vaccini.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "vaccini.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "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": "3.7.4"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dEM_p4TnK0ai"
      },
      "source": [
        "# Analisi dati dei vaccini consegnati e somministrati\r\n",
        "Quanti vaccini vengono accumulati dalle regioni?\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3KpfS0doCAMv"
      },
      "source": [
        "import numpy as np\r\n",
        "import pandas as pd\r\n",
        "import json\r\n",
        "import matplotlib.pyplot as plt\r\n",
        "import matplotlib.dates as md\r\n",
        "import requests\r\n",
        "import io\r\n",
        "\r\n",
        "\r\n",
        "pd.plotting.register_matplotlib_converters()\r\n",
        "dateformat=md.DateFormatter('%d-%m\\n%Y')"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dRRJpLlTCJTS"
      },
      "source": [
        "## Scaricamento dati\r\n",
        "Dati scaricati dall'account ufficiale Github"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NfgT3dr9CIwS"
      },
      "source": [
        "rcons = requests.get('https://raw.github.com/italia/covid19-opendata-vaccini/master/dati/consegne-vaccini-latest.json')\r\n",
        "rsom = requests.get('https://raw.github.com/italia/covid19-opendata-vaccini/master/dati/somministrazioni-vaccini-latest.json')"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "thp5_-awCShc"
      },
      "source": [
        "## preparazione preliminare dati"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "J4a3Nq1zCPtj"
      },
      "source": [
        "# consegne, ordinate per data consegna\r\n",
        "tmp=rcons.json()\r\n",
        "consegne=pd.DataFrame(tmp['data'])\r\n",
        "consegne['data_consegna']=pd.to_datetime(consegne['data_consegna'].apply(lambda x: x[:10]))\r\n",
        "consegne.sort_values(by='data_consegna',inplace=True)\r\n",
        "\r\n",
        "# somministrazioni, ordinate per data somministrazione\r\n",
        "tmp=rsom.json()\r\n",
        "somminis=pd.DataFrame(tmp['data'])\r\n",
        "somminis['data_somministrazione']=pd.to_datetime(somminis['data_somministrazione'].apply(lambda x: x[:10]))\r\n",
        "somminis.sort_values(by='data_somministrazione',inplace=True)\r\n",
        "\r\n",
        "idx = pd.date_range(consegne['data_consegna'].iloc[0], consegne['data_consegna'].iloc[-1])\r\n",
        "areas=list(set(consegne['area']))\r\n",
        "forn=list(set(consegne['fornitore']))\r\n",
        "forn=[ 'Pfizer/BioNTech','Moderna', 'AstraZeneca']"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qSIG8EaRCXDP"
      },
      "source": [
        "## estrazione dei dati totali per regione e fornitore\r\n",
        "Per ogni area:\r\n",
        "* estrazione del numero di consegne e di somministrazioni totali per ogni giorno\r\n",
        "* un dataframe preparato per ogni area con indice il giorno"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wf5kStijCXLB"
      },
      "source": [
        "consegne_forn={}\r\n",
        "somminis_forn={}\r\n",
        "for area in areas:\r\n",
        "    out={}\r\n",
        "    for f in forn:\r\n",
        "        tmp=consegne[(consegne['area']==area) & (consegne['fornitore']==f)]\r\n",
        "        tmp.set_index('data_consegna', inplace=True)\r\n",
        "        out[f]=tmp[['numero_dosi']].reindex(idx, fill_value=0)\r\n",
        "\r\n",
        "    consegne_forn[area]=pd.concat(out,axis=1)\r\n",
        "    consegne_forn[area].columns=consegne_forn[area].columns.droplevel(1)\r\n",
        "\r\n",
        "\r\n",
        "    out={}\r\n",
        "    for f in forn:\r\n",
        "        tmp=somminis[(somminis['area']==area) & (somminis['fornitore']==f)]\r\n",
        "        tmp=tmp.groupby(tmp['data_somministrazione'].dt.date).sum()\r\n",
        "        tmp['tot_dosi']=tmp['prima_dose']+tmp['seconda_dose']\r\n",
        "        out[f]=tmp[['tot_dosi']].reindex(idx, fill_value=0)\r\n",
        "\r\n",
        "    somminis_forn[area]=pd.concat(out,axis=1)\r\n",
        "    somminis_forn[area].columns=somminis_forn[area].columns.droplevel(1)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7oaRpuJGCXSM"
      },
      "source": [
        "## consolidamento dei dati in un dataframe multindex\r\n",
        "Andamento medio settimanale delle giacenze di vaccini (cumulativi consegnati - cumulativi somministrati) per regioni e per fornitore\r\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "57xmNY5KCXZF"
      },
      "source": [
        "consegne_forn_tot=pd.concat(consegne_forn,axis=1)\r\n",
        "somminis_forn_tot=pd.concat(somminis_forn,axis=1)\r\n",
        "magazzino_forn_tot=consegne_forn_tot.cumsum()-somminis_forn_tot.cumsum()\r\n",
        "\r\n",
        "magazzino_forn_tot_w=magazzino_forn_tot.resample('W').mean()"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3kzxThbNCXfi"
      },
      "source": [
        "## grafico per regioni<a id=\"grafico_regioni\"></a>\r\n",
        "Il grafico rappresenta con barre divise per fornitore quante dosi cumulative rimangono in giacenza ogni settimana"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "zezlp2yNCXmc",
        "outputId": "8e554f6f-d7a0-4216-dde3-701a04318b29"
      },
      "source": [
        "areas_ana=['PIE','LOM','VEN','LAZ','EMR','PUG','TOS','SIC']\r\n",
        "nrows=int(np.ceil(len(areas_ana)/2))\r\n",
        "fig,axs=plt.subplots(nrows,2,figsize=(16,nrows*5))\r\n",
        "axs=[xx for xx1 in axs for xx in xx1]\r\n",
        "for ax,area in zip(axs,areas_ana):\r\n",
        "    f_cumul=[]\r\n",
        "    for f in forn:\r\n",
        "        ax.bar(magazzino_forn_tot_w.index,magazzino_forn_tot_w[area,f],5.,bottom=(magazzino_forn_tot_w[area])[f_cumul].sum(axis=1))\r\n",
        "        f_cumul.append(f)\r\n",
        "    ax.xaxis.set_major_formatter(dateformat)\r\n",
        "    ax.set_xticks(magazzino_forn_tot_w.index)\r\n",
        "    ax.grid(True, axis=\"y\")\r\n",
        "    ax.legend(forn)\r\n",
        "    ax.set_ylim(0,None)\r\n",
        "    ax.set_title('non somministrate ' + area)"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1152x1440 with 8 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r-y9hhvWCX1q"
      },
      "source": [
        "## grafico Italia<a id=\"grafico_italia\"></a>\r\n",
        "\r\n",
        "Il grafico rappresenta con barre divise per fornitore quante dosi cumulative rimangono in giacenza ogni settimana in Italia"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 420
        },
        "id": "VRKFkXtPMUMt",
        "outputId": "4ab46d56-d4f7-487b-943d-2c01335f35c2"
      },
      "source": [
        "fig,ax=plt.subplots(figsize=(9,6))\r\n",
        "magazzino_forn_tot=consegne_forn_tot.cumsum()-somminis_forn_tot.cumsum()\r\n",
        "magazzino_forn_tot_w=magazzino_forn_tot.resample('W').mean()\r\n",
        "magazzino_forn_ita_w=magazzino_forn_tot_w.sum(axis=1,level=1)\r\n",
        "f_cumul=[]\r\n",
        "for f in forn:\r\n",
        "    ax.bar(magazzino_forn_ita_w[f].index,magazzino_forn_ita_w[f],5.,bottom=magazzino_forn_ita_w[f_cumul].sum(axis=1))\r\n",
        "    f_cumul.append(f)\r\n",
        "ax.xaxis.set_major_formatter(dateformat)\r\n",
        "ax.set_xticks(magazzino_forn_ita_w.index)\r\n",
        "ax.grid(True, axis=\"y\")\r\n",
        "ax.legend(forn)\r\n",
        "ax.set_ylim(0,None)\r\n",
        "ax.set_title('non somministrate Italia')"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'non somministrate Italia')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x432 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}