\u001b[0;32m   1041\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mgetattr\u001b[39m(conn, \u001b[39m\"\u001b[39m\u001b[39msock\u001b[39m\u001b[39m\"\u001b[39m, \u001b[39mNone\u001b[39;00m):  \u001b[39m# AppEngine might not have  `.sock`\u001b[39;00m\n\u001b[1;32m-> 1042\u001b[0m     conn\u001b[39m.\u001b[39;49mconnect()\n\u001b[0;32m   1044\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m conn\u001b[39m.\u001b[39mis_verified:\n\u001b[0;32m   1045\u001b[0m     warnings\u001b[39m.\u001b[39mwarn(\n\u001b[0;32m   1046\u001b[0m         (\n\u001b[0;32m   1047\u001b[0m             \u001b[39m\"\u001b[39m\u001b[39mUnverified HTTPS request is being made to host \u001b[39m\u001b[39m'\u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m'\u001b[39m\u001b[39m. \u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1052\u001b[0m         InsecureRequestWarning,\n\u001b[0;32m   1053\u001b[0m     )\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\connection.py:358\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    356\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39mconnect\u001b[39m(\u001b[39mself\u001b[39m):\n\u001b[0;32m    357\u001b[0m     \u001b[39m# Add certificate verification\u001b[39;00m\n\u001b[1;32m--> 358\u001b[0m     \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msock \u001b[39m=\u001b[39m conn \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_new_conn()\n\u001b[0;32m    359\u001b[0m     hostname \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhost\n\u001b[0;32m    360\u001b[0m     tls_in_tls \u001b[39m=\u001b[39m \u001b[39mFalse\u001b[39;00m\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\connection.py:174\u001b[0m, in \u001b[0;36mHTTPConnection._new_conn\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    171\u001b[0m     extra_kw[\u001b[39m\"\u001b[39m\u001b[39msocket_options\u001b[39m\u001b[39m\"\u001b[39m] \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39msocket_options\n\u001b[0;32m    173\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m--> 174\u001b[0m     conn \u001b[39m=\u001b[39m connection\u001b[39m.\u001b[39mcreate_connection(\n\u001b[0;32m    175\u001b[0m         (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_dns_host, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mport), \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtimeout, \u001b[39m*\u001b[39m\u001b[39m*\u001b[39mextra_kw\n\u001b[0;32m    176\u001b[0m     )\n\u001b[0;32m    178\u001b[0m \u001b[39mexcept\u001b[39;00m SocketTimeout:\n\u001b[0;32m    179\u001b[0m     \u001b[39mraise\u001b[39;00m ConnectTimeoutError(\n\u001b[0;32m    180\u001b[0m         \u001b[39mself\u001b[39m,\n\u001b[0;32m    181\u001b[0m         \u001b[39m\"\u001b[39m\u001b[39mConnection to \u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m timed out. (connect timeout=\u001b[39m\u001b[39m%s\u001b[39;00m\u001b[39m)\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[0;32m    182\u001b[0m         \u001b[39m%\u001b[39m (\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mhost, \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtimeout),\n\u001b[0;32m    183\u001b[0m     )\n",
      "File \u001b[1;32m~\\AppData\\Local\\Packages\\PythonSoftwareFoundation.Python.3.10_qbz5n2kfra8p0\\LocalCache\\local-packages\\Python310\\site-packages\\urllib3\\util\\connection.py:85\u001b[0m, in \u001b[0;36mcreate_connection\u001b[1;34m(address, timeout, source_address, socket_options)\u001b[0m\n\u001b[0;32m     83\u001b[0m     \u001b[39mif\u001b[39;00m source_address:\n\u001b[0;32m     84\u001b[0m         sock\u001b[39m.\u001b[39mbind(source_address)\n\u001b[1;32m---> 85\u001b[0m     sock\u001b[39m.\u001b[39;49mconnect(sa)\n\u001b[0;32m     86\u001b[0m     \u001b[39mreturn\u001b[39;00m sock\n\u001b[0;32m     88\u001b[0m \u001b[39mexcept\u001b[39;00m socket\u001b[39m.\u001b[39merror \u001b[39mas\u001b[39;00m e:\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "\n",
    "bp = []\n",
    "heart_failure = []\n",
    "for identifier in range(200):\n",
    "    t = 'https://fhir.3c1ok9h5jfhy.static-test-account.isccloud.io/Patient/%s/Observation?code=85354-9' % identifier\n",
    "    x = 'https://fhir.3c1ok9h5jfhy.static-test-account.isccloud.io/Patient/%s/Condition?code=78941-2' % identifier\n",
    "    g = requests.get(t, headers={\"x-api-key\":\"exAJIQXhXJ861otuiJMGQ4Y1q02CMF85ac3Gz4q1\"})\n",
    "    y = requests.get(x, headers={\"x-api-key\":\"exAJIQXhXJ861otuiJMGQ4Y1q02CMF85ac3Gz4q1\"})\n",
    "    if y.json()['total']:\n",
    "        heart_failure.append(identifier)\n",
    "    if g.json()['total']:\n",
    "        bp.append(identifier)\n",
    "index = [i for i in heart_failure if i in bp]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, train_size = 0.7, test_size = 0.3, random_state = 100)\n",
    "X_train_sm = sm.add_constant(X_train)\n",
    "fitted = sm.OLS(y_train, X_train_sm).fit()\n",
    "lr.summary()"
   ]
  }
 ],
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