Vacunas COVID 19.ipynb

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   "source": [
    "Análisis de vacunación COVID-19 - Argentina 2021\n",
    "Análisis según % de vacunados (primera y segunda dosis) sobre población de cada provincia\n",
    "Análisis de cantidad de vacunados (primera y segunda dosis) para cada provincia "
   ],
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   "source": [
    "#import librerias necesarias\n",
    "\n",
    "import numpy as np \n",
    "import pandas as pd\n",
    "from pandas import DataFrame, Series\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import matplotlib.patches as mpatches\n",
    "#import io\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
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   "outputs": [
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     "text": [
      "Total Pais de vacunados:  6693438\nPromedio % vacunados sobre total de habitantes:  15.0\n"
     ]
    },
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "url=\"https://sisa.msal.gov.ar/datos/descargas/covid-19/files/Covid19VacunasAgrupadas.csv\"\n",
    "data=pd.read_csv(url,delimiter= \",\")\n",
    "\n",
    "#Imprimimos las primeras 5 filas\n",
    "data.head()\n",
    "\n",
    "#Imprimimos las ultimas 5 filas\n",
    "data.tail()\n",
    "\n",
    "#Imprimos 4 filas random\n",
    "data.sample(5)\n",
    "\n",
    "#Seleccionar columnas especificas del dataframe\n",
    "data[['jurisdiccion_nombre','vacuna_nombre']].head()\n",
    "\n",
    "#Seleccionar una columna especifica\n",
    "data.vacuna_nombre\n",
    "\n",
    "#Filtrar un valor especifico por el nombre\n",
    "data[data.jurisdiccion_nombre == \"CABA\"]\n",
    "\n",
    "#Cantidad total de vacunas (primera dosis) aplicadas\n",
    "data[['primera_dosis_cantidad']].sum()\n",
    "\n",
    "#Cantidad total de vacunas (segunda dosis) aplicadas\n",
    "data[['segunda_dosis_cantidad']].sum()\n",
    "\n",
    "#Cantidad total de vacunas aplicadas (primera y segunda dosis)\n",
    "dosis1 = data[['primera_dosis_cantidad']].sum()\n",
    "dosis2 = data[['segunda_dosis_cantidad']].sum()\n",
    "\n",
    "total1 = int(dosis1)\n",
    "total2 = int(dosis2)\n",
    "\n",
    "total = total1+total2\n",
    "habitantes = 44490000\n",
    "\n",
    "print(\"Total Pais de vacunados: \", total)\n",
    "\n",
    "#Promedio de aplicaciones de vacunas (primera y segunda dosis) sobre el total de habitantes\n",
    "print(\"Promedio % vacunados sobre total de habitantes: \", round(total/habitantes,3) * 100)\n",
    "\n",
    "#Agrupamos total de vacunas por jurisdiccion \n",
    "df1 = data.groupby(\"jurisdiccion_nombre\", as_index=False).sum()\n",
    "\n",
    "#print(df1)\n",
    "\n",
    "#Agregamos una columna con la poblacion de cada provincia\n",
    "df1new = df1.assign(poblacion=[17541141,3075646,415438,1204541,618994,1120801,3760450,1385961,605193,770881,358428,393531,1990338,1261294,664057,747610,1424397,781217,508328,365698,3536418,978313,173432,1694656]) \n",
    "\n",
    "\n",
    "#print(df1new)\n",
    "\n",
    "#Ordenamos nuestro dataframe\n",
    "df2 = df1new.sort_values(by=\"poblacion\", ascending=True)\n",
    "\n",
    "#df2 = df2.assign(dosis1_per = df2['primera_dosis_cantidad'].div(df2['poblacion'].values, axis=0) )\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_axes([1,1,3,3])\n",
    "\n",
    "ax.set_title(\"Vacunas Covid 19 - Argentina 2021\", fontweight=\"bold\", color=\"#2874A6\",fontsize=20)\n",
    "ax.set_xlabel(\"% Vacunación\", fontweight=\"bold\", fontsize=\"large\", color=\"#566573\")\n",
    "ax.set_ylabel(\"Jurisdicción\", fontweight=\"bold\", color = \"#566573\", fontsize=\"large\")\n",
    "#ax.set_xticklabels(df2.jurisdiccion_nombre, rotation=60, color=\"black\")\n",
    "#df3 = df2.set_index(\"jurisdiccion_nombre\", inplace=True)\n",
    "\n",
    "#Promedio de vacunados sobre total de vacunas (primera dosis)\n",
    "#df2.loc[df2['jurisdiccion_nombre'] == 'CABA']\n",
    "\n",
    "#caba = df2.at[1,'primera_dosis_cantidad']\n",
    "\n",
    "bars1 = plt.barh(df2.jurisdiccion_nombre, ((100*df2['primera_dosis_cantidad']).div(df2['poblacion'].values, axis=0)).round(2),color=\"#80DEEA\", edgecolor=\"black\", label=\"Primera Dosis\")\n",
    "\n",
    "bars2 = plt.barh(df2.jurisdiccion_nombre, ((100*df2['segunda_dosis_cantidad']).div(df2['poblacion'].values, axis=0)).round(2),color=\"#B39DDB\", edgecolor=\"black\", label=\"Segunda Dosis\")\n",
    "\n",
    "plt.legend(fontsize=\"large\")\n",
    "\n",
    "for bar in bars1:\n",
    "  width = bar.get_width() #Previously we got the height\n",
    "  label_y_pos = bar.get_y() + bar.get_height() / 2\n",
    "  ax.text(width, label_y_pos, s=f'{width}', va='center')\n",
    "\n",
    "for bar in bars2:\n",
    "  width = bar.get_width() #Previously we got the height\n",
    "  label_y_pos = bar.get_y() + bar.get_height() / 2\n",
    "  ax.text(width, label_y_pos, s=f'{width}', va='center')\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "url=\"https://sisa.msal.gov.ar/datos/descargas/covid-19/files/Covid19VacunasAgrupadas.csv\"\n",
    "data=pd.read_csv(url, usecols=[\"jurisdiccion_nombre\",\"primera_dosis_cantidad\",\"segunda_dosis_cantidad\"])\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "df1 = df.groupby(\"jurisdiccion_nombre\", as_index=False)[['primera_dosis_cantidad','segunda_dosis_cantidad']].sum()\n",
    "\n",
    "df1.set_index(\"jurisdiccion_nombre\", inplace=True)\n",
    "\n",
    "df2 = df1.sort_values(by=['primera_dosis_cantidad'], ascending=False)\n",
    "\n",
    "fig = plt.figure()\n",
    "\n",
    "ax = fig.add_axes([1,1,3,3])\n",
    "\n",
    "\n",
    "ax.set_title(\"Vacunas Covid 19 - Argentina 2021\", fontweight=\"bold\", color=\"#2874A6\",fontsize=20)\n",
    "ax.set_xlabel(\"Jurisdicción\", fontweight=\"bold\", fontsize=\"large\", color=\"#566573\")\n",
    "ax.set_ylabel(\"Cantidad de Vacunados\", fontweight=\"bold\", color = \"#566573\", fontsize=\"large\")\n",
    "ax.set_xticklabels(df1.index, rotation=60, color=\"black\")\n",
    "\n",
    "#Seteamos color gris para el background\n",
    "ax.set_facecolor(\"#F8F9F9\")\n",
    "\n",
    "#Setea color para el grafico\n",
    "fig.patch.set_facecolor(\"#EBEDEF\")\n",
    "\n",
    "#ploteo de bar chart (primera dosis)\n",
    "bars1 = plt.bar(df2.index, df2.primera_dosis_cantidad,color=\"#3498DB\", edgecolor=\"black\", label=\"Primera Dosis\")\n",
    "#ploteo de bar chart (segunda dosis)\n",
    "bars2 = plt.bar(df2.index, df2.segunda_dosis_cantidad, color=\"#F7DC6F\", edgecolor=\"black\", label=\"Segunda Dosis\")\n",
    "\n",
    "plt.legend(fontsize=\"large\")\n",
    "\n",
    "for bar in bars1:\n",
    "  height = bar.get_height()\n",
    "  label_x_pos = bar.get_x() + bar.get_width() / 2\n",
    "  ax.text(label_x_pos, height, s=f'{height}', ha='center',\n",
    "  va='bottom')\n",
    "\n",
    "for bar in bars2:\n",
    "  height = bar.get_height()\n",
    "  label_x_pos = bar.get_x() + bar.get_width() / 2\n",
    "  ax.text(label_x_pos, height, s=f'{height}', ha='center',\n",
    "  va='bottom' )\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}