Upload ex_ - fake patient bloodtest generator.ipynb

data/ex_ - fake patient bloodtest generator.ipynb

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+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "source": [
+        "! pip install faker"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "b4GuAy2rBGxs",
+        "outputId": "f78fa63f-63f8-4350-f216-3f671622e0cf"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Collecting faker\n",
+            "  Downloading Faker-24.4.0-py3-none-any.whl (1.8 MB)\n",
+            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.8/1.8 MB\u001b[0m \u001b[31m10.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
+            "\u001b[?25hRequirement already satisfied: python-dateutil>=2.4 in /usr/local/lib/python3.10/dist-packages (from faker) (2.8.2)\n",
+            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.4->faker) (1.16.0)\n",
+            "Installing collected packages: faker\n",
+            "Successfully installed faker-24.4.0\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 4,
+      "metadata": {
+        "id": "o8w2xsKkA72N"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd\n",
+        "import random\n",
+        "from faker import Faker\n",
+        "from datetime import datetime, timedelta\n",
+        "from tqdm import tqdm"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Initialize Faker\n",
+        "fake = Faker()\n",
+        "\n",
+        "# Generate data\n",
+        "data = []\n",
+        "\n",
+        "for _ in tqdm(range(100)):  # Changed from 20 to 100 to generate 100 rows\n",
+        "    first_name = fake.first_name()\n",
+        "    last_name = fake.last_name()\n",
+        "    policy_no = fake.unique.random_number(digits=8, fix_len=True)\n",
+        "    gender = random.choice(['Male', 'Female', 'Other'])\n",
+        "    address = fake.address()\n",
+        "    state = fake.state()\n",
+        "    physician_office_address = fake.address()\n",
+        "    time_of_test = fake.date_time_this_decade().strftime('%Y-%m-%d %H:%M:%S')  # Formatted time\n",
+        "\n",
+        "    # Random medical test results\n",
+        "    a1c = round(random.uniform(4.0, 14.0), 1)  # A1C levels\n",
+        "    glucose = round(random.uniform(70, 150), 1)  # Glucose levels\n",
+        "    calcium = round(random.uniform(8.5, 10.2), 1)  # Calcium levels\n",
+        "    electrolytes = \"Normal\" if random.choice([True, False]) else \"Abnormal\"  # Electrolytes status\n",
+        "    cholesterol = round(random.uniform(125, 240), 1)  # Cholesterol levels\n",
+        "    esr = random.randint(0, 100)  # ESR levels\n",
+        "\n",
+        "    # Aggregating BMP results\n",
+        "    bmp_glucose = f\"Glucose: {glucose}\"\n",
+        "    bmp_calcium = f\"Calcium: {calcium}\"\n",
+        "    bmp_electrolytes = f\"Electrolytes: {electrolytes}\"\n",
+        "\n",
+        "    data.append([first_name, last_name, policy_no, gender, address, state, physician_office_address, time_of_test, a1c, bmp_glucose, bmp_calcium, bmp_electrolytes, cholesterol, esr])"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "q0JyotoZBCw8",
+        "outputId": "bdf3f2d3-1e10-41cc-862c-5a8fcc981a6c"
+      },
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "100%|██████████| 100/100 [00:00<00:00, 541.24it/s]\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Creating DataFrame\n",
+        "df = pd.DataFrame(data, columns=[\"First Name\", \"Last Name\", \"Policy No.\", \"Gender\", \"Address\", \"State\", \"Physician Office Address\", \"Time of Test\", \"A1C (diabetes)\", \"BMP (glucose)\", \"BMP (calcium)\", \"BMP (electrolytes)\", \"Lipid Panel (cholesterol)\", \"ESR (blood cell clumps)\"])"
+      ],
+      "metadata": {
+        "id": "dRIS5WXJBF7M"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 615
+        },
+        "id": "-YUuq4OrBO8s",
+        "outputId": "4b2c4bc6-9aca-487b-e6f5-e33d684bf627"
+      },
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "   First Name Last Name  Policy No.  Gender  \\\n",
+              "0        John  Williams    51405852    Male   \n",
+              "1     Matthew   Barrett    86698828  Female   \n",
+              "2     Michael  Williams    97705492   Other   \n",
+              "3       Billy     Jones    42019134   Other   \n",
+              "4     Jessica    Lawson    62074003  Female   \n",
+              "..        ...       ...         ...     ...   \n",
+              "95      Peter     Burns    58173378   Other   \n",
+              "96     Nicole  Campbell    96638320  Female   \n",
+              "97    Jeffrey     Moore    25800342    Male   \n",
+              "98     Albert   Collins    38748339   Other   \n",
+              "99    Anthony     Arias    29343897    Male   \n",
+              "\n",
+              "                                              Address           State  \\\n",
+              "0   06021 Andrews Plains\\nNorth Barbaraview, WA 84509           Texas   \n",
+              "1   02997 Deborah Path Suite 795\\nDeborahmouth, NJ...        Delaware   \n",
+              "2   4519 Joseph Extensions Apt. 395\\nPort William,...        Kentucky   \n",
+              "3     113 Rivera Plain Apt. 143\\nPort Cindy, CO 74694  South Carolina   \n",
+              "4   82657 Ruiz Point\\nLake Christophershire, KS 37543        Delaware   \n",
+              "..                                                ...             ...   \n",
+              "95                         USCGC Parker\\nFPO AA 16320        New York   \n",
+              "96                            USS Davis\\nFPO AP 68621         Vermont   \n",
+              "97  9240 Anthony Flat Apt. 187\\nLake Stephenberg, ...         Georgia   \n",
+              "98               5230 Gary Motorway\\nWufort, VT 79419        Delaware   \n",
+              "99   814 Christopher Meadows\\nPatriciashire, NY 73616        Arkansas   \n",
+              "\n",
+              "                             Physician Office Address         Time of Test  \\\n",
+              "0                    Unit 9742 Box 1185\\nDPO AP 13090  2021-11-25 08:48:21   \n",
+              "1   711 Scott Gateway Suite 873\\nWendyburgh, ME 72114  2020-05-16 18:28:15   \n",
+              "2   732 Bryant Street Suite 463\\nNew Jessicaview, ...  2022-04-14 22:44:55   \n",
+              "3   24170 Merritt Mountain Apt. 882\\nSnydershire, ...  2023-10-09 12:48:11   \n",
+              "4           840 Rachel Freeway\\nPort Robert, NC 93052  2021-01-24 18:34:26   \n",
+              "..                                                ...                  ...   \n",
+              "95      30807 Mitchell Estates\\nGregorybury, KY 95175  2020-01-16 08:08:59   \n",
+              "96  3771 Maria Bypass Apt. 651\\nLake Lindsey, MD 0...  2023-10-17 19:27:21   \n",
+              "97  2683 Thomas Court Apt. 694\\nRachaelchester, CT...  2020-10-26 14:30:56   \n",
+              "98    79209 Garner Trafficway\\nPort William, KY 91119  2020-03-25 15:18:29   \n",
+              "99  035 Sharon Road Suite 873\\nNorth Jamesmouth, A...  2021-01-07 17:20:17   \n",
+              "\n",
+              "    A1C (diabetes)   BMP (glucose)  BMP (calcium)      BMP (electrolytes)  \\\n",
+              "0              8.3  Glucose: 105.1   Calcium: 9.4    Electrolytes: Normal   \n",
+              "1              4.9  Glucose: 140.1   Calcium: 9.9  Electrolytes: Abnormal   \n",
+              "2              8.8  Glucose: 103.6   Calcium: 9.3  Electrolytes: Abnormal   \n",
+              "3              6.7  Glucose: 124.4   Calcium: 9.4    Electrolytes: Normal   \n",
+              "4             12.1  Glucose: 135.4   Calcium: 8.6  Electrolytes: Abnormal   \n",
+              "..             ...             ...            ...                     ...   \n",
+              "95             8.7  Glucose: 143.4   Calcium: 9.0  Electrolytes: Abnormal   \n",
+              "96             5.7  Glucose: 126.7  Calcium: 10.0  Electrolytes: Abnormal   \n",
+              "97             9.0  Glucose: 133.6   Calcium: 8.7    Electrolytes: Normal   \n",
+              "98             9.2   Glucose: 78.1   Calcium: 9.8  Electrolytes: Abnormal   \n",
+              "99            13.7  Glucose: 113.7   Calcium: 8.7    Electrolytes: Normal   \n",
+              "\n",
+              "    Lipid Panel (cholesterol)  ESR (blood cell clumps)  \n",
+              "0                       217.2                       23  \n",
+              "1                       165.0                       36  \n",
+              "2                       183.9                       34  \n",
+              "3                       176.4                       13  \n",
+              "4                       129.9                       29  \n",
+              "..                        ...                      ...  \n",
+              "95                      151.7                        7  \n",
+              "96                      157.2                       19  \n",
+              "97                      141.0                       89  \n",
+              "98                      228.4                       84  \n",
+              "99                      214.2                       50  \n",
+              "\n",
+              "[100 rows x 14 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-29ac59bd-88ba-46db-9129-4154d4fdd690\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>First Name</th>\n",
+              "      <th>Last Name</th>\n",
+              "      <th>Policy No.</th>\n",
+              "      <th>Gender</th>\n",
+              "      <th>Address</th>\n",
+              "      <th>State</th>\n",
+              "      <th>Physician Office Address</th>\n",
+              "      <th>Time of Test</th>\n",
+              "      <th>A1C (diabetes)</th>\n",
+              "      <th>BMP (glucose)</th>\n",
+              "      <th>BMP (calcium)</th>\n",
+              "      <th>BMP (electrolytes)</th>\n",
+              "      <th>Lipid Panel (cholesterol)</th>\n",
+              "      <th>ESR (blood cell clumps)</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>John</td>\n",
+              "      <td>Williams</td>\n",
+              "      <td>51405852</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>06021 Andrews Plains\\nNorth Barbaraview, WA 84509</td>\n",
+              "      <td>Texas</td>\n",
+              "      <td>Unit 9742 Box 1185\\nDPO AP 13090</td>\n",
+              "      <td>2021-11-25 08:48:21</td>\n",
+              "      <td>8.3</td>\n",
+              "      <td>Glucose: 105.1</td>\n",
+              "      <td>Calcium: 9.4</td>\n",
+              "      <td>Electrolytes: Normal</td>\n",
+              "      <td>217.2</td>\n",
+              "      <td>23</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Matthew</td>\n",
+              "      <td>Barrett</td>\n",
+              "      <td>86698828</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>02997 Deborah Path Suite 795\\nDeborahmouth, NJ...</td>\n",
+              "      <td>Delaware</td>\n",
+              "      <td>711 Scott Gateway Suite 873\\nWendyburgh, ME 72114</td>\n",
+              "      <td>2020-05-16 18:28:15</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>Glucose: 140.1</td>\n",
+              "      <td>Calcium: 9.9</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>165.0</td>\n",
+              "      <td>36</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Michael</td>\n",
+              "      <td>Williams</td>\n",
+              "      <td>97705492</td>\n",
+              "      <td>Other</td>\n",
+              "      <td>4519 Joseph Extensions Apt. 395\\nPort William,...</td>\n",
+              "      <td>Kentucky</td>\n",
+              "      <td>732 Bryant Street Suite 463\\nNew Jessicaview, ...</td>\n",
+              "      <td>2022-04-14 22:44:55</td>\n",
+              "      <td>8.8</td>\n",
+              "      <td>Glucose: 103.6</td>\n",
+              "      <td>Calcium: 9.3</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>183.9</td>\n",
+              "      <td>34</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Billy</td>\n",
+              "      <td>Jones</td>\n",
+              "      <td>42019134</td>\n",
+              "      <td>Other</td>\n",
+              "      <td>113 Rivera Plain Apt. 143\\nPort Cindy, CO 74694</td>\n",
+              "      <td>South Carolina</td>\n",
+              "      <td>24170 Merritt Mountain Apt. 882\\nSnydershire, ...</td>\n",
+              "      <td>2023-10-09 12:48:11</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>Glucose: 124.4</td>\n",
+              "      <td>Calcium: 9.4</td>\n",
+              "      <td>Electrolytes: Normal</td>\n",
+              "      <td>176.4</td>\n",
+              "      <td>13</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Jessica</td>\n",
+              "      <td>Lawson</td>\n",
+              "      <td>62074003</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>82657 Ruiz Point\\nLake Christophershire, KS 37543</td>\n",
+              "      <td>Delaware</td>\n",
+              "      <td>840 Rachel Freeway\\nPort Robert, NC 93052</td>\n",
+              "      <td>2021-01-24 18:34:26</td>\n",
+              "      <td>12.1</td>\n",
+              "      <td>Glucose: 135.4</td>\n",
+              "      <td>Calcium: 8.6</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>129.9</td>\n",
+              "      <td>29</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>95</th>\n",
+              "      <td>Peter</td>\n",
+              "      <td>Burns</td>\n",
+              "      <td>58173378</td>\n",
+              "      <td>Other</td>\n",
+              "      <td>USCGC Parker\\nFPO AA 16320</td>\n",
+              "      <td>New York</td>\n",
+              "      <td>30807 Mitchell Estates\\nGregorybury, KY 95175</td>\n",
+              "      <td>2020-01-16 08:08:59</td>\n",
+              "      <td>8.7</td>\n",
+              "      <td>Glucose: 143.4</td>\n",
+              "      <td>Calcium: 9.0</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>151.7</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>96</th>\n",
+              "      <td>Nicole</td>\n",
+              "      <td>Campbell</td>\n",
+              "      <td>96638320</td>\n",
+              "      <td>Female</td>\n",
+              "      <td>USS Davis\\nFPO AP 68621</td>\n",
+              "      <td>Vermont</td>\n",
+              "      <td>3771 Maria Bypass Apt. 651\\nLake Lindsey, MD 0...</td>\n",
+              "      <td>2023-10-17 19:27:21</td>\n",
+              "      <td>5.7</td>\n",
+              "      <td>Glucose: 126.7</td>\n",
+              "      <td>Calcium: 10.0</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>157.2</td>\n",
+              "      <td>19</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>97</th>\n",
+              "      <td>Jeffrey</td>\n",
+              "      <td>Moore</td>\n",
+              "      <td>25800342</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>9240 Anthony Flat Apt. 187\\nLake Stephenberg, ...</td>\n",
+              "      <td>Georgia</td>\n",
+              "      <td>2683 Thomas Court Apt. 694\\nRachaelchester, CT...</td>\n",
+              "      <td>2020-10-26 14:30:56</td>\n",
+              "      <td>9.0</td>\n",
+              "      <td>Glucose: 133.6</td>\n",
+              "      <td>Calcium: 8.7</td>\n",
+              "      <td>Electrolytes: Normal</td>\n",
+              "      <td>141.0</td>\n",
+              "      <td>89</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>98</th>\n",
+              "      <td>Albert</td>\n",
+              "      <td>Collins</td>\n",
+              "      <td>38748339</td>\n",
+              "      <td>Other</td>\n",
+              "      <td>5230 Gary Motorway\\nWufort, VT 79419</td>\n",
+              "      <td>Delaware</td>\n",
+              "      <td>79209 Garner Trafficway\\nPort William, KY 91119</td>\n",
+              "      <td>2020-03-25 15:18:29</td>\n",
+              "      <td>9.2</td>\n",
+              "      <td>Glucose: 78.1</td>\n",
+              "      <td>Calcium: 9.8</td>\n",
+              "      <td>Electrolytes: Abnormal</td>\n",
+              "      <td>228.4</td>\n",
+              "      <td>84</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>99</th>\n",
+              "      <td>Anthony</td>\n",
+              "      <td>Arias</td>\n",
+              "      <td>29343897</td>\n",
+              "      <td>Male</td>\n",
+              "      <td>814 Christopher Meadows\\nPatriciashire, NY 73616</td>\n",
+              "      <td>Arkansas</td>\n",
+              "      <td>035 Sharon Road Suite 873\\nNorth Jamesmouth, A...</td>\n",
+              "      <td>2021-01-07 17:20:17</td>\n",
+              "      <td>13.7</td>\n",
+              "      <td>Glucose: 113.7</td>\n",
+              "      <td>Calcium: 8.7</td>\n",
+              "      <td>Electrolytes: Normal</td>\n",
+              "      <td>214.2</td>\n",
+              "      <td>50</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>100 rows × 14 columns</p>\n",
+              "</div>\n",
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+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert {\n",
+              "      background-color: #3B4455;\n",
+              "      fill: #D2E3FC;\n",
+              "    }\n",
+              "\n",
+              "    [theme=dark] .colab-df-convert:hover {\n",
+              "      background-color: #434B5C;\n",
+              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "      fill: #FFFFFF;\n",
+              "    }\n",
+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-29ac59bd-88ba-46db-9129-4154d4fdd690 button.colab-df-convert');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      async function convertToInteractive(key) {\n",
+              "        const element = document.querySelector('#df-29ac59bd-88ba-46db-9129-4154d4fdd690');\n",
+              "        const dataTable =\n",
+              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
+              "                                                    [key], {});\n",
+              "        if (!dataTable) return;\n",
+              "\n",
+              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
+              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
+              "          + ' to learn more about interactive tables.';\n",
+              "        element.innerHTML = '';\n",
+              "        dataTable['output_type'] = 'display_data';\n",
+              "        await google.colab.output.renderOutput(dataTable, element);\n",
+              "        const docLink = document.createElement('div');\n",
+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
+              "      }\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "<div id=\"df-0c2b3b01-4853-4cc3-8ead-48095a1eccb4\">\n",
+              "  <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-0c2b3b01-4853-4cc3-8ead-48095a1eccb4')\"\n",
+              "            title=\"Suggest charts\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "     width=\"24px\">\n",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "  </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "  <script>\n",
+              "    async function quickchart(key) {\n",
+              "      const quickchartButtonEl =\n",
+              "        document.querySelector('#' + key + ' button');\n",
+              "      quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "      quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "      try {\n",
+              "        const charts = await google.colab.kernel.invokeFunction(\n",
+              "            'suggestCharts', [key], {});\n",
+              "      } catch (error) {\n",
+              "        console.error('Error during call to suggestCharts:', error);\n",
+              "      }\n",
+              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "    }\n",
+              "    (() => {\n",
+              "      let quickchartButtonEl =\n",
+              "        document.querySelector('#df-0c2b3b01-4853-4cc3-8ead-48095a1eccb4 button');\n",
+              "      quickchartButtonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "    })();\n",
+              "  </script>\n",
+              "</div>\n",
+              "\n",
+              "  <div id=\"id_ea31243d-4d45-4c93-ab1b-65929910263b\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\n",
+              "        background-color: #E8F0FE;\n",
+              "        border: none;\n",
+              "        border-radius: 50%;\n",
+              "        cursor: pointer;\n",
+              "        display: none;\n",
+              "        fill: #1967D2;\n",
+              "        height: 32px;\n",
+              "        padding: 0 0 0 0;\n",
+              "        width: 32px;\n",
+              "      }\n",
+              "\n",
+              "      .colab-df-generate:hover {\n",
+              "        background-color: #E2EBFA;\n",
+              "        box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "        fill: #174EA6;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate:hover {\n",
+              "        background-color: #434B5C;\n",
+              "        box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
+              "        filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
+              "        fill: #FFFFFF;\n",
+              "      }\n",
+              "    </style>\n",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_ea31243d-4d45-4c93-ab1b-65929910263b button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "df",
+              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 100,\n  \"fields\": [\n    {\n      \"column\": \"First Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 82,\n        \"samples\": [\n          \"Daniel\",\n          \"John\",\n          \"Nancy\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Last Name\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 86,\n        \"samples\": [\n          \"Myers\",\n          \"Williams\",\n          \"Martinez\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Policy No.\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 24995568,\n        \"min\": 10077874,\n        \"max\": 97705492,\n        \"num_unique_values\": 100,\n        \"samples\": [\n          51225828,\n          79531798,\n          17159895\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Gender\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \"Male\",\n          \"Female\",\n          \"Other\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Address\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 100,\n        \"samples\": [\n          \"49286 Norman Trace\\nBaileyburgh, FM 60919\",\n          \"67471 Orr Divide Suite 876\\nAlexanderport, IL 62852\",\n          \"PSC 8205, Box 3340\\nAPO AP 96934\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"State\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 41,\n        \"samples\": [\n          \"Colorado\",\n          \"Iowa\",\n          \"Rhode Island\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Physician Office Address\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 100,\n        \"samples\": [\n          \"PSC 4665, Box 9364\\nAPO AE 81123\",\n          \"Unit 8213 Box 4682\\nDPO AA 62814\",\n          \"27278 Robbins Place\\nRonaldville, OK 66693\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Time of Test\",\n      \"properties\": {\n        \"dtype\": \"object\",\n        \"num_unique_values\": 100,\n        \"samples\": [\n          \"2022-08-18 11:22:50\",\n          \"2022-09-23 17:04:36\",\n          \"2023-12-27 13:37:21\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"A1C (diabetes)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2.8247956929786455,\n        \"min\": 4.6,\n        \"max\": 14.0,\n        \"num_unique_values\": 62,\n        \"samples\": [\n          13.2,\n          9.2,\n          8.3\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"BMP (glucose)\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 95,\n        \"samples\": [\n          \"Glucose: 85.8\",\n          \"Glucose: 76.4\",\n          \"Glucose: 118.3\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"BMP (calcium)\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 17,\n        \"samples\": [\n          \"Calcium: 9.4\",\n          \"Calcium: 9.9\",\n          \"Calcium: 8.9\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"BMP (electrolytes)\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Electrolytes: Abnormal\",\n          \"Electrolytes: Normal\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Lipid Panel (cholesterol)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 35.04015605506968,\n        \"min\": 127.9,\n        \"max\": 239.6,\n        \"num_unique_values\": 98,\n        \"samples\": [\n          141.8,\n          191.6\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ESR (blood cell clumps)\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31,\n        \"min\": 0,\n        \"max\": 100,\n        \"num_unique_values\": 63,\n        \"samples\": [\n          89,\n          96\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {},
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "df.to_csv(\"sample_patient_bloodtest_data.csv\", index=False)"
+      ],
+      "metadata": {
+        "id": "8awx6Z9qBPIc"
+      },
+      "execution_count": 10,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "ZXTS62RSBZKi"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ]
+}