final_project.2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ab0fd0d6",
   "metadata": {},
   "source": [
    "# COVID-19 Data in Aruba"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ece4adaa",
   "metadata": {},
   "source": [
    "## Background of COVID-19"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6559f3b",
   "metadata": {},
   "source": [
    "## The Coronavirus, also known as COVID-19 is a global pandemic that hit in early 2020. It affected all areas of the world and caused countries to shutdown. This project will show the affects of this pandemic in the country of Aruba, including cases and deaths."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2a2ee4ac",
   "metadata": {},
   "source": [
    "## Data Source"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afb00a98",
   "metadata": {},
   "source": [
    "The data is from [European Centre for Disease Prevention and Control](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "87b94507",
   "metadata": {},
   "source": [
    "![Flag of Aruba](https://upload.wikimedia.org/wikipedia/commons/f/f6/Flag_of_Aruba.svg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4cc5d94",
   "metadata": {},
   "source": [
    "## Import Data from S3 Bucket"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d01f341f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "45c8ca53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dateRep</th>\n",
       "      <th>day</th>\n",
       "      <th>month</th>\n",
       "      <th>year</th>\n",
       "      <th>cases</th>\n",
       "      <th>deaths</th>\n",
       "      <th>countriesAndTerritories</th>\n",
       "      <th>geoId</th>\n",
       "      <th>countryterritoryCode</th>\n",
       "      <th>popData2019</th>\n",
       "      <th>continentExp</th>\n",
       "      <th>Cumulative_number_for_14_days_of_COVID-19_cases_per_100000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2667</th>\n",
       "      <td>2020-12-14</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>198.476155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2668</th>\n",
       "      <td>2020-12-13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>198.476155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2669</th>\n",
       "      <td>2020-12-12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>209.763898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2670</th>\n",
       "      <td>2020-12-11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>206.941962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2671</th>\n",
       "      <td>2020-12-10</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>205.060672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2672</th>\n",
       "      <td>2020-12-09</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>219.170351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2673</th>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>215.407770</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2674</th>\n",
       "      <td>2020-12-07</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>220.110996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2675</th>\n",
       "      <td>2020-12-06</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>219.170351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2676</th>\n",
       "      <td>2020-12-05</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>2020</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>Aruba</td>\n",
       "      <td>AW</td>\n",
       "      <td>ABW</td>\n",
       "      <td>106310.0</td>\n",
       "      <td>America</td>\n",
       "      <td>229.517449</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        dateRep  day  month  year  cases  deaths countriesAndTerritories  \\\n",
       "2667 2020-12-14   14     12  2020      5       0                   Aruba   \n",
       "2668 2020-12-13   13     12  2020     13       0                   Aruba   \n",
       "2669 2020-12-12   12     12  2020     20       0                   Aruba   \n",
       "2670 2020-12-11   11     12  2020     15       1                   Aruba   \n",
       "2671 2020-12-10   10     12  2020     12       0                   Aruba   \n",
       "2672 2020-12-09    9     12  2020     18       0                   Aruba   \n",
       "2673 2020-12-08    8     12  2020      1       0                   Aruba   \n",
       "2674 2020-12-07    7     12  2020      8       0                   Aruba   \n",
       "2675 2020-12-06    6     12  2020     15       0                   Aruba   \n",
       "2676 2020-12-05    5     12  2020     19       0                   Aruba   \n",
       "\n",
       "     geoId countryterritoryCode  popData2019 continentExp  \\\n",
       "2667    AW                  ABW     106310.0      America   \n",
       "2668    AW                  ABW     106310.0      America   \n",
       "2669    AW                  ABW     106310.0      America   \n",
       "2670    AW                  ABW     106310.0      America   \n",
       "2671    AW                  ABW     106310.0      America   \n",
       "2672    AW                  ABW     106310.0      America   \n",
       "2673    AW                  ABW     106310.0      America   \n",
       "2674    AW                  ABW     106310.0      America   \n",
       "2675    AW                  ABW     106310.0      America   \n",
       "2676    AW                  ABW     106310.0      America   \n",
       "\n",
       "      Cumulative_number_for_14_days_of_COVID-19_cases_per_100000  \n",
       "2667                                         198.476155           \n",
       "2668                                         198.476155           \n",
       "2669                                         209.763898           \n",
       "2670                                         206.941962           \n",
       "2671                                         205.060672           \n",
       "2672                                         219.170351           \n",
       "2673                                         215.407770           \n",
       "2674                                         220.110996           \n",
       "2675                                         219.170351           \n",
       "2676                                         229.517449           "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df= pandas.read_excel ('s3://wei-ia241-2021spring-orth/COVID-19-geographic-disbtribution-worldwide-2020-12-14.xls')\n",
    "Aruba_data = df.loc[ df['countriesAndTerritories']=='Aruba']\n",
    "\n",
    "Aruba_data[:10]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "def5f40a",
   "metadata": {},
   "source": [
    "## Question 1: How many cases have been confirmed as of December 2020 in Aruba?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6c789b2b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5049"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Aruba_data.sum()['cases']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f33f2ebe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='month'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_cases_per_day = Aruba_data.groupby('month').sum()['cases']\n",
    "sum_cases_per_day.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88cefc38",
   "metadata": {},
   "source": [
    "## The total number of cases in Aruba was 5049. The number of confirmed cases spiked to almost 2000 in the summer months between July and September."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "daf3b722",
   "metadata": {},
   "source": [
    "## Question 2: How many deaths have been confirmed as of December 2020 in Aruba?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "eef3b916",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "46"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Aruba_data.sum()['deaths']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2f9093de",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='month'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_deaths_per_day = Aruba_data.groupby('month').sum()['deaths']\n",
    "sum_deaths_per_day.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "560a49ef",
   "metadata": {},
   "source": [
    "## The total number of death in Aruba as of December 2020 was 46. The most deaths occurred in September at 16 deaths."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "299ebb04",
   "metadata": {},
   "source": [
    "## Question 3: What month had the most confirmed cases in Aruba?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "488702c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='month'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAEJCAYAAAB4yveGAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAWPElEQVR4nO3df7DddX3n8edLsBksoiBXhAQbdINbYG2QO5FZq0OrFqq7At21BncELd34A1eddmYLujMyO5Nddlvr1NmVTlQUOghFkSWtsIJ2xWkXhAtGEn6V8GPhmghX6SpTnbgJ7/3jfG89vZzkJvece3LJ5/mYOXO/5/39fs/nfZPM63zzOd/z/aaqkCS14Xn7uwFJ0vgY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTl4vg2SHAtcAbwMeAbYUFV/kuQI4M+BlcCjwG9X1d91+1wEnA/sAj5UVV/r6qcAXwAOAW4APlzznDN65JFH1sqVKxfwq0lSu+68884fVNXE3HrmO08/ydHA0VV1V5IXAncCZwHvBp6qqkuSXAgcXlV/kOQE4CpgDXAM8HXg+KraleR24MPAbfRC/1NVdeOexp+cnKypqal9+20lqXFJ7qyqybn1ead3qmp7Vd3VLT8N3AcsB84ELu82u5zeGwFd/eqq2lFVjwBbgTXdm8dhVXVrd3R/Rd8+kqQx2Kc5/SQrgZOBbwNHVdV26L0xAC/tNlsOPN6323RXW94tz60PGmddkqkkUzMzM/vSoiRpD/Y69JMcClwLfKSqfrynTQfUag/1ZxerNlTVZFVNTkw8a0pKkrRAexX6SZ5PL/CvrKqvdOUnuimb2Xn/J7v6NHBs3+4rgG1dfcWAuiRpTOYN/SQBPgfcV1V/3LdqI3Bet3wecH1ffW2SZUmOA1YBt3dTQE8nObV7zXP79pEkjcG8p2wCrwPeBWxOsqmrfRS4BLgmyfnAY8DbAarqniTXAPcCO4ELqmpXt9/7+fkpmzd2D0nSmMx7yub+5imbkrTvFnzKpiTpwLE30zuSnsNWXvjVoV/j0UveOoJOtBR4pC9JDTH0Jakhhr4kNcTQl6SGGPqS1BDP3pEWiWfNaCnySF+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQ/bmxuiXJXkyyZa+2p8n2dQ9Hp29d26SlUl+2rfuT/v2OSXJ5iRbk3yquzm6JGmM9ubaO18A/htwxWyhqt4xu5zkE8CP+rZ/qKpWD3idS4F1wG3ADcAZeGN0SRqreY/0q+pbwFOD1nVH678NXLWn10hyNHBYVd1avTuxXwGctc/dSpKGMuyc/uuBJ6rqwb7acUm+k+SWJK/vasuB6b5tprvaQEnWJZlKMjUzMzNki5KkWcOG/jn846P87cDLq+pk4PeALyY5DBg0f1+7e9Gq2lBVk1U1OTExMWSLkqRZC76efpKDgd8CTpmtVdUOYEe3fGeSh4Dj6R3Zr+jbfQWwbaFjS5IWZpgj/TcB91fVP0zbJJlIclC3/ApgFfBwVW0Hnk5yavc5wLnA9UOMLUlagL05ZfMq4FbgVUmmk5zfrVrLsz/AfQNwd5LvAl8G3ldVsx8Cvx/4LLAVeAjP3JGksZt3eqeqztlN/d0DatcC1+5m+yngpH3sT5I0Qn4jV5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQ/bmHrmXJXkyyZa+2sVJvpdkU/d4S9+6i5JsTfJAktP76qck2dyt+1R3g3RJ0hjtzZH+F4AzBtQ/WVWru8cNAElOoHfD9BO7fT6d5KBu+0uBdcCq7jHoNSVJi2je0K+qbwFP7eXrnQlcXVU7quoRYCuwJsnRwGFVdWtVFXAFcNYCe5YkLdAwc/ofTHJ3N/1zeFdbDjzet810V1veLc+tD5RkXZKpJFMzMzNDtChJ6rfQ0L8UeCWwGtgOfKKrD5qnrz3UB6qqDVU1WVWTExMTC2xRkjTXgkK/qp6oql1V9QzwGWBNt2oaOLZv0xXAtq6+YkBdkjRGCwr9bo5+1tnA7Jk9G4G1SZYlOY7eB7a3V9V24Okkp3Zn7ZwLXD9E35KkBTh4vg2SXAWcBhyZZBr4OHBaktX0pmgeBd4LUFX3JLkGuBfYCVxQVbu6l3o/vTOBDgFu7B6SpDGaN/Sr6pwB5c/tYfv1wPoB9SngpH3qTpI0Un4jV5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhoyb+gnuSzJk0m29NX+MMn9Se5Ocl2SF3f1lUl+mmRT9/jTvn1OSbI5ydYkn+rulStJGqO9OdL/AnDGnNrNwElV9Wrgb4GL+tY9VFWru8f7+uqXAuvo3Sx91YDXlCQtsnlDv6q+BTw1p3ZTVe3snt4GrNjTayQ5Gjisqm6tqgKuAM5aUMeSpAUbxZz+7wA39j0/Lsl3ktyS5PVdbTkw3bfNdFcbKMm6JFNJpmZmZkbQoiQJhgz9JB8DdgJXdqXtwMur6mTg94AvJjkMGDR/X7t73araUFWTVTU5MTExTIuSpD4HL3THJOcB/wJ4YzdlQ1XtAHZ0y3cmeQg4nt6Rff8U0Apg20LHliQtzIKO9JOcAfwB8Laq+klffSLJQd3yK+h9YPtwVW0Hnk5yanfWzrnA9UN3L0naJ/Me6Se5CjgNODLJNPBxemfrLANu7s68vK07U+cNwH9MshPYBbyvqmY/BH4/vTOBDqH3GUD/5wCSpDGYN/Sr6pwB5c/tZttrgWt3s24KOGmfupMkjZTfyJWkhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1JB5Qz/JZUmeTLKlr3ZEkpuTPNj9PLxv3UVJtiZ5IMnpffVTkmzu1n2qu0G6JGmM9uZI/wvAGXNqFwLfqKpVwDe65yQ5AVgLnNjt8+kkB3X7XAqsA1Z1j7mvKUlaZPOGflV9C3hqTvlM4PJu+XLgrL761VW1o6oeAbYCa5IcDRxWVbdWVQFX9O0jSRqThc7pH1VV2wG6ny/t6suBx/u2m+5qy7vlufWBkqxLMpVkamZmZoEtSpLmGvUHuYPm6WsP9YGqakNVTVbV5MTExMiak6TWLTT0n+imbOh+PtnVp4Fj+7ZbAWzr6isG1CVJY7TQ0N8InNctnwdc31dfm2RZkuPofWB7ezcF9HSSU7uzds7t20eSNCYHz7dBkquA04Ajk0wDHwcuAa5Jcj7wGPB2gKq6J8k1wL3ATuCCqtrVvdT76Z0JdAhwY/eQJI3RvKFfVefsZtUbd7P9emD9gPoUcNI+dSdJGim/kStJDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSELDv0kr0qyqe/x4yQfSXJxku/11d/St89FSbYmeSDJ6aP5FSRJe2vee+TuTlU9AKwGSHIQ8D3gOuA9wCer6o/6t09yArAWOBE4Bvh6kuP7bpwuSVpko5reeSPwUFX9nz1scyZwdVXtqKpHgK3AmhGNL0naC6MK/bXAVX3PP5jk7iSXJTm8qy0HHu/bZrqrPUuSdUmmkkzNzMyMqEVJ0tChn+QXgLcBX+pKlwKvpDf1sx34xOymA3avQa9ZVRuqarKqJicmJoZtUZLUGcWR/m8Cd1XVEwBV9URV7aqqZ4DP8PMpnGng2L79VgDbRjC+JGkvjSL0z6FvaifJ0X3rzga2dMsbgbVJliU5DlgF3D6C8SVJe2nBZ+8AJHkB8GbgvX3l/5pkNb2pm0dn11XVPUmuAe4FdgIXeOaOJI3XUKFfVT8BXjKn9q49bL8eWD/MmJKkhfMbuZLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqiKEvSQ0x9CWpIYa+JDXE0Jekhhj6ktSQoe6cJUl7Y+WFXx36NR695K0j6ERDHekneTTJ5iSbkkx1tSOS3Jzkwe7n4X3bX5Rka5IHkpw+bPOSpH0ziumdX6uq1VU12T2/EPhGVa0CvtE9J8kJwFrgROAM4NNJDhrB+JKkvbQYc/pnApd3y5cDZ/XVr66qHVX1CLAVWLMI40uSdmPY0C/gpiR3JlnX1Y6qqu0A3c+XdvXlwON9+053tWdJsi7JVJKpmZmZIVuUJM0a9oPc11XVtiQvBW5Ocv8ets2AWg3asKo2ABsAJicnB24jSdp3Qx3pV9W27ueTwHX0pmueSHI0QPfzyW7zaeDYvt1XANuGGV+StG8WHPpJfjHJC2eXgd8AtgAbgfO6zc4Dru+WNwJrkyxLchywCrh9oeNLkvbdMNM7RwHXJZl9nS9W1f9McgdwTZLzgceAtwNU1T1JrgHuBXYCF1TVrqG6lyTtkwWHflU9DPzKgPoPgTfuZp/1wPqFjilJGo6XYZCkhhj6ktQQQ1+SGmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xDtnSWqGd/DySF+SmmLoS1JDDH1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUkGHukXtskv+V5L4k9yT5cFe/OMn3kmzqHm/p2+eiJFuTPJDk9FH8ApKkvTfMN3J3Ar9fVXd1N0i/M8nN3bpPVtUf9W+c5ARgLXAicAzw9STHe59cSRqfBR/pV9X2qrqrW34auA9YvoddzgSurqodVfUIsBVYs9DxJUn7biRz+klWAicD3+5KH0xyd5LLkhze1ZYDj/ftNs1u3iSSrEsylWRqZmZmFC1KkhhB6Cc5FLgW+EhV/Ri4FHglsBrYDnxidtMBu9eg16yqDVU1WVWTExMTw7YoSeoMFfpJnk8v8K+sqq8AVNUTVbWrqp4BPsPPp3CmgWP7dl8BbBtmfEnSvhnm7J0AnwPuq6o/7qsf3bfZ2cCWbnkjsDbJsiTHAauA2xc6viRp3w1z9s7rgHcBm5Ns6mofBc5Jspre1M2jwHsBquqeJNcA99I78+cCz9yR1Jr9fU3/BYd+Vf01g+fpb9jDPuuB9QsdU5I0HL+RK0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhpi6EtSQwx9SWqIoS9JDTH0Jakhhr4kNcTQl6SGGPqS1BBDX5IaYuhLUkMMfUlqyDB3zloS9vddaEbVxyh6kKT5eKQvSQ0Ze+gnOSPJA0m2Jrlw3ONLUsvGOr2T5CDgvwNvBqaBO5JsrKp7x9mHDnxLZdpPWmrGfaS/BthaVQ9X1c+Aq4Ezx9yDJDUrVTW+wZJ/DZxRVb/bPX8X8Nqq+uCc7dYB67qnrwIeGGLYI4EfDLH/qCyFPpZCD7A0+lgKPcDS6GMp9ABLo4+l0AOMpo9fqqqJucVxn72TAbVnvetU1QZgw0gGTKaqanIUr/Vc72Mp9LBU+lgKPSyVPpZCD0ulj6XQw2L3Me7pnWng2L7nK4BtY+5Bkpo17tC/A1iV5LgkvwCsBTaOuQdJatZYp3eqameSDwJfAw4CLquqexZ52JFME43AUuhjKfQAS6OPpdADLI0+lkIPsDT6WAo9wCL2MdYPciVJ+5ffyJWkhhj6ktQQQ1+SGvKcv8rmXEnWAFVVdyQ5ATgDuL+qbtiPPV1RVefur/G7Hn6V3jeit1TVTWMc97XAfVX14ySHABcCrwHuBf5TVf1oDD18CLiuqh5f7LH20MPs2WrbqurrSd4J/HPgPmBDVf2/MfbySuBseqdP7wQeBK4ax9+F9r8D6oPcJB8HfpPem9nNwGuBbwJvAr5WVevH0MPcU1AD/BrwVwBV9bbF7qHr4/aqWtMt/1vgAuA64DeAv6iqS8bUxz3Ar3Rnbm0AfgJ8GXhjV/+tMfTwI+DvgYeAq4AvVdXMYo87p4cr6f27fAHwf4FDga/Q+3NIVZ03pj4+BPxL4BbgLcAm4O/ovQl8oKq+OY4+tP8caKG/GVgNLAO+D6zoO8L8dlW9egw93EXvKPaz9L5tHHpBsxagqm5Z7B66Pr5TVSd3y3cAb6mqmSS/CNxWVf9sTH3cV1W/3C3fVVWv6Vu3qapWj6GH7wCn0HvzfwfwNuBOen8vX6mqp8fQw91V9eokBwPfA46pql1JAnx3HP82uz42A6u7sV8A3FBVpyV5OXD97L8ZHbgOtDn9nVW1q6p+AjxUVT8GqKqfAs+MqYdJeoHyMeBH3ZHTT6vqlnEFfud5SQ5P8hJ6b+4zAFX19/T+Sz8uW5K8p1v+bpJJgCTHA+Oa0qiqeqaqbqqq84FjgE/Tm/p7eEw9PK+b4nkhvaP9F3X1ZcDzx9TDrNlp3WVdP1TVY+PsI8mLklyS5P4kP+we93W1F4+rjz30d+MYxzosyX9O8mfdtF//uk+PerwDbU7/Z0le0IX+KbPFJC9iTKFfVc8An0zype7nE+yfP+cX0XvzCVBJXlZV309yKIOvgbRYfhf4kyT/gd4FpG5N8jjweLduHP7R79vNn28ENnb/CxyHzwH30/tS4seALyV5GDiV3tVmx+Wz9C5pfhvwBuC/ACSZAJ4aYx/X0JvyPK2qvt/18DLgPOBL9C6/vqiSvGZ3q+jNGIzL5+l9rnIt8DtJ/hXwzqraQe/fx0gdaNM7y7o/qLn1I4Gjq2rzfujprcDrquqj4x57kO6/9EdV1SNjHveFwCvovQFOV9UTYxz7+Kr623GNt4c+jgGoqm3d0eybgMeq6vYx93Ei8Mv0PtS/f5xj9/XwQFW9al/XjbiHXfQ+2xh0EHRqVY3lgGDuNGeSj9H7vOVtwM39U6IjGe9ACn1Jzw1JbgK+Dlw+ewCQ5Cjg3cCbq+pNY+hhC3B2VT04YN3jVXXsgN0Wo4/7gBO7WYLZ2nnAvwcOrapfGuV4B9qcvqTnhncALwFuSfJUkqfonWl3BPD2MfVwMbvPwH83ph4A/gL49f5CVV0O/D7ws1EP5pG+pCUlyXuq6vOt97BYfRj6kpaUJI9V1ctb72Gx+jjQzt6R9ByQ5O7drQKOaqWH/dGHoS9pfzgKOJ3et4H7BfjfDfUw9j4MfUn7w1/SOzNl09wVSb7ZUA9j78M5fUlqiKdsSlJDDH1JaoihL41Ykhcn+UDf89OS/OX+7EmaZehLo/di4APzbSTtD4a+mpZkZXd5388m2ZLkyiRvSvI3SR5MsibJEUn+R5K7k9yW5NXdvhcnuSzJN5M83N2gBOAS4JVJNiX5w652aJIvd2Nd2V1HXxo7T9mU4J/Qu97LOuAO4J3Ar9K7yuFH6V0G+jtVdVaSXweu4OeX3v2n9O6M9kLggSSX0rsl5EmzV05MchpwMnAisA34G+B1wF8v+m8mzeGRvgSPVNXm7iqH9wDfqN65zJuBlfTeAP4MoKr+CnhJd48GgK9W1Y6q+gHwJLv/BuXtVTXdjbGpe11p7Ax9CfrvwfBM3/Nn6P1veNBUzOwXXPr33cXu//e8t9tJi8rQl+b3LeDfwD9M1fxg9lacu/E03W0IpaXGow1pfhcDn+8ujPUTerf0262q+mH3QfAW4Ebgq4vforR3vAyDJDXE6R1JaoihL0kNMfQlqSGGviQ1xNCXpIYY+pLUEENfkhry/wFAsgLA7rnptwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sum_cases_per_day = Aruba_data.groupby('month').sum()['cases']\n",
    "sum_cases_per_day.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "052775be",
   "metadata": {},
   "source": [
    "## The month with the most confirmed cases in Aruba is September. This month had around 1900 confirmed cases, making it the highest of any other month."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eced960c",
   "metadata": {},
   "source": [
    "## Author Information"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c1844b7",
   "metadata": {},
   "source": [
    "## Danielle Orth\n",
    "## orthda@dukes.jmu.edu"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ab43e02",
   "metadata": {},
   "source": [
    "## Conclusions and Limitations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6c0554d",
   "metadata": {
    "scrolled": true
   },
   "source": [
    "## In Aruba as of December 2020 there were 5049 confirmed cases and 46 deaths. The month with the most cases was September with around 1900 cases. A limitation of this project was not being familar with the country and its battle with COVID-19, although the data source helped fill these gaps."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_python3",
   "language": "python",
   "name": "conda_python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}