DWDM_miniproject.ipynb

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    "colab": {
      "name": "DWDM_miniproject.ipynb",
      "provenance": [],
      "collapsed_sections": []
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      "name": "python3",
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      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Data importing and Cleaning\n"
      ],
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      }
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    {
      "cell_type": "code",
      "source": [
        "df = pd.read_csv(\"/content/DWDM Survey Form (Responses) - Form responses 1.csv\")\n",
        "df.head()"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 999
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              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Have you experienced any of the following symptoms?</th>\n",
              "      <th>How many days were you Covid-19 Positive?</th>\n",
              "      <th>Of all of the symptoms you reported, which one symptom was the most bothersome (i.e. severe) to you?</th>\n",
              "      <th>How many times have you been tested for coronavirus?</th>\n",
              "      <th>Did a healthcare provider give you any of the following medications to treat COVID-19?</th>\n",
              "      <th>What Medications did they provide?</th>\n",
              "      <th>Did you experience any side-effects of medicines?</th>\n",
              "      <th>If yes? To which medicine and what side-effect? (Please Specify)</th>\n",
              "      <th>Do you have any following Health Conditions?</th>\n",
              "      <th>Are you currently taking any medications for any of these conditions?</th>\n",
              "      <th>Are you currently taking any medications for any other health or mental health conditions?</th>\n",
              "      <th>Have you experienced stress related to the pandemic?</th>\n",
              "      <th>Have you experienced any stress or discord in your household?</th>\n",
              "      <th>Was someone from your family diagnosed with COVID-19 and did it stress you out?</th>\n",
              "      <th>Have you had a family member or close friend die of COVID-19 ?</th>\n",
              "      <th>Have you ever smoked cigarettes?</th>\n",
              "      <th>During the pandemic, on how many days did you smoke part or all of a cigarette?</th>\n",
              "      <th>On the days that you smoked cigarettes , how many cigarettes did you smoke per day, on average?</th>\n",
              "      <th>COVID-19 is impacting people’s smoking/vaping behaviors in different ways. Have any of the following happened to you because of COVID-19?</th>\n",
              "      <th>Have you ever, even once, had a drink of any type of alcoholic beverage? Please do not include times when you only had a sip or two from a drink .</th>\n",
              "      <th>Have any of the following happened to your alcohol use because of COVID-19?</th>\n",
              "      <th>Have you used cannabis or marijuana in the recently?</th>\n",
              "      <th>Have you used any drugs that were not prescribed to you?</th>\n",
              "      <th>Which drugs did you use ?</th>\n",
              "      <th>Prior to the COVID-19 pandemic (March 1, 2020), were you in treatment or a program for alcohol or substance use disorder?</th>\n",
              "      <th>What kind of treatment or program was it? (Select all that apply)</th>\n",
              "      <th>Did you experience FATIGUE after testing negative</th>\n",
              "      <th>How much  weak did you feel?</th>\n",
              "      <th>For what duration did you feel weakness?</th>\n",
              "      <th>Did you experience JOINT PAIN after testing negative</th>\n",
              "      <th>How much  Pain did you feel?</th>\n",
              "      <th>For what duration did you feel the pain?</th>\n",
              "      <th>Did you experience INCREASE IN HAIR LOSS after testing negative</th>\n",
              "      <th>How much hair loss did occur?</th>\n",
              "      <th>For what duration did hair loss occur?</th>\n",
              "      <th>Did you experience BRITTLE TEETH after testing negative</th>\n",
              "      <th>For what duration did you experience it?</th>\n",
              "      <th>Did you experience BODY SWOLLENESS after testing negative</th>\n",
              "      <th>For what duration did you experience it?.1</th>\n",
              "      <th>Did you experience CHEST PAIN after testing negative</th>\n",
              "      <th>What was the severity of the Chest Pain?</th>\n",
              "      <th>For what duration did you feel the pain?.1</th>\n",
              "      <th>Any new Chest condition developed in this course of time and verified by a doctor. (Please mention below)</th>\n",
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              "      <th>0</th>\n",
              "      <td>18/01/2022 16:15:45</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>15</td>\n",
              "      <td>Diarrhea</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Remedesivir, Azithromycin (Z-pak), Oseltamivir...</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>very much fatigued</td>\n",
              "      <td>4 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>high hair loss</td>\n",
              "      <td>4 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
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              "      <th>1</th>\n",
              "      <td>18/01/2022 16:59:33</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>8</td>\n",
              "      <td>Fever &gt; 99 F</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Lopinavir/Ritonavir (Kaletra), Hydroxychloroqu...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Remedesivir - chills</td>\n",
              "      <td>AIDS</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No, no stress at all.</td>\n",
              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>very much fatigued</td>\n",
              "      <td>3 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
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              "      <th>2</th>\n",
              "      <td>18/01/2022 17:11:54</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>30</td>\n",
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              "      <td>1</td>\n",
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              "      <td>Remedesivir</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>18/01/2022 17:25:33</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>10</td>\n",
              "      <td>Muscle aches</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Azithromycin (Z-pak), Vitamin C</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>NO</td>\n",
              "      <td>No</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <th>4</th>\n",
              "      <td>18/01/2022 17:36:29</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>40</td>\n",
              "      <td>Shortness of breadth</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Remedesivir</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes, moderate stress with frequent worries, of...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>0.0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>2 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>mild pain</td>\n",
              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
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            "text/plain": [
              "             Timestamp  ... Any new Chest condition developed in this course of time and verified by a doctor. (Please mention below)\n",
              "0  18/01/2022 16:15:45  ...                                                 No                                                       \n",
              "1  18/01/2022 16:59:33  ...                                                 No                                                       \n",
              "2  18/01/2022 17:11:54  ...                                                NaN                                                       \n",
              "3  18/01/2022 17:25:33  ...                                                NaN                                                       \n",
              "4  18/01/2022 17:36:29  ...                                                 No                                                       \n",
              "\n",
              "[5 rows x 44 columns]"
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              "Timestamp                                                                                                                                              0\n",
              "Have you experienced any of the following symptoms?                                                                                                    1\n",
              "How many days were you Covid-19 Positive?                                                                                                              5\n",
              "Of all of the symptoms you reported, which one symptom was the most bothersome (i.e. severe) to you?                                                   2\n",
              "How many times have you been tested for coronavirus?                                                                                                   5\n",
              "Did a healthcare provider give you any of the following medications to treat COVID-19?                                                                 2\n",
              "What Medications did they provide?                                                                                                                     2\n",
              "Did you experience any side-effects of medicines?                                                                                                      1\n",
              "If yes? To which medicine and what side-effect? (Please Specify)                                                                                      29\n",
              "Do you have any following Health Conditions?                                                                                                          18\n",
              "Are you currently taking any medications for any of these conditions?                                                                                  4\n",
              "Are you currently taking any medications for any other health or mental health conditions?                                                             2\n",
              "Have you experienced stress related to the pandemic?                                                                                                   1\n",
              "Have you experienced any stress or discord in your household?                                                                                          2\n",
              "Was someone from your family diagnosed with COVID-19 and did it stress you out?                                                                        2\n",
              "Have you had a family member or close friend die of COVID-19 ?                                                                                         1\n",
              "Have you ever smoked cigarettes?                                                                                                                       0\n",
              "During the pandemic, on how many days did you smoke part or all of a cigarette?                                                                       11\n",
              "On the days that you smoked cigarettes , how many cigarettes did you smoke per day, on average?                                                       26\n",
              "COVID-19 is impacting people’s smoking/vaping behaviors in different ways. Have any of the following happened to you because of COVID-19?             27\n",
              "Have you ever, even once, had a drink of any type of alcoholic beverage? Please do not include times when you only had a sip or two from a drink .     0\n",
              "Have any of the following happened to your alcohol use because of COVID-19?                                                                           28\n",
              "Have you used cannabis or marijuana in the recently?                                                                                                   0\n",
              "Have you used any drugs that were not prescribed to you?                                                                                               6\n",
              "Which drugs did you use ?                                                                                                                              0\n",
              "Prior to the COVID-19 pandemic (March 1, 2020), were you in treatment or a program for alcohol or substance use disorder?                              6\n",
              " What kind of treatment or program was it? (Select all that apply)                                                                                    29\n",
              "Did you experience FATIGUE after testing negative                                                                                                      0\n",
              "How much  weak did you feel?                                                                                                                          12\n",
              "For what duration did you feel weakness?                                                                                                              17\n",
              "Did you experience JOINT PAIN after testing negative                                                                                                   0\n",
              "How much  Pain did you feel?                                                                                                                          16\n",
              "For what duration did you feel the pain?                                                                                                              21\n",
              "Did you experience INCREASE IN HAIR LOSS after testing negative                                                                                        0\n",
              "How much hair loss did occur?                                                                                                                         19\n",
              "For what duration did hair loss occur?                                                                                                                22\n",
              "Did you experience BRITTLE TEETH after testing negative                                                                                                0\n",
              "For what duration did you experience it?                                                                                                              26\n",
              "Did you experience BODY SWOLLENESS after testing negative                                                                                              0\n",
              "For what duration did you experience it?.1                                                                                                            27\n",
              "Did you experience CHEST PAIN after testing negative                                                                                                   0\n",
              "What was the severity of the Chest Pain?                                                                                                              24\n",
              "For what duration did you feel the pain?.1                                                                                                            23\n",
              "Any new Chest condition developed in this course of time and verified by a doctor. (Please mention below)                                             27\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "6wm4QjY6Nua-",
        "outputId": "07c25293-b408-4803-96f8-4d3f82b9f5a9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th></th>\n",
              "      <th>Timestamp</th>\n",
              "      <th>Have you experienced any of the following symptoms?</th>\n",
              "      <th>How many days were you Covid-19 Positive?</th>\n",
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              "      <th>Have you experienced any stress or discord in your household?</th>\n",
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              "      <th>COVID-19 is impacting people’s smoking/vaping behaviors in different ways. Have any of the following happened to you because of COVID-19?</th>\n",
              "      <th>Have you ever, even once, had a drink of any type of alcoholic beverage? Please do not include times when you only had a sip or two from a drink .</th>\n",
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              "      <th>Have you used any drugs that were not prescribed to you?</th>\n",
              "      <th>Which drugs did you use ?</th>\n",
              "      <th>Prior to the COVID-19 pandemic (March 1, 2020), were you in treatment or a program for alcohol or substance use disorder?</th>\n",
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              "      <th>Did you experience FATIGUE after testing negative</th>\n",
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              "      <th>How much  Pain did you feel?</th>\n",
              "      <th>For what duration did you feel the pain?</th>\n",
              "      <th>Did you experience INCREASE IN HAIR LOSS after testing negative</th>\n",
              "      <th>How much hair loss did occur?</th>\n",
              "      <th>For what duration did hair loss occur?</th>\n",
              "      <th>Did you experience BRITTLE TEETH after testing negative</th>\n",
              "      <th>For what duration did you experience it?</th>\n",
              "      <th>Did you experience BODY SWOLLENESS after testing negative</th>\n",
              "      <th>For what duration did you experience it?.1</th>\n",
              "      <th>Did you experience CHEST PAIN after testing negative</th>\n",
              "      <th>What was the severity of the Chest Pain?</th>\n",
              "      <th>For what duration did you feel the pain?.1</th>\n",
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              "      <td>False</td>\n",
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              "      <td>False</td>\n",
              "      <td>False</td>\n",
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              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
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              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
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              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
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              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
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              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
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              "      <td>False</td>\n",
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              "      <td>True</td>\n",
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              "      <td>True</td>\n",
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              "      <td>False</td>\n",
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              "      <td>False</td>\n",
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              "      <td>True</td>\n",
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              "      <td>False</td>\n",
              "      <td>False</td>\n",
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              "      <td>False</td>\n",
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              "      <td>False</td>\n",
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              "      <td>False</td>\n",
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              "      <td>False</td>\n",
              "      <td>False</td>\n",
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              "      <td>True</td>\n",
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              "      <td>False</td>\n",
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              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a0c26210-aaf5-4118-af45-70444d1c7703')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
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            "text/plain": [
              "    Timestamp  ...  Any new Chest condition developed in this course of time and verified by a doctor. (Please mention below)\n",
              "0       False  ...                                              False                                                        \n",
              "1       False  ...                                              False                                                        \n",
              "2       False  ...                                               True                                                        \n",
              "3       False  ...                                               True                                                        \n",
              "4       False  ...                                              False                                                        \n",
              "5       False  ...                                               True                                                        \n",
              "6       False  ...                                               True                                                        \n",
              "7       False  ...                                               True                                                        \n",
              "8       False  ...                                               True                                                        \n",
              "9       False  ...                                               True                                                        \n",
              "10      False  ...                                               True                                                        \n",
              "11      False  ...                                               True                                                        \n",
              "12      False  ...                                               True                                                        \n",
              "13      False  ...                                               True                                                        \n",
              "14      False  ...                                               True                                                        \n",
              "15      False  ...                                               True                                                        \n",
              "16      False  ...                                               True                                                        \n",
              "17      False  ...                                              False                                                        \n",
              "18      False  ...                                               True                                                        \n",
              "19      False  ...                                               True                                                        \n",
              "20      False  ...                                               True                                                        \n",
              "21      False  ...                                               True                                                        \n",
              "22      False  ...                                               True                                                        \n",
              "23      False  ...                                               True                                                        \n",
              "24      False  ...                                               True                                                        \n",
              "25      False  ...                                               True                                                        \n",
              "26      False  ...                                               True                                                        \n",
              "27      False  ...                                               True                                                        \n",
              "28      False  ...                                              False                                                        \n",
              "29      False  ...                                               True                                                        \n",
              "30      False  ...                                               True                                                        \n",
              "31      False  ...                                              False                                                        \n",
              "32      False  ...                                               True                                                        \n",
              "33      False  ...                                              False                                                        \n",
              "\n",
              "[34 rows x 44 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.head().T"
      ],
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          "height": 1000
        },
        "id": "gQyTUUKmOWgs",
        "outputId": "6a46668d-4191-434b-cbbf-561d8d2f1c46"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>0</th>\n",
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              "      <th>3</th>\n",
              "      <th>4</th>\n",
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              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Timestamp</th>\n",
              "      <td>18/01/2022 16:15:45</td>\n",
              "      <td>18/01/2022 16:59:33</td>\n",
              "      <td>18/01/2022 17:11:54</td>\n",
              "      <td>18/01/2022 17:25:33</td>\n",
              "      <td>18/01/2022 17:36:29</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you experienced any of the following symptoms?</th>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>How many days were you Covid-19 Positive?</th>\n",
              "      <td>15</td>\n",
              "      <td>8</td>\n",
              "      <td>30</td>\n",
              "      <td>10</td>\n",
              "      <td>40</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Of all of the symptoms you reported, which one symptom was the most bothersome (i.e. severe) to you?</th>\n",
              "      <td>Diarrhea</td>\n",
              "      <td>Fever &gt; 99 F</td>\n",
              "      <td>Cough (new onset or worsening of chronic cough)</td>\n",
              "      <td>Muscle aches</td>\n",
              "      <td>Shortness of breadth</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>How many times have you been tested for coronavirus?</th>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
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              "    <tr>\n",
              "      <th>Did a healthcare provider give you any of the following medications to treat COVID-19?</th>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
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              "    <tr>\n",
              "      <th>What Medications did they provide?</th>\n",
              "      <td>Remedesivir, Azithromycin (Z-pak), Oseltamivir...</td>\n",
              "      <td>Lopinavir/Ritonavir (Kaletra), Hydroxychloroqu...</td>\n",
              "      <td>Remedesivir</td>\n",
              "      <td>Azithromycin (Z-pak), Vitamin C</td>\n",
              "      <td>Remedesivir</td>\n",
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              "    <tr>\n",
              "      <th>Did you experience any side-effects of medicines?</th>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>If yes? To which medicine and what side-effect? (Please Specify)</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Remedesivir - chills</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Do you have any following Health Conditions?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>AIDS</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Are you currently taking any medications for any of these conditions?</th>\n",
              "      <td>NaN</td>\n",
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              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "    <tr>\n",
              "      <th>Are you currently taking any medications for any other health or mental health conditions?</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you experienced stress related to the pandemic?</th>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>No, no stress at all.</td>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>Yes, mild stress such as occasional worries or...</td>\n",
              "      <td>Yes, moderate stress with frequent worries, of...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you experienced any stress or discord in your household?</th>\n",
              "      <td>No , none</td>\n",
              "      <td>No , none</td>\n",
              "      <td>No , none</td>\n",
              "      <td>No , none</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>Was someone from your family diagnosed with COVID-19 and did it stress you out?</th>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you had a family member or close friend die of COVID-19 ?</th>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NO</td>\n",
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              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you ever smoked cigarettes?</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "    <tr>\n",
              "      <th>During the pandemic, on how many days did you smoke part or all of a cigarette?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>On the days that you smoked cigarettes , how many cigarettes did you smoke per day, on average?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>COVID-19 is impacting people’s smoking/vaping behaviors in different ways. Have any of the following happened to you because of COVID-19?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you ever, even once, had a drink of any type of alcoholic beverage? Please do not include times when you only had a sip or two from a drink .</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have any of the following happened to your alcohol use because of COVID-19?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you used cannabis or marijuana in the recently?</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Have you used any drugs that were not prescribed to you?</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Which drugs did you use ?</th>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "      <td>None</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Prior to the COVID-19 pandemic (March 1, 2020), were you in treatment or a program for alcohol or substance use disorder?</th>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "    <tr>\n",
              "      <th>What kind of treatment or program was it? (Select all that apply)</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience FATIGUE after testing negative</th>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>How much  weak did you feel?</th>\n",
              "      <td>very much fatigued</td>\n",
              "      <td>very much fatigued</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>normal fatigue</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did you feel weakness?</th>\n",
              "      <td>4 months</td>\n",
              "      <td>3 months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2 months</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience JOINT PAIN after testing negative</th>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>How much  Pain did you feel?</th>\n",
              "      <td>normal pain</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>NaN</td>\n",
              "      <td>normal pain</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did you feel the pain?</th>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2 months</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience INCREASE IN HAIR LOSS after testing negative</th>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>How much hair loss did occur?</th>\n",
              "      <td>high hair loss</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did hair loss occur?</th>\n",
              "      <td>4 months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience BRITTLE TEETH after testing negative</th>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did you experience it?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>3 months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2 months</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience BODY SWOLLENESS after testing negative</th>\n",
              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did you experience it?.1</th>\n",
              "      <td>2 months</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Did you experience CHEST PAIN after testing negative</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>Yes</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>What was the severity of the Chest Pain?</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>mild pain</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>For what duration did you feel the pain?.1</th>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2 months</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Any new Chest condition developed in this course of time and verified by a doctor. (Please mention below)</th>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
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              "                                                                                                    0  ...                                                  4\n",
              "Timestamp                                                                         18/01/2022 16:15:45  ...                                18/01/2022 17:36:29\n",
              "Have you experienced any of the following sympt...  Fever > 99.0 F, Cough (new onset or worsening ...  ...  Fever > 99.0 F, Cough (new onset or worsening ...\n",
              "How many days were you Covid-19 Positive?                                                          15  ...                                                 40\n",
              "Of all of the symptoms you reported, which one ...                                           Diarrhea  ...                               Shortness of breadth\n",
              "How many times have you been tested for coronav...                                                  1  ...                                                  1\n",
              "Did a healthcare provider give you any of the f...                                                Yes  ...                                                Yes\n",
              "What Medications did they provide?                  Remedesivir, Azithromycin (Z-pak), Oseltamivir...  ...                                        Remedesivir\n",
              "Did you experience any side-effects of medicines?                                                  No  ...                                                 No\n",
              "If yes? To which medicine and what side-effect?...                                                NaN  ...                                                NaN\n",
              "Do you have any following Health Conditions?                                                      NaN  ...                                                NaN\n",
              "Are you currently taking any medications for an...                                                NaN  ...                                                 No\n",
              "Are you currently taking any medications for an...                                                 No  ...                                                 No\n",
              "Have you experienced stress related to the pand...  Yes, mild stress such as occasional worries or...  ...  Yes, moderate stress with frequent worries, of...\n",
              "Have you experienced any stress or discord in y...                                          No , none  ...                                                NaN\n",
              "Was someone from your family diagnosed with COV...  Yes, atleast one member was diagnosed and it s...  ...  Yes, atleast one member was diagnosed and it s...\n",
              "Have you had a family member or close friend di...                                                Yes  ...                                                Yes\n",
              "Have you ever smoked cigarettes?                                                                   No  ...                                                 No\n",
              "During the pandemic, on how many days did you s...                                                NaN  ...                                                0.0\n",
              "On the days that you smoked cigarettes , how ma...                                                NaN  ...                                                NaN\n",
              "COVID-19 is impacting people’s smoking/vaping b...                                                NaN  ...                                                NaN\n",
              "Have you ever, even once, had a drink of any ty...                                                 No  ...                                                 No\n",
              "Have any of the following happened to your alco...                                                NaN  ...                                                NaN\n",
              "Have you used cannabis or marijuana in the rece...                                                 No  ...                                                 No\n",
              "Have you used any drugs that were not prescribe...                                                 No  ...                                                 No\n",
              "Which drugs did you use ?                                                                        None  ...                                               None\n",
              "Prior to the COVID-19 pandemic (March 1, 2020),...                                                 No  ...                                                 No\n",
              " What kind of treatment or program was it? (Sel...                                                NaN  ...                                                NaN\n",
              "Did you experience FATIGUE after testing negative                                                 Yes  ...                                                Yes\n",
              "How much  weak did you feel?                                                       very much fatigued  ...                                     normal fatigue\n",
              "For what duration did you feel weakness?                                                     4 months  ...                                           2 months\n",
              "Did you experience JOINT PAIN after testing neg...                                                Yes  ...                                                Yes\n",
              "How much  Pain did you feel?                                                              normal pain  ...                                        normal pain\n",
              "For what duration did you feel the pain?                                           more than 4 months  ...                                           2 months\n",
              "Did you experience INCREASE IN HAIR LOSS after ...                                                Yes  ...                                                 No\n",
              "How much hair loss did occur?                                                          high hair loss  ...                                                NaN\n",
              "For what duration did hair loss occur?                                                       4 months  ...                                                NaN\n",
              "Did you experience BRITTLE TEETH after testing ...                                                 No  ...                                                Yes\n",
              "For what duration did you experience it?                                                          NaN  ...                                           2 months\n",
              "Did you experience BODY SWOLLENESS after testin...                                                Yes  ...                                                 No\n",
              "For what duration did you experience it?.1                                                   2 months  ...                                                NaN\n",
              "Did you experience CHEST PAIN after testing neg...                                                 No  ...                                                Yes\n",
              "What was the severity of the Chest Pain?                                                          NaN  ...                                          mild pain\n",
              "For what duration did you feel the pain?.1                                                        NaN  ...                                           2 months\n",
              "Any new Chest condition developed in this cours...                                                 No  ...                                                 No\n",
              "\n",
              "[44 rows x 5 columns]"
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        "df.head()"
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              "      <td>For what duration did hair loss occur?</td>\n",
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              "      <td>NaN</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>18/01/2022 17:25:33</td>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>10</td>\n",
              "      <td>Muscle aches</td>\n",
              "      <td>2</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Azithromycin (Z-pak), Vitamin C</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>NO</td>\n",
              "      <td>No</td>\n",
              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2f14e267-2ca7-4a39-bbb9-c4e92f22fd13')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "\n",
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              "\n",
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              "\n",
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              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "  "
            ],
            "text/plain": [
              "                    q0  ...                                                q43\n",
              "0            Timestamp  ...  Any new Chest condition developed in this cour...\n",
              "1  18/01/2022 16:15:45  ...                                                 No\n",
              "2  18/01/2022 16:59:33  ...                                                 No\n",
              "3  18/01/2022 17:11:54  ...                                                NaN\n",
              "4  18/01/2022 17:25:33  ...                                                NaN\n",
              "\n",
              "[5 rows x 44 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df = df.drop(['q0'], axis=1)\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 860
        },
        "id": "p9DjsfK8Y_RO",
        "outputId": "11eac476-a617-4d33-8c4e-a6b451f9a61e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>q1</th>\n",
              "      <th>q2</th>\n",
              "      <th>q3</th>\n",
              "      <th>q4</th>\n",
              "      <th>q5</th>\n",
              "      <th>q6</th>\n",
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              "      <th>q38</th>\n",
              "      <th>q39</th>\n",
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              "      <th>q41</th>\n",
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              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
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              "      <th>0</th>\n",
              "      <td>Have you experienced any of the following symp...</td>\n",
              "      <td>How many days were you Covid-19 Positive?</td>\n",
              "      <td>Of all of the symptoms you reported, which one...</td>\n",
              "      <td>How many times have you been tested for corona...</td>\n",
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              "      <td>What Medications did they provide?</td>\n",
              "      <td>Did you experience any side-effects of medicines?</td>\n",
              "      <td>If yes? To which medicine and what side-effect...</td>\n",
              "      <td>Do you have any following Health Conditions?</td>\n",
              "      <td>Are you currently taking any medications for a...</td>\n",
              "      <td>Are you currently taking any medications for a...</td>\n",
              "      <td>Have you experienced stress related to the pan...</td>\n",
              "      <td>Have you experienced any stress or discord in ...</td>\n",
              "      <td>Was someone from your family diagnosed with CO...</td>\n",
              "      <td>Have you had a family member or close friend d...</td>\n",
              "      <td>Have you ever smoked cigarettes?</td>\n",
              "      <td>During the pandemic, on how many days did you ...</td>\n",
              "      <td>On the days that you smoked cigarettes , how m...</td>\n",
              "      <td>COVID-19 is impacting people’s smoking/vaping ...</td>\n",
              "      <td>Have you ever, even once, had a drink of any t...</td>\n",
              "      <td>Have any of the following happened to your alc...</td>\n",
              "      <td>Have you used cannabis or marijuana in the rec...</td>\n",
              "      <td>Have you used any drugs that were not prescrib...</td>\n",
              "      <td>Which drugs did you use ?</td>\n",
              "      <td>Prior to the COVID-19 pandemic (March 1, 2020)...</td>\n",
              "      <td>What kind of treatment or program was it? (Se...</td>\n",
              "      <td>Did you experience FATIGUE after testing negative</td>\n",
              "      <td>How much  weak did you feel?</td>\n",
              "      <td>For what duration did you feel weakness?</td>\n",
              "      <td>Did you experience JOINT PAIN after testing ne...</td>\n",
              "      <td>How much  Pain did you feel?</td>\n",
              "      <td>For what duration did you feel the pain?</td>\n",
              "      <td>Did you experience INCREASE IN HAIR LOSS after...</td>\n",
              "      <td>How much hair loss did occur?</td>\n",
              "      <td>For what duration did hair loss occur?</td>\n",
              "      <td>Did you experience BRITTLE TEETH after testing...</td>\n",
              "      <td>For what duration did you experience it?</td>\n",
              "      <td>Did you experience BODY SWOLLENESS after testi...</td>\n",
              "      <td>For what duration did you experience it?</td>\n",
              "      <td>Did you experience CHEST PAIN after testing ne...</td>\n",
              "      <td>What was the severity of the Chest Pain?</td>\n",
              "      <td>For what duration did you feel the pain?</td>\n",
              "      <td>Any new Chest condition developed in this cour...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>15</td>\n",
              "      <td>Diarrhea</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
              "      <td>Remedesivir, Azithromycin (Z-pak), Oseltamivir...</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>very much fatigued</td>\n",
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              "      <td>No</td>\n",
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              "      <td>2 months</td>\n",
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              "      <td>No</td>\n",
              "      <td>No, no stress at all.</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>30</td>\n",
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              "      <td>1</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
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              "      <td>Yes</td>\n",
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              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal fatigue</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
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              "      <td>10</td>\n",
              "      <td>Muscle aches</td>\n",
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              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "</table>\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
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              "\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-750e5cc4-9837-44f8-99ff-180e861177c8');\n",
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              "            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",
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              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "                                                  q1  ...                                                q43\n",
              "0  Have you experienced any of the following symp...  ...  Any new Chest condition developed in this cour...\n",
              "1  Fever > 99.0 F, Cough (new onset or worsening ...  ...                                                 No\n",
              "2  Fever > 99.0 F, Cough (new onset or worsening ...  ...                                                 No\n",
              "3  Fever > 99.0 F, Cough (new onset or worsening ...  ...                                                NaN\n",
              "4  Fever > 99.0 F, Cough (new onset or worsening ...  ...                                                NaN\n",
              "\n",
              "[5 rows x 43 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
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        "df = df.drop([0], axis=0)\n",
        "df.head()"
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              "      <td>NaN</td>\n",
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              "      <td>very much fatigued</td>\n",
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              "      <td>normal pain</td>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>high hair loss</td>\n",
              "      <td>4 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>8</td>\n",
              "      <td>Fever &gt; 99 F</td>\n",
              "      <td>1</td>\n",
              "      <td>Yes</td>\n",
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              "      <td>Yes</td>\n",
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              "      <td>Yes</td>\n",
              "      <td>No</td>\n",
              "      <td>No, no stress at all.</td>\n",
              "      <td>No , none</td>\n",
              "      <td>Yes, atleast one member was diagnosed and it s...</td>\n",
              "      <td>Yes</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>very much fatigued</td>\n",
              "      <td>3 months</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>more than 4 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>3 months</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
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              "      <th>3</th>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
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              "      <td>Yes</td>\n",
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              "      <td>0</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
              "      <td>None</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>Yes</td>\n",
              "      <td>normal pain</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Fever &gt; 99.0 F, Cough (new onset or worsening ...</td>\n",
              "      <td>10</td>\n",
              "      <td>Muscle aches</td>\n",
              "      <td>2</td>\n",
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              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "      <td>No , none</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
              "      <td>No</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>No</td>\n",
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              "      <td>No</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>2 months</td>\n",
              "      <td>No</td>\n",
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              "      <td>mild pain</td>\n",
              "      <td>2 months</td>\n",
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              "    .colab-df-container {\n",
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              "\n",
              "    .colab-df-convert {\n",
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              "                                                     [key], {});\n",
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              "\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",
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              "  "
            ],
            "text/plain": [
              "                                                  q1  q2  ...       q42  q43\n",
              "1  Fever > 99.0 F, Cough (new onset or worsening ...  15  ...       NaN   No\n",
              "2  Fever > 99.0 F, Cough (new onset or worsening ...   8  ...       NaN   No\n",
              "3  Fever > 99.0 F, Cough (new onset or worsening ...  30  ...       NaN  NaN\n",
              "4  Fever > 99.0 F, Cough (new onset or worsening ...  10  ...       NaN  NaN\n",
              "5  Fever > 99.0 F, Cough (new onset or worsening ...  40  ...  2 months   No\n",
              "\n",
              "[5 rows x 43 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.isna()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
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        "id": "NmrexddCaBk2",
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              "      <th>q6</th>\n",
              "      <th>q7</th>\n",
              "      <th>q8</th>\n",
              "      <th>q9</th>\n",
              "      <th>q10</th>\n",
              "      <th>q11</th>\n",
              "      <th>q12</th>\n",
              "      <th>q13</th>\n",
              "      <th>q14</th>\n",
              "      <th>q15</th>\n",
              "      <th>q16</th>\n",
              "      <th>q17</th>\n",
              "      <th>q18</th>\n",
              "      <th>q19</th>\n",
              "      <th>q20</th>\n",
              "      <th>q21</th>\n",
              "      <th>q22</th>\n",
              "      <th>q23</th>\n",
              "      <th>q24</th>\n",
              "      <th>q25</th>\n",
              "      <th>q26</th>\n",
              "      <th>q27</th>\n",
              "      <th>q28</th>\n",
              "      <th>q29</th>\n",
              "      <th>q30</th>\n",
              "      <th>q31</th>\n",
              "      <th>q32</th>\n",
              "      <th>q33</th>\n",
              "      <th>q34</th>\n",
              "      <th>q35</th>\n",
              "      <th>q36</th>\n",
              "      <th>q37</th>\n",
              "      <th>q38</th>\n",
              "      <th>q39</th>\n",
              "      <th>q40</th>\n",
              "      <th>q41</th>\n",
              "      <th>q42</th>\n",
              "      <th>q43</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>True</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-28c358c0-8c60-4852-932c-070b1d6af200')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\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",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-28c358c0-8c60-4852-932c-070b1d6af200 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-28c358c0-8c60-4852-932c-070b1d6af200');\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",
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              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "       q1     q2     q3     q4     q5  ...    q39    q40    q41    q42    q43\n",
              "1   False  False  False  False  False  ...  False  False   True   True  False\n",
              "2   False  False  False  False  False  ...   True  False   True   True  False\n",
              "3   False  False  False  False  False  ...   True  False   True   True   True\n",
              "4   False  False  False  False  False  ...   True  False   True   True   True\n",
              "5   False  False  False  False  False  ...   True  False  False  False  False\n",
              "6   False  False  False  False  False  ...   True  False   True   True   True\n",
              "7    True   True   True   True   True  ...   True  False   True   True   True\n",
              "8   False  False  False  False  False  ...   True  False   True   True   True\n",
              "9   False  False  False  False  False  ...   True  False   True   True   True\n",
              "10  False   True  False  False  False  ...   True  False   True   True   True\n",
              "11  False  False  False  False  False  ...   True  False   True   True   True\n",
              "12  False  False  False  False  False  ...   True  False   True   True   True\n",
              "13  False   True  False  False  False  ...   True  False   True   True   True\n",
              "14  False  False  False  False  False  ...   True  False   True   True   True\n",
              "15  False  False  False  False  False  ...   True  False   True   True   True\n",
              "16  False  False  False  False  False  ...   True  False  False  False   True\n",
              "17  False  False  False  False  False  ...   True  False   True   True   True\n",
              "18  False  False  False  False  False  ...  False  False  False  False  False\n",
              "19  False  False  False  False  False  ...   True  False   True   True   True\n",
              "20  False  False  False  False  False  ...   True  False  False  False   True\n",
              "21  False  False  False  False  False  ...   True  False  False  False   True\n",
              "22  False  False  False  False  False  ...  False  False   True   True   True\n",
              "23  False  False  False  False  False  ...   True  False   True   True   True\n",
              "24  False  False  False  False  False  ...   True  False   True   True   True\n",
              "25  False  False  False  False  False  ...   True  False   True   True   True\n",
              "26  False  False  False  False  False  ...   True  False   True   True   True\n",
              "27  False  False  False  False  False  ...  False  False  False  False   True\n",
              "28  False  False  False   True  False  ...   True  False  False  False   True\n",
              "29  False  False  False  False  False  ...  False  False  False  False  False\n",
              "30  False   True  False   True  False  ...  False  False   True  False   True\n",
              "31  False  False  False  False  False  ...   True  False   True   True   True\n",
              "32  False   True  False   True  False  ...  False  False  False  False  False\n",
              "33  False  False   True   True   True  ...   True  False   True   True   True\n",
              "34  False  False  False  False  False  ...   True  False  False  False  False\n",
              "\n",
              "[34 rows x 43 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.dtypes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fCMngSLxayXH",
        "outputId": "915e0b85-7ab5-4722-f989-0f7e002fc0a0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "q1     object\n",
              "q2     object\n",
              "q3     object\n",
              "q4     object\n",
              "q5     object\n",
              "q6     object\n",
              "q7     object\n",
              "q8     object\n",
              "q9     object\n",
              "q10    object\n",
              "q11    object\n",
              "q12    object\n",
              "q13    object\n",
              "q14    object\n",
              "q15    object\n",
              "q16    object\n",
              "q17    object\n",
              "q18    object\n",
              "q19    object\n",
              "q20    object\n",
              "q21    object\n",
              "q22    object\n",
              "q23    object\n",
              "q24    object\n",
              "q25    object\n",
              "q26    object\n",
              "q27    object\n",
              "q28    object\n",
              "q29    object\n",
              "q30    object\n",
              "q31    object\n",
              "q32    object\n",
              "q33    object\n",
              "q34    object\n",
              "q35    object\n",
              "q36    object\n",
              "q37    object\n",
              "q38    object\n",
              "q39    object\n",
              "q40    object\n",
              "q41    object\n",
              "q42    object\n",
              "q43    object\n",
              "dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jm7nO2QzbDJN",
        "outputId": "56b11339-9c02-4108-83c6-3ea770bb9987"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(34, 43)"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vj3D6ATqcwQO",
        "outputId": "6f5b8d79-236b-43ed-f72f-a6c525e29d7b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "Int64Index: 34 entries, 1 to 34\n",
            "Data columns (total 43 columns):\n",
            " #   Column  Non-Null Count  Dtype \n",
            "---  ------  --------------  ----- \n",
            " 0   q1      33 non-null     object\n",
            " 1   q2      29 non-null     object\n",
            " 2   q3      32 non-null     object\n",
            " 3   q4      29 non-null     object\n",
            " 4   q5      32 non-null     object\n",
            " 5   q6      32 non-null     object\n",
            " 6   q7      33 non-null     object\n",
            " 7   q8      5 non-null      object\n",
            " 8   q9      16 non-null     object\n",
            " 9   q10     30 non-null     object\n",
            " 10  q11     32 non-null     object\n",
            " 11  q12     33 non-null     object\n",
            " 12  q13     32 non-null     object\n",
            " 13  q14     32 non-null     object\n",
            " 14  q15     33 non-null     object\n",
            " 15  q16     34 non-null     object\n",
            " 16  q17     23 non-null     object\n",
            " 17  q18     8 non-null      object\n",
            " 18  q19     7 non-null      object\n",
            " 19  q20     34 non-null     object\n",
            " 20  q21     6 non-null      object\n",
            " 21  q22     34 non-null     object\n",
            " 22  q23     28 non-null     object\n",
            " 23  q24     34 non-null     object\n",
            " 24  q25     28 non-null     object\n",
            " 25  q26     5 non-null      object\n",
            " 26  q27     34 non-null     object\n",
            " 27  q28     22 non-null     object\n",
            " 28  q29     17 non-null     object\n",
            " 29  q30     34 non-null     object\n",
            " 30  q31     18 non-null     object\n",
            " 31  q32     13 non-null     object\n",
            " 32  q33     34 non-null     object\n",
            " 33  q34     15 non-null     object\n",
            " 34  q35     12 non-null     object\n",
            " 35  q36     34 non-null     object\n",
            " 36  q37     8 non-null      object\n",
            " 37  q38     34 non-null     object\n",
            " 38  q39     7 non-null      object\n",
            " 39  q40     34 non-null     object\n",
            " 40  q41     10 non-null     object\n",
            " 41  q42     11 non-null     object\n",
            " 42  q43     7 non-null      object\n",
            "dtypes: object(43)\n",
            "memory usage: 11.7+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['q1'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4_Ne1Rptc39t",
        "outputId": "59b7a71f-487d-4e21-a3a0-19c69b2069ed"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Fatigue, Loss of appetite, Diarrhea',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Fatigue, Loss of appetite, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Headache, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Chills, Fatigue, Muscle aches, Dizziness, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Diarrhea, Muscle aches, Joint aches, Headache, Dizziness, Loss of smell, Loss of taste',\n",
              "       'Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Chills, Fatigue, Muscle aches, Headache',\n",
              "       nan, 'Fever > 99.0 F, Loss of smell',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Chills, Fatigue, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Sore Throat, Vomiting, Headache',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Muscle aches, Headache, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Chills, Fatigue, Discomfort, tightness, or pressure in chest, Muscle aches, Headache, Dizziness',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Chills, Fatigue, Muscle aches, Joint aches, Headache, Loss of taste',\n",
              "       'Fever > 99.0 F, Sore Throat, Headache', 'No symptoms',\n",
              "       'Runny nose, Loss of smell', 'Fever > 99.0 F',\n",
              "       'Sore Throat, Fatigue, Loss of smell, Loss of taste',\n",
              "       'Sore Throat, Runny nose',\n",
              "       'Fever > 99.0 F, Shortness of breadth, Joint aches, Loss of smell, Loss of taste',\n",
              "       'Cough (new onset or worsening of chronic cough), Sore Throat, Shortness of breadth, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Fatigue',\n",
              "       'Sore Throat, Runny nose, Headache', 'Fever > 99.0 F, Runny nose',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Muscle aches, Dizziness',\n",
              "       'Fever > 99.0 F, Muscle aches',\n",
              "       'Cough (new onset or worsening of chronic cough), Nausea',\n",
              "       'Headache',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Nausea, Diarrhea, Muscle aches, Joint aches, Headache, Seizure, Dizziness, Altered consciousness or feeling like it was difficult to stay awake, Loss of smell, Loss of taste, Abdominal Pain',\n",
              "       'Chills, Discomfort, tightness, or pressure in chest, Vomiting',\n",
              "       'Fever > 99.0 F, Sore Throat, Runny nose, Chills, Fatigue, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Loss of smell, Loss of taste',\n",
              "       'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Dizziness'],\n",
              "      dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['q2'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "alJBBo6ui4vW",
        "outputId": "b3cbd656-94ea-4e93-ff33-9791a217273e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['15', '8', '30', '10', '40', '2', nan, '7', '14', '3-4', '13',\n",
              "       'Not tested positive till date', '3', '20', '0', '12', '8 to 9',\n",
              "       '4', '6'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['q3'].unique()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_8HbZh2Ai-eH",
        "outputId": "f596ca6d-0eb5-4d15-b3ca-dc90e3600a56"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array(['Diarrhea', 'Fever > 99 F',\n",
              "       'Cough (new onset or worsening of chronic cough)', 'Muscle aches',\n",
              "       'Shortness of breadth', nan, 'Loss of smell', 'Fatigue',\n",
              "       'Headache', 'Sore Throat', 'No symptom', 'Runny nose', 'None',\n",
              "       'Loss of taste', 'Seizure', 'Chills'], dtype=object)"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from mlxtend.preprocessing import TransactionEncoder"
      ],
      "metadata": {
        "id": "94TpDjfsjE-s"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "df.q3.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uGWpYYPujTHN",
        "outputId": "07dff913-c5a6-409f-f74f-4f3089a9ddaf"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Cough (new onset or worsening of chronic cough)    7\n",
              "Fever > 99 F                                       5\n",
              "Sore Throat                                        5\n",
              "Muscle aches                                       2\n",
              "Shortness of breadth                               2\n",
              "Runny nose                                         2\n",
              "Diarrhea                                           1\n",
              "Loss of smell                                      1\n",
              "Fatigue                                            1\n",
              "Headache                                           1\n",
              "No symptom                                         1\n",
              "None                                               1\n",
              "Loss of taste                                      1\n",
              "Seizure                                            1\n",
              "Chills                                             1\n",
              "Name: q3, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.q1.value_counts()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SjR57F87kfin",
        "outputId": "02490151-0bed-48b0-e66d-f738f4f6f956"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Fever > 99.0 F                                                                                                                                                                                                                                                                                                                                                                                             2\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Fatigue, Loss of appetite, Diarrhea                                                                                                                                                                                                                                                                                          1\n",
              "Sore Throat, Runny nose                                                                                                                                                                                                                                                                                                                                                                                    1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                            1\n",
              "Fever > 99.0 F, Sore Throat, Runny nose, Chills, Fatigue, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                                                                     1\n",
              "Chills, Discomfort, tightness, or pressure in chest, Vomiting                                                                                                                                                                                                                                                                                                                                              1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Nausea, Diarrhea, Muscle aches, Joint aches, Headache, Seizure, Dizziness, Altered consciousness or feeling like it was difficult to stay awake, Loss of smell, Loss of taste, Abdominal Pain    1\n",
              "Headache                                                                                                                                                                                                                                                                                                                                                                                                   1\n",
              "Cough (new onset or worsening of chronic cough), Nausea                                                                                                                                                                                                                                                                                                                                                    1\n",
              "Fever > 99.0 F, Muscle aches                                                                                                                                                                                                                                                                                                                                                                               1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Muscle aches, Dizziness                                                                                                                                                                                                                                 1\n",
              "Fever > 99.0 F, Runny nose                                                                                                                                                                                                                                                                                                                                                                                 1\n",
              "Sore Throat, Runny nose, Headache                                                                                                                                                                                                                                                                                                                                                                          1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Fatigue                                                                                                                                                                                                                                                                                                          1\n",
              "Cough (new onset or worsening of chronic cough), Sore Throat, Shortness of breadth, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Loss of smell, Loss of taste                                                                                                                                                                                                                   1\n",
              "Fever > 99.0 F, Shortness of breadth, Joint aches, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                                                                            1\n",
              "Sore Throat, Fatigue, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                                                                                                         1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Fatigue, Loss of appetite, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                                   1\n",
              "Runny nose, Loss of smell                                                                                                                                                                                                                                                                                                                                                                                  1\n",
              "No symptoms                                                                                                                                                                                                                                                                                                                                                                                                1\n",
              "Fever > 99.0 F, Sore Throat, Headache                                                                                                                                                                                                                                                                                                                                                                      1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Chills, Fatigue, Muscle aches, Joint aches, Headache, Loss of taste                                                                                                                                                                                                                                     1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Chills, Fatigue, Discomfort, tightness, or pressure in chest, Muscle aches, Headache, Dizziness                                                                                                                                                                                                                  1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Muscle aches, Headache, Loss of smell, Loss of taste                                                                                                                                             1\n",
              "Fever > 99.0 F, Sore Throat, Vomiting, Headache                                                                                                                                                                                                                                                                                                                                                            1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Chills, Fatigue, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                                             1\n",
              "Fever > 99.0 F, Loss of smell                                                                                                                                                                                                                                                                                                                                                                              1\n",
              "Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Chills, Fatigue, Muscle aches, Headache                                                                                                                                                                                                                                                                                          1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Diarrhea, Muscle aches, Joint aches, Headache, Dizziness, Loss of smell, Loss of taste                                                                                                                                                                                                                     1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Chills, Fatigue, Muscle aches, Dizziness, Loss of taste                                                                                                                                                                                                                                                                       1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Headache, Loss of smell, Loss of taste                                                                                                                                                                                                                                                                              1\n",
              "Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Dizziness                                                                                                                                                                                                                                                                                                  1\n",
              "Name: q1, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['q3']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K3eU2l5Pmnvz",
        "outputId": "bbd835cc-d0ca-4115-e743-4979ef21d532"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "1                                            Diarrhea\n",
              "2                                        Fever > 99 F\n",
              "3     Cough (new onset or worsening of chronic cough)\n",
              "4                                        Muscle aches\n",
              "5                                Shortness of breadth\n",
              "6     Cough (new onset or worsening of chronic cough)\n",
              "7                                                 NaN\n",
              "8                                       Loss of smell\n",
              "9                                             Fatigue\n",
              "10                                           Headache\n",
              "11                                       Muscle aches\n",
              "12    Cough (new onset or worsening of chronic cough)\n",
              "13    Cough (new onset or worsening of chronic cough)\n",
              "14                                        Sore Throat\n",
              "15                                         No symptom\n",
              "16                                         Runny nose\n",
              "17                                       Fever > 99 F\n",
              "18    Cough (new onset or worsening of chronic cough)\n",
              "19                                         Runny nose\n",
              "20                               Shortness of breadth\n",
              "21                                        Sore Throat\n",
              "22                                        Sore Throat\n",
              "23                                        Sore Throat\n",
              "24                                       Fever > 99 F\n",
              "25                                        Sore Throat\n",
              "26                                               None\n",
              "27    Cough (new onset or worsening of chronic cough)\n",
              "28                                      Loss of taste\n",
              "29    Cough (new onset or worsening of chronic cough)\n",
              "30                                            Seizure\n",
              "31                                             Chills\n",
              "32                                       Fever > 99 F\n",
              "33                                                NaN\n",
              "34                                       Fever > 99 F\n",
              "Name: q3, dtype: object"
            ]
          },
          "metadata": {},
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Encoding Data"
      ],
      "metadata": {
        "id": "sWlNSdDAhNE8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "q3_encoder = LabelEncoder()"
      ],
      "metadata": {
        "id": "tclHOBedppnZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "q3_encoder.fit(df['q3'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tMU9e3ujwH0R",
        "outputId": "9d909d06-6951-4721-ad3f-cf4477c49a37"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "LabelEncoder()"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "q3_values = q3_encoder.transform(df['q3'])"
      ],
      "metadata": {
        "id": "zylk3D1qwTGO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Before Encoding:\", list(df['q3'][-10:]))\n",
        "print(\"After Encoding:\", q3_values[-10:])\n",
        "print(\"The inverse from the encoding result:\", q3_encoder.inverse_transform(q3_values[-10:]))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7ZPC0VwzwkUr",
        "outputId": "b1dca7da-b721-4c96-eaa3-0609095b6eaa"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Before Encoding: ['Sore Throat', 'None', 'Cough (new onset or worsening of chronic cough)', 'Loss of taste', 'Cough (new onset or worsening of chronic cough)', 'Seizure', 'Chills', 'Fever > 99 F', nan, 'Fever > 99 F']\n",
            "After Encoding: [14 10  1  7  1 12  0  4 15  4]\n",
            "The inverse from the encoding result: ['Sore Throat' 'None' 'Cough (new onset or worsening of chronic cough)'\n",
            " 'Loss of taste' 'Cough (new onset or worsening of chronic cough)'\n",
            " 'Seizure' 'Chills' 'Fever > 99 F' nan 'Fever > 99 F']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "q_encoder = LabelEncoder()\n",
        "q_encoder.fit(df['q1'])\n",
        "q1_values = q_encoder.transform(df['q1'])\n",
        "print(\"Before Encoding:\", list(df['q1'][-10:]))\n",
        "print(\"After Encoding:\", q1_values[-10:])\n",
        "print(\"The inverse from the encoding result:\", q_encoder.inverse_transform(q1_values[-10:]))"
      ],
      "metadata": {
        "id": "lO5nGAw_wxOB",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "44a9ebeb-bcbd-4719-a4c0-1c358678329a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Before Encoding: ['Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Muscle aches, Dizziness', 'Fever > 99.0 F, Muscle aches', 'Cough (new onset or worsening of chronic cough), Nausea', 'Headache', 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Nausea, Diarrhea, Muscle aches, Joint aches, Headache, Seizure, Dizziness, Altered consciousness or feeling like it was difficult to stay awake, Loss of smell, Loss of taste, Abdominal Pain', 'Chills, Discomfort, tightness, or pressure in chest, Vomiting', 'Fever > 99.0 F, Sore Throat, Runny nose, Chills, Fatigue, Loss of smell, Loss of taste', 'Fever > 99.0 F', 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Loss of smell, Loss of taste', 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Dizziness']\n",
            "After Encoding: [18 20  1 26 17  0 24  4  9 11]\n",
            "The inverse from the encoding result: ['Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Muscle aches, Dizziness'\n",
            " 'Fever > 99.0 F, Muscle aches'\n",
            " 'Cough (new onset or worsening of chronic cough), Nausea' 'Headache'\n",
            " 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Sore Throat, Runny nose, Shortness of breadth, Chills, Fatigue, Loss of appetite, Discomfort, tightness, or pressure in chest, Vomiting, Nausea, Diarrhea, Muscle aches, Joint aches, Headache, Seizure, Dizziness, Altered consciousness or feeling like it was difficult to stay awake, Loss of smell, Loss of taste, Abdominal Pain'\n",
            " 'Chills, Discomfort, tightness, or pressure in chest, Vomiting'\n",
            " 'Fever > 99.0 F, Sore Throat, Runny nose, Chills, Fatigue, Loss of smell, Loss of taste'\n",
            " 'Fever > 99.0 F'\n",
            " 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Runny nose, Shortness of breadth, Loss of smell, Loss of taste'\n",
            " 'Fever > 99.0 F, Cough (new onset or worsening of chronic cough), Shortness of breadth, Fatigue, Dizziness']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mf = pd.DataFrame()\n",
        "mf"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 49
        },
        "id": "r6FSYkwQEJ6b",
        "outputId": "48f42b13-31a1-4cbc-dff7-6af698c584f9"
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      "execution_count": null,
      "outputs": [
        {
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    {
      "cell_type": "code",
      "source": [
        "\n",
        "def encode_df(df):\n",
        "  for i in range(1,44):\n",
        "    q_encoder.fit(df['q'+ str(i)])\n",
        "    q_values = q_encoder.transform(df['q'+ str(i)])\n",
        "    #print(\"Before Encoding:\", list(df['q'+ str(i)][-10:]))\n",
        "    mf['q'+ str(i)] = q_values\n",
        "    print(\"After Encoding:\", q_values[-10:])\n",
        "    #print(\"The inverse from the encoding result:\", q_encoder.inverse_transform(q_values[-10:]))\n"
      ],
      "metadata": {
        "id": "dyoQbpMRC1zE"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "encode_df(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9F764uC_EbMN",
        "outputId": "c96c1d08-46f5-4031-9ce0-002496086d0d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "After Encoding: [18 20  1 26 17  0 24  4  9 11]\n",
            "After Encoding: [16  1 11  6 13 18  4 18 14 14]\n",
            "After Encoding: [14 10  1  7  1 12  0  4 15  4]\n",
            "After Encoding: [4 6 1 9 1 9 1 9 9 1]\n",
            "After Encoding: [1 1 0 1 1 0 1 0 2 1]\n",
            "After Encoding: [ 5 21 22 20 11  2 10 17 12  6]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [4 1 4 4 4 4 4 4 4 4]\n",
            "After Encoding: [ 7 10  7  4  8 12 12  1 11 12]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 2 0]\n",
            "After Encoding: [0 0 1 3 3 0 0 0 1 0]\n",
            "After Encoding: [0 0 2 2 2 0 2 0 0 0]\n",
            "After Encoding: [2 1 2 2 2 3 2 0 0 2]\n",
            "After Encoding: [1 0 0 1 0 0 1 0 0 0]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [0 5 0 0 0 4 5 0 5 5]\n",
            "After Encoding: [3 3 3 3 2 3 3 2 3 3]\n",
            "After Encoding: [2 2 1 2 0 2 2 0 2 2]\n",
            "After Encoding: [0 0 0 0 0 0 1 0 0 0]\n",
            "After Encoding: [1 1 1 1 0 1 1 0 1 1]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 1 0]\n",
            "After Encoding: [0 0 0 0 1 1 0 2 0 0]\n",
            "After Encoding: [0 2 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [3 3 2 3 1 3 3 2 3 3]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 1]\n",
            "After Encoding: [1 3 1 1 1 3 3 2 3 2]\n",
            "After Encoding: [0 3 1 3 1 0 3 0 3 2]\n",
            "After Encoding: [0 0 0 0 1 0 0 0 0 1]\n",
            "After Encoding: [1 3 1 1 1 0 3 0 3 2]\n",
            "After Encoding: [4 4 1 0 0 0 4 0 4 2]\n",
            "After Encoding: [0 0 0 1 0 0 0 1 1 0]\n",
            "After Encoding: [3 3 0 1 0 3 3 0 0 0]\n",
            "After Encoding: [4 4 2 3 0 4 4 1 0 1]\n",
            "After Encoding: [0 0 0 1 0 0 0 0 0 0]\n",
            "After Encoding: [4 4 2 0 3 0 4 0 4 4]\n",
            "After Encoding: [0 0 0 0 0 0 0 0 0 0]\n",
            "After Encoding: [2 2 1 2 0 0 2 0 2 2]\n",
            "After Encoding: [0 0 0 1 1 0 0 0 0 1]\n",
            "After Encoding: [3 3 0 1 1 3 3 1 3 0]\n",
            "After Encoding: [4 4 2 3 2 0 4 0 4 3]\n",
            "After Encoding: [3 3 3 3 0 3 3 0 3 2]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mf.head()"
      ],
      "metadata": {
        "colab": {
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          "height": 270
        },
        "id": "dn4A2E00Evb9",
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              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d5c9d576-ab97-46f9-99b8-c80955449dd1')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
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              "\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",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
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              "\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",
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              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d5c9d576-ab97-46f9-99b8-c80955449dd1 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-d5c9d576-ab97-46f9-99b8-c80955449dd1');\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",
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              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   q1  q2  q3  q4  q5  q6  q7  q8  ...  q36  q37  q38  q39  q40  q41  q42  q43\n",
              "0  13   5   2   1   1  18   0   4  ...    0    4    1    0    0    3    4    0\n",
              "1   6  15   4   1   1  14   1   2  ...    1    1    0    2    0    3    4    0\n",
              "2  12  10   1   1   1  17   0   4  ...    0    4    0    2    0    3    4    3\n",
              "3   7   1   8   2   1   0   0   4  ...    0    4    0    2    0    3    4    3\n",
              "4  10  12  13   1   1  17   0   4  ...    1    0    0    2    1    2    0    0\n",
              "\n",
              "[5 rows x 43 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 30
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mf.to_csv(r'covid_dataset.csv', index = False)"
      ],
      "metadata": {
        "id": "CxnoCWwZ9rpF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "mf"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "R78MzEW7-Wxe",
        "outputId": "54775332-d2b2-4280-efca-fd7f9bfd0796"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>32</td>\n",
              "      <td>18</td>\n",
              "      <td>15</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "      <td>22</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>19</td>\n",
              "      <td>14</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>25</td>\n",
              "      <td>18</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>19</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>16</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>12</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>14</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>8</td>\n",
              "      <td>18</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>23</td>\n",
              "      <td>3</td>\n",
              "      <td>14</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>27</td>\n",
              "      <td>17</td>\n",
              "      <td>9</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>16</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>28</td>\n",
              "      <td>14</td>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>29</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>30</td>\n",
              "      <td>14</td>\n",
              "      <td>11</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>22</td>\n",
              "      <td>1</td>\n",
              "      <td>13</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>3</td>\n",
              "      <td>15</td>\n",
              "      <td>14</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>15</td>\n",
              "      <td>7</td>\n",
              "      <td>14</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>31</td>\n",
              "      <td>0</td>\n",
              "      <td>14</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>21</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>18</td>\n",
              "      <td>16</td>\n",
              "      <td>14</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>5</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>20</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>6</td>\n",
              "      <td>1</td>\n",
              "      <td>21</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>22</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>26</td>\n",
              "      <td>6</td>\n",
              "      <td>7</td>\n",
              "      <td>9</td>\n",
              "      <td>1</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>17</td>\n",
              "      <td>13</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>0</td>\n",
              "      <td>18</td>\n",
              "      <td>12</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>24</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>4</td>\n",
              "      <td>18</td>\n",
              "      <td>4</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>9</td>\n",
              "      <td>14</td>\n",
              "      <td>15</td>\n",
              "      <td>9</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>11</td>\n",
              "      <td>14</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e72ee67f-2327-461c-bc85-38b643f34669')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\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=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\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",
              "    [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-e72ee67f-2327-461c-bc85-38b643f34669 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-e72ee67f-2327-461c-bc85-38b643f34669');\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",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "    q1  q2  q3  q4  q5  q6  q7  q8  ...  q36  q37  q38  q39  q40  q41  q42  q43\n",
              "0   13   5   2   1   1  18   0   4  ...    0    4    1    0    0    3    4    0\n",
              "1    6  15   4   1   1  14   1   2  ...    1    1    0    2    0    3    4    0\n",
              "2   12  10   1   1   1  17   0   4  ...    0    4    0    2    0    3    4    3\n",
              "3    7   1   8   2   1   0   0   4  ...    0    4    0    2    0    3    4    3\n",
              "4   10  12  13   1   1  17   0   4  ...    1    0    0    2    1    2    0    0\n",
              "5    2   6   1   3   1   1   1   3  ...    0    4    0    2    0    3    4    3\n",
              "6   32  18  15   9   2  22   2   4  ...    0    4    0    2    0    3    4    3\n",
              "7   19  14   6   1   1   1   0   4  ...    0    4    0    2    0    3    4    3\n",
              "8    5   4   3   2   1  21   0   4  ...    0    4    0    2    0    3    4    3\n",
              "9   25  18   5   1   1  19   0   4  ...    0    4    0    2    0    3    4    3\n",
              "10  16   9   8   5   1  21   0   1  ...    0    4    0    2    0    3    4    3\n",
              "11  14   1   1   1   0  20   0   4  ...    0    4    0    2    0    3    4    3\n",
              "12   8  18   1   7   1   9   0   4  ...    0    4    0    2    0    3    4    3\n",
              "13  23   3  14   2   1  13   0   4  ...    0    4    0    2    0    3    4    3\n",
              "14  27  17   9   8   0  16   0   4  ...    0    4    0    2    0    3    4    3\n",
              "15  28  14  11   1   1   8   0   4  ...    0    4    0    2    1    2    0    3\n",
              "16   4   8   4   1   1   1   0   4  ...    0    4    0    2    0    3    4    3\n",
              "17  29   1   1   1   1   7   0   4  ...    0    0    0    0    1    2    0    1\n",
              "18  30  14  11   2   1   0   0   4  ...    0    4    0    2    0    3    4    3\n",
              "19  22   1  13   2   1  15   0   4  ...    0    4    0    2    1    1    1    3\n",
              "20   3  15  14   1   1   4   1   0  ...    0    4    0    2    1    2    1    3\n",
              "21  15   7  14   3   1   3   0   4  ...    0    4    1    0    0    3    4    3\n",
              "22  31   0  14   0   0  20   0   4  ...    0    4    0    2    0    3    4    3\n",
              "23  21   2   4   1   1  20   0   4  ...    0    4    1    2    0    3    4    3\n",
              "24  18  16  14   4   1   5   0   4  ...    0    4    0    2    0    3    4    3\n",
              "25  20   1  10   6   1  21   0   1  ...    0    4    0    2    0    3    4    3\n",
              "26   1  11   1   1   0  22   0   4  ...    0    2    0    1    0    0    2    3\n",
              "27  26   6   7   9   1  20   0   4  ...    1    0    0    2    1    1    3    3\n",
              "28  17  13   1   1   1  11   0   4  ...    0    3    0    0    1    1    2    0\n",
              "29   0  18  12   9   0   2   0   4  ...    0    0    0    0    0    3    0    3\n",
              "30  24   4   0   1   1  10   0   4  ...    0    4    0    2    0    3    4    3\n",
              "31   4  18   4   9   0  17   0   4  ...    0    0    0    0    0    1    0    0\n",
              "32   9  14  15   9   2  12   0   4  ...    0    4    0    2    0    3    4    3\n",
              "33  11  14   4   1   1   6   0   4  ...    0    4    0    2    1    0    3    2\n",
              "\n",
              "[34 rows x 43 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.linspace(0, 10, 34)"
      ],
      "metadata": {
        "id": "TBMCx5CGGhX8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RGlwUMisHCu2",
        "outputId": "b1d769f5-a0b8-4ab3-908e-6b9499e8e452"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 0.        ,  0.3030303 ,  0.60606061,  0.90909091,  1.21212121,\n",
              "        1.51515152,  1.81818182,  2.12121212,  2.42424242,  2.72727273,\n",
              "        3.03030303,  3.33333333,  3.63636364,  3.93939394,  4.24242424,\n",
              "        4.54545455,  4.84848485,  5.15151515,  5.45454545,  5.75757576,\n",
              "        6.06060606,  6.36363636,  6.66666667,  6.96969697,  7.27272727,\n",
              "        7.57575758,  7.87878788,  8.18181818,  8.48484848,  8.78787879,\n",
              "        9.09090909,  9.39393939,  9.6969697 , 10.        ])"
            ]
          },
          "metadata": {},
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(x, mf['q3'], 'o', color='black');"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "_IP9W-hkHtwf",
        "outputId": "38b8d026-deec-4099-8c20-eb7660f306df"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from IPython.core.pylabtools import figsize\n",
        "fig, ax = plt.subplots(1,3,figsize=(16,5))\n",
        "ax[0].plot(x, mf['q1'], 'o', color='black')\n",
        "ax[1].plot(x, mf['q2'], 'o', color='blue')\n",
        "ax[2].plot(x, mf['q3'], 'o', color='orange')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 338
        },
        "id": "qiotsEFTH12X",
        "outputId": "54064ecc-3b27-493e-87ec-99186227af64"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7fc62f83d050>]"
            ]
          },
          "metadata": {},
          "execution_count": 36
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x360 with 3 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## q43 is the target variable"
      ],
      "metadata": {
        "id": "aSCAez6wKv9Y"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "mf.q43"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zJSm1LdZIb6r",
        "outputId": "73fcf44d-a58d-4eeb-8879-53e0d97b6c56"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0     0\n",
              "1     0\n",
              "2     3\n",
              "3     3\n",
              "4     0\n",
              "5     3\n",
              "6     3\n",
              "7     3\n",
              "8     3\n",
              "9     3\n",
              "10    3\n",
              "11    3\n",
              "12    3\n",
              "13    3\n",
              "14    3\n",
              "15    3\n",
              "16    3\n",
              "17    1\n",
              "18    3\n",
              "19    3\n",
              "20    3\n",
              "21    3\n",
              "22    3\n",
              "23    3\n",
              "24    3\n",
              "25    3\n",
              "26    3\n",
              "27    3\n",
              "28    0\n",
              "29    3\n",
              "30    3\n",
              "31    0\n",
              "32    3\n",
              "33    2\n",
              "Name: q43, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "mf[\"q43\"].value_counts().plot(kind=\"bar\", color=[\"salmon\", \"lightblue\"]);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 262
        },
        "id": "JbosffH0KZak",
        "outputId": "e881e770-c639-492c-a22a-5d2872d3b056"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD1CAYAAABJE67gAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAK/ElEQVR4nO3cf6jddR3H8ddLp1Iqoew0buq8YWIY1aTLKuwPw34sCfxBRAYywrj+0UrBPxL7Q/2n/COVohAmLkeoEf5A/xBLhiBWmHc2dDrXTGY57rYrBlOMdO7VH/c7utzu3Tn3nO+5p/f2fMDlnvP5fs++bw7bc9/7veccJxEAoJ7jRj0AAKA/BBwAiiLgAFAUAQeAogg4ABRFwAGgqBXLebCVK1dmfHx8OQ8JAOVt3br1jSSd+evLGvDx8XFNTU0t5yEBoDzbry20ziUUACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFLesbeYbhvVuuH/UIPTnhpttGPQKAowxn4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABTVNeC2z7L9pO2XbL9o+9pm/Wbbe2xva74uGf64AIDDevkwq4OSrk/ynO1TJW21/USz7Y4kPx3eeACAxXQNeJJpSdPN7bds75B0xrAHAwAc2ZKugdsel3SBpGeapQ22n7e9yfZpLc8GADiCngNu+xRJD0q6LskBSXdKOkfSGs2eoS/4gde2J21P2Z6amZlpYWQAgNRjwG2foNl435vkIUlKsi/J+0kOSbpL0tqFHptkY5KJJBOdTqetuQHgmNfLq1As6W5JO5LcPmd9bM5ul0va3v54AIDF9PIqlAslXSXpBdvbmrUbJV1pe42kSNot6ZqhTAgAWFAvr0J5WpIX2PRY++MAAHrFOzEBoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABRFwAGgKAIOAEURcAAoioADQFEEHACKIuAAUBQBB4CiCDgAFEXAAaAoAg4ARRFwACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiuoacNtn2X7S9ku2X7R9bbN+uu0nbO9qvp82/HEBAIf1cgZ+UNL1Sc6X9DlJ37N9vqQbJG1Jcq6kLc19AMAy6RrwJNNJnmtuvyVph6QzJF0qaXOz22ZJlw1rSADA/1rSNXDb45IukPSMpFVJpptNeyWtanUyAMAR9Rxw26dIelDSdUkOzN2WJJKyyOMmbU/ZnpqZmRloWADAf/UUcNsnaDbe9yZ5qFneZ3us2T4maf9Cj02yMclEkolOp9PGzAAA9fYqFEu6W9KOJLfP2fSopPXN7fWSHml/PADAYlb0sM+Fkq6S9ILtbc3ajZJulfRb21dLek3SN4czIgBgIV0DnuRpSV5k88XtjgMA6BXvxASAogg4ABRFwAGgKAIOAEURcAAoioADQFEEHACKIuAAUBQBB4CiCDgAFEXAAaAoAg4ARRFwACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABRFwAGgKAIOAEURcAAoioADQFFdA257k+39trfPWbvZ9h7b25qvS4Y7JgBgvl7OwO+RtG6B9TuSrGm+Hmt3LABAN10DnuQpSW8uwywAgCUY5Br4BtvPN5dYTltsJ9uTtqdsT83MzAxwOADAXP0G/E5J50haI2la0m2L7ZhkY5KJJBOdTqfPwwEA5usr4En2JXk/ySFJd0la2+5YAIBu+gq47bE5dy+XtH2xfQEAw7Gi2w6275d0kaSVtl+XdJOki2yvkRRJuyVdM8QZAQAL6BrwJFcusHz3EGYBACwB78QEgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABRFwAGgKAIOAEURcAAoioADQFEEHACKIuAAUBQBB4CiCDgAFEXAAaAoAg4ARRFwACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKKprwG1vsr3f9vY5a6fbfsL2rub7acMdEwAwXy9n4PdIWjdv7QZJW5KcK2lLcx8AsIy6BjzJU5LenLd8qaTNze3Nki5reS4AQBf9XgNflWS6ub1X0qqW5gEA9GjgX2ImiaQstt32pO0p21MzMzODHg4A0Og34Ptsj0lS833/Yjsm2ZhkIslEp9Pp83AAgPn6DfijktY3t9dLeqSdcQAAverlZYT3S/qTpPNsv277akm3Svqy7V2SvtTcBwAsoxXddkhy5SKbLm55FgDAEvBOTAAoioADQFEEHACKIuAAUBQBB4CiCDgAFEXAAaAoAg4ARRFwACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABRFwAGgKAIOAEURcAAoioADQFEEHACKIuAAUBQBB4CiVgzyYNu7Jb0l6X1JB5NMtDEUAKC7gQLe+GKSN1r4cwAAS8AlFAAoatCAR9LvbW+1PdnGQACA3gx6CeULSfbY/rCkJ2y/nOSpuTs0YZ+UpNWrVw94OAzbQzunRz1CV1ecNzbqEYD/CwOdgSfZ03zfL+lhSWsX2GdjkokkE51OZ5DDAQDm6Dvgtk+2ferh25K+Iml7W4MBAI5skEsoqyQ9bPvwn3NfksdbmQoA0FXfAU/yqqRPtzgLAGAJeBkhABRFwAGgKAIOAEURcAAoioADQFEEHACKIuAAUBQBB4CiCDgAFEXAAaAoAg4ARRFwACiKgANAUQQcAIoi4ABQFAEHgKIIOAAURcABoCgCDgBFEXAAKIqAA0BRBBwAiiLgAFAUAQeAogg4ABRFwAGgqBWjHgA4Wr13y/WjHqEnJ9x026hH6MlDO6dHPUJPrjhvbNmOxRk4ABRFwAGgKAIOAEUNFHDb62zvtP2K7RvaGgoA0F3fAbd9vKRfSvqapPMlXWn7/LYGAwAc2SBn4GslvZLk1STvSvqNpEvbGQsA0I2T9PdA+xuS1iX5bnP/KkmfTbJh3n6Tkiabu+dJ2tn/uMtmpaQ3Rj3EUYTnsz08l+2q8nyenaQzf3HorwNPslHSxmEfp022p5JMjHqOowXPZ3t4LttV/fkc5BLKHklnzbl/ZrMGAFgGgwT8WUnn2v6o7RMlfUvSo+2MBQDopu9LKEkO2t4g6XeSjpe0KcmLrU02WqUu+RTA89kenst2lX4++/4lJgBgtHgnJgAURcABoCgCDgBF8XngkmyvlZQkzzYfB7BO0stJHhvxaOXY/rhm35F7RrO0R9KjSXaMbipgVvP38wxJzyR5e876uiSPj26y/hzzZ+C2b5L0c0l32v6JpF9IOlnSDbZ/NNLhirH9Q81+pIIl/bn5sqT7+bCzdtn+zqhnqMb2DyQ9Iun7krbbnvvRHz8ezVSDOeZfhWL7BUlrJJ0kaa+kM5McsP0Bzf4v/amRDliI7b9K+kSS9+atnyjpxSTnjmayo4/tvydZPeo5Kmn+rX8+ydu2xyU9IOnXSX5m+y9JLhjpgH3gEop0MMn7kt6x/bckByQpyb9sHxrxbNUckvQRSa/NWx9rtmEJbD+/2CZJq5ZzlqPEcYcvmyTZbfsiSQ/YPluzz2k5BFx61/YHk7wj6TOHF21/SERnqa6TtMX2Lkn/aNZWS/qYpA2LPgqLWSXpq5L+OW/dkv64/OOUt8/2miTbJKk5E/+6pE2SPjna0frDJRT7pCT/XmB9paSxJC+MYKyybB+n2Y8anvtLzGebn3KwBLbvlvSrJE8vsO2+JN8ewVhl2T5Tsz9x711g24VJ/jCCsQZyzAccAKo65l+FAgBVEXAAKIqAA0BRBBwAiiLgAFDUfwC9kWWRtdyi3wAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X = mf.drop('q43', axis=1)\n",
        "y = mf['q43']"
      ],
      "metadata": {
        "id": "c86fliGmKouT"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
      ],
      "metadata": {
        "id": "VfRyLkTqLnh8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import SGDClassifier"
      ],
      "metadata": {
        "id": "r6zxHt3OMFI7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "clf = SGDClassifier(loss=\"hinge\", penalty=\"l2\", max_iter=5)\n",
        "clf.fit(X_train, y_train)\n",
        "SGDClassifier(max_iter=5)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fkegy131MhM2",
        "outputId": "ce850b17-0260-4451-9986-411b70f12f19"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_stochastic_gradient.py:700: ConvergenceWarning: Maximum number of iteration reached before convergence. Consider increasing max_iter to improve the fit.\n",
            "  ConvergenceWarning,\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SGDClassifier(max_iter=5)"
            ]
          },
          "metadata": {},
          "execution_count": 42
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(42)\n",
        "clf.score(X_test, y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1SPCQnGEMrgF",
        "outputId": "975bed48-59fc-47a8-bcb5-8b673b91f819"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.5714285714285714"
            ]
          },
          "metadata": {},
          "execution_count": 43
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**----------------------------------------------------------------------------------------------------------------------------------**"
      ],
      "metadata": {
        "id": "LQ7m6ajFMyvC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "\n",
        "regressor = RandomForestRegressor(n_estimators=20, random_state=0)\n",
        "regressor.fit(X_train, y_train)\n",
        "y_pred = regressor.predict(X_test)\n",
        "regressor.score(X_test, y_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7z267JE_eMJQ",
        "outputId": "65ae8b87-5159-4eaa-9b37-710ae5a65de4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "-0.02030303030303049"
            ]
          },
          "metadata": {},
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import metrics\n",
        "\n",
        "print('Mean Absolute Error:', metrics.mean_absolute_error(y_test, y_pred))\n",
        "print('Mean Squared Error:', metrics.mean_squared_error(y_test, y_pred))\n",
        "print('Root Mean Squared Error:', np.sqrt(metrics.mean_squared_error(y_test, y_pred)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "azk4Rq37eVCD",
        "outputId": "7449e6f1-f088-4513-d818-9d2ebf771e67"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean Absolute Error: 0.8714285714285713\n",
            "Mean Squared Error: 1.3742857142857143\n",
            "Root Mean Squared Error: 1.1722993279387797\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Feature Importance"
      ],
      "metadata": {
        "id": "iRlraMZGew9G"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "clf.coef_\n",
        "feature_dict = dict(zip(df.columns, list(clf.coef_[0])))\n",
        "feature_dict"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8RJ2WUz6byu3",
        "outputId": "9b702b50-57df-4607-e6dd-147b518ea5cd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "{'q1': -379.18871252204576,\n",
              " 'q10': -8.81834215167548,\n",
              " 'q11': -26.455026455026452,\n",
              " 'q12': 61.72839506172837,\n",
              " 'q13': 88.1834215167548,\n",
              " 'q14': -8.818342151675486,\n",
              " 'q15': -17.63668430335097,\n",
              " 'q16': -8.818342151675484,\n",
              " 'q17': -220.45855379188706,\n",
              " 'q18': -26.45502645502645,\n",
              " 'q19': -70.54673721340384,\n",
              " 'q2': 229.27689594356247,\n",
              " 'q20': -17.636684303350965,\n",
              " 'q21': -35.27336860670193,\n",
              " 'q22': 0.0,\n",
              " 'q23': -26.45502645502644,\n",
              " 'q24': 35.27336860670192,\n",
              " 'q25': 17.636684303350968,\n",
              " 'q26': -61.728395061728385,\n",
              " 'q27': 35.27336860670192,\n",
              " 'q28': -26.45502645502646,\n",
              " 'q29': -44.0917107583774,\n",
              " 'q3': -282.1869488536155,\n",
              " 'q30': 88.18342151675483,\n",
              " 'q31': -52.9100529100529,\n",
              " 'q32': -167.54850088183412,\n",
              " 'q33': -8.81834215167549,\n",
              " 'q34': -70.54673721340389,\n",
              " 'q35': -105.82010582010578,\n",
              " 'q36': 44.0917107583774,\n",
              " 'q37': -149.91181657848318,\n",
              " 'q38': -8.818342151675479,\n",
              " 'q39': -52.9100529100529,\n",
              " 'q4': -273.36860670194,\n",
              " 'q40': 52.9100529100529,\n",
              " 'q41': -97.00176366843031,\n",
              " 'q42': -132.27513227513222,\n",
              " 'q5': 8.81834215167548,\n",
              " 'q6': 149.91181657848318,\n",
              " 'q7': 8.81834215167548,\n",
              " 'q8': -52.910052910052904,\n",
              " 'q9': -238.09523809523807}"
            ]
          },
          "metadata": {},
          "execution_count": 46
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Visualize feature importance\n",
        "feature_df = pd.DataFrame(feature_dict, index=[0])\n",
        "feature_df.T.plot.bar(title=\"Feature Importance\", legend=False, figsize=(20,10));"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 617
        },
        "id": "Ybqv7kPTcz69",
        "outputId": "540809ca-d9dd-4081-eb6d-2073539b3053"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}