julia_coursera/COVID_data_proc.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "using DelimitedFiles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "covidbycountry = DelimitedFiles.readdlm(\"who_covid_trans.csv\",',',header=false);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#? writedlm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "115×213 Array{Any,2}:\n",
       " \"Date\"             \"China\"       \"Singapore\"  …   \"Mauritania\"    \"Comoros\"\n",
       " \"1/21/2020\"     278             0                0               0         \n",
       " \"1/22/2020\"     309             0                0               0         \n",
       " \"1/23/2020\"     571             0                0               0         \n",
       " \"1/24/2020\"     830             1                0               0         \n",
       " \"1/25/2020\"    1297             3             …  0               0         \n",
       " \"1/26/2020\"    1985             3                0               0         \n",
       " \"1/27/2020\"    2741             4                0               0         \n",
       " \"1/28/2020\"    4537             7                0               0         \n",
       " \"1/29/2020\"    5997             7                0               0         \n",
       " \"1/30/2020\"    7736            10             …  0               0         \n",
       " \"1/31/2020\"    9720            13                0               0         \n",
       " \"02/01/2020\"  11821            16                0               0         \n",
       " ⋮                                             ⋱                            \n",
       " \"05/02/2020\"  84388         17101                8               1         \n",
       " \"05/03/2020\"  84393         17548                8               3         \n",
       " \"05/04/2020\"  84400         18205             …  8               3         \n",
       " \"05/05/2020\"  84404         18778                8               4         \n",
       " \"05/06/2020\"  84406         19410                8               4         \n",
       " \"05/07/2020\"  84409         20198                8               8         \n",
       " \"05/08/2020\"  84415         20939                8               8         \n",
       " \"05/09/2020\"  84416         21707             …  8               8         \n",
       " \"05/10/2020\"  84430         22460                8              11         \n",
       " \"05/11/2020\"  84450         23336                8              11         \n",
       " \"05/12/2020\"  84451         23822                8              11         \n",
       " \"5/13/2020\"   84458         24671                8              11         "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covidbycountry"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "213-element Array{Any,1}:\n",
       " \"Date\"             \n",
       " \"China\"            \n",
       " \"Singapore\"        \n",
       " \"Japan\"            \n",
       " \"Republic of Korea\"\n",
       " \"Philippines\"      \n",
       " \"Australia\"        \n",
       " \"Malaysia\"         \n",
       " \"New Zealand\"      \n",
       " \"Vietnam\"          \n",
       " \"Brunei Darussalam\"\n",
       " \"Cambodia\"         \n",
       " \"Mongolia\"         \n",
       " ⋮                  \n",
       " \"South Sudan\"      \n",
       " \"Malawi\"           \n",
       " \"Eritrea\"          \n",
       " \"Angola\"           \n",
       " \"Zimbabwe\"         \n",
       " \"Botswana\"         \n",
       " \"Burundi\"          \n",
       " \"Gambia\"           \n",
       " \"Namibia\"          \n",
       " \"Seychelles\"       \n",
       " \"Mauritania\"       \n",
       " \"Comoros\"          "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "namesofcolums = covidbycountry[1,:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "getindexbycountryname (generic function with 1 method)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "function getindexbycountryname(name::String)\n",
    "    for i in 1:length(namesofcolums)\n",
    "        if lowercase(name) == lowercase(namesofcolums[i])\n",
    "            return i\n",
    "        end\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "119"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "getindexbycountryname(\"Mexico\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "covidbycountry = covidbycountry[2:end,:];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114-element Array{Any,1}:\n",
       " \"1/21/2020\" \n",
       " \"1/22/2020\" \n",
       " \"1/23/2020\" \n",
       " \"1/24/2020\" \n",
       " \"1/25/2020\" \n",
       " \"1/26/2020\" \n",
       " \"1/27/2020\" \n",
       " \"1/28/2020\" \n",
       " \"1/29/2020\" \n",
       " \"1/30/2020\" \n",
       " \"1/31/2020\" \n",
       " \"02/01/2020\"\n",
       " \"02/02/2020\"\n",
       " ⋮           \n",
       " \"05/02/2020\"\n",
       " \"05/03/2020\"\n",
       " \"05/04/2020\"\n",
       " \"05/05/2020\"\n",
       " \"05/06/2020\"\n",
       " \"05/07/2020\"\n",
       " \"05/08/2020\"\n",
       " \"05/09/2020\"\n",
       " \"05/10/2020\"\n",
       " \"05/11/2020\"\n",
       " \"05/12/2020\"\n",
       " \"5/13/2020\" "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col1 = covidbycountry[:,1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "using Dates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in 1:length(col1)\n",
    "    col1[i] = Dates.DateTime(col1[i], \"m/d/y\")\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114-element Array{Any,1}:\n",
       " 2020-01-21T00:00:00\n",
       " 2020-01-22T00:00:00\n",
       " 2020-01-23T00:00:00\n",
       " 2020-01-24T00:00:00\n",
       " 2020-01-25T00:00:00\n",
       " 2020-01-26T00:00:00\n",
       " 2020-01-27T00:00:00\n",
       " 2020-01-28T00:00:00\n",
       " 2020-01-29T00:00:00\n",
       " 2020-01-30T00:00:00\n",
       " 2020-01-31T00:00:00\n",
       " 2020-02-01T00:00:00\n",
       " 2020-02-02T00:00:00\n",
       " ⋮                  \n",
       " 2020-05-02T00:00:00\n",
       " 2020-05-03T00:00:00\n",
       " 2020-05-04T00:00:00\n",
       " 2020-05-05T00:00:00\n",
       " 2020-05-06T00:00:00\n",
       " 2020-05-07T00:00:00\n",
       " 2020-05-08T00:00:00\n",
       " 2020-05-09T00:00:00\n",
       " 2020-05-10T00:00:00\n",
       " 2020-05-11T00:00:00\n",
       " 2020-05-12T00:00:00\n",
       " 2020-05-13T00:00:00"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "col1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dayssince (generic function with 1 method)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dayssince(x) = Dates.datetime2rata(col1[length(col1)]) - Dates.datetime2rata(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "epidays = Array{Int64}(undef,length(col1));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i = 1:length(col1)\n",
    "    epidays[i] = abs(dayssince(col1[i]))\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "epidays = epidays[end:-1:1,end:-1:1];"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114×1 Array{Int64,2}:\n",
       "   0\n",
       "   1\n",
       "   2\n",
       "   3\n",
       "   4\n",
       "   5\n",
       "   6\n",
       "   7\n",
       "   8\n",
       "   9\n",
       "  10\n",
       "  11\n",
       "  12\n",
       "   ⋮\n",
       " 102\n",
       " 103\n",
       " 104\n",
       " 105\n",
       " 106\n",
       " 107\n",
       " 108\n",
       " 109\n",
       " 110\n",
       " 111\n",
       " 112\n",
       " 113"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "epidays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114×1 Array{Int64,2}:\n",
       "   0\n",
       "   1\n",
       "   2\n",
       "   3\n",
       "   4\n",
       "   5\n",
       "   6\n",
       "   7\n",
       "   8\n",
       "   9\n",
       "  10\n",
       "  11\n",
       "  12\n",
       "   ⋮\n",
       " 102\n",
       " 103\n",
       " 104\n",
       " 105\n",
       " 106\n",
       " 107\n",
       " 108\n",
       " 109\n",
       " 110\n",
       " 111\n",
       " 112\n",
       " 113"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covidbycountry[:,1] = epidays;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "row,col =size(covidbycountry)\n",
    "for j = 1:col\n",
    "    for i = 1:row\n",
    "        covidbycountry[i,j] = Int(covidbycountry[i,j])\n",
    "    end\n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "114×213 Array{Int64,2}:\n",
       "   0    278      0      1      1      0  …   0   0   0   0   0   0   0  0   0\n",
       "   1    309      0      1      1      0      0   0   0   0   0   0   0  0   0\n",
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       "   3    830      1      1      2      0      0   0   0   0   0   0   0  0   0\n",
       "   4   1297      3      3      2      0      0   0   0   0   0   0   0  0   0\n",
       "   5   1985      3      3      2      0  …   0   0   0   0   0   0   0  0   0\n",
       "   6   2741      4      4      4      0      0   0   0   0   0   0   0  0   0\n",
       "   7   4537      7      6      4      0      0   0   0   0   0   0   0  0   0\n",
       "   8   5997      7      7      4      0      0   0   0   0   0   0   0  0   0\n",
       "   9   7736     10     11      4      1      0   0   0   0   0   0   0  0   0\n",
       "  10   9720     13     14     11      1  …   0   0   0   0   0   0   0  0   0\n",
       "  11  11821     16     17     12      1      0   0   0   0   0   0   0  0   0\n",
       "  12  14411     18     20     15      2      0   0   0   0   0   0   0  0   0\n",
       "   ⋮                                  ⋮  ⋱       ⋮                   ⋮       \n",
       " 102  84388  17101  14545  10780   8772     29  34  23  15  12  16  11  8   1\n",
       " 103  84393  17548  14839  10793   8928     35  34  23  19  17  16  11  8   3\n",
       " 104  84400  18205  15057  10801   9223     35  34  23  19  17  16  11  8   3\n",
       " 105  84404  18778  15231  10804   9485  …  35  34  23  19  17  16  11  8   4\n",
       " 106  84406  19410  15354  10806   9684     36  34  23  19  17  16  11  8   4\n",
       " 107  84409  20198  15463  10810  10004     36  34  23  19  17  16  11  8   8\n",
       " 108  84415  20939  15547  10822  10343     36  34  23  19  18  16  11  8   8\n",
       " 109  84416  21707  15649  10840  10463     36  34  23  19  20  16  11  8   8\n",
       " 110  84430  22460  15747  10874  10610  …  43  35  23  19  20  16  11  8  11\n",
       " 111  84450  23336  15798  10909  10794     45  36  23  19  20  16  11  8  11\n",
       " 112  84451  23822  15874  10936  11086     45  36  24  19  22  16  11  8  11\n",
       " 113  84458  24671  16024  10962  11350     45  37  24  27  23  16  11  8  11"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covidbycountry = convert(Array{Int64,2},covidbycountry);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m registry at `~/.julia/registries/General`\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m git-repo `https://github.com/JuliaRegistries/General.git`\n",
      "\u001b[?25l\u001b[2K\u001b[?25h\u001b[32m\u001b[1m Resolving\u001b[22m\u001b[39m package versions...\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.2/Project.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n",
      "\u001b[32m\u001b[1m  Updating\u001b[22m\u001b[39m `~/.julia/environments/v1.2/Manifest.toml`\n",
      "\u001b[90m [no changes]\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "#using Pkg\n",
    "#Pkg.add(\"Plots\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "┌ Info: Recompiling stale cache file /Users/eddie/.julia/compiled/v1.2/Plots/ld3vC.ji for Plots [91a5bcdd-55d7-5caf-9e0b-520d859cae80]\n",
      "└ @ Base loading.jl:1240\n"
     ]
    }
   ],
   "source": [
    "using Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Plots.GRBackend()"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covidbycountry[:,119]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
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      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n",
      "GKS: character ignored due to unicode error\n"
     ]
    }
   ],
   "source": [
    "plot(covidbycountry[:,1],[covidbycountry[:,119] covidbycountry[:,2]],linetype= :scatter, \n",
    "    marker= (:diamond,5),\n",
    "    title = \"COVID-19 Compaarisson China/Mexico\",\n",
    "    xlabel = \"Days since 21 January 2020\",\n",
    "    ylabel = \"Total cases to date\",\n",
    "    label = [\"Mexico\" \"China\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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