time-plots/time-plots.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def stringToSeconds(t):\n",
    "    h,m,s = map(int, t.split(\":\"))\n",
    "    return h*60*60 + m*60 + s\n",
    "\n",
    "def secondsToString(s):\n",
    "    h,m,s = s//(60*60), (s%(60*60))//60, s%60\n",
    "    return \"{:02}:{:02}:{:02}\".format(h,m,s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data2020 = {\n",
    "1: {\"part1\": \"00:07:50\", \"part2\": \"00:08:20\", \"cleanup\": \"00:27:22\"},\n",
    "2: {\"part1\": \"00:01:07\", \"part2\": \"00:05:42\", \"cleanup\": \"00:23:04\"},\n",
    "3: {\"part1\": \"00:06:24\", \"part2\": \"00:24:13\", \"cleanup\": \"00:28:12\"},\n",
    "4: {\"part1\": \"00:08:14\", \"part2\": \"00:13:34\", \"cleanup\": \"00:40:32\"},\n",
    "5: {\"part1\": \"00:04:43\", \"part2\": \"00:12:02\", \"cleanup\": \"00:22:02\"},\n",
    "6: {\"part1\": \"00:06:09\", \"part2\": \"00:06:23\", \"cleanup\": \"00:15:19\"},\n",
    "7: {\"part1\": \"00:09:35\", \"part2\": \"00:13:31\", \"cleanup\": \"00:41:02\"},\n",
    "8: {\"part1\": \"00:05:10\", \"part2\": \"00:14:01\", \"cleanup\": \"00:36:46\"},\n",
    "9: {\"part1\": \"00:01:57\", \"part2\": \"00:05:41\", \"cleanup\": \"00:53:51\"},\n",
    "10: {\"part1\": \"00:03:57\", \"part2\": \"00:22:19\", \"cleanup\": \"00:32:10\"},\n",
    "11: {\"part1\": \"00:05:30\", \"part2\": \"00:21:04\", \"cleanup\": \"01:28:09\"},\n",
    "12: {\"part1\": \"00:07:19\", \"part2\": \"00:46:52\", \"cleanup\": \"01:07:03\"},\n",
    "13: {\"part1\": \"00:04:51\", \"part2\": \"01:14:13\", \"cleanup\": \"02:06:33\"},\n",
    "14: {\"part1\": \"00:12:24\", \"part2\": \"00:22:29\", \"cleanup\": \"00:31:31\"},\n",
    "15: {\"part1\": \"00:06:10\", \"part2\": \"00:07:27\", \"cleanup\": \"00:19:26\"},\n",
    "16: {\"part1\": \"00:08:10\", \"part2\": \"00:34:58\", \"cleanup\": \"01:36:39\"},\n",
    "17: {\"part1\": \"00:16:20\", \"part2\": \"00:17:47\", \"cleanup\": \"00:55:10\"},\n",
    "18: {\"part1\": \"01:12:32\", \"part2\": \"01:22:31\", \"cleanup\": \"02:10:01\"},\n",
    "19: {\"part1\": \"00:35:46\", \"part2\": \"00:52:28\", \"cleanup\": \"01:21:57\"},\n",
    "20: {\"part1\": \"00:23:41\", \"part2\": \"04:01:31\", \"cleanup\": \"05:31:48\"},\n",
    "21: {\"part1\": \"00:15:36\", \"part2\": \"00:17:26\", \"cleanup\": \"01:04:57\"},\n",
    "22: {\"part1\": \"00:09:23\", \"part2\": \"00:38:36\", \"cleanup\": \"01:17:40\"},\n",
    "23: {\"part1\": \"00:24:29\", \"part2\": \"01:11:45\", \"cleanup\": \"01:33:05\"},\n",
    "24: {\"part1\": \"00:19:48\", \"part2\": \"00:31:22\", \"cleanup\": \"01:26:58\"},\n",
    "25: {\"part1\": \"00:12:59\", \"part2\": \"00:13:02\", \"cleanup\": \"01:04:35\"}\n",
    "}\n",
    "\n",
    "leaderboards2020 = {\n",
    "1: [1052, 402],\n",
    "2: [2, 222],\n",
    "3: [1120, 3823],\n",
    "4: [920, 121],\n",
    "5: [190, 775],\n",
    "6: [1694, 335],\n",
    "7: [153, 89],\n",
    "8: [479, 725],\n",
    "9: [12, 51],\n",
    "10: [104, 874],\n",
    "11: [23, 346],\n",
    "12: [356, 2997],\n",
    "13: [172, 1924],\n",
    "14: [549, 269],\n",
    "15: [129, 40],\n",
    "16: [205, 549],\n",
    "17: [340, 227],\n",
    "18: [3735, 2693],\n",
    "19: [844, 520],\n",
    "20: [333, 1201],\n",
    "21: [267, 134],\n",
    "22: [973, 773],\n",
    "23: [703, 657],\n",
    "24: [1041, 659],\n",
    "25: [643, 514]\n",
    "}\n",
    "\n",
    "track2020 = {\n",
    "2: {\"points\": 99, \"position\": 47},\n",
    "3: {\"points\": 99, \"position\": 81},\n",
    "4: {\"points\": 99, \"position\": 104},\n",
    "5: {\"points\": 99, \"position\": 126},\n",
    "6: {\"points\": 99, \"position\": 151},\n",
    "7: {\"points\": 111, \"position\": 155},\n",
    "8: {\"points\": 111, \"position\": 170},\n",
    "9: {\"points\": 250, \"position\": 91},\n",
    "10: {\"points\": 250, \"position\": 107},\n",
    "11: {\"points\": 328, \"position\": 83},\n",
    "12: {\"points\": 328, \"position\": 92},\n",
    "13: {\"points\": 328, \"position\": 98},\n",
    "14: {\"points\": 328, \"position\": 108},\n",
    "15: {\"points\": 389, \"position\": 99},\n",
    "16: {\"points\": 389, \"position\": 106},\n",
    "17: {\"points\": 389, \"position\": 114},\n",
    "18: {\"points\": 389, \"position\": 117},\n",
    "19: {\"points\": 389, \"position\": 123},\n",
    "20: {\"points\": 389, \"position\": 133},\n",
    "21: {\"points\": 389, \"position\": 141},\n",
    "22: {\"points\": 389, \"position\": 148},\n",
    "23: {\"points\": 389, \"position\": 154},\n",
    "24: {\"points\": 389, \"position\": 161},\n",
    "25: {\"points\": 389, \"position\": 167}\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x2400 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def getGraph(data, leaderboards, year, minutesEachTick=15, withCleanup=False):\n",
    "    idxs = range(len(data))\n",
    "    width = 0.85\n",
    "\n",
    "    fig = plt.figure(figsize=(10, 12), dpi=200)\n",
    "    ax = fig.add_subplot(1, 1, 1)\n",
    "    plt.margins(0.01, 0.01)\n",
    "    \n",
    "    if withCleanup:\n",
    "        cleanupData = [stringToSeconds(data[d][\"cleanup\"]) for d in data]\n",
    "        cleanupBars = plt.bar(idxs, cleanupData, width, color=\"#7dbbfa\", label=\"Cleanup\")\n",
    "\n",
    "    fontSizeBig = 10\n",
    "    fontSizeSmall = 4\n",
    "    fontSizeSmol = 2.5\n",
    "    \n",
    "    if withCleanup:\n",
    "        fontSizeBig *= 0.8\n",
    "        fontSizeSmall *= 0.8\n",
    "        fontSizeSmol *= 0.8\n",
    "        \n",
    "    part2Data = [stringToSeconds(data[d][\"part2\"]) for d in data]\n",
    "    part2Bars = plt.bar(idxs, part2Data, width, color=\"#e8d461\", label=\"Part 2\")\n",
    "\n",
    "    part1Data = [stringToSeconds(data[d][\"part1\"]) for d in data]\n",
    "    part1Bars = plt.bar(idxs, part1Data, width, color=\"#a4a9b0\", label=\"Part 1\")\n",
    "\n",
    "    plt.title(\"Advent of Code {}\\ngithub.com/KanegaeGabriel\".format(year))\n",
    "    plt.xlabel(\"Day\")\n",
    "    plt.ylabel(\"Time\")\n",
    "    \n",
    "    handles, labels = ax.get_legend_handles_labels()\n",
    "    plt.legend(handles=reversed(handles), labels=reversed(labels), loc=\"upper left\")\n",
    "    \n",
    "    plt.xticks(idxs, range(1, len(data)+1))\n",
    "    \n",
    "    secondsEachTick = minutesEachTick*60\n",
    "    \n",
    "    maxTime = max(cleanupData if withCleanup else part2Data)\n",
    "    totalTicks = (maxTime//secondsEachTick) + 2\n",
    "    maxTime = totalTicks*secondsEachTick\n",
    "    plt.yticks(*zip(*[(t*secondsEachTick, secondsToString(t*secondsEachTick)) for t in range(totalTicks)]))\n",
    "\n",
    "    for t in range(totalTicks):\n",
    "        plt.axhline(y=t*secondsEachTick, linewidth=0.25, color=\"#555555\", ls=\"--\")\n",
    "\n",
    "    for part, bars in enumerate([part1Bars, part2Bars]):\n",
    "        for day, rect in enumerate(bars):\n",
    "            pos = leaderboards[day+1][part]\n",
    "            if not pos: continue\n",
    "            if pos <= 100:\n",
    "                plt.annotate(pos,\n",
    "                             xy=(rect.get_x() + rect.get_width()/2, rect.get_height()),\n",
    "                             ha=\"center\", va=\"bottom\",\n",
    "                             color=\"#db0000\", fontsize=fontSizeBig, weight=\"bold\")\n",
    "            elif pos <= 500:\n",
    "                plt.annotate(pos,\n",
    "                             xy=(rect.get_x() + rect.get_width()/2, rect.get_height()),\n",
    "                             ha=\"center\", va=\"bottom\",\n",
    "                             color=\"#000000\", fontsize=fontSizeSmall, weight=\"bold\")\n",
    "            elif pos <= 1000 and not withCleanup:\n",
    "                continue\n",
    "                plt.annotate(pos,\n",
    "                             xy=(rect.get_x() + rect.get_width()/2, rect.get_height()),\n",
    "                             ha=\"center\", va=\"bottom\",\n",
    "                             color=\"#000000\", fontsize=fontSizeSmol, weight=\"bold\")\n",
    "    \n",
    "    plt.show()\n",
    "    fig.tight_layout()\n",
    "    \n",
    "    if withCleanup:\n",
    "        filename = \"graph-{}-cleanup.png\".format(year)\n",
    "    else:\n",
    "        filename = \"graph-{}.png\".format(year)\n",
    "    fig.savefig(filename)\n",
    "\n",
    "getGraph(data2020, leaderboards2020, 2020, 15)\n",
    "getGraph(data2020, leaderboards2020, 2020, 30, withCleanup=True)"
   ]
  }
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