Flu_analysis-manual.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h1>Flu Shot Learning: Predict H1N1 and Seasonal Flu Vaccines</h1>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas_profiling as pf\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "train = pd.read_csv('./training_set_features.csv', index_col='respondent_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "test = pd.read_csv('./test_set_features.csv', index_col='respondent_id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = pd.read_csv('./training_set_labels.csv', index_col='respondent_id')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Manual profiling\n",
    "Let's join the train set and labels so that we can view correlations and feature importance, inspiered by the code of the competition [benchmark](https://www.drivendata.co/blog/predict-flu-vaccine-data-benchmark/). <br>\n",
    "In this phase we do ntake into account misisng values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(26707, 37)\n"
     ]
    },
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>h1n1_concern</th>\n",
       "      <th>h1n1_knowledge</th>\n",
       "      <th>behavioral_antiviral_meds</th>\n",
       "      <th>behavioral_avoidance</th>\n",
       "      <th>behavioral_face_mask</th>\n",
       "      <th>behavioral_wash_hands</th>\n",
       "      <th>behavioral_large_gatherings</th>\n",
       "      <th>behavioral_outside_home</th>\n",
       "      <th>behavioral_touch_face</th>\n",
       "      <th>doctor_recc_h1n1</th>\n",
       "      <th>...</th>\n",
       "      <th>rent_or_own</th>\n",
       "      <th>employment_status</th>\n",
       "      <th>hhs_geo_region</th>\n",
       "      <th>census_msa</th>\n",
       "      <th>household_adults</th>\n",
       "      <th>household_children</th>\n",
       "      <th>employment_industry</th>\n",
       "      <th>employment_occupation</th>\n",
       "      <th>h1n1_vaccine</th>\n",
       "      <th>seasonal_vaccine</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>respondent_id</th>\n",
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       "      <td>Own</td>\n",
       "      <td>Not in Labor Force</td>\n",
       "      <td>oxchjgsf</td>\n",
       "      <td>Non-MSA</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>...</td>\n",
       "      <td>Rent</td>\n",
       "      <td>Employed</td>\n",
       "      <td>bhuqouqj</td>\n",
       "      <td>MSA, Not Principle  City</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>pxcmvdjn</td>\n",
       "      <td>xgwztkwe</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
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       "      <td>...</td>\n",
       "      <td>Own</td>\n",
       "      <td>Employed</td>\n",
       "      <td>qufhixun</td>\n",
       "      <td>MSA, Not Principle  City</td>\n",
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       "      <td>Not in Labor Force</td>\n",
       "      <td>lrircsnp</td>\n",
       "      <td>MSA, Principle City</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>wxleyezf</td>\n",
       "      <td>emcorrxb</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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      "text/plain": [
       "               h1n1_concern  h1n1_knowledge  behavioral_antiviral_meds  \\\n",
       "respondent_id                                                            \n",
       "0                       1.0             0.0                        0.0   \n",
       "1                       3.0             2.0                        0.0   \n",
       "2                       1.0             1.0                        0.0   \n",
       "3                       1.0             1.0                        0.0   \n",
       "4                       2.0             1.0                        0.0   \n",
       "\n",
       "               behavioral_avoidance  behavioral_face_mask  \\\n",
       "respondent_id                                               \n",
       "0                               0.0                   0.0   \n",
       "1                               1.0                   0.0   \n",
       "2                               1.0                   0.0   \n",
       "3                               1.0                   0.0   \n",
       "4                               1.0                   0.0   \n",
       "\n",
       "               behavioral_wash_hands  behavioral_large_gatherings  \\\n",
       "respondent_id                                                       \n",
       "0                                0.0                          0.0   \n",
       "1                                1.0                          0.0   \n",
       "2                                0.0                          0.0   \n",
       "3                                1.0                          1.0   \n",
       "4                                1.0                          1.0   \n",
       "\n",
       "               behavioral_outside_home  behavioral_touch_face  \\\n",
       "respondent_id                                                   \n",
       "0                                  1.0                    1.0   \n",
       "1                                  1.0                    1.0   \n",
       "2                                  0.0                    0.0   \n",
       "3                                  0.0                    0.0   \n",
       "4                                  0.0                    1.0   \n",
       "\n",
       "               doctor_recc_h1n1  ...  rent_or_own   employment_status  \\\n",
       "respondent_id                    ...                                    \n",
       "0                           0.0  ...          Own  Not in Labor Force   \n",
       "1                           0.0  ...         Rent            Employed   \n",
       "2                           NaN  ...          Own            Employed   \n",
       "3                           0.0  ...         Rent  Not in Labor Force   \n",
       "4                           0.0  ...          Own            Employed   \n",
       "\n",
       "               hhs_geo_region                census_msa  household_adults  \\\n",
       "respondent_id                                                               \n",
       "0                    oxchjgsf                   Non-MSA               0.0   \n",
       "1                    bhuqouqj  MSA, Not Principle  City               0.0   \n",
       "2                    qufhixun  MSA, Not Principle  City               2.0   \n",
       "3                    lrircsnp       MSA, Principle City               0.0   \n",
       "4                    qufhixun  MSA, Not Principle  City               1.0   \n",
       "\n",
       "               household_children  employment_industry  employment_occupation  \\\n",
       "respondent_id                                                                   \n",
       "0                             0.0                  NaN                    NaN   \n",
       "1                             0.0             pxcmvdjn               xgwztkwe   \n",
       "2                             0.0             rucpziij               xtkaffoo   \n",
       "3                             0.0                  NaN                    NaN   \n",
       "4                             0.0             wxleyezf               emcorrxb   \n",
       "\n",
       "               h1n1_vaccine  seasonal_vaccine  \n",
       "respondent_id                                  \n",
       "0                         0                 0  \n",
       "1                         0                 1  \n",
       "2                         0                 0  \n",
       "3                         0                 1  \n",
       "4                         0                 0  \n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joined_df = train.join(labels)\n",
    "print(joined_df.shape)\n",
    "joined_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def vaccination_rate_plot(col, target, data, ax=None):\n",
    "    \"\"\"Stacked bar chart of vaccination rate for `target` against \n",
    "    `col`. \n",
    "    \n",
    "    Args:\n",
    "        col (string): column name of feature variable\n",
    "        target (string): column name of target variable\n",
    "        data (pandas DataFrame): dataframe that contains columns \n",
    "            `col` and `target`\n",
    "        ax (matplotlib axes object, optional): matplotlib axes \n",
    "            object to attach plot to\n",
    "    \"\"\"\n",
    "    counts = (joined_df[[target, col]]\n",
    "                  .groupby([target, col])\n",
    "                  .size()\n",
    "                  .unstack(target)\n",
    "             )\n",
    "    group_counts = counts.sum(axis='columns')\n",
    "    props = counts.div(group_counts, axis='index')\n",
    "\n",
    "    props.plot(kind=\"barh\", stacked=True, ax=ax)\n",
    "    ax.invert_yaxis()\n",
    "    ax.legend().remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 864x4320 with 40 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We add a few more columns\n",
    "cols_to_plot = [\n",
    "    'h1n1_concern',\n",
    "    'h1n1_knowledge',\n",
    "    'opinion_h1n1_vacc_effective',\n",
    "    'opinion_h1n1_risk',\n",
    "    'opinion_h1n1_sick_from_vacc',\n",
    "    'opinion_seas_vacc_effective',\n",
    "    'opinion_seas_risk',\n",
    "    'opinion_seas_sick_from_vacc',\n",
    "    'sex',\n",
    "    'age_group',\n",
    "    'race',\n",
    "    'census_msa',\n",
    "    'education',\n",
    "    'employment_status',\n",
    "    'hhs_geo_region',\n",
    "    'household_adults',\n",
    "    'household_children',\n",
    "    'marital_status',\n",
    "    'income_poverty',\n",
    "    'rent_or_own'\n",
    "]\n",
    "\n",
    "fig, ax = plt.subplots(\n",
    "    len(cols_to_plot), 2, figsize=(12,len(cols_to_plot)*3)\n",
    ")\n",
    "for idx, col in enumerate(cols_to_plot):\n",
    "    vaccination_rate_plot(\n",
    "        col, 'h1n1_vaccine', joined_df, ax=ax[idx, 0]\n",
    "    )\n",
    "    vaccination_rate_plot(\n",
    "        col, 'seasonal_vaccine', joined_df, ax=ax[idx, 1]\n",
    "    )\n",
    "    \n",
    "ax[0, 0].legend(\n",
    "    loc='lower center', bbox_to_anchor=(0.5, 1.05), title='h1n1_vaccine'\n",
    ")\n",
    "ax[0, 1].legend(\n",
    "    loc='lower center', bbox_to_anchor=(0.5, 1.05), title='seasonal_vaccine'\n",
    ")\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Verify if the datset is balanced"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### H1N1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=labels.h1n1_vaccine, data=labels);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Seasonal flu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZIAAAEHCAYAAACEKcAKAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAWhElEQVR4nO3df9SfdX3f8efLxCLWRoHc0JjEJtVUF1J/lAyj7dncaA+Z7QxrxcajJa6cZXJY2211HaybrltzqtNNixN2qGCC9YgpYsm6YeXEUbYVoTcqhoCUzCikRHJb0TKdaUPf++P7ufXLne99cydX7u83d+7n45zrfK/rfX0+1/W5QuDF9eN7fVNVSJJ0vJ4x6gFIkuY3g0SS1IlBIknqxCCRJHVikEiSOlk86gEM29KlS2vVqlWjHoYkzSv33HPP16pqbNC6BRckq1atYnx8fNTDkKR5JclXplvnpS1JUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicL7pvtJ8J5/+KGUQ9BJ6F73n3JqIcgjcScnZEkuT7JoST3DVj3tiSVZGlf7cok+5I8mOTCvvp5Sfa0dVclSaufluRjrX5XklVzdSySpOnN5aWt7cDGqcUkK4GfAh7uq60FNgPntj5XJ1nUVl8DbAXWtGlym5cCj1fVi4D3Au+ak6OQJM1ozoKkqu4Avj5g1XuBXwP6fyx+E3BjVR2uqv3APuD8JMuAJVV1Z/V+XP4G4KK+Pjva/E3ABZNnK5Kk4RnqzfYkrwP+rKrunbJqOfBI3/KBVlve5qfWn9Knqo4A3wTOmma/W5OMJxmfmJjofBySpO8ZWpAkeTbw68DbB60eUKsZ6jP1ObpYdW1Vra+q9WNjA1+nL0k6TsM8I3khsBq4N8mXgRXAZ5P8IL0zjZV9bVcAj7b6igF1+vskWQw8l8GX0iRJc2hoQVJVe6rq7KpaVVWr6AXBj1XVV4FdwOb2JNZqejfV766qg8ATSTa0+x+XALe0Te4CtrT51wOfbvdRJElDNJeP/34UuBN4cZIDSS6drm1V7QV2AvcDnwQur6on2+rLgA/SuwH/f4BbW/064Kwk+4B/DlwxJwciSZrRnH0hsare+DTrV01Z3gZsG9BuHFg3oP4d4OJuo5QkdeUrUiRJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjqZsx+2kjR8D/+7Hx31EHQSesHb98zp9j0jkSR1YpBIkjoxSCRJncxZkCS5PsmhJPf11d6d5ItJvpDkE0me17fuyiT7kjyY5MK++nlJ9rR1VyVJq5+W5GOtfleSVXN1LJKk6c3lGcl2YOOU2m3Auqp6KfCnwJUASdYCm4FzW5+rkyxqfa4BtgJr2jS5zUuBx6vqRcB7gXfN2ZFIkqY1Z0FSVXcAX59S+1RVHWmLnwFWtPlNwI1Vdbiq9gP7gPOTLAOWVNWdVVXADcBFfX12tPmbgAsmz1YkScMzynskvwjc2uaXA4/0rTvQasvb/NT6U/q0cPomcNagHSXZmmQ8yfjExMQJOwBJ0oiCJMmvA0eAj0yWBjSrGeoz9Tm6WHVtVa2vqvVjY2PHOlxJ0gyGHiRJtgA/A7ypXa6C3pnGyr5mK4BHW33FgPpT+iRZDDyXKZfSJElzb6hBkmQj8C+B11XVt/tW7QI2tyexVtO7qX53VR0Enkiyod3/uAS4pa/Pljb/euDTfcEkSRqSOXtFSpKPAq8BliY5ALyD3lNapwG3tfvin6mqt1bV3iQ7gfvpXfK6vKqebJu6jN4TYKfTu6cyeV/lOuDDSfbROxPZPFfHIkma3pwFSVW9cUD5uhnabwO2DaiPA+sG1L8DXNxljJKk7vxmuySpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1MmdBkuT6JIeS3NdXOzPJbUkeap9n9K27Msm+JA8mubCvfl6SPW3dVUnS6qcl+Vir35Vk1VwdiyRpenN5RrId2DildgWwu6rWALvbMknWApuBc1ufq5Msan2uAbYCa9o0uc1Lgcer6kXAe4F3zdmRSJKmNWdBUlV3AF+fUt4E7GjzO4CL+uo3VtXhqtoP7APOT7IMWFJVd1ZVATdM6TO5rZuACybPViRJwzPseyTnVNVBgPZ5dqsvBx7pa3eg1Za3+an1p/SpqiPAN4GzBu00ydYk40nGJyYmTtChSJLg5LnZPuhMomaoz9Tn6GLVtVW1vqrWj42NHecQJUmDDDtIHmuXq2ifh1r9ALCyr90K4NFWXzGg/pQ+SRYDz+XoS2mSpDk27CDZBWxp81uAW/rqm9uTWKvp3VS/u13+eiLJhnb/45IpfSa39Xrg0+0+iiRpiBbP1YaTfBR4DbA0yQHgHcA7gZ1JLgUeBi4GqKq9SXYC9wNHgMur6sm2qcvoPQF2OnBrmwCuAz6cZB+9M5HNc3UskqTpzVmQVNUbp1l1wTTttwHbBtTHgXUD6t+hBZEkaXROlpvtkqR5yiCRJHVikEiSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOplVkCTZPZuaJGnhmTFIkjwryZnA0iRnJDmzTauA5x/vTpP8syR7k9yX5KOT+0lyW5KH2ucZfe2vTLIvyYNJLuyrn5dkT1t3VZIc75gkScfn6c5I/jFwD/CS9jk53QJ84Hh2mGQ58MvA+qpaBywCNgNXALurag2wuy2TZG1bfy6wEbg6yaK2uWuArcCaNm08njFJko7fjEFSVb9dVauBt1XVD1fV6ja9rKr+c4f9LgZOT7IYeDbwKLAJ2NHW7wAuavObgBur6nBV7Qf2AecnWQYsqao7q6qAG/r6SJKGZPFsGlXV+5O8GljV36eqbjjWHVbVnyV5D/Aw8P+AT1XVp5KcU1UHW5uDSc5uXZYDn+nbxIFW+6s2P7V+lCRb6Z258IIXvOBYhyxJmsGsgiTJh4EXAp8HnmzlybOAY9LufWwCVgPfAH4vyZtn6jKgVjPUjy5WXQtcC7B+/fqBbSRJx2dWQQKsB9a2S0hd/SSwv6omAJLcDLwaeCzJsnY2sgw41NofAFb29V9B71LYgTY/tS5JGqLZfo/kPuAHT9A+HwY2JHl2e8rqAuABYBewpbXZQu+GPq2+OclpSVbTu6l+d7sM9kSSDW07l/T1kSQNyWzPSJYC9ye5Gzg8Wayq1x3rDqvqriQ3AZ8FjgCfo3fZ6TnAziSX0gubi1v7vUl2Ave39pdX1eTltcuA7cDpwK1tkiQN0WyD5N+eyJ1W1TuAd0wpH6Z3djKo/TZg24D6OLDuRI5NknRsZvvU1h/N9UAkSfPTbJ/aeoLvPRH1fcAzgW9V1ZK5GpgkaX6Y7RnJD/QvJ7kIOH8uBiRJml+O6+2/VfX7wN89sUORJM1Hs7209bN9i8+g970Sv9gnSZr1U1t/v2/+CPBlet9OlyQtcLO9R/IP53ogkqT5abY/bLUiySeSHEryWJKPJ1nx9D0lSae62d5s/xC9V5U8n94bdv9rq0mSFrjZBslYVX2oqo60aTswNofjkiTNE7MNkq8leXOSRW16M/DnczkwSdL8MNsg+UXgDcBXgYPA6wFvwEuSZv34778HtlTV4wBJzgTeQy9gJEkL2GzPSF46GSIAVfV14BVzMyRJ0nwy2yB5RvuJXOC7ZySzPZuRJJ3CZhsG/xH44/aDVEXvfslRvw8iSVp4ZvvN9huSjNN7UWOAn62q++d0ZJKkeWHWl6dacBgekqSnOK7XyEuSNMkgkSR1MpIgSfK8JDcl+WKSB5K8KsmZSW5L8lD77H9K7Mok+5I8mOTCvvp5Sfa0dVclySiOR5IWslGdkfw28MmqegnwMuAB4Apgd1WtAXa3ZZKsBTYD5wIbgauTLGrbuQbYCqxp08ZhHoQkaQRBkmQJ8LeA6wCq6i+r6hv0fihrR2u2A7iozW8Cbqyqw1W1H9gHnJ9kGbCkqu6sqgJu6OsjSRqSUZyR/DAwAXwoyeeSfDDJ9wPnVNVBgPZ5dmu/HHikr/+BVlve5qfWj5Jka5LxJOMTExMn9mgkaYEbRZAsBn4MuKaqXgF8i3YZaxqD7nvUDPWji1XXVtX6qlo/Nubb7yXpRBpFkBwADlTVXW35JnrB8li7XEX7PNTXfmVf/xXAo62+YkBdkjREQw+Sqvoq8EiSF7fSBfS+6LgL2NJqW4Bb2vwuYHOS05KspndT/e52+euJJBva01qX9PWRJA3JqF68+EvAR5J8H/Aler9t8gxgZ5JLgYeBiwGqam+SnfTC5ghweVU92bZzGbAdOB24tU2SpCEaSZBU1eeB9QNWXTBN+20MeElkVY0D607o4CRJx8RvtkuSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIJEmdGCSSpE4MEklSJyMLkiSLknwuyR+05TOT3JbkofZ5Rl/bK5PsS/Jgkgv76ucl2dPWXZUkozgWSVrIRnlG8ivAA33LVwC7q2oNsLstk2QtsBk4F9gIXJ1kUetzDbAVWNOmjcMZuiRp0kiCJMkK4KeBD/aVNwE72vwO4KK++o1Vdbiq9gP7gPOTLAOWVNWdVVXADX19JElDMqozkvcBvwb8dV/tnKo6CNA+z2715cAjfe0OtNryNj+1fpQkW5OMJxmfmJg4IQcgSeoZepAk+RngUFXdM9suA2o1Q/3oYtW1VbW+qtaPjY3NcreSpNlYPIJ9/jjwuiSvBZ4FLEnyu8BjSZZV1cF22epQa38AWNnXfwXwaKuvGFCXJA3R0M9IqurKqlpRVavo3UT/dFW9GdgFbGnNtgC3tPldwOYkpyVZTe+m+t3t8tcTSTa0p7Uu6esjSRqSUZyRTOedwM4klwIPAxcDVNXeJDuB+4EjwOVV9WTrcxmwHTgduLVNkqQhGmmQVNXtwO1t/s+BC6Zptw3YNqA+DqybuxFKkp6O32yXJHVikEiSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIJEmdGCSSpE4MEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIJEmdGCSSpE6GHiRJVib5H0keSLI3ya+0+plJbkvyUPs8o6/PlUn2JXkwyYV99fOS7GnrrkqSYR+PJC10ozgjOQL8alX9DWADcHmStcAVwO6qWgPsbsu0dZuBc4GNwNVJFrVtXQNsBda0aeMwD0SSNIIgqaqDVfXZNv8E8ACwHNgE7GjNdgAXtflNwI1Vdbiq9gP7gPOTLAOWVNWdVVXADX19JElDMtJ7JElWAa8A7gLOqaqD0Asb4OzWbDnwSF+3A622vM1PrQ/az9Yk40nGJyYmTugxSNJCN7IgSfIc4OPAP62qv5ip6YBazVA/ulh1bVWtr6r1Y2Njxz5YSdK0RhIkSZ5JL0Q+UlU3t/Jj7XIV7fNQqx8AVvZ1XwE82uorBtQlSUM0iqe2AlwHPFBV/6lv1S5gS5vfAtzSV9+c5LQkq+ndVL+7Xf56IsmGts1L+vpIkoZk8Qj2+ePALwB7kny+1f4V8E5gZ5JLgYeBiwGqam+SncD99J74uryqnmz9LgO2A6cDt7ZJkjREQw+SqvpfDL6/AXDBNH22AdsG1MeBdSdudJKkY+U32yVJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicGiSSpE4NEktSJQSJJ6sQgkSR1YpBIkjoxSCRJnRgkkqRODBJJUicGiSSpk3kfJEk2Jnkwyb4kV4x6PJK00MzrIEmyCPgA8PeAtcAbk6wd7agkaWGZ10ECnA/sq6ovVdVfAjcCm0Y8JklaUBaPegAdLQce6Vs+ALxyaqMkW4GtbfH/JnlwCGNbKJYCXxv1IE4Gec+WUQ9BT+XfzUnvyInYyg9Nt2K+B8mgP506qlB1LXDt3A9n4UkyXlXrRz0OaSr/bg7PfL+0dQBY2be8Anh0RGORpAVpvgfJnwBrkqxO8n3AZmDXiMckSQvKvL60VVVHkvwT4A+BRcD1VbV3xMNaaLxkqJOVfzeHJFVH3VKQJGnW5vulLUnSiBkkkqRODBIdF19No5NVkuuTHEpy36jHslAYJDpmvppGJ7ntwMZRD2IhMUh0PHw1jU5aVXUH8PVRj2MhMUh0PAa9mmb5iMYiacQMEh2PWb2aRtLCYJDoePhqGknfZZDoePhqGknfZZDomFXVEWDy1TQPADt9NY1OFkk+CtwJvDjJgSSXjnpMpzpfkSJJ6sQzEklSJwaJJKkTg0SS1IlBIknqxCCRJHVikEiSOjFIpBFLcnuS9SPa939P8rxR7Funjnn9m+2Suqmq1456DJr/PCPRKS3J9yf5b0nuTXJfkp9Pcl6SP0pyT5I/TLKstf1HSf6ktf14kme3+sWt771J7mi1ZyX5UJI9ST6X5O+0+luS3Jzkk0keSvIf+sZyTZLxJHuT/MYsx3/ZlG28Jcn72/zvt2PYm2RrX5uNST7bxru71Z7TN94vJPm5Vv9ykqVJViV5IMnvtO19Ksnprc0L2/Hck+R/JnlJt38qOuVUlZPTKTsBPwf8Tt/yc4E/Bsba8s8D17f5s/ra/SbwS21+D7C8zT+vff4q8KE2/xLgYeBZwFuAL7X9PAv4CrCytTuzfS4Cbgde2pZvB9ZPM/4xer/9Mrl8K/ATU7Z3OnAfcFZr/wiwekqbdwHv69vOGe3zy8BSYBVwBHh5q+8E3tzmdwNr2vwrgU+P+p+r08k1eWlLp7o9wHuSvAv4A+BxYB1wWxLo/Uf9YGu7LslvAs8DnkPvXWIA/xvYnmQncHOr/QTwfoCq+mKSrwA/0tbtrqpvAiS5H/ghev9xf0M7c1gMLKP365JfmGnwVTWR5EtJNgAPAS9u4wH45ST/oM2vBNbQC5I7qmp/6z/5A08/Se/lmpPbfXzA7vZX1efb/D3AqiTPAV4N/F778wI4baYxa+ExSHRKq6o/TXIe8Frgt4DbgL1V9aoBzbcDF1XVvUneArymbeOtSV4J/DTw+SQvZ/Bvskw63Df/JLA4yWrgbcDfrKrHk2ynd8YyGx8D3gB8EfhEVVWS19ALh1dV1beT3N62Fwb/Nsx09ZnGfTq9y9/fqKqXz3KsWoC8R6JTWpLnA9+uqt8F3kPv0sxYkle19c9Mcm5r/gPAwSTPBN7Ut40XVtVdVfV24Gv0/u//jsk2SX4EeAHw4AxDWQJ8C/hmknPo/d79bN0MXAS8kV6oQO/S2eMtRF4CbGj1O4G/3YKLJGe2+qfovbF58pjOmM2Oq+ovgP1JLm79kuRlxzB2LQCekehU96PAu5P8NfBXwGX07gVcleS59P4deB+wF/g3wF307mvsoRcstP5r6P1f/W7gXnpnB/8lyZ62vbdU1eG+yz9P0c5yPtf28yW+d3nqabUzmPuBtVV1dyt/Enhrki/QC7DPtLYT7fLZzUmeARwCforePZ8PJLmP3tnGb/C9y3RP503ANUn+NfBM4Mb2ZyABvkZektSRl7YkSZ14aUs6SSS5i6OfiPqFqtozivFIs+WlLUlSJ17akiR1YpBIkjoxSCRJnRgkkqRO/j+dwEDa5hnUpAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(x=labels.seasonal_vaccine, data=labels);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "joseml",
   "language": "python",
   "name": "joseml"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}