{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "── \u001b[1mAttaching packages\u001b[22m ─────────────────────────────────────── tidyverse 1.3.0 ──\n",
      "\n",
      "\u001b[32m✔\u001b[39m \u001b[34mggplot2\u001b[39m 3.3.0     \u001b[32m✔\u001b[39m \u001b[34mpurrr  \u001b[39m 0.3.3\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtibble \u001b[39m 3.0.1     \u001b[32m✔\u001b[39m \u001b[34mdplyr  \u001b[39m 0.8.4\n",
      "\u001b[32m✔\u001b[39m \u001b[34mtidyr  \u001b[39m 1.0.2     \u001b[32m✔\u001b[39m \u001b[34mstringr\u001b[39m 1.4.0\n",
      "\u001b[32m✔\u001b[39m \u001b[34mreadr  \u001b[39m 1.3.1     \u001b[32m✔\u001b[39m \u001b[34mforcats\u001b[39m 0.5.0\n",
      "\n",
      "── \u001b[1mConflicts\u001b[22m ────────────────────────────────────────── tidyverse_conflicts() ──\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mfilter()\u001b[39m masks \u001b[34mstats\u001b[39m::filter()\n",
      "\u001b[31m✖\u001b[39m \u001b[34mdplyr\u001b[39m::\u001b[32mlag()\u001b[39m    masks \u001b[34mstats\u001b[39m::lag()\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "\n",
      "You have loaded plyr after dplyr - this is likely to cause problems.\n",
      "If you need functions from both plyr and dplyr, please load plyr first, then dplyr:\n",
      "library(plyr); library(dplyr)\n",
      "\n",
      "------------------------------------------------------------------------------\n",
      "\n",
      "\n",
      "Attaching package: ‘plyr’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:dplyr’:\n",
      "\n",
      "    arrange, count, desc, failwith, id, mutate, rename, summarise,\n",
      "    summarize\n",
      "\n",
      "\n",
      "The following object is masked from ‘package:purrr’:\n",
      "\n",
      "    compact\n",
      "\n",
      "\n",
      "\n",
      "Attaching package: ‘lubridate’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:dplyr’:\n",
      "\n",
      "    intersect, setdiff, union\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    date, intersect, setdiff, union\n",
      "\n",
      "\n",
      "Parsed with column specification:\n",
      "cols(\n",
      "  date = \u001b[31mcol_character()\u001b[39m,\n",
      "  class = \u001b[31mcol_character()\u001b[39m,\n",
      "  club = \u001b[32mcol_double()\u001b[39m,\n",
      "  hw = \u001b[32mcol_double()\u001b[39m,\n",
      "  stress = \u001b[32mcol_double()\u001b[39m,\n",
      "  fatigue = \u001b[32mcol_double()\u001b[39m,\n",
      "  productivity = \u001b[32mcol_double()\u001b[39m,\n",
      "  diet = \u001b[32mcol_double()\u001b[39m,\n",
      "  work_total = \u001b[32mcol_double()\u001b[39m,\n",
      "  total_hours = \u001b[32mcol_double()\u001b[39m\n",
      ")\n",
      "\n"
     ]
    }
   ],
   "source": [
    "library(tidyverse)\n",
    "\n",
    "library(plyr)\n",
    "library(lubridate)\n",
    "\n",
    "data <- read_csv(\"data.csv\", col_names=TRUE)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[90m# A tibble: 251 x 10\u001b[39m\n",
      "   date  class  club    hw stress fatigue productivity  diet work_total\n",
      "   \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<chr>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m  \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m   \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m        \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m      \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m\n",
      "\u001b[90m 1\u001b[39m 1/3/… 0         0     0      4       8            6     2       3.82\n",
      "\u001b[90m 2\u001b[39m \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m       \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m     \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m           \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m   \n",
      "\u001b[90m 3\u001b[39m 1/4/… 0         0     0      5       7            6     3       0   \n",
      "\u001b[90m 4\u001b[39m \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m       \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m     \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m           \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m   \n",
      "\u001b[90m 5\u001b[39m 1/5/… 0         0     0      4       6            6     1       0   \n",
      "\u001b[90m 6\u001b[39m \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m       \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m     \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m           \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m   \n",
      "\u001b[90m 7\u001b[39m 1/6/… 0         2     0      6       7            5     4       3.95\n",
      "\u001b[90m 8\u001b[39m \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m       \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m     \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m           \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m   \n",
      "\u001b[90m 9\u001b[39m 1/7/… 0         0     0      3       5            7     7       5.8 \n",
      "\u001b[90m10\u001b[39m \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m       \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m     \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m           \u001b[31mNA\u001b[39m    \u001b[31mNA\u001b[39m      \u001b[31mNA\u001b[39m   \n",
      "\u001b[90m# … with 241 more rows, and 1 more variable: total_hours \u001b[3m\u001b[90m<dbl>\u001b[90m\u001b[23m\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "print(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data <- data %>% drop_na(date)\n",
    "\n",
    "data$class <- as.numeric(data$class)\n",
    "\n",
    "data[is.na(data)] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[90m# A tibble: 6 x 10\u001b[39m\n",
      "  date       class  club    hw stress fatigue productivity  diet work_total\n",
      "  \u001b[3m\u001b[90m<date>\u001b[39m\u001b[23m     \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m  \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m   \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m        \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m      \u001b[3m\u001b[90m<dbl>\u001b[39m\u001b[23m\n",
      "\u001b[90m1\u001b[39m 2020-01-03     0     0     0      4       8            6     2       3.82\n",
      "\u001b[90m2\u001b[39m 2020-01-04     0     0     0      5       7            6     3       0   \n",
      "\u001b[90m3\u001b[39m 2020-01-05     0     0     0      4       6            6     1       0   \n",
      "\u001b[90m4\u001b[39m 2020-01-06     0     2     0      6       7            5     4       3.95\n",
      "\u001b[90m5\u001b[39m 2020-01-07     0     0     0      3       5            7     7       5.8 \n",
      "\u001b[90m6\u001b[39m 2020-01-08     0     0     3      3       4            5     6       4.63\n",
      "\u001b[90m# … with 1 more variable: total_hours \u001b[3m\u001b[90m<dbl>\u001b[90m\u001b[23m\u001b[39m\n"
     ]
    }
   ],
   "source": [
    "data$date <- parse_date(data$date, \"%m/%d/%y\")\n",
    "print(head(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "data$ymd = lubridate::isoweek(ymd(data$date))\n",
    "\n",
    "data$wday = wday(data$date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IBKEOwAAABUgmAHAACgEgQ7AAAAlSDY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\nJ2vyAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(data, aes(ymd, wday))+ \n",
    "    geom_tile(aes(fill= total_hours), color=\"purple\") +\n",
    "    ggtitle(\"Daily Hours\") +\n",
    "    labs(x=\"School Week\", y=\"Day of Week\") +\n",
    "    scale_y_continuous(name=\"Day of week\",trans = \"reverse\",\n",
    "        breaks=c(1,2,3,4,5,6,7),\n",
    "        labels=c(\"Sun\", \"Mon\", \"Tue\", \"Wed\",\"Thr\",\"Fri\",\"Sat\")) +\n",
    "    theme_bw()\n",
    "ggsave(file=\"weekly.png\", width=10, height=4, dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ANlvNDY1JJO31JSrPj9BO1tdtmZZrcnGqtNpeY7HQreJJZ7XtZICKlLYdEOACDX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AoLwuH+zIw3aRNWaTqv7ggSsvJCsWE2Jv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\nHpGwSJPWSKhjPHyy3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kIjIMXTHoPISn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\nwH8CnAkNt8CaZjrdaoNC0WkoaIZrN1wfovdV7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WkO5iPsAgBTiw2To1OyYmmmigHgjNBYER5ClUarp2nkHtjJXidZSGJ9n8J/EpZaFJ+e\nwwUJawGHuQVEGEtQFBLYLU7aKbFL1GCnnHJCksSPuv6TppjzGr8z6yGqsIi770FwGv65Z8Te\nk6cuffRw8vVXKaOJ+/IDxLKOMJ1MzIrDQ2D10FVaKLMlh1KsQVOsYYxL4FEMwOREMorEBOr1\nOuTaYzeSpSQ2GUH/m6A51N1IjOvWLw7LJgCkzY6gICSwW5y2dJLYVIOd2s3OyiknWl0veINt\np1XcWWhsmPso5azkvnAvRCH5+K8lnxeA2HsyZVn35a9SRcRZizCDgg3Q2zF6DHF/+hOSEcT9\nMJYDFKjyCikYyEk/Ubk0gZ1xss3uXKulmOMqcgrsvMHs3In7XgcfRsVF6tqbE1Y4dpKxIygN\nCewWQZTQHonMlcSmGuxq1L26gsqJ3Z0/oECd3/Td+U6gm1vYm26TImH+kV+IfT3JJ35DLOsI\n80Kh9GxI4rxmxXKVVg6Y5A7RXPQThupEMhTlx/PYaEbI+omQC//dWD+wa6cuy2FrMr5gu0FT\nZNBkNH430AvfERhKUHZuDpcirB2IMJagOCSwW4SeWCwiiJvmNNj5e4ElUE4MDQCgnBV5rtM5\n/Lpr4mBz2Q0lls0LnMaceQ5z0WXS2Cj/ix9L4RB7wy3Eso4wH/ZtYA0Y3gchnubRVINdOTDZ\nIZpLm50sjF0CxxMnQCE8CJpCblFdQggHIgMZpuvEJHpeBYDa60ExOVyNsHbgGD0RxhKUhQR2\ni5BSThhn1GElEaElabCTZEls3hm7Dzr+DcD5Tf970TPZq66jt2yHJDEXXcacfV6e1yWsYWgO\nJWdAiMN3KM2jcmCXytg5K5GTMHbSyk71aiyjg64AYdfi5nzzMRLskCBlGNgN/QVRH0rOgFkZ\nFyPC6oYIYwnKQgK7RUjrdRJemgY7OWNH03RZXsqJgbG9faO76+yXVhbuWvxsiuJu/xL3tW+z\nV12Xz0UJ64HSs0GzcO9NEw+FhsDqobUCAGUroEzm3DN26gtjAZgqICQQG8nx6bIktjgDSWx0\nBO6PwJlQeXmO1yKsMYgwlqAsJLBbhLReJ0vTYAdBkDwuqiRf5cR7x/8ZwIUb/j7TJzAMXV1L\nLOsIi8KZJs2KZw6DTUaoRABG5ymxJ+WslAJZz59YsuETAIzy/IlcJ9P6MlROSDj5MsTk/9/e\nfcfHUZ/5A39mtmqb+kqyZHWrWC4IG1xwIcEGbMC0hBQgdJ9JKEm4CyXkuHC/kORCMyXhiAPB\nNi0hQLAJzVxsDJbBJrigXixb1erSFm2bmd8fs5LXsrTaOrva/bz/4GXtzu48kpD8eOb7eb5U\ncCnJ1QGeC2IMgrEQWmjsplFjHT0zEivRBDsxOZET1N2a7uHDTSffz0k+tzD9glAVBjBOnHvS\ndfqwYmsnQ2ML7ESB5SfEGcWSXbGjsaHKAegz1RGR0Wtj5zBRxx4yHafkUkqpCPBEEHvcwVg0\ndhAiGDnrzaS7xIoT7FRJkkywC3rPiT31jwgkrCp9IERFAZxGk0mJhTTcQuZ2d29ERKPdLI1d\nAxOx2bM5MT9R7i2+M4FBncMyMmkmnmiyiGHJHGhj12uqVcg04jZo4xwmsnSQpZMsnWTuJKeJ\niEimpHzszAce3MFY3IqFEEFj5424S+yESKylizgbpfi3IWQggt9zYsDSXNP5t3R9eVkmFsxB\nuGSdR8Mt1LWP5lzjfsQqNnbZp44Zz0/4lQGVsQqdOlOaW7EyJanTyNpFAud3UpUXXAOW5nTD\nXKeZPbOTEyl0lFRC2lmUUkaqpNDWDjObZzCWwaxqCBoaO28mjcRKs0UshWLPiT31j/ACt7r0\n5wyDe+4QLklzKCGdBqrJPkiUQERk7WTkmtPaFyYpObD9JxITctsHP+d4h4wNZGiwX3TZNNpD\n1h7SZvn6EqeZMbXJOrqHKxvfSLWv+Nf/nXpKriZ9LmmzSTuLdLMowRiOkiFGGPVz6yw7TKMd\nhoRgh1sBoLHzpnqySKw0C+zce04EkZwYGW0/3LY9WVMwP+c7oS0N4DQMZS2nlr9T9xeUsZo4\nK+s0MUlzzjhqVg5fXyOYRhi9wff3TtLktQ1UjYy2J2vDnkLXZlPvV2Tp8NbYnXF3VWw31Ua6\nlBQ2dHIQGKOhoq57R4+pBo0dBA+NnTc1FisRed6KFSfYqRLDfjMl+OTEp42PcrxjZcnPWAbf\nZQivtLOo7WPqOUBpS8h2Uk6nL7ATMTmzqb5GaD/B+LPMTpx4MmQ9LkFj595/ooOMi089OOk6\nOZFcTdocXp3JnVR9sG/wvvWrHqrI/na4i4SYNL6xWLHxwkjXAjMe/sr3ptpiVTBMsUckVpxg\nlxz+BXZBJiesjv4vj/9Jp848K/eGkNYFMAlWTsbF1LGbBo7I7SaeJmvsAstPuCeeSBKM1WQS\nIyNzGw3Wuzs5Swc5PNfJaSlpzqlrcspEstudLpfraN0bptFq33eJBZgAE08ghNDYTYkXqH50\nYiRWsgV2QSYn9jU94XCZv1H2kEKWMP3RAEHLXEJdn1LvAZk8WU6nJydEgeUnxMZOgl3FiIiV\nkyaDLJ1Uv939yJmd3KR6TbUsI0vVFktQJMSkdH0Zw7AIxkJIoLGb0qS7xM6I5ITdNfJ5y7MJ\nypRzCv4t5IUBTEqho9QF1PsvxjGslGsEVeLEcF9g+08kJeSRVFfsiChrOfV/TZrMaTq5CfrM\n9cnaQrkME4chQAqZJllTgGAshATCklM6MxLrnmAX/gV2QSYnPm951uYcWlp4p0quD3lpAFPJ\nWk7EEAmkyZp8O/MA9p9IkvCKHRGlLaTSa2n2BZRS7mtXZ7J12pzD6brpNxMD8MKon4sdYyEk\n0NhN6cxIrKWLODsZwr9F7FhyIpD7sC7Otr/5aaVMu7TojpAXBuCFJoP0BTwRJWSdsXcsEQW0\n/4RakaSSG6SZURyYfks9+bKZGBERud7b4XrjVeK4MBcFMw+W2UGooLGb0pmRWOnuw3a00dia\nJH99eXyLydZ1TuEmjTIt1HUBTCNzhUuu5xPnTN7YiWtG/b4bq8kdHj0h0ORXASNuwNpAROkG\nHxo7m43b+3/cgSrntj+ht4MJxoOxkS4EZjw0dlM6MxIrXXKiPcDGjuOdnzY+JmdVy4t+Eoa6\nAKahnc3n3zygmTXFFbux/IRf75mkyXNyo1Z7XwjqC4Necx0RpflwK5ZvrCOOI4WSr/0avR1M\ngCt2ECpo7CYnRmJLPCKx7gV2yVJsB8S3nyCWZbPOCBZO50j7y0PW1sq8Gw0Jfr8WINwCy0+I\nG7AOS5Wf8NeApYGI0vSl0x7J19UQkeIHt7BFJXzt186X/kguV9jrgxkCwVgIFTR2k2ux2awc\nP9fjPqylkzi7FJfrAk5OCAL/aeOjLCM7r/ieMJUGECQmO8ff/IR7lF20LrPrt9Tr1VkJiuRp\njhMEvqGWEjRscanipo1sUQlfX+PcugW9HYgUMs34jrGRrgVmNjR2k3MvsNOescAuP+ynDjg5\nUdP1Vs9I9byc76TqztjOCSA6MP4vsxvbfCIar9jZXSNme7cvyQmhs10YGWZLyohlSaFEbwdn\nytBX2F0jptHOSBcCMxsau8mJkVjPWSeSTrALaIHd3obfMMSsKrkvDEUBhAabnUt+BmPdM4qj\n8lZsn7jATu/DArvaaiJiyyrcH6O3gzOMLbPD3VgIChq7yU2IxAo8mU5ItMDOveeEn7vENp38\noGPwYGnWZRmG+eGpCyAExIknfuUnkjR5JOEoO7+Is06MPlyx4+uriWHYEo8WEL0dnA7BWAgJ\nNHaTmxCJlW6BXaB7Tuxp+DURrSy5NzxFAYRGAPkJvXqWjFVItvmEX/pMPkViBYuZbzvBzs5j\ndKfPDEdvBx4QjIWQQGM3CV6gOutpkVjJ7sMGlpxoG9jf2renIP0buSnLw1caQEj4m59gGZle\nPSs6wxPirdhp19jxdTUkCGzZ3Emec/d2c9DbAYKxEBJo7CbRYrON8qdFYqM8ObGn/v8R0eqS\n+8NTFEAoBZCfSEzItdp7ndxo2IoKUJ+lXinT6xOmub7O19eQ5wK7CRRKxU3/ht4OEIyFkEBj\nN4kJkVgpF9gFkJzoHj7S0P2PrKTKQuOasNUFEDJj+Qn/ltkJJAyP+jcAL9w43jFkbU3TlU6z\nazvP8411jN7AzMqZ8hj0dkBECMZCKKCxm8SEXWLFBXaJkiywCyA58UnDrwUSzi/9xTR/uwBE\nB3d+wq+JJ2IwNsryE33mBl5wpWhLvB/GH28hq5Utm0uM159Q9HZAlG6YSwjGQnDQ2E2i2mIl\norkad3JCvA+rj8rkxIClubrjjXR9eXnW5WEtDCBU3PkJvyaeiKPsRqNrmV2vqZaIUrXT7Dkh\nbjjBlk62wG4C9HZxz6ivIKKeEeQnIHBo7CZRc3okVrIFdgEkJz5p+A0vuFaV3M8w+FbCjOFv\nfsI9ys4aXbdixUisT42dTMbOmX7PMaLTe7tt6O3ijhFX7CBo6AYmmhCJlXSCnZ/JiZHR9kMn\ntiZqcufnfDeshQGElr/5ibHNJ6Lxil2azlvHJgwNCie72PwiUid4Oew0471dHXq7uJOuL2cY\nthdX7CAIaOwmEiOxpxbYdUi3wE5cdeR7cuKzpsc43rFqzr0y1r9dZQEiy9/8hHtGcZSNsus1\n18lYRaI638sxfF31lINOvEBvF6/cwVgTgrEQODR2E40tsHM3dlIusBPckVifkhNWR//B1i06\nVUZl3k1hrgsgxPzNTyjlugRlSlRdsRMEvt/UkKIp9v7PKvcCu/IpBp14gd4uXmXoK2zOYQRj\nIWDySBcwPUEQOI5zSfV77WuzmYjK1CrxjMPHZESMJie85xcEweVyCW3HiWX5dCPvw8k+a3zC\n4TKvKvk5Iygk++KEBM/zRMRxnCDExT9JeZ6X8n/gyBK/uTzPT/P56vSMTi90nPD9y5Kont1r\nrnU6HVGynHTI2urgLKnaUm+frMvFNzdScgqXnBpIZ8awzPW3MFu38HU1jq1/ZL9/E8kj+Rub\n4zjy5ZsbK3ieF38zS3zeVF0Z0Y6uoSMaRUa4zxU/v4fjygxo7Hiet1qtFotFmtMdGTERUT4J\nFotF4Ml0wqBI5F0Kiyuc5+d5ftRsVvd082lGm8NBDof34x2c+YuWZ1VyQ3natZJ9ZUJF/Oth\ndDTqhs2GidjVOZ3OSBciBbGxs9vt036+yoxMtrnRcrKbJuyyNQWtclY3f7hn8JhOlRmCQoPW\n1n+IiBLVRU6nU/ysz8Q2Nyoddm5hpS2IH1LmW99XvL6Nra91btviuOp7EeztxA7A5XLNuN85\ngRGvKUj/yRoURUTU0X84UxP2nYSsVutU//fCzDUDGjuZTKbX6xMTE6U5XYPjmIJhKo1GJcuY\n24h3UNp8JtxnHx4e1o0MuVwuRV5+gg/n2tvwnM01dH7ZL4yp/u1REQ3MZrPNZtPpdDKZLNK1\nSMFiscjlcpVKFelCpGCz2cxmc0JCglqt9n6kK6+Aa27Um4bZ7KnH9npITyxu7iNBMZSY6Fu8\nNMysvSeIKDNpnkql0mq1kx7jam/liNTzKzVB/gK57UfOF/+Xmho07/xVcf2tkertXC7X0NCQ\nUqnU6XQRKUBiHMeZzWbJ/uoZly8sploacTZLcOqhoaE4+T0cV6Lipkb04AWq94jESjfohEjo\nbCffkhMu3l7VvFkh0ywtvDP8dQGEhb/5icQoC8aKs068R2L5ulpSKNjC4mBPhvV28QTBWAgS\nGrvTTIjEjrQSRV9y4rPGR022rnMKNmpV6eGvCyAs/M1PiJtPDEXN5hO9pjqGmNSpt50Qek8K\n/b1scanvYym9QW8XNxQyTbKmAKPsIGBo7E7jGYkVJ9ipU0glyZV4oaONWJbNmmbPiSHr8U/q\nf61Rpq4qeUCKsgDCg0lKZrQ6cQ89X4hX7KJn4kmvqdagma2UT3lT0p2H9XfQiRfo7eJGur7c\n5hweGe2IdCEwI6GxO43Y2IlX7MwdxNnJIMnlOt/3nNh5+EcOznLx/EdxuQ5mOiZ7tjDs6/4T\n7lF20XHFzurotzr60vXlXo7h66rJx53EfIfeLj4YDRVE1GvC3VgIBBq709RYTzV2Ui6wY3tP\n+rLnxNH21+u7381LXXlW7g1SlAUQTuLdWB/3n9CpM+Wsaig6rtiJf+MavTR2Djvf2sJkZjHJ\nKSE+t9jbFYq93Z/Q28Uko34uEZ0cwd1YCAQau9NUu3eJVRORScLRxEx3J02XnLC7Rt7/+h4Z\nq9xQ+RxDjBRlAYSTX/kJhhhDQk6UhCfGNhMrm+oAvqGOXC62zP+5xL441dtVo7eLSbhiB8FA\nY3fKeCRWwTACT6Y26RbYsV1iY+ctOfFR9c9HRjtWzPkP8R9zADOdv/mJRE3uqGPA7jKFsyif\n9JrqiMjLrdjQL7CbQIneLpaJwdgeXLGDgKCxO8UzEivpAjsipqvDe3KiY/DggWN/SNLkrSq9\nX6KaAMLM3/xEUoK4Y6yvjWD4iFfs0vVTXLETBL6hhtQJbG44f4Ogt4td2DEWgoHG7hTPSKx7\ngZ1UyQm2r8dLckIQ+J2Hf8QL3KULn1XKJh+FCjAT+ZmfyKXoyE/0mmoTlClalXHSZ4XOdmF4\nmC0tp3CPfkVvF7uM+rnYMRYCg8buFM9IrHuBXb4U5xW6O8nlYqaev7+/5en2wS/mZV9TmnmJ\nFAUBSGUsP9Huy8GJmqiYUezkrMOjbV7vw4YhDzsV9HYxCsvsIGBo7E4Zj8RKvMBOXGM0VXLC\nZOv6v9qHVHLDuvmPS1ENgITY7NlEJLT7dBEuyT3KLsK3YvtM9YLAT7PAjmHYUm/DUEIJvV0s\nQjAWAobG7pTxSKzEC+zclytmTX7F7t0jd9mcw2srfmVIyJaoIACpiP+e8TE/ESVX7NwL7KaI\nxAoWC99+gsnJZXR66WpSKhU3bmTzC/m6audLfxTMkc+XQJBwxQ4ChsbOjROEeutoqSZBwTAj\nLUSSLbAj4ttPEMuyWZP0bY0n36/ueGNW0qJzCm6XqBoACTHJKYxW6+Mou8SEXIaYiG8+0Wv2\nFonlG2qI52Xhy8NORaVS3Hw7O6eUb6h1PvEbvh4NwcyGYCwEDI2dmxiJnSuOJm4lkmqBHXGc\n0N3JpxnPTE44udEdh3/EMOxlZz3LMmFehQ0QIUx2rjA85Et+QiFL0KjSI75drPuKnWGKxq62\nmojCNcHOO5VKccsP5ZddJYxanS/+r+vN18jpiEAZEAoKmSYpIQ87xkIA0Ni51VhGiahCoxF4\nMku4wE5MTgiTDTrZXffwoKVlaeGdOclLpCgFIBL8yk8kaXJHRtt5IZLLyHpNtXKZWty7diKe\nFxrrGZ3e+7DxMGIY2YrzlT/8CZOazn2+z/H0o0IX9hudqYyGCptz2GRDMBb8g8bOzT3rRKsx\nt0u6wE5cXcRnTmzsekaqP2t6TK/O+mb5LyUqBSAS3PkJ36bZJSbk8oLLZOsKc1FT4gVuwNyU\npiud9CI6f6JVsFrYsgpiIrk3DJOTq/zxvbLzVgsnux3PPM7t3kUCxqHNPOIyO9yNBX+hsXMb\nj8RKOsFubD8lPvO0BXYCCe8cup3jnZcseEqtkOTKIUCEuPMTvm0slqotJqL2wS/CW9PUBi0t\nLt4+5QI7cdCJ9AvszqRQyDdcrbj+FkapdL33jvNPf/BxWCBED6O+ghCMBf+hsXMbj8RKusBO\nvGLHspSR6fngv46/cLx/b3HGRRXZ35KoDoAIYZJTGK3Ox/zEwtzriGh/89NhLmpK3vec4Ouq\nSSZji0ulLWpK7LyFip/ez5aU8411zid/y9d+HemKwA9Gw1xCMBb8h8aOyCMSK+cZ0wlSp0q0\nwE5MTjAZWYJcPv6Y1dH/UfX9ClnChoW/l6QIgAhjsmf7mJ/IMMzPT1vd2renY/CgBIWdaayx\nm+SKnTA8JHR3sfmFlJAgeV1TYvQGxc2b3ImKl/6IRMUMgmAsBAaNHZHHLrHmDuIdEt6H7e4k\nl4vNOW2d9ftH/91i7z2/7BfJ2kKJ6gCIKL/yE8uK7iaiz1ueCW9NU+g1TTnrhK+rJkGITB7W\nOyQqZiYEYyEwaOyIPHaJdS+wy5fovGfuOXG8f++hEy8ZDRXnFd8jUREAkeZXfqI86/IUbdGR\n9lfNtu4w1zWJXlMtw7Cp2jlnPsXX1VCkBp34YGKi4tPdSFREPwRjIQBo7IjGZ51EKDnBZLvn\nJnC8452vNhHRpQuelrFKiYoAiDS/8hMMwy4p/BHHO7449lyY65pEn7k+WVMgl6knPuFy8U0N\nTEoqY8yQvipfjSUqSKlw7XjT+QISFdEOwVgIABo7IqJqq5WI5qo1pjZSp5LSINF5xeQEOzbE\n7tPG3/WYairzbipI/4ZEFQBEAb/yE0S0KP9WtSLxi2O/d3G2sBY2gcnWaXMOTX4ftqWRHHa2\nNArysNNh5y1U3n0vWziHb6hzPvlbMckL0Qk7xkIA0NgREdVYrAqGyRxQS7nAbjw5Ie45MWQ9\n/kn9rzXK1AsrfiNVBQDRwvf8BBGp5PrK3Bst9t6jHa+FuzBPXhfYRfV92AmYpGTFxjvciYo/\nP49ERdRK1yMYC35DY3cqEmttZUjCBXYTkhPvHrnDwVkunv+oVpUuUQUAUcOv/AQRLSu+m2Vk\nnzU+LpB0C8W8zDrh62pIoWCLiiUrJlgTExWPCV1YyBV1jIa5DMP2oLEDf6CxOxWJlXiBnWdy\nor7nrYaT/8hLXXlW7g0SnR4gmviVnyCiZE1BaealJ0eOtvbtCWddp5nqip3Q1yP097JFJaSY\nYUtjPRIVXY5nHkOiItq4g7G4FQv+QGPnjsRWqLUSL7AbT07YXSP/bHxAxio3VD7HUCR3IgKI\nFL/yEyJx7klV0+Zw1XQG8Ypd2hlX7PjaqNlwIgBIVEQ3o6HC5hxCMBZ8h8bOHYk9y6yXdIGd\nR3Lio+qfm+1d5xX/u7hOFiAO+ZufIKKC9G9kJZ5V1/3OgKU5fIV56jXV6tSZCYrkCY/z9TNp\ngd2kxhIVxUhURBvx7wVctAPfobFzR2Jn92hIwvuw48mJTsuRA8f+YFDPXllyn1TnBohGTHaO\n7/kJ0dKiuwSBl2ZYsd01YrZ1pesmXq5jnA7+WDOTkcUkp0hQRvgwScmKjXciURFt3BNPsMwO\nfIbGzr1LrLJdQZInJ5icnB2HfsQL3AUlv1PKtBKdGyAqMTm55E9+gogWzP6+TpXxZeufbM7h\nsNXl1muqE0iYJBLb1Egu10y9DzvBqURFGhIVUSIdV+zAT/He2HGC0GAdrVBrzG2kTpN2gh3R\nF8lftA9+Pi/7mqK0iyU6MUC08jc/QURyVnVOwb/ZXaZ/HX8xbHW5TbXAjm2upxl+H3YCJCqi\nCoKx4K94b+zESOw3bSm8Q7rLdUQktLdZFNbdlhdVcsO6+Y9Ld2KAaBVAfoKIlhT+SC5TVzVv\n5gUuPHW5iY2dccIVO0FgmupJrWbzJFyfKwGFUr7hasV1N48lKp5DoiJSEIwFf8V7YydGYisH\nE0nKBXZEfEfb+4Wf2DjTmrn/z5CQLd2JAaJVAPkJItKqjPOyrxmyttZ37whTYaK+SWeddHfS\nyAhbUk4yWVjPHhHs/LPGEhW1zid/K9TXRrqiOIVgLPhFHukCIqzaMkrjyYl8qc7Kcc3Wqtqc\nxllJi84t/KFUZwWIdkx2Dt9QJ5hNjE7v+6uWF/340ImtVU2by7OuCF9tvaZapVynn/DPsIY6\nIpoRO4kFhklKVtx2B7d7l+ujVkrtegAAIABJREFUfwjbtqgWLWHOWiRoNGE7H8tkZMZklxwM\no35ufffOnpFqvXpWpGuBGSDeG7saq1UhMKqTCikX2Dm6jv0j72OGmMvOepZl8CsMwI3Jnk0N\ndUJ7G+NPFiErqTI/bdWxvt1dw4eyEs8KR2Ec7xiwtGQlVU6cNNlQSwwTI8mJqbCs7JsXMsWl\nzlf/rDy4nw7uD29WVq1mi0vZ0nK2dC6TmBTWU80U6Ya5RNRjqikyro10LTADxHtjV22xLjQZ\nSNoFdrtr/3tINbxU862c5CXSnRUg6rHZszkioaON/GyVlhXd3dr3SVXT5qsWhSVF0W9u5AXX\nhM3EBKuFOtqErGy/ri/OUGxunuyOf7fuel9hsyoUinCdxunkW5r4rw/zXx8mIiZzFls6ly0r\nZ/MK4/kynlFfQUQ9I8hPgE/iurETI7F3m/JJwgV2feb6KvOrWqfmGyUPSXRKgBlCnHjCd7T5\n+3d4WdblydrCo+2vXljxa506M+SF9ZonWWDH19cSzwtzJtk6NjapVI7zVrNqdYJOF9bzCAP9\nfGM9X/s131jHdXdye3aRUsnmFbBlFey8hUzSxAHRMW8sGIv8BPgkrhu75lHbKM9XDkmXnBBI\neOfQ7S5yXt66VnNlqRSnBJg53PmJdj8mnohYRrak8EfvH73nQOv/fqMs9P9kcs86OX06MV9X\nQ0TCHPwghxiTkipbsly2ZDk5HXzrMb72a77mKN9YzzfW0443mZRUtnweWz6PLSyOk8t4CMaC\nX+K6sRMX2GX3JySkkVKSeylfHX/xWO8/C0fy5ipXUvhuZwDMWO78hGmE0fu36HVx/m3/rP3l\n5y2/XznnXrlMHdqqJonE8rzQUEtanZCFVHvYKJTsnFJ2TiltuFoY6OdrjvJ11fyxZu6zPdxn\ne+LqMp7RMLe++12TrRP5CZhWXDd21ZbRucN6mZOR5nKd1dH/YfV9Cla9vnk1uyBXilMCzDTu\n/ERnO+Nn1FQl15+dd2NV81NHO16vzL0htFX1mmplrCJFWzT+CH+iVbBaqHIxMYyXF0KoMCmp\nshXny1acf+oyXvWR+LmMZ9RX1He/2zNSg8YOphXXjV2N1Xr2YCIR6fOlON0HX/+Hxd57QeKm\nJLtCnMUKABO48xPtbeT/DJGlRXfub3nms8bHQtvYCST0mRtStMUy9tRVdr6+hogofhbYRY+4\nvIw3FoytLjKuiXQtEO3iurGrtlg3DmWQJAvsjvfv/er4n9N0pUuHziP6gsnGFTuASQScnyCi\nFG1xacYldd07Wvv25KetDlVJw9YTDpd5QiSWr60mlqWiklCdBQIQP5fxEIwF38VvY8cJwjGz\nbd6wXoIFdhzveOerTUS04aw/sK99KbAsm4XL6QCTYJJTGI3W3/0nxi0rvruue0dV8+YQNnZi\ncsJzgZ0wPCx0d7IFRXxCArlcoToRBM7zMl53J19fw9fX8q0t7st46gR2TilbWs7OKZuhl/EQ\njAXfxW9j1zxqKxzSKjlWgst1nzY+2mOqOTvvpoKUVfbunUxGJpITAFNhcmYHsP+EqDD9gszE\nBXVd7wxaWpK1hSGpp9dUR6dHYvn6ahIEtmwuH5ITQEgxmbNkmbNkq9eQzcY31fP1tXx9DX/0\nEH/0EBGRWs2kpjNp6UxqmvsPaenRP4lQIdPMTllmwAI78EH8NnaSLbAbsh7/pP4RjTL1worf\nCie7yOVkcR8WYGru/ERHm7/5CdHSorve/tet+1ueWTf/8ZDUc+YVO3HQCVtWEZL3h3BRq9l5\nC9l5C4lI6OrkG2r4Yy1Cb4/Q3TnxkrBnt5dmFP9ACWHbOS0gt636NNIlwMwQv41dtWW0ctBA\n4V9gt/PwHQ7OcsnCp7WqdK59HxExOUhOAEwpmPwEES2cfd2u6p9/2brlG2UPqRWJwdfTZ65j\niEnTj82r4zi+qZ5JSmYysshuD/79QQJM1ixZ1izZ2P15YWRYONktDPQLA33CQL/Q3yf0dE/s\n9uQKVXKyMyubSUllUtKYlFQmNY1JTkEOGqJc/DZ2dabRW4ZnyVIFpT6MP6Vfd/ylvntnXurK\nyrwbSfy7igjJCQAvgslPEJGcVS0u2Li77r+/OvHnZUV3B19Pr6nWkJCjkrvv1vEtjWS3s2ef\nG/w7Q6QwhkTGMLHpn9Dt8X291NPN9/acdpBcwaSmMhlZ6PYgasVvY2frIDXPpoRmEc7k7K6R\n947+VMYqN1Q+J+4dzne0EZITAF4FmZ8goqWFd3za8D9VTZuXFN7BMkHFIa2Ofou9t9h44fgj\n7vuwpeVTvwhmpAndHsdx5pERA88J/b1Cf5/Q1yv09Qh9fUJfr3Cy+7RXqhPEu7dsbr7svNVo\n8iCy4rSx4wQhtUtNREnhvA+7q+bBkdGO1aUPGPVziYg4TujuQnICYFrB5CeISKsyzsu55tCJ\nbQ3d75ZlbQimkrEFdh7JiboaUijYYgw6iQMsyyQnM6lppz3I88LggNDfK/T1Cn297j90dQjt\nJ/jD/yK7XXbBRREqF4Aobhu75lHbvAEDhTM50Tn05Rctv0/S5K0qfUB8BMkJAB8FmZ8gomVF\nPz50YltV8+YgG7sJm4mJl23Y0rmkUAbztjCDsSyTmsakplHJ6VvM9Zx0bnnWtes9JjePxeRq\niBw20gVERo3JOm9Yb0lyhmmCnSDwOw79iBe4Sxc+o5RpxQf59hOE5ASAD9js2TS2JjUws5LO\nzktd2dL7f93Dh4OpRLxilzZ2xY6vqyYithx5WDgdyzKZWfLrbyGGcb7yZ2GgP9IFQfyK08au\no5VX8yyTw4Xp/fe3PNM++Pm87G+XZl46/iCSEwA+Gs9PBPMmy4rvJqKq5qeCeZOe02eduBfY\nlWCBHUyCzSuQr7+crFbnti3kdEa6HIhTcdrYOY+zRJReFJZPv89c/3HNL1Ryw/oFT3o+juQE\ngI+Y5BRGG1R+gojKs65I0uQfaX/FYu+Z/ugp9JnqEhTJOlUGEZHDwR9rYjIyJy66AhgjW3G+\n7OxzhM4O1443I10LxKk4beySulVEVFQS+hCDxd6zdd96u2tk/YIn9Z5TwpGcAPAHM2u2MDQo\nmE0BvwPLyJYW3uHibF8cey6wd3Byo0Ojx0/dh22qJ5eLDXTZH8QJ+ZXXMBlZ3OefcQf3R7oW\niEdx2tjJi10tJSaNIcShdCc3+vL+KwYtLatK7js77ybPp5CcAPALIy6z62gP5k0WF9ymkhs+\nb3nWxdkCeHmfuV4Q+FP3YWurCRtOwLSUKsUPbiG12vXWX4O86gwQgDht7K5bn/T960OcmxAE\n/o2D17YNVM3LvmbN3F9NeBbJCQC/sDlifuJEMG+ikhvOyv2Bxd7zdcdfAnj5hM3E+IZaUqvZ\n/HBOv4SYwKQZFd+5njiXc9ufBKsl0uVAfInTxi4c3jv6k5rOt/JSV169eCvDTPzCIjkB4JeQ\n5CeIaFnRXQzD7mt+cvpDz+A560To6hCGBtk5ZSQLauIxxAl27nzZivOFwQHXX14mQYh0ORBH\n0NiFxqeNj1Y1P5WuL7t26dtyVnXmAUhOAPglJPkJIkrVzSnJWN819FVr3yf+vtZzOvHYfVgs\nsANfyddfzhYW87Vfc//8KNK1QBxBYxcC1R1vfFh9r1aVft2yHQnKlEmOQHICwH/B5ydE4o6x\nVc2b/X1hr6lOLlMnafKJiK+vIYbBoBPwA8vKr72JSUx0ffgu31Ab6WogXqCxC1b74Bd/+/IG\nOau6duk7KdriSY9BcgIgACHJTxBRkXFNZuKCuq6/D1pafH8VL3D9lsY0XQnLyMhq5U+0Mtmz\nz9w5HsALRqeXX3szsazz1ZeEwYFIlwNxAY1dUAYszdurLuN4+7fPeWV2ytKpDkNyAiAA7vxE\nKHKFSwvv5AXu85ZnfX/JkPWYi7OJC+z4hhriedyHhQCweQXydRvIanW+/CK5XJEuB2IfGrvA\nWR19W/ets9h71i94sjzrCi9HIjkBEADxih3fEVQwVrQw93qdKuNg6x/trhEfXyLuOZGmKyMi\nrq6GiGQYdAIBka38BrugUmg7jqnFIAE0dgFycqPbqzb0mxtXlty7pPAO7wePJSeypKkNIDYw\nKamMRhvMjrHj5Kxqcf5tdpfpq+Mv+fiSU7NOeF5oqGW0OjGoCxAAxbe/z2Rkcvs/5Q5+Hula\nIMahsQuEIPBvHLyubaBqXva31859ZJqjTyUnlJJUBxA7mOzQ5CeI6NzCH8pYZVXzU4LA+3L8\n2KyTMr7tuGCxsKVziQnxSHOII0qV4ge3klrteusvmFoMYYXGLhDvHf1JTeebeakrr140yci6\nCZCcAAhYqPITRKRXZ83LvmbA0lR/8l1fju811TIMm6or4euqiYgtx31YCAqTZlRcc504tZis\n1kiXAzELjZ3fPmt6vKr5qRRt8feW/E0uU097PJITAAELYX6CiJYX/4SIqpp8mnvSZ6pP0uQr\nZAl8XQ2xLFtcGpIaIJ6xFQvEqcXOv2zH1GIIEzR2/qnr3vHh1z/TKNNuOO89rSrdl5cgOQEQ\nsBDmJ4hoVtLZeakrWno/7h4+7P1Is6171Dlo1JcLphGhq4PNKyCNJiQ1QJyTr7+cLSjia7/m\ndu+KdC0Qm9DY+aF98Iu/fPFdGau8btmOqUbWnQnJCYCAMckpocpPiMRhxfubn/Z+2Hhygq+t\nJkFgkYeFUGFZ+XU3M4ZE1wc7MbUYwgGNna98HFk3EZITAMFgmBDmJ4iofNaVyZqCw23bzfaT\nXg4TG7s0fRlfL+4khsYOQobR6eXXYWoxhAsaO59YHX3b9q232HvWzX/C+8i6CZCcAAhSCPMT\nRMQysnMLb3fx9oPHnvdyWK+5jojStaV8Yz2TlMxk4oo7hBKmFkP4oLGbnpMbfbnq8j5zw4o5\n/7G06E6/XsuLC+yQnAAIVGjzE0S0OP82pVz3xbE/cLxjqmPEK3YpfQqy23G5DsLh1NTinW9F\nuhaIKWjspiGOrDsxsG9e9rcvrPiN3y/vEJMTaOwAAhTa/AQRqRVJlbk3mGxdR9tfn+qYXlOd\nVmVUN3USEXYSgzBxTy2u2oupxRBCaOym8d7Rn9Z0vpmXusKXkXVn4ttPEMuyWbPCURtAPAh5\nfoKIlhXdzTBsVfOTkz5rd5lMox3u5IRcwRaXhPDUAKcoVYrrx6YWd4ZmsQEAGjtv9jU9UdW8\nOUVb9L0lb/oysm4iJCcAgscwTHaOMDQoWMyhestU3ZySjHWdQ/863r/3zGf7THUCCenKAqGv\nhy0qxs8vhA+TblRc/T1yOZ3bX6TR0UiXA7EAjd2U6rp3fPD1f2iUaT9Y7uvIugmQnAAICXEM\nZMgv2tEUw4rFBXapJh0hDwvhxy6olK04X+jvdb6+DVOLIXho7CbXMXhgbGTdO6m6OYG9CZIT\nACER8vwEERUZ12YmLqjtenvQemzCU72mOiJK7SQiYkuxwA7CTn7JFe6pxXswtRiChcZuEoOW\nlm1Vl7p427cWvzw7ZVnA74PkBEBIhDw/IVpSeAcvcF+0/H7C4+4rdsfsTHoGk5oW2pMCTIJl\n5dfexBgSXe/v5BvqIl0NzGxo7CayOvq37lsnjqybO+vKYN4KyQmAkAhHfoKIFs6+TqNMO3Ds\nebtrxPPxXlOtkknQj6rZctyHBYkweoM4tdiFqcUQHDR2p3Fyoy9XbegzN6yY8+/Liu4K6r2Q\nnAAIlTDkJ4hIIUs4p+Df7K6RQye2jj/I8c5Ba0uqkMUIGHQCkmLzCuQXXyZYLa5XMLUYAofG\n7hRB4P928PqxkXW/DfbdkJwACJ2x/SdCfNFuSeEPZayyqvkpQeDFRwYsTRzvTBvRkVrN5heF\n9nQA3olTi/kTmFoMgUNjd8r7X99T3fm3nORzr1r05wBG1k2A5ARACLFiYxfqu7F69ayK7G/1\nmxsbTv5DfMS9wG5Yw84pI5kstKcDmAbDnJpa/OUXka4GZiQ0dm4Hjj23r+nJFG3Rdct2KmSa\n4N8QyQmAEGJycikM+QkiOq/4p0RU1eyeeyI2dmmjKcjDQmScmlr8OqYWQwDQ2BER1XXv2Hn4\njmBG1p0JyQmAEApTfoKIZiUtyk1Z3tyzq3v4CI3NOkmzpbCl5SE/F4AvmHSj4qrvktPp3P4i\n2TC1GPyDxo46Bg/89YvvBTmybiIkJwBCKzz5CdGy4ruJaH/L00TUO1zNCmxKSgVjSAz5iQB8\nxC48W3beaqG/1/kaphaDfyLT2JnN5scff/zGG2+89tprH3744Z6enoiUQWMj65z86LcWbw9m\nZN0ESE4AhFyY8hNENHfW1cmagsMntplt3X3m+mRboqJ0QcjPAuAXj6nFH0e6FphJItPYPfnk\nkz09PQ899NDvfvc7jUbz8MMP8zwvfRlWR//WfevHRtZdFcJ3RnICIOTClJ8gIpaRnVO4ycXb\nP659yMFb00aTMegEIk8mk197E6M3uN7fganF4LsINHZ9fX0HDhzYuHFjQUHBrFmzNm3a1NHR\ncfToUYnLGBtZV39e8U+DHVl3BiQnAEJuLD8R+saOiBbn36aUab88voWI0jgjm4PL7RB5jN4g\n//4NxDCu17cJw0ORLgdmhgg0do2NjQqFoqCgQPxQp9Pl5OTU19dLWcP4yLqK7G9dNO93IX9/\nJCcAQs6dnwhPY5egSD4r7wZxml168gJisf4YogJbOEd+8WWC2eTa/ifiuEiXAzOAXPpTjoyM\n6PV6hmHGH0lMTBweHh7/sKGh4Y033hj/cHR01Gq1ms2hXDFd1fjr6s6/5fBz1h+72Hbs5RC+\ns4jt7hTSjGa7g+wOX47nOM5isXh+TWKY0+kkIqvVGiefr8vlcrlc4mcd8ziOIyK73e4Kz9x8\neWYW09I0+tpWCsP/PJVM3gEFI5CQmHWOj79wOI4TBCG0v52ilrhgxul0xsnnKwgCx3FR8cme\nfa6spYnqqq3/+Dv/jQtD+MZWqzUi66AgrCLQ2BGR97/ROzo63nzzzfEPi4qK7Ha7zWYLYQFl\niVf1979xcesqlfNwCN/Wkyt7tl812+32MFUSneLt842Txk7kdDrD9PmqZuUoW5rYrw6G483T\nieaU5rca2nW5K/364Q1TFxudOI7j4um6UWj/6gkYc+GlKrncvuBsIaT12O12NHaxJwKNXVJS\n0sjIiCAI4+3d8PBwcnLy+AGLFy/etm3b+IePPfaYwWBISkoKZQ16/bcu/CCEb3gmmTFTLff1\ny2s2mzUaDRsfd3+sVqvD4TAYDHHy+Y6OjspkMqUyLgbfOBwOq9Wq0WjC9fledCmdtSh80x++\nxd8+qnQajL7uJOZwODiOS0hICFM9UYXjOJPJpFQqNZoQjHCPfjzPW61WnU4X6ULGfO8Gdajf\ncmRkRIbtVWJOBBq7OXPmOJ3O5ubm4uJiIhoZGWlraysvPzULVK/Xe34ok8lkMpnc5ybJJ3I5\n5eaH8g2DwzCMXC6Pk0ZH/DTFb2uka5ECy7Kh/x84WonXrliWDePnOzsvXO9MJCfyq0cTb8XG\nyTdXFN5vbjThOE78zRzpQsJIJpPFyZKYuBKBTiIlJWXZsmXPPvvssWPHOjo6nnjiiaKiorlz\nMVwAAAAAICiR+bfIXXfd9fzzz//Xf/0Xx3EVFRUPPvgg/tEAAAAAEKTINHYajebHP/5xRE4N\nAAAAEKviYlEXAAAAQDxAYwcAAAAQI9DYAQAAAMQINHYAAAAAMQKNHQAAAECMQGMHAAAAECPQ\n2AEAAADECDR2AAAAADECjR0AAABAjEBjBwAAABAj0NgBAAAAxAg0dgAAAAAxAo0dAAAAQIxA\nYwcAAAAQI9DYAQAAAMQINHYAAAAAMQKNHQAAAECMQGMHAAAAECPQ2AEAAADECDR2AAAAADEC\njR0AAABAjEBjBwAAABAj0NgBAAAAxAg0dgAAAAAxAo0dAAAAQIxAYwcAAAAQI9DYAQAAAMQI\neaQL8Mlbb72VmJgY6SrCyGazqVQqhmEiXYgUHA6H0+lMSEhg2bj4d4XD4WBZVi6fGT9rQXK5\nXHa7XaVSxc/ny/O8UqmMdCFS4Hl+dHRUoVDEz+frcDjUanWkCwmjwcHBSJcAoccIghDpGqbx\nySef9PX1RbqK8HK5XDKZLE4auyNHjrS1ta1cudJgMES6FinwPE9EcdLFnjhx4ujRo/Pnz8/N\nzY10LVKIq2/uyMjI3r17Z8+evWDBgkjXIgVBEDiOi/l/ohiNxhUrVkS6CgilGfC/7KpVqyJd\nAoRSTU3N4cOHH3jggaKiokjXAiH21ltvbd++fcOGDZdffnmka4EQa2xsfOaZZ4qKiq666qpI\n1wIAU4qLf2gCAAAAxAM0dgAAAAAxAo0dAAAAQIyYAeEJAAAAAPAFrtgBAAAAxAg0dgAAAAAx\nAo0dAAAAQIyYAXPsIGbcddddra2t4x+q1eq//OUvkSsHQqCjo+OJJ55oamp6++23xx80m83P\nP//8kSNHnE5naWnppk2bjEZjBIuEgE36/cUPMkA0Q2MH0jGbzRs3bly6dKn4YZzM649he/fu\n3bJlS2VlZVNTk+fjTz75pNlsfuihh1Qq1SuvvPLwww8/9dRT+HbPOFN9f/GDDBDN8AMJ0jGZ\nTJmZmWljUlJSIl0RBMXpdD766KPjf8GL+vr6Dhw4sHHjxoKCglmzZm3atKmjo+Po0aORKhIC\nNun3l/CDDBDdcMUOJOJ0Ou12e1VV1fbt200mU3Fx8Q9+8IPs7OxI1wWB++Y3v0lEzc3Nng82\nNjYqFIqCggLxQ51Ol5OTU19fv3DhwgiUCEGY9PuLH2SAKIcrdiARq9WalJTkcrl++MMf3nvv\nvQ6H4/7777dYLJGuC0JsZGREr9czDDP+SGJi4vDwcARLghDCDzJAlMMVO5BIYmLi1q1bxz/8\n2c9+dsMNN+zbt2/t2rURrArCwbOrgxiDH2SAKIcrdhAZCQkJ6enpfX19kS4EQiwpKWlkZMRz\nS5vh4eHk5OQIlgThgx9kgGiDxg4kcvz48Weeecblcokf2my23t7ezMzMyFYFITdnzhyn0zm+\nMGtkZKStra28vDyyVUGo4AcZIMrhVixIJCUlpaqqyuVyffe73+U4buvWrTqdbvny5ZGuCwI3\nODjIcZzJZCIi8ZqNTqdLSUlZtmzZs88+e9dddymVyi1bthQVFc2dOzfSxYLfpvr+4gcZIJox\nnndMAMKqpaXlxRdfFFOTpaWlt912W0ZGRqSLgsDdeuutPT09Ex7ZsGGD1Wp9/vnnv/rqK47j\nKioqNm3ahFuxM9FU31/8IANEMzR2AAAAADECa+wAAAAAYgQaOwAAAIAYgcYOAAAAIEagsQMA\nAACIEWjsAAAAAGIEGjsAAACAGIHGDgAAACBGoLEDmJH6+voeeeSRRYsWpaWlKRQKo9F48cUX\nf/DBB768ds2aNfn5+eGoasWKFWVlZWc+vnTpUo1GY7PZPB989913GYa5+eabJxx85ZVXsizb\n3d0djkoAAGIbGjuAmWdgYOCcc8751a9+tXz58s2bN2/btu3uu+9ubGxcv379a6+9FunqJrF+\n/frR0dG9e/d6PvjRRx+N/3ccx3G7d++urKzE9qMAAAFAYwcw87z00kutra0vvPDC008/fe21\n1373u9/9+c9/fvDgwaysrPvuu4/n+UgXONG6deuI6MMPP/R88KOPPlq2bFl7e3tdXd34gwcO\nHBgaGhKPBwAAf6GxA5h5urq6iGjRokWeDyYnJ+/fv7+2tpZl3T/XH3300erVq/V6fWZm5jXX\nXNPU1DR+sFwuP3bs2Lp16/R6vV6v/853vjMwMDD+7Hvvvbdq1Sq9Xp+QkDBv3rzHH3/cc+9B\n789OavHixenp6Z6NXWdnZ01Nze23365QKDwv2ol/Hm/s9uzZs3btWoPBoNFozj777BdeeMHz\nbb0/6+nVV19lWfaBBx7wXicAwEyHxg5g5jn77LOJ6Gc/+9nQ0JDn4zk5OQkJCeKfP/roo4su\nukitVj/33HOPPPLIl19+uWrVqvGFaxzHXXnllatWrdq+ffumTZv++te/3nPPPeJTb7/99iWX\nXKLVardv375z586LLrronnvuuffee315dioMw1x00UVHjhwZL0Bs4NauXXvOOed4Nna7du1K\nTk5eunQpEX388ccXXHCBw+F45ZVX/v73vy9ZsuSWW2557LHHxCO9P+vpk08+uemmm26++eZH\nHnnE9y8yAMCMJADATMNx3DXXXENEKpVq/fr1v/3tb/fv389xnOcxixcvLigocDqd4oeff/65\nUqncvHmzIAgXXHABEb355pvjBy9fvtxoNIp/Lisry83Ntdvt489eccUVCoWir69v2mfPO++8\n0tLSSWt+5ZVXiGjr1q3ih9///vcrKioEQfjFL36h1+sdDocgCCaTSaFQfOc73xGPqaysLC4u\ntlgs42+yYcMGvV4/Ojo67bPjldTU1CQnJ19++eUul8v3rzAAwAyFK3YAMw/Lsq+//vr7779/\n9dVXHzp06N577126dGlGRsb9999vtVqJqL+//+DBg+vWrZPL5eJLzj33XLvdftddd4kfqtXq\nK664YvwNi4uL+/r6iKizs7Ourm79+vVKpXL82csuu8zpdO7fv9/7s95rvvDCC1mWFXO7giB8\n/PHHa9asIaI1a9aYTCbx5Xv27HE6neJ92J6enq+++uqSSy5hWdY2Zv369SaT6ejRo96fHT/p\nyZMn169fP3/+/Ndee00mkwXzNQcAmBHQ2AHMVBdddNHLL7/c0dHR3Nz8xz/+sby8/De/+c2a\nNWt4nhcX4RmNxqlem5GRwTDM+IcKhUKMXHR0dBBRdna258FZWVlE1NnZ6f1Z79Wmpqaee+65\nu3btEgThyJEjJ0+eXLt2LREtW7ZMq9WOJ2QZhrn44ovH33Dz5s0JHjZt2kRE7e3t3p8Vzzg6\nOnrJJZe0trY+8MADarXaly8pAMBMJ490AQAQrMLCwsLCwltuueXWW2994YUXPv3007S0NCIK\nIB4rdnsTXigIAhGxLOuVitQNAAADXUlEQVT92WnffN26dQ899NCRI0d27dqlUChWr15NRAqF\nYtWqVbt27Xr44Yd37dpVWVmZkZEx/pKbb775tttum/A+xcXFYvc21bPiH06cOKHX6wsKCjZt\n2nTo0KHExERfvgIAADMaGjuAGcZut7/xxhtardbzXioRMQyzevXqF154oa2trbKykoja2to8\nDzh+/LhGo0lPT/fy5jk5OTR23W6c+GFOTo73Z6etfP369Q899NDu3bt37969ZMkSnU4nPr5m\nzZr77ruvpaWlurr6wQcfFB/Mzc0lIo7jxCDFBGIfOdWzoqysrH379lVXV69cuXLTpk2vvvrq\ntBUCAMx0uBULMMMolcpf/vKXGzdubGlp8Xyc47i//vWvRLRgwQK9Xj9//vydO3eaTCbx2bq6\nuvz8/N///vfe3zwzM3PevHk7d+703CXizTff1Gg0y5Yt8/7stJUvWrTIaDR+9tln+/fvF+/D\nitasWeN0Ojdv3kweg05SUlLOPffct99+2zP5u3Xr1gcffNDlcnl/VvzQYDAYDIZly5b953/+\n52uvvfbnP/952goBAGa8yGY3ACAA//znP3U6nV6vv+222zZv3rxly5aHH354wYIFRHTnnXeK\nx+zcuZNl2SVLlrzyyivPP/98SUmJ0Wjs6uoSBOGCCy7Iy8vzfMNbbrll/LfBu+++y7LshRde\n+Pe///299967/fbbiejXv/61L896ScWKrr/+eq1WS0SfffbZ+IM8z2dkZOh0uuTkZM/s6u7d\nuxUKxYIFC1566aUPPvjgwQcfVCgUN954oy/PelbicrnOO+88nU7X0NAQwFcbAGAGQWMHMCNV\nV1fffPPNRUVFKpVKLpdnZGSsW7fujTfe8Dzm3XffFTdpNRqNV1555Xhb472xEwThww8/XLFi\nhVarValUlZWVL7zwgufBXp6dtrETh54YDIbxOSyi733ve0Q0Puhk3N69e9euXavX6xUKRUlJ\nyf/8z/94vtDLsxMqaW1tTUxMXLRokeegFgCA2MMI042MBwAAAIAZAWvsAAAAAGIEGjsAAACA\nGIHGDgAAACBGoLEDAAAAiBFo7AAAAABiBBo7AAAAgBiBxg4AAAAgRqCxAwAAAIgRaOwAAAAA\nYgQaOwAAAIAYgcYOAAAAIEb8f179tvlvOF0wAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data %>% group_by(ymd) %>%\n",
    "    dplyr::summarise(total = sum(total_hours),\n",
    "                     work_t = sum(work_total), \n",
    "                     class_t = sum(class),\n",
    "                     hw_t = sum(hw)) %>%\n",
    "    gather(key,value, total, work_t, class_t, hw_t) %>%\n",
    "        ggplot(mapping=aes(x = ymd)) + \n",
    "        ggtitle(\"Weekly Hours\") +\n",
    "        geom_line(mapping=aes(y = value, colour = key)) +\n",
    "        labs(x=\"School Week\", y=\"Hours\") +\n",
    "        scale_colour_discrete(name=\"Categories\",\n",
    "                         breaks=c(\"total\", \"work_t\", \"class_t\", \"hw_t\"),\n",
    "                         labels=c(\"Total Hours\", \"Work\", \"In Class\", \"HW\")) + \n",
    "        theme_bw()\n",
    "ggsave(file=\"weeklyLineGraph.png\", width=8, height=4, dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pst02NJE0mS/H6/1Zq3p10067FwulUvDm1aLx/aLwPG2inmOP7Xzi++XHr0fyzr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\nUbPMw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LahnjoIvSF8twGDx2gtrN3/zN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\njJapfqCNYrRGj6W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erHAh1Psnp+LBdd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\nRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data %>% group_by(ymd) %>%\n",
    "    dplyr::summarise(stress_a = mean(stress), \n",
    "                     fatigue_a = mean(fatigue), \n",
    "                     productivity_a = mean(productivity)) %>%\n",
    "    gather(key,value, stress_a, fatigue_a, productivity_a) %>%\n",
    "        ggplot(mapping=aes(x = ymd)) + \n",
    "        ggtitle(\"Metrics Average\") +\n",
    "        geom_line(mapping=aes(y = value, colour = key)) +\n",
    "        labs(x=\"School Week\", y=\"Average (1-10)\") +\n",
    "        scale_colour_discrete(name=\"Metrics\",\n",
    "                         breaks=c(\"stress_a\", \"fatigue_a\", \"productivity_a\"),\n",
    "                         labels=c(\"Stress\", \"Fatigue\", \"Productivity\")) + \n",
    "        theme_bw()\n",
    "ggsave(file=\"weeklyLineGraphMetrics.png\", width=8, height=4, dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Zu2YsWKSo7YAQAAVC+CXfWw2WzNmzcv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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data %>% \n",
    "    group_by(date) %>%\n",
    "    gather(key,value, class, club, hw, work_total, total_hours)  %>%\n",
    "    ggplot(mapping=aes(x = date)) + \n",
    "        ggtitle(\"Hourly Breakdowns\") +\n",
    "        geom_boxplot(mapping=aes(y = value, colour = key)) +\n",
    "        labs(y=\"Hours\") +\n",
    "        scale_colour_discrete(name=\"Categories\",\n",
    "             breaks=c(\"total_hours\", \"hw\", \"work_total\", \"class\", \"club\"),\n",
    "             labels=c(\"Total Hours\", \"HW\", \"Work\", \"Class\", \"Club\")) + \n",
    "        theme_bw() +\n",
    "        theme(axis.title.x=element_blank(),\n",
    "            axis.text.x=element_blank(),\n",
    "            axis.ticks.x=element_blank())\n",
    "ggsave(file=\"hourlyBoxPlots.png\", width=6, height=4, dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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8n3gGJVVa1W64IFC7RXbHl4eISEhAwd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\nBCHsAACCEHYAAEEIOwCAIP4Pl8gxwYfzmPkAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data %>% \n",
    "    group_by(date) %>%\n",
    "    gather(key,value, stress, fatigue, productivity)  %>%\n",
    "    ggplot(mapping=aes(x = date)) + \n",
    "        ggtitle(\"Metrics Breakdowns\") +\n",
    "        geom_boxplot(mapping=aes(y = value, colour = key)) +\n",
    "        labs(y=\"Metric\") +\n",
    "        scale_colour_discrete(name=\"Metrics\",\n",
    "                         breaks=c(\"stress\", \"fatigue\", \"productivity\"),\n",
    "                         labels=c(\"Stress\", \"Fatigue\", \"Productivity\")) + \n",
    "        theme_bw() +\n",
    "        theme(axis.title.x=element_blank(),\n",
    "            axis.text.x=element_blank(),\n",
    "            axis.ticks.x=element_blank())\n",
    "ggsave(file=\"metricsBoxPlots.png\", width=6, height=4, dpi=300)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Loading required package: PerformanceAnalytics\n",
      "\n",
      "Loading required package: xts\n",
      "\n",
      "Loading required package: zoo\n",
      "\n",
      "\n",
      "Attaching package: ‘zoo’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:base’:\n",
      "\n",
      "    as.Date, as.Date.numeric\n",
      "\n",
      "\n",
      "\n",
      "Attaching package: ‘xts’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:dplyr’:\n",
      "\n",
      "    first, last\n",
      "\n",
      "\n",
      "\n",
      "Attaching package: ‘PerformanceAnalytics’\n",
      "\n",
      "\n",
      "The following object is masked from ‘package:graphics’:\n",
      "\n",
      "    legend\n",
      "\n",
      "\n",
      "Loading required package: quantmod\n",
      "\n",
      "Loading required package: TTR\n",
      "\n",
      "Registered S3 method overwritten by 'quantmod':\n",
      "  method            from\n",
      "  as.zoo.data.frame zoo \n",
      "\n",
      "Version 0.4-0 included new data defaults. See ?getSymbols.\n",
      "\n",
      "\u001b[30m══\u001b[39m \u001b[30mNeed to Learn tidyquant?\u001b[39m \u001b[30m════════════════════════════════════════════════════\u001b[39m\u001b[34m\n",
      "Business Science offers a 1-hour course - Learning Lab #9: Performance Analysis & Portfolio Optimization with tidyquant!\n",
      "\u001b[39m\u001b[34m</> Learn more at: https://university.business-science.io/p/learning-labs-pro </>\u001b[39m\n",
      "\n",
      "Loading required package: lattice\n",
      "\n",
      "Loading required package: grid\n",
      "\n",
      "Loading required package: chron\n",
      "\n",
      "NOTE: The default cutoff when expanding a 2-digit year\n",
      "to a 4-digit year will change from 30 to 69 by Aug 2020\n",
      "(as for Date and POSIXct in base R.)\n",
      "\n",
      "\n",
      "Attaching package: ‘chron’\n",
      "\n",
      "\n",
      "The following objects are masked from ‘package:lubridate’:\n",
      "\n",
      "    days, hours, minutes, seconds, years\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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Ahx+eWXq//929/+JoR49tlntYIPPvhACPHggw+21hoAoB1xxg6Acdx///1ZWVmf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\nAABQBMEOAABAEQQ7AAAARfx/65XCBkWk8yQAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      },
      "text/plain": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# install tidyquant \n",
    "\n",
    "#install.packages('tidyquant', repos = \"http://cran.us.r-project.org\")\n",
    "#library(tidyquant)\n",
    "\n",
    "\n",
    "library(tidyquant) \n",
    "source(\"https://raw.githubusercontent.com/iascchen/VisHealth/master/R/calendarHeat.R\")\n",
    "\n",
    "\n",
    "r2g <- c(\"#D61818\", \"#FFAE63\", \"#FFFFBD\", \"#B5E384\") \n",
    "calendarHeat(data$date, data$total_hours, ncolors = 99, color = \"g2r\", varname=\"Daily Hours\")\n",
    "ggsave(file=\"calendarHeatMap.png\", width=8, height=4, dpi=300)"
   ]
  }
 ],
 "metadata": {
  "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": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
