covid19-chile.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Code slightly adapted from https://github.com/itoledor/coronavirus/blob/master/code/covid19-chile_03_plot-data.R"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "suppressPackageStartupMessages(library(tidyverse))\n",
    "suppressPackageStartupMessages(library(rvest))\n",
    "suppressPackageStartupMessages(library(magrittr))\n",
    "suppressPackageStartupMessages(library(janitor))\n",
    "suppressPackageStartupMessages(library(RColorBrewer))\n",
    "suppressPackageStartupMessages(library(rtweet))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "options(repr.plot.width = 12, repr.plot.height = 8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "paleta <- c(brewer.pal(n = 8, 'YlOrRd') %>% rev, brewer.pal(n = 9, 'YlGnBu') %>% tail(-1)) %>% unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "covid19_chile <- read_rds(\"../../data/covid-19-chile/covid19_chile.rds\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XDgAAAEAdpI4f8332sRYd4xo73uksAIKGv2dwbNq0aeTIkYmJiU89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\n7Ja+OxqfrTD3V3HG3igY9fC4KTtTj5jtkqmpD9Ts/l7VrtRgUH/tRfn+B62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hd9atdOkaEaXputCjyKavPx+EF5YkkmXGBIrMcrSnEBGz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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 720
      },
      "text/plain": {
       "height": 480,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19_chile_gg_1 <- covid19_chile      %>% filter(region == 'Total')\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %>% pivot_longer(starts_with('casos'), names_to = 'casos', names_prefix = 'casos_', values_to = 'Total')\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %>% filter(casos %in% c('totales', 'recuperados'))\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %>% mutate(casos = casos %>% str_replace('totales','confirmados'))\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %>% ggplot(aes(x = fecha, y = Total, color = casos))\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% geom_point(size = 4)\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% geom_line()\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% labs(title   = \"COVID19 Casos confirmados en Chile\")\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% labs(y       = \"Total casos confirmados\")\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% labs(caption\t= \"Fuente: https://www.minsal.cl/\\n @NachoToledoR\")\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% theme_minimal()\n",
    "covid19_chile_gg_1 <- covid19_chile_gg_1 %+% theme(axis.text.x = element_text(angle = 45, hjust = 1))\n",
    "covid19_chile_gg_1 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 480,
       "width": 720
      },
      "text/plain": {
       "height": 480,
       "width": 720
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "covid19_chile_gg_2 <- covid19_chile      %>% filter(region != 'Total')\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %>% ggplot(aes(x = fecha, y = casos_totales, fill = region %>% fct_inorder))\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% geom_col(position = \"stack\")\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% labs(title = \"COVID19 Casos confirmados en Chile\", subtitle = \"por Región\", fill = \"Región\")\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% labs(y       = \"Total casos confirmados\")\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% labs(caption\t= \"Fuente: https://www.minsal.cl/\\n @NachoToledoR\")\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% theme_minimal()\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% theme_minimal()\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% scale_fill_manual(values = paleta)\n",
    "covid19_chile_gg_2 <- covid19_chile_gg_2 %+% theme(axis.text.x = element_text(angle = 45, hjust = 1))\n",
    "covid19_chile_gg_2 "
   ]
  }
 ],
 "metadata": {
  "hide_input": true,
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}