Uruguay.ipynb

uruguay.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Uruguay.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyPAUGdX9Cf3gsRZgO6kJDMc",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/alonsosilvaallende/18ccda00eba1e99e4bd9be9a36078c9e/uruguay.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "noFOxCP4Mvr8"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.dates as mdates\n",
        "import matplotlib.pyplot as plt\n",
        "plt.style.use(\"bmh\")\n",
        "plt.rcParams.update({'xtick.labelsize': 15,\n",
        "                     'ytick.labelsize': 15})"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bifeJA5SM1Hr"
      },
      "source": [
        "data_raw = pd.read_csv(\"https://raw.githubusercontent.com/GUIAD-COVID/datos-y-visualizaciones-GUIAD/master/datos/estadisticasUY_fallecimientos.csv\")"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "T70sZHzHM87j"
      },
      "source": [
        "data_raw[\"fecha\"] = pd.to_datetime(data_raw[\"fecha\"], format='%d/%m/%Y')"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2sX6GtTwNHMc"
      },
      "source": [
        "data_raw = data_raw.sort_values(by=\"fecha\")"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "YKt_ZC3TQUeo",
        "outputId": "2bf2d332-7624-4792-c842-a0868efb543d"
      },
      "source": [
        "data_raw.tail(3)"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "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>fecha</th>\n",
              "      <th>nombre</th>\n",
              "      <th>edad</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>5254</th>\n",
              "      <td>2021-06-20</td>\n",
              "      <td>Paysandú</td>\n",
              "      <td>61</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5239</th>\n",
              "      <td>2021-06-20</td>\n",
              "      <td>Montevideo</td>\n",
              "      <td>72</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5255</th>\n",
              "      <td>2021-06-20</td>\n",
              "      <td>Soriano</td>\n",
              "      <td>67</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "          fecha      nombre  edad\n",
              "5254 2021-06-20    Paysandú    61\n",
              "5239 2021-06-20  Montevideo    72\n",
              "5255 2021-06-20     Soriano    67"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zKn-ydXGU98P",
        "outputId": "ea4675b1-cafd-42e6-a3b5-3a1eefd4576b"
      },
      "source": [
        "last_date = data_raw.iloc[-1,0]\n",
        "last_date"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Timestamp('2021-06-20 00:00:00')"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4YOil-UzNRDX"
      },
      "source": [
        "data1 = data_raw[data_raw[\"edad\"]>=80]\n",
        "data2 = data_raw[(data_raw[\"edad\"]>=50) & (data_raw[\"edad\"]<70)]"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 560
        },
        "id": "VPxzgCkFOBOf",
        "outputId": "a039af8d-dca2-4964-ccd0-1882731e8d0f"
      },
      "source": [
        "fig, ax = plt.subplots(figsize=(10,8))\n",
        "plt.plot(data2.groupby(\"fecha\").count()[\"edad\"].rolling(window=7).mean(), label=\"50-70 años\")\n",
        "plt.plot(data1.groupby(\"fecha\").count()[\"edad\"].rolling(window=7).mean(),label=\">=80 años\")\n",
        "ax.set_xlim(left=pd.to_datetime(\"2020-11-01\"), right=None)\n",
        "# Formato de los labels del eje X con los nombres de los meses al centro\n",
        "ax.xaxis.set_major_locator(mdates.MonthLocator())\n",
        "ax.xaxis.set_minor_locator(mdates.MonthLocator(bymonthday=15))\n",
        "ax.xaxis.set_major_formatter(plt.NullFormatter())\n",
        "ax.xaxis.set_minor_formatter(mdates.DateFormatter('%h'));\n",
        "ax.legend(fontsize=15)\n",
        "plt.title(f\"Defunciones causa COVID-19 (promedio móvil 7 días) por grupo etario\\nen Uruguay al {pd.to_datetime(last_date).strftime('%d/%m/%Y')}\", fontsize=15)\n",
        "plt.annotate('Fuente: Elaboración propia en base a datos del Ministerio de Salud Pública de Uruguay\\nAutor: @alonsosilva', (0,0), (-10,-30), xycoords='axes fraction', textcoords='offset points', va='top', fontsize=13)\n",
        "plt.savefig(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-defunciones-por-edad-Uruguay.svg\", bbox_inches='tight', format='svg')\n",
        "# plt.show()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x576 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "EQ8-QEWSOGsX",
        "outputId": "8fc938b9-06f1-4369-c93d-48e37c7e37a5"
      },
      "source": [
        "from google.colab import files\n",
        "files.download(f\"{pd.to_datetime('today').strftime('%Y-%m-%d')}-defunciones-por-edad-Uruguay.svg\")"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "download(\"download_4cac06db-1284-4772-9686-892a9f7701ee\", \"2021-06-21-defunciones-por-edad-Uruguay.svg\", 65880)"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}