pj01_analysis.ipynb

{
 "metadata": {
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.1"
  },
  "orig_nbformat": 2,
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.9.1 64-bit",
   "metadata": {
    "interpreter": {
     "hash": "e7a26f5bebd1b9da0f051359361ac514eb1c970e7ede8197699eeb788ac44870"
    }
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2,
 "cells": [
  {
   "source": [
    "# Hypothesis: I think that students who intend to major in CS are more likely to get an A."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "First I will read in the CSV and convert it to a column-oriented table."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "from data_utils import read_csv_rows, columnar\n",
    "\n",
    "data_rows: list[dict[str, str]] = read_csv_rows('../../data/survey.csv')\n",
    "columns: dict[str, list[str]] = columnar(data_rows)"
   ]
  },
  {
   "source": [
    "## Next, I will select just the comp major column and the grade column. Here are the first five rows:"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "{'comp_major': ['No', 'No', 'No', 'No', 'Yes - BS'],\n",
       " 'grade': ['A', 'B', 'B', 'A', 'A']}"
      ]
     },
     "metadata": {},
     "execution_count": 131
    }
   ],
   "source": [
    "from data_utils import head, select\n",
    "subset: dict[str, list[str]] = select(columns, [\"comp_major\", \"grade\"])\n",
    "head(subset, 5)"
   ]
  },
  {
   "source": [
    "## Next, I will count how many comp majors there are and how many non-comp majors there are."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "The number of non-comp majors is: 331\nThe number of comp majors is: 171\n"
     ]
    }
   ],
   "source": [
    "from data_utils import count\n",
    "counts = count(subset['comp_major'])\n",
    "\n",
    "number_of_comp_bs_majors: int = counts['Yes - BS']\n",
    "number_of_comp_ba_majors: int = counts['Yes - BA']\n",
    "number_of_comp_minors: int = counts['Yes - Minor']\n",
    "\n",
    "NUMBER_OF_NON_COMP_MAJORS: int = counts['No']\n",
    "NUMBER_OF_COMP_MAJORS: int = number_of_comp_bs_majors + number_of_comp_ba_majors + number_of_comp_minors\n",
    "\n",
    "print(f\"The number of non-comp majors is: {NUMBER_OF_NON_COMP_MAJORS}\")\n",
    "print(f\"The number of comp majors is: {NUMBER_OF_COMP_MAJORS}\")"
   ]
  },
  {
   "source": [
    "## Next, I will seperate the grades of the comp majors and the non-comp majors. I used a mask function."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "from data_utils import non_comp_major, masked\n",
    "\n",
    "non_comp_mask: list[bool] = non_comp_major(subset)\n",
    "non_comp_majors_grades: list[str] = masked(subset, non_comp_mask, \"true\")\n",
    "comp_majors_grades: list[str] = masked(subset, non_comp_mask, \"false\")"
   ]
  },
  {
   "source": [
    "## Next, I will count the grades of the non-comp majors and the grades of the comp majors. I will use these numbers to determine the percent of non-comp majors that expect to get an A and the percent of comp majors that expect to get an A."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "144 non-comp majors expect to get an A. This is about 44% of all the non-comp majors.\n\n93 comp majors expect to get an A. This is about 54% of all the comp majors.\n"
     ]
    }
   ],
   "source": [
    "from data_utils import grade_counts\n",
    "\n",
    "grade_counts_for_non_comp_majors: dict[str, int] = grade_counts(non_comp_majors_grades)\n",
    "grade_counts_for_comp_majors: dict[str, int] = grade_counts(comp_majors_grades)\n",
    "\n",
    "number_of_non_comp_majors_expecting_an_a: int = grade_counts_for_non_comp_majors[\"A\"]\n",
    "number_of_comp_majors_expecting_an_a: int = grade_counts_for_comp_majors[\"A\"]\n",
    "\n",
    "percent_of_non_comp_majors_expecting_an_a: int = int(round((number_of_non_comp_majors_expecting_an_a / NUMBER_OF_NON_COMP_MAJORS) * 100))\n",
    "percent_of_comp_majors_expecting_an_a: int = int(round((number_of_comp_majors_expecting_an_a / NUMBER_OF_COMP_MAJORS) * 100))\n",
    "\n",
    "print(f\"{number_of_non_comp_majors_expecting_an_a} non-comp majors expect to get an A. This is about {percent_of_non_comp_majors_expecting_an_a}% of all the non-comp majors.\\n\")\n",
    "print(f\"{number_of_comp_majors_expecting_an_a} comp majors expect to get an A. This is about {percent_of_comp_majors_expecting_an_a}% of all the comp majors.\")"
   ]
  },
  {
   "source": [
    "## Next, I will create a grade distribution chart for everyone in the course. In order to do this, I first have to count the grades for everyone."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Grades vs. Number of People')"
      ]
     },
     "metadata": {},
     "execution_count": 135
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"281.109844pt\" version=\"1.1\" viewBox=\"0 0 392.171719 281.109844\" width=\"392.171719pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-04-05T10:29:38.162239</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 281.109844 \nL 392.171719 281.109844 \nL 392.171719 0 \nL -0 0 \nz\n\" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \nL 384.971719 21.935625 \nL 50.171719 21.935625 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 97.428178 239.375625 \nL 97.428178 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- A -->\n      <g style=\"fill:#262626;\" transform=\"translate(93.759506 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M -0.140625 0 \nL 27.34375 71.578125 \nL 37.546875 71.578125 \nL 66.84375 0 \nL 56.0625 0 \nL 47.703125 21.6875 \nL 17.78125 21.6875 \nL 9.90625 0 \nz\nM 20.515625 29.390625 \nL 44.78125 29.390625 \nL 37.3125 49.21875 \nQ 33.890625 58.25 32.234375 64.0625 \nQ 30.859375 57.171875 28.375 50.390625 \nz\n\" id=\"ArialMT-65\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-65\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 177.523872 239.375625 \nL 177.523872 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- B -->\n      <g style=\"fill:#262626;\" transform=\"translate(173.8552 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.328125 0 \nL 7.328125 71.578125 \nL 34.1875 71.578125 \nQ 42.390625 71.578125 47.34375 69.40625 \nQ 52.296875 67.234375 55.09375 62.71875 \nQ 57.90625 58.203125 57.90625 53.265625 \nQ 57.90625 48.6875 55.421875 44.625 \nQ 52.9375 40.578125 47.90625 38.09375 \nQ 54.390625 36.1875 57.875 31.59375 \nQ 61.375 27 61.375 20.75 \nQ 61.375 15.71875 59.25 11.390625 \nQ 57.125 7.078125 54 4.734375 \nQ 50.875 2.390625 46.15625 1.1875 \nQ 41.453125 0 34.625 0 \nz\nM 16.796875 41.5 \nL 32.28125 41.5 \nQ 38.578125 41.5 41.3125 42.328125 \nQ 44.921875 43.40625 46.75 45.890625 \nQ 48.578125 48.390625 48.578125 52.15625 \nQ 48.578125 55.71875 46.875 58.421875 \nQ 45.171875 61.140625 41.984375 62.140625 \nQ 38.8125 63.140625 31.109375 63.140625 \nL 16.796875 63.140625 \nz\nM 16.796875 8.453125 \nL 34.625 8.453125 \nQ 39.203125 8.453125 41.0625 8.796875 \nQ 44.34375 9.375 46.53125 10.734375 \nQ 48.734375 12.109375 50.140625 14.71875 \nQ 51.5625 17.328125 51.5625 20.75 \nQ 51.5625 24.75 49.515625 27.703125 \nQ 47.46875 30.671875 43.828125 31.859375 \nQ 40.1875 33.0625 33.34375 33.0625 \nL 16.796875 33.0625 \nz\n\" id=\"ArialMT-66\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 257.619566 239.375625 \nL 257.619566 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- C -->\n      <g style=\"fill:#262626;\" transform=\"translate(253.647534 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 58.796875 25.09375 \nL 68.265625 22.703125 \nQ 65.28125 11.03125 57.546875 4.90625 \nQ 49.8125 -1.21875 38.625 -1.21875 \nQ 27.046875 -1.21875 19.796875 3.484375 \nQ 12.546875 8.203125 8.765625 17.140625 \nQ 4.984375 26.078125 4.984375 36.328125 \nQ 4.984375 47.515625 9.25 55.828125 \nQ 13.53125 64.15625 21.40625 68.46875 \nQ 29.296875 72.796875 38.765625 72.796875 \nQ 49.515625 72.796875 56.828125 67.328125 \nQ 64.15625 61.859375 67.046875 51.953125 \nL 57.71875 49.75 \nQ 55.21875 57.5625 50.484375 61.125 \nQ 45.75 64.703125 38.578125 64.703125 \nQ 30.328125 64.703125 24.78125 60.734375 \nQ 19.234375 56.78125 16.984375 50.109375 \nQ 14.75 43.453125 14.75 36.375 \nQ 14.75 27.25 17.40625 20.4375 \nQ 20.0625 13.625 25.671875 10.25 \nQ 31.296875 6.890625 37.84375 6.890625 \nQ 45.796875 6.890625 51.3125 11.46875 \nQ 56.84375 16.0625 58.796875 25.09375 \nz\n\" id=\"ArialMT-67\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-67\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 337.715259 239.375625 \nL 337.715259 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- D -->\n      <g style=\"fill:#262626;\" transform=\"translate(333.743228 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 32.375 71.578125 \nQ 40.71875 71.578125 45.125 70.5625 \nQ 51.265625 69.140625 55.609375 65.4375 \nQ 61.28125 60.640625 64.078125 53.1875 \nQ 66.890625 45.75 66.890625 36.1875 \nQ 66.890625 28.03125 64.984375 21.734375 \nQ 63.09375 15.4375 60.109375 11.296875 \nQ 57.125 7.171875 53.578125 4.796875 \nQ 50.046875 2.4375 45.046875 1.21875 \nQ 40.046875 0 33.546875 0 \nz\nM 17.1875 8.453125 \nL 32.46875 8.453125 \nQ 39.546875 8.453125 43.578125 9.765625 \nQ 47.609375 11.078125 50 13.484375 \nQ 53.375 16.84375 55.25 22.53125 \nQ 57.125 28.21875 57.125 36.328125 \nQ 57.125 47.5625 53.4375 53.59375 \nQ 49.75 59.625 44.484375 61.671875 \nQ 40.671875 63.140625 32.234375 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-68\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-68\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_5\">\n     <!-- Grades -->\n     <g style=\"fill:#262626;\" transform=\"translate(197.897344 271.524844)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 41.21875 28.078125 \nL 41.21875 36.46875 \nL 71.53125 36.53125 \nL 71.53125 9.96875 \nQ 64.546875 4.390625 57.125 1.578125 \nQ 49.703125 -1.21875 41.890625 -1.21875 \nQ 31.34375 -1.21875 22.71875 3.296875 \nQ 14.109375 7.8125 9.71875 16.359375 \nQ 5.328125 24.90625 5.328125 35.453125 \nQ 5.328125 45.90625 9.6875 54.953125 \nQ 14.0625 64.015625 22.265625 68.40625 \nQ 30.46875 72.796875 41.15625 72.796875 \nQ 48.921875 72.796875 55.1875 70.28125 \nQ 61.46875 67.78125 65.03125 63.28125 \nQ 68.609375 58.796875 70.453125 51.5625 \nL 61.921875 49.21875 \nQ 60.296875 54.6875 57.90625 57.8125 \nQ 55.515625 60.9375 51.0625 62.8125 \nQ 46.625 64.703125 41.21875 64.703125 \nQ 34.71875 64.703125 29.984375 62.71875 \nQ 25.25 60.75 22.34375 57.515625 \nQ 19.4375 54.296875 17.828125 50.4375 \nQ 15.09375 43.796875 15.09375 36.03125 \nQ 15.09375 26.46875 18.390625 20.015625 \nQ 21.6875 13.578125 27.984375 10.453125 \nQ 34.28125 7.328125 41.359375 7.328125 \nQ 47.515625 7.328125 53.375 9.6875 \nQ 59.234375 12.0625 62.25 14.75 \nL 62.25 28.078125 \nz\n\" id=\"ArialMT-71\"/>\n       <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n       <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n       <path d=\"M 40.234375 0 \nL 40.234375 6.546875 \nQ 35.296875 -1.171875 25.734375 -1.171875 \nQ 19.53125 -1.171875 14.328125 2.25 \nQ 9.125 5.671875 6.265625 11.796875 \nQ 3.421875 17.921875 3.421875 25.875 \nQ 3.421875 33.640625 6 39.96875 \nQ 8.59375 46.296875 13.765625 49.65625 \nQ 18.953125 53.03125 25.34375 53.03125 \nQ 30.03125 53.03125 33.6875 51.046875 \nQ 37.359375 49.078125 39.65625 45.90625 \nL 39.65625 71.578125 \nL 48.390625 71.578125 \nL 48.390625 0 \nz\nM 12.453125 25.875 \nQ 12.453125 15.921875 16.640625 10.984375 \nQ 20.84375 6.0625 26.5625 6.0625 \nQ 32.328125 6.0625 36.34375 10.765625 \nQ 40.375 15.484375 40.375 25.140625 \nQ 40.375 35.796875 36.265625 40.765625 \nQ 32.171875 45.75 26.171875 45.75 \nQ 20.3125 45.75 16.375 40.96875 \nQ 12.453125 36.1875 12.453125 25.875 \nz\n\" id=\"ArialMT-100\"/>\n       <path d=\"M 42.09375 16.703125 \nL 51.171875 15.578125 \nQ 49.03125 7.625 43.21875 3.21875 \nQ 37.40625 -1.171875 28.375 -1.171875 \nQ 17 -1.171875 10.328125 5.828125 \nQ 3.65625 12.84375 3.65625 25.484375 \nQ 3.65625 38.578125 10.390625 45.796875 \nQ 17.140625 53.03125 27.875 53.03125 \nQ 38.28125 53.03125 44.875 45.953125 \nQ 51.46875 38.875 51.46875 26.03125 \nQ 51.46875 25.25 51.421875 23.6875 \nL 12.75 23.6875 \nQ 13.234375 15.140625 17.578125 10.59375 \nQ 21.921875 6.0625 28.421875 6.0625 \nQ 33.25 6.0625 36.671875 8.59375 \nQ 40.09375 11.140625 42.09375 16.703125 \nz\nM 13.234375 30.90625 \nL 42.1875 30.90625 \nQ 41.609375 37.453125 38.875 40.71875 \nQ 34.671875 45.796875 27.984375 45.796875 \nQ 21.921875 45.796875 17.796875 41.75 \nQ 13.671875 37.703125 13.234375 30.90625 \nz\n\" id=\"ArialMT-101\"/>\n       <path d=\"M 3.078125 15.484375 \nL 11.765625 16.84375 \nQ 12.5 11.625 15.84375 8.84375 \nQ 19.1875 6.0625 25.203125 6.0625 \nQ 31.25 6.0625 34.171875 8.515625 \nQ 37.109375 10.984375 37.109375 14.3125 \nQ 37.109375 17.28125 34.515625 19 \nQ 32.71875 20.171875 25.53125 21.96875 \nQ 15.875 24.421875 12.140625 26.203125 \nQ 8.40625 27.984375 6.46875 31.125 \nQ 4.546875 34.28125 4.546875 38.09375 \nQ 4.546875 41.546875 6.125 44.5 \nQ 7.71875 47.46875 10.453125 49.421875 \nQ 12.5 50.921875 16.03125 51.96875 \nQ 19.578125 53.03125 23.640625 53.03125 \nQ 29.734375 53.03125 34.34375 51.265625 \nQ 38.96875 49.515625 41.15625 46.5 \nQ 43.359375 43.5 44.1875 38.484375 \nL 35.59375 37.3125 \nQ 35.015625 41.3125 32.203125 43.546875 \nQ 29.390625 45.796875 24.265625 45.796875 \nQ 18.21875 45.796875 15.625 43.796875 \nQ 13.03125 41.796875 13.03125 39.109375 \nQ 13.03125 37.40625 14.109375 36.03125 \nQ 15.1875 34.625 17.484375 33.6875 \nQ 18.796875 33.203125 25.25 31.453125 \nQ 34.578125 28.953125 38.25 27.359375 \nQ 41.9375 25.78125 44.03125 22.75 \nQ 46.140625 19.734375 46.140625 15.234375 \nQ 46.140625 10.84375 43.578125 6.953125 \nQ 41.015625 3.078125 36.171875 0.953125 \nQ 31.34375 -1.171875 25.25 -1.171875 \nQ 15.140625 -1.171875 9.84375 3.03125 \nQ 4.546875 7.234375 3.078125 15.484375 \nz\n\" id=\"ArialMT-115\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-71\"/>\n      <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n      <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(34.554688 243.312422)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 50.171719 195.686656 \nL 384.971719 195.686656 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 50 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 199.623453)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 50.171719 151.997686 \nL 384.971719 151.997686 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 100 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 155.934483)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 50.171719 108.308717 \nL 384.971719 108.308717 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 150 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 112.245514)scale(0.11 -0.11)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-53\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pb80e6bed38)\" d=\"M 50.171719 64.619748 \nL 384.971719 64.619748 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 200 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 68.556545)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- Number of People -->\n     <g style=\"fill:#262626;\" transform=\"translate(15.935625 179.012812)rotate(-90)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 7.625 0 \nL 7.625 71.578125 \nL 17.328125 71.578125 \nL 54.9375 15.375 \nL 54.9375 71.578125 \nL 64.015625 71.578125 \nL 64.015625 0 \nL 54.296875 0 \nL 16.703125 56.25 \nL 16.703125 0 \nz\n\" id=\"ArialMT-78\"/>\n       <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n       <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.453125 51.859375 \nL 14.453125 44.578125 \nQ 16.890625 48.390625 20.9375 50.703125 \nQ 25 53.03125 30.171875 53.03125 \nQ 35.9375 53.03125 39.625 50.640625 \nQ 43.3125 48.25 44.828125 43.953125 \nQ 50.984375 53.03125 60.84375 53.03125 \nQ 68.5625 53.03125 72.703125 48.75 \nQ 76.859375 44.484375 76.859375 35.59375 \nL 76.859375 0 \nL 68.109375 0 \nL 68.109375 32.671875 \nQ 68.109375 37.9375 67.25 40.25 \nQ 66.40625 42.578125 64.15625 43.984375 \nQ 61.921875 45.40625 58.890625 45.40625 \nQ 53.421875 45.40625 49.796875 41.765625 \nQ 46.1875 38.140625 46.1875 30.125 \nL 46.1875 0 \nL 37.40625 0 \nL 37.40625 33.6875 \nQ 37.40625 39.546875 35.25 42.46875 \nQ 33.109375 45.40625 28.21875 45.40625 \nQ 24.515625 45.40625 21.359375 43.453125 \nQ 18.21875 41.5 16.796875 37.734375 \nQ 15.375 33.984375 15.375 26.90625 \nL 15.375 0 \nz\n\" id=\"ArialMT-109\"/>\n       <path d=\"M 14.703125 0 \nL 6.546875 0 \nL 6.546875 71.578125 \nL 15.328125 71.578125 \nL 15.328125 46.046875 \nQ 20.90625 53.03125 29.546875 53.03125 \nQ 34.328125 53.03125 38.59375 51.09375 \nQ 42.875 49.171875 45.625 45.671875 \nQ 48.390625 42.1875 49.953125 37.25 \nQ 51.515625 32.328125 51.515625 26.703125 \nQ 51.515625 13.375 44.921875 6.09375 \nQ 38.328125 -1.171875 29.109375 -1.171875 \nQ 19.921875 -1.171875 14.703125 6.5 \nz\nM 14.59375 26.3125 \nQ 14.59375 17 17.140625 12.84375 \nQ 21.296875 6.0625 28.375 6.0625 \nQ 34.125 6.0625 38.328125 11.0625 \nQ 42.53125 16.0625 42.53125 25.984375 \nQ 42.53125 36.140625 38.5 40.96875 \nQ 34.46875 45.796875 28.765625 45.796875 \nQ 23 45.796875 18.796875 40.796875 \nQ 14.59375 35.796875 14.59375 26.3125 \nz\n\" id=\"ArialMT-98\"/>\n       <path id=\"ArialMT-32\"/>\n       <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n       <path d=\"M 8.6875 0 \nL 8.6875 45.015625 \nL 0.921875 45.015625 \nL 0.921875 51.859375 \nL 8.6875 51.859375 \nL 8.6875 57.375 \nQ 8.6875 62.59375 9.625 65.140625 \nQ 10.890625 68.5625 14.078125 70.671875 \nQ 17.28125 72.796875 23.046875 72.796875 \nQ 26.765625 72.796875 31.25 71.921875 \nL 29.9375 64.265625 \nQ 27.203125 64.75 24.75 64.75 \nQ 20.75 64.75 19.09375 63.03125 \nQ 17.4375 61.328125 17.4375 56.640625 \nL 17.4375 51.859375 \nL 27.546875 51.859375 \nL 27.546875 45.015625 \nL 17.4375 45.015625 \nL 17.4375 0 \nz\n\" id=\"ArialMT-102\"/>\n       <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n       <path d=\"M 6.59375 -19.875 \nL 6.59375 51.859375 \nL 14.59375 51.859375 \nL 14.59375 45.125 \nQ 17.4375 49.078125 21 51.046875 \nQ 24.5625 53.03125 29.640625 53.03125 \nQ 36.28125 53.03125 41.359375 49.609375 \nQ 46.4375 46.1875 49.015625 39.953125 \nQ 51.609375 33.734375 51.609375 26.3125 \nQ 51.609375 18.359375 48.75 11.984375 \nQ 45.90625 5.609375 40.453125 2.21875 \nQ 35.015625 -1.171875 29 -1.171875 \nQ 24.609375 -1.171875 21.109375 0.6875 \nQ 17.625 2.546875 15.375 5.375 \nL 15.375 -19.875 \nz\nM 14.546875 25.640625 \nQ 14.546875 15.625 18.59375 10.84375 \nQ 22.65625 6.0625 28.421875 6.0625 \nQ 34.28125 6.0625 38.453125 11.015625 \nQ 42.625 15.96875 42.625 26.375 \nQ 42.625 36.28125 38.546875 41.203125 \nQ 34.46875 46.140625 28.8125 46.140625 \nQ 23.1875 46.140625 18.859375 40.890625 \nQ 14.546875 35.640625 14.546875 25.640625 \nz\n\" id=\"ArialMT-112\"/>\n       <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-78\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-80\"/>\n      <use x=\"561.328125\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"616.943359\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"672.558594\" xlink:href=\"#ArialMT-112\"/>\n      <use x=\"728.173828\" xlink:href=\"#ArialMT-108\"/>\n      <use x=\"750.390625\" xlink:href=\"#ArialMT-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pb80e6bed38)\" d=\"M 65.389901 239.375625 \nL 129.466456 239.375625 \nL 129.466456 32.289911 \nL 65.389901 32.289911 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pb80e6bed38)\" d=\"M 145.485594 239.375625 \nL 209.562149 239.375625 \nL 209.562149 55.008175 \nL 145.485594 55.008175 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pb80e6bed38)\" d=\"M 225.581288 239.375625 \nL 289.657843 239.375625 \nL 289.657843 198.307994 \nL 225.581288 198.307994 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pb80e6bed38)\" d=\"M 305.676982 239.375625 \nL 369.753537 239.375625 \nL 369.753537 233.259169 \nL 305.676982 233.259169 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 50.171719 239.375625 \nL 50.171719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 384.971719 239.375625 \nL 384.971719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 50.171719 21.935625 \nL 384.971719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"text_12\">\n    <!-- Grades vs. Number of People -->\n    <g style=\"fill:#262626;\" transform=\"translate(138.539531 15.935625)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 21 0 \nL 1.265625 51.859375 \nL 10.546875 51.859375 \nL 21.6875 20.796875 \nQ 23.484375 15.765625 25 10.359375 \nQ 26.171875 14.453125 28.265625 20.21875 \nL 39.796875 51.859375 \nL 48.828125 51.859375 \nL 29.203125 0 \nz\n\" id=\"ArialMT-118\"/>\n      <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n     </defs>\n     <use xlink:href=\"#ArialMT-71\"/>\n     <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"327.929688\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"355.712891\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"405.712891\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"455.712891\" xlink:href=\"#ArialMT-46\"/>\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"511.279297\" xlink:href=\"#ArialMT-78\"/>\n     <use x=\"583.496094\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"639.111328\" xlink:href=\"#ArialMT-109\"/>\n     <use x=\"722.412109\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"778.027344\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"833.642578\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"866.943359\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"894.726562\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"950.341797\" xlink:href=\"#ArialMT-102\"/>\n     <use x=\"978.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"1005.908203\" xlink:href=\"#ArialMT-80\"/>\n     <use x=\"1072.607422\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"1128.222656\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"1183.837891\" xlink:href=\"#ArialMT-112\"/>\n     <use x=\"1239.453125\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"1261.669922\" xlink:href=\"#ArialMT-101\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pb80e6bed38\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"50.171719\" y=\"21.935625\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "grade_counts_for_everyone: dict[str, int] = grade_counts(subset['grade'])\n",
    "sorted_grade_counts_for_everyone: dict[str, int] = dict(sorted(grade_counts_for_everyone.items()))\n",
    "\n",
    "figure, axes = plt. subplots(1)\n",
    "axes.bar(sorted_grade_counts_for_everyone.keys(), sorted_grade_counts_for_everyone.values())\n",
    "plt.xlabel(\"Grades\")\n",
    "plt.ylabel(\"Number of People\")\n",
    "plt.title(\"Grades vs. Number of People\")\n"
   ]
  },
  {
   "source": [
    "## Next, I will create a grade distribution chart for the non-comp majors."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 136,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Grades vs. Number of People')"
      ]
     },
     "metadata": {},
     "execution_count": 136
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"281.109844pt\" version=\"1.1\" viewBox=\"0 0 392.171719 281.109844\" width=\"392.171719pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-04-05T10:29:38.699590</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M -0 281.109844 \nL 392.171719 281.109844 \nL 392.171719 0 \nL -0 0 \nz\n\" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \nL 384.971719 21.935625 \nL 50.171719 21.935625 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 97.428178 239.375625 \nL 97.428178 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- A -->\n      <g style=\"fill:#262626;\" transform=\"translate(93.759506 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M -0.140625 0 \nL 27.34375 71.578125 \nL 37.546875 71.578125 \nL 66.84375 0 \nL 56.0625 0 \nL 47.703125 21.6875 \nL 17.78125 21.6875 \nL 9.90625 0 \nz\nM 20.515625 29.390625 \nL 44.78125 29.390625 \nL 37.3125 49.21875 \nQ 33.890625 58.25 32.234375 64.0625 \nQ 30.859375 57.171875 28.375 50.390625 \nz\n\" id=\"ArialMT-65\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-65\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 177.523872 239.375625 \nL 177.523872 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- B -->\n      <g style=\"fill:#262626;\" transform=\"translate(173.8552 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.328125 0 \nL 7.328125 71.578125 \nL 34.1875 71.578125 \nQ 42.390625 71.578125 47.34375 69.40625 \nQ 52.296875 67.234375 55.09375 62.71875 \nQ 57.90625 58.203125 57.90625 53.265625 \nQ 57.90625 48.6875 55.421875 44.625 \nQ 52.9375 40.578125 47.90625 38.09375 \nQ 54.390625 36.1875 57.875 31.59375 \nQ 61.375 27 61.375 20.75 \nQ 61.375 15.71875 59.25 11.390625 \nQ 57.125 7.078125 54 4.734375 \nQ 50.875 2.390625 46.15625 1.1875 \nQ 41.453125 0 34.625 0 \nz\nM 16.796875 41.5 \nL 32.28125 41.5 \nQ 38.578125 41.5 41.3125 42.328125 \nQ 44.921875 43.40625 46.75 45.890625 \nQ 48.578125 48.390625 48.578125 52.15625 \nQ 48.578125 55.71875 46.875 58.421875 \nQ 45.171875 61.140625 41.984375 62.140625 \nQ 38.8125 63.140625 31.109375 63.140625 \nL 16.796875 63.140625 \nz\nM 16.796875 8.453125 \nL 34.625 8.453125 \nQ 39.203125 8.453125 41.0625 8.796875 \nQ 44.34375 9.375 46.53125 10.734375 \nQ 48.734375 12.109375 50.140625 14.71875 \nQ 51.5625 17.328125 51.5625 20.75 \nQ 51.5625 24.75 49.515625 27.703125 \nQ 47.46875 30.671875 43.828125 31.859375 \nQ 40.1875 33.0625 33.34375 33.0625 \nL 16.796875 33.0625 \nz\n\" id=\"ArialMT-66\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 257.619566 239.375625 \nL 257.619566 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- C -->\n      <g style=\"fill:#262626;\" transform=\"translate(253.647534 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 58.796875 25.09375 \nL 68.265625 22.703125 \nQ 65.28125 11.03125 57.546875 4.90625 \nQ 49.8125 -1.21875 38.625 -1.21875 \nQ 27.046875 -1.21875 19.796875 3.484375 \nQ 12.546875 8.203125 8.765625 17.140625 \nQ 4.984375 26.078125 4.984375 36.328125 \nQ 4.984375 47.515625 9.25 55.828125 \nQ 13.53125 64.15625 21.40625 68.46875 \nQ 29.296875 72.796875 38.765625 72.796875 \nQ 49.515625 72.796875 56.828125 67.328125 \nQ 64.15625 61.859375 67.046875 51.953125 \nL 57.71875 49.75 \nQ 55.21875 57.5625 50.484375 61.125 \nQ 45.75 64.703125 38.578125 64.703125 \nQ 30.328125 64.703125 24.78125 60.734375 \nQ 19.234375 56.78125 16.984375 50.109375 \nQ 14.75 43.453125 14.75 36.375 \nQ 14.75 27.25 17.40625 20.4375 \nQ 20.0625 13.625 25.671875 10.25 \nQ 31.296875 6.890625 37.84375 6.890625 \nQ 45.796875 6.890625 51.3125 11.46875 \nQ 56.84375 16.0625 58.796875 25.09375 \nz\n\" id=\"ArialMT-67\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-67\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 337.715259 239.375625 \nL 337.715259 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- D -->\n      <g style=\"fill:#262626;\" transform=\"translate(333.743228 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 32.375 71.578125 \nQ 40.71875 71.578125 45.125 70.5625 \nQ 51.265625 69.140625 55.609375 65.4375 \nQ 61.28125 60.640625 64.078125 53.1875 \nQ 66.890625 45.75 66.890625 36.1875 \nQ 66.890625 28.03125 64.984375 21.734375 \nQ 63.09375 15.4375 60.109375 11.296875 \nQ 57.125 7.171875 53.578125 4.796875 \nQ 50.046875 2.4375 45.046875 1.21875 \nQ 40.046875 0 33.546875 0 \nz\nM 17.1875 8.453125 \nL 32.46875 8.453125 \nQ 39.546875 8.453125 43.578125 9.765625 \nQ 47.609375 11.078125 50 13.484375 \nQ 53.375 16.84375 55.25 22.53125 \nQ 57.125 28.21875 57.125 36.328125 \nQ 57.125 47.5625 53.4375 53.59375 \nQ 49.75 59.625 44.484375 61.671875 \nQ 40.671875 63.140625 32.234375 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-68\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-68\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_5\">\n     <!-- Grades -->\n     <g style=\"fill:#262626;\" transform=\"translate(197.897344 271.524844)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 41.21875 28.078125 \nL 41.21875 36.46875 \nL 71.53125 36.53125 \nL 71.53125 9.96875 \nQ 64.546875 4.390625 57.125 1.578125 \nQ 49.703125 -1.21875 41.890625 -1.21875 \nQ 31.34375 -1.21875 22.71875 3.296875 \nQ 14.109375 7.8125 9.71875 16.359375 \nQ 5.328125 24.90625 5.328125 35.453125 \nQ 5.328125 45.90625 9.6875 54.953125 \nQ 14.0625 64.015625 22.265625 68.40625 \nQ 30.46875 72.796875 41.15625 72.796875 \nQ 48.921875 72.796875 55.1875 70.28125 \nQ 61.46875 67.78125 65.03125 63.28125 \nQ 68.609375 58.796875 70.453125 51.5625 \nL 61.921875 49.21875 \nQ 60.296875 54.6875 57.90625 57.8125 \nQ 55.515625 60.9375 51.0625 62.8125 \nQ 46.625 64.703125 41.21875 64.703125 \nQ 34.71875 64.703125 29.984375 62.71875 \nQ 25.25 60.75 22.34375 57.515625 \nQ 19.4375 54.296875 17.828125 50.4375 \nQ 15.09375 43.796875 15.09375 36.03125 \nQ 15.09375 26.46875 18.390625 20.015625 \nQ 21.6875 13.578125 27.984375 10.453125 \nQ 34.28125 7.328125 41.359375 7.328125 \nQ 47.515625 7.328125 53.375 9.6875 \nQ 59.234375 12.0625 62.25 14.75 \nL 62.25 28.078125 \nz\n\" id=\"ArialMT-71\"/>\n       <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n       <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n       <path d=\"M 40.234375 0 \nL 40.234375 6.546875 \nQ 35.296875 -1.171875 25.734375 -1.171875 \nQ 19.53125 -1.171875 14.328125 2.25 \nQ 9.125 5.671875 6.265625 11.796875 \nQ 3.421875 17.921875 3.421875 25.875 \nQ 3.421875 33.640625 6 39.96875 \nQ 8.59375 46.296875 13.765625 49.65625 \nQ 18.953125 53.03125 25.34375 53.03125 \nQ 30.03125 53.03125 33.6875 51.046875 \nQ 37.359375 49.078125 39.65625 45.90625 \nL 39.65625 71.578125 \nL 48.390625 71.578125 \nL 48.390625 0 \nz\nM 12.453125 25.875 \nQ 12.453125 15.921875 16.640625 10.984375 \nQ 20.84375 6.0625 26.5625 6.0625 \nQ 32.328125 6.0625 36.34375 10.765625 \nQ 40.375 15.484375 40.375 25.140625 \nQ 40.375 35.796875 36.265625 40.765625 \nQ 32.171875 45.75 26.171875 45.75 \nQ 20.3125 45.75 16.375 40.96875 \nQ 12.453125 36.1875 12.453125 25.875 \nz\n\" id=\"ArialMT-100\"/>\n       <path d=\"M 42.09375 16.703125 \nL 51.171875 15.578125 \nQ 49.03125 7.625 43.21875 3.21875 \nQ 37.40625 -1.171875 28.375 -1.171875 \nQ 17 -1.171875 10.328125 5.828125 \nQ 3.65625 12.84375 3.65625 25.484375 \nQ 3.65625 38.578125 10.390625 45.796875 \nQ 17.140625 53.03125 27.875 53.03125 \nQ 38.28125 53.03125 44.875 45.953125 \nQ 51.46875 38.875 51.46875 26.03125 \nQ 51.46875 25.25 51.421875 23.6875 \nL 12.75 23.6875 \nQ 13.234375 15.140625 17.578125 10.59375 \nQ 21.921875 6.0625 28.421875 6.0625 \nQ 33.25 6.0625 36.671875 8.59375 \nQ 40.09375 11.140625 42.09375 16.703125 \nz\nM 13.234375 30.90625 \nL 42.1875 30.90625 \nQ 41.609375 37.453125 38.875 40.71875 \nQ 34.671875 45.796875 27.984375 45.796875 \nQ 21.921875 45.796875 17.796875 41.75 \nQ 13.671875 37.703125 13.234375 30.90625 \nz\n\" id=\"ArialMT-101\"/>\n       <path d=\"M 3.078125 15.484375 \nL 11.765625 16.84375 \nQ 12.5 11.625 15.84375 8.84375 \nQ 19.1875 6.0625 25.203125 6.0625 \nQ 31.25 6.0625 34.171875 8.515625 \nQ 37.109375 10.984375 37.109375 14.3125 \nQ 37.109375 17.28125 34.515625 19 \nQ 32.71875 20.171875 25.53125 21.96875 \nQ 15.875 24.421875 12.140625 26.203125 \nQ 8.40625 27.984375 6.46875 31.125 \nQ 4.546875 34.28125 4.546875 38.09375 \nQ 4.546875 41.546875 6.125 44.5 \nQ 7.71875 47.46875 10.453125 49.421875 \nQ 12.5 50.921875 16.03125 51.96875 \nQ 19.578125 53.03125 23.640625 53.03125 \nQ 29.734375 53.03125 34.34375 51.265625 \nQ 38.96875 49.515625 41.15625 46.5 \nQ 43.359375 43.5 44.1875 38.484375 \nL 35.59375 37.3125 \nQ 35.015625 41.3125 32.203125 43.546875 \nQ 29.390625 45.796875 24.265625 45.796875 \nQ 18.21875 45.796875 15.625 43.796875 \nQ 13.03125 41.796875 13.03125 39.109375 \nQ 13.03125 37.40625 14.109375 36.03125 \nQ 15.1875 34.625 17.484375 33.6875 \nQ 18.796875 33.203125 25.25 31.453125 \nQ 34.578125 28.953125 38.25 27.359375 \nQ 41.9375 25.78125 44.03125 22.75 \nQ 46.140625 19.734375 46.140625 15.234375 \nQ 46.140625 10.84375 43.578125 6.953125 \nQ 41.015625 3.078125 36.171875 0.953125 \nQ 31.34375 -1.171875 25.25 -1.171875 \nQ 15.140625 -1.171875 9.84375 3.03125 \nQ 4.546875 7.234375 3.078125 15.484375 \nz\n\" id=\"ArialMT-115\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-71\"/>\n      <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n      <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(34.554688 243.312422)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 210.61372 \nL 384.971719 210.61372 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 214.550517)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 181.851815 \nL 384.971719 181.851815 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 40 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 185.788612)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 153.089911 \nL 384.971719 153.089911 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 60 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 157.026708)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 124.328006 \nL 384.971719 124.328006 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 80 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 128.264803)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 17.671875 38.8125 \nQ 12.203125 40.828125 9.5625 44.53125 \nQ 6.9375 48.25 6.9375 53.421875 \nQ 6.9375 61.234375 12.546875 66.546875 \nQ 18.171875 71.875 27.484375 71.875 \nQ 36.859375 71.875 42.578125 66.421875 \nQ 48.296875 60.984375 48.296875 53.171875 \nQ 48.296875 48.1875 45.671875 44.5 \nQ 43.0625 40.828125 37.75 38.8125 \nQ 44.34375 36.671875 47.78125 31.875 \nQ 51.21875 27.09375 51.21875 20.453125 \nQ 51.21875 11.28125 44.71875 5.03125 \nQ 38.234375 -1.21875 27.640625 -1.21875 \nQ 17.046875 -1.21875 10.546875 5.046875 \nQ 4.046875 11.328125 4.046875 20.703125 \nQ 4.046875 27.6875 7.59375 32.390625 \nQ 11.140625 37.109375 17.671875 38.8125 \nz\nM 15.921875 53.71875 \nQ 15.921875 48.640625 19.1875 45.40625 \nQ 22.46875 42.1875 27.6875 42.1875 \nQ 32.765625 42.1875 36.015625 45.375 \nQ 39.265625 48.578125 39.265625 53.21875 \nQ 39.265625 58.0625 35.90625 61.359375 \nQ 32.5625 64.65625 27.59375 64.65625 \nQ 22.5625 64.65625 19.234375 61.421875 \nQ 15.921875 58.203125 15.921875 53.71875 \nz\nM 13.09375 20.65625 \nQ 13.09375 16.890625 14.875 13.375 \nQ 16.65625 9.859375 20.171875 7.921875 \nQ 23.6875 6 27.734375 6 \nQ 34.03125 6 38.125 10.046875 \nQ 42.234375 14.109375 42.234375 20.359375 \nQ 42.234375 26.703125 38.015625 30.859375 \nQ 33.796875 35.015625 27.4375 35.015625 \nQ 21.234375 35.015625 17.15625 30.90625 \nQ 13.09375 26.8125 13.09375 20.65625 \nz\n\" id=\"ArialMT-56\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 95.566101 \nL 384.971719 95.566101 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 100 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 99.502898)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_7\">\n     <g id=\"line2d_11\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 66.804196 \nL 384.971719 66.804196 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_12\">\n      <!-- 120 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 70.740993)scale(0.11 -0.11)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-50\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_8\">\n     <g id=\"line2d_12\">\n      <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 50.171719 38.042292 \nL 384.971719 38.042292 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_13\">\n      <!-- 140 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 41.979089)scale(0.11 -0.11)\">\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-52\"/>\n       <use x=\"111.230469\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_14\">\n     <!-- Number of People -->\n     <g style=\"fill:#262626;\" transform=\"translate(15.935625 179.012812)rotate(-90)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 7.625 0 \nL 7.625 71.578125 \nL 17.328125 71.578125 \nL 54.9375 15.375 \nL 54.9375 71.578125 \nL 64.015625 71.578125 \nL 64.015625 0 \nL 54.296875 0 \nL 16.703125 56.25 \nL 16.703125 0 \nz\n\" id=\"ArialMT-78\"/>\n       <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n       <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.453125 51.859375 \nL 14.453125 44.578125 \nQ 16.890625 48.390625 20.9375 50.703125 \nQ 25 53.03125 30.171875 53.03125 \nQ 35.9375 53.03125 39.625 50.640625 \nQ 43.3125 48.25 44.828125 43.953125 \nQ 50.984375 53.03125 60.84375 53.03125 \nQ 68.5625 53.03125 72.703125 48.75 \nQ 76.859375 44.484375 76.859375 35.59375 \nL 76.859375 0 \nL 68.109375 0 \nL 68.109375 32.671875 \nQ 68.109375 37.9375 67.25 40.25 \nQ 66.40625 42.578125 64.15625 43.984375 \nQ 61.921875 45.40625 58.890625 45.40625 \nQ 53.421875 45.40625 49.796875 41.765625 \nQ 46.1875 38.140625 46.1875 30.125 \nL 46.1875 0 \nL 37.40625 0 \nL 37.40625 33.6875 \nQ 37.40625 39.546875 35.25 42.46875 \nQ 33.109375 45.40625 28.21875 45.40625 \nQ 24.515625 45.40625 21.359375 43.453125 \nQ 18.21875 41.5 16.796875 37.734375 \nQ 15.375 33.984375 15.375 26.90625 \nL 15.375 0 \nz\n\" id=\"ArialMT-109\"/>\n       <path d=\"M 14.703125 0 \nL 6.546875 0 \nL 6.546875 71.578125 \nL 15.328125 71.578125 \nL 15.328125 46.046875 \nQ 20.90625 53.03125 29.546875 53.03125 \nQ 34.328125 53.03125 38.59375 51.09375 \nQ 42.875 49.171875 45.625 45.671875 \nQ 48.390625 42.1875 49.953125 37.25 \nQ 51.515625 32.328125 51.515625 26.703125 \nQ 51.515625 13.375 44.921875 6.09375 \nQ 38.328125 -1.171875 29.109375 -1.171875 \nQ 19.921875 -1.171875 14.703125 6.5 \nz\nM 14.59375 26.3125 \nQ 14.59375 17 17.140625 12.84375 \nQ 21.296875 6.0625 28.375 6.0625 \nQ 34.125 6.0625 38.328125 11.0625 \nQ 42.53125 16.0625 42.53125 25.984375 \nQ 42.53125 36.140625 38.5 40.96875 \nQ 34.46875 45.796875 28.765625 45.796875 \nQ 23 45.796875 18.796875 40.796875 \nQ 14.59375 35.796875 14.59375 26.3125 \nz\n\" id=\"ArialMT-98\"/>\n       <path id=\"ArialMT-32\"/>\n       <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n       <path d=\"M 8.6875 0 \nL 8.6875 45.015625 \nL 0.921875 45.015625 \nL 0.921875 51.859375 \nL 8.6875 51.859375 \nL 8.6875 57.375 \nQ 8.6875 62.59375 9.625 65.140625 \nQ 10.890625 68.5625 14.078125 70.671875 \nQ 17.28125 72.796875 23.046875 72.796875 \nQ 26.765625 72.796875 31.25 71.921875 \nL 29.9375 64.265625 \nQ 27.203125 64.75 24.75 64.75 \nQ 20.75 64.75 19.09375 63.03125 \nQ 17.4375 61.328125 17.4375 56.640625 \nL 17.4375 51.859375 \nL 27.546875 51.859375 \nL 27.546875 45.015625 \nL 17.4375 45.015625 \nL 17.4375 0 \nz\n\" id=\"ArialMT-102\"/>\n       <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n       <path d=\"M 6.59375 -19.875 \nL 6.59375 51.859375 \nL 14.59375 51.859375 \nL 14.59375 45.125 \nQ 17.4375 49.078125 21 51.046875 \nQ 24.5625 53.03125 29.640625 53.03125 \nQ 36.28125 53.03125 41.359375 49.609375 \nQ 46.4375 46.1875 49.015625 39.953125 \nQ 51.609375 33.734375 51.609375 26.3125 \nQ 51.609375 18.359375 48.75 11.984375 \nQ 45.90625 5.609375 40.453125 2.21875 \nQ 35.015625 -1.171875 29 -1.171875 \nQ 24.609375 -1.171875 21.109375 0.6875 \nQ 17.625 2.546875 15.375 5.375 \nL 15.375 -19.875 \nz\nM 14.546875 25.640625 \nQ 14.546875 15.625 18.59375 10.84375 \nQ 22.65625 6.0625 28.421875 6.0625 \nQ 34.28125 6.0625 38.453125 11.015625 \nQ 42.625 15.96875 42.625 26.375 \nQ 42.625 36.28125 38.546875 41.203125 \nQ 34.46875 46.140625 28.8125 46.140625 \nQ 23.1875 46.140625 18.859375 40.890625 \nQ 14.546875 35.640625 14.546875 25.640625 \nz\n\" id=\"ArialMT-112\"/>\n       <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-78\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-80\"/>\n      <use x=\"561.328125\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"616.943359\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"672.558594\" xlink:href=\"#ArialMT-112\"/>\n      <use x=\"728.173828\" xlink:href=\"#ArialMT-108\"/>\n      <use x=\"750.390625\" xlink:href=\"#ArialMT-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 65.389901 239.375625 \nL 129.466456 239.375625 \nL 129.466456 32.289911 \nL 65.389901 32.289911 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 145.485594 239.375625 \nL 209.562149 239.375625 \nL 209.562149 33.728006 \nL 145.485594 33.728006 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 225.581288 239.375625 \nL 289.657843 239.375625 \nL 289.657843 184.728006 \nL 225.581288 184.728006 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#pb37d7c96f3)\" d=\"M 305.676982 239.375625 \nL 369.753537 239.375625 \nL 369.753537 230.747054 \nL 305.676982 230.747054 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 50.171719 239.375625 \nL 50.171719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 384.971719 239.375625 \nL 384.971719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 50.171719 239.375625 \nL 384.971719 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 50.171719 21.935625 \nL 384.971719 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"text_15\">\n    <!-- Grades vs. Number of People -->\n    <g style=\"fill:#262626;\" transform=\"translate(138.539531 15.935625)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 21 0 \nL 1.265625 51.859375 \nL 10.546875 51.859375 \nL 21.6875 20.796875 \nQ 23.484375 15.765625 25 10.359375 \nQ 26.171875 14.453125 28.265625 20.21875 \nL 39.796875 51.859375 \nL 48.828125 51.859375 \nL 29.203125 0 \nz\n\" id=\"ArialMT-118\"/>\n      <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n     </defs>\n     <use xlink:href=\"#ArialMT-71\"/>\n     <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"327.929688\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"355.712891\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"405.712891\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"455.712891\" xlink:href=\"#ArialMT-46\"/>\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"511.279297\" xlink:href=\"#ArialMT-78\"/>\n     <use x=\"583.496094\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"639.111328\" xlink:href=\"#ArialMT-109\"/>\n     <use x=\"722.412109\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"778.027344\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"833.642578\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"866.943359\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"894.726562\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"950.341797\" xlink:href=\"#ArialMT-102\"/>\n     <use x=\"978.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"1005.908203\" xlink:href=\"#ArialMT-80\"/>\n     <use x=\"1072.607422\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"1128.222656\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"1183.837891\" xlink:href=\"#ArialMT-112\"/>\n     <use x=\"1239.453125\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"1261.669922\" xlink:href=\"#ArialMT-101\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"pb37d7c96f3\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"50.171719\" y=\"21.935625\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sorted_grade_counts_for_non_comp_majors: dict[str, int] = dict(sorted(grade_counts_for_non_comp_majors.items()))\n",
    "\n",
    "figure, axes = plt. subplots(1)\n",
    "axes.bar(sorted_grade_counts_for_non_comp_majors.keys(), sorted_grade_counts_for_non_comp_majors.values())\n",
    "plt.xlabel(\"Grades\")\n",
    "plt.ylabel(\"Number of People\")\n",
    "plt.title(\"Grades vs. Number of People\")"
   ]
  },
  {
   "source": [
    "## Next, I will create a grade distribution chart for the comp majors."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Grades vs. Number of People')"
      ]
     },
     "metadata": {},
     "execution_count": 137
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"281.109844pt\" version=\"1.1\" viewBox=\"0 0 386.054687 281.109844\" width=\"386.054687pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-04-05T10:29:39.219059</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 281.109844 \nL 386.054687 281.109844 \nL 386.054687 0 \nL 0 0 \nz\n\" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 44.054688 239.375625 \nL 378.854688 239.375625 \nL 378.854688 21.935625 \nL 44.054688 21.935625 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 91.311147 239.375625 \nL 91.311147 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- A -->\n      <g style=\"fill:#262626;\" transform=\"translate(87.642475 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M -0.140625 0 \nL 27.34375 71.578125 \nL 37.546875 71.578125 \nL 66.84375 0 \nL 56.0625 0 \nL 47.703125 21.6875 \nL 17.78125 21.6875 \nL 9.90625 0 \nz\nM 20.515625 29.390625 \nL 44.78125 29.390625 \nL 37.3125 49.21875 \nQ 33.890625 58.25 32.234375 64.0625 \nQ 30.859375 57.171875 28.375 50.390625 \nz\n\" id=\"ArialMT-65\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-65\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 171.406841 239.375625 \nL 171.406841 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- B -->\n      <g style=\"fill:#262626;\" transform=\"translate(167.738169 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.328125 0 \nL 7.328125 71.578125 \nL 34.1875 71.578125 \nQ 42.390625 71.578125 47.34375 69.40625 \nQ 52.296875 67.234375 55.09375 62.71875 \nQ 57.90625 58.203125 57.90625 53.265625 \nQ 57.90625 48.6875 55.421875 44.625 \nQ 52.9375 40.578125 47.90625 38.09375 \nQ 54.390625 36.1875 57.875 31.59375 \nQ 61.375 27 61.375 20.75 \nQ 61.375 15.71875 59.25 11.390625 \nQ 57.125 7.078125 54 4.734375 \nQ 50.875 2.390625 46.15625 1.1875 \nQ 41.453125 0 34.625 0 \nz\nM 16.796875 41.5 \nL 32.28125 41.5 \nQ 38.578125 41.5 41.3125 42.328125 \nQ 44.921875 43.40625 46.75 45.890625 \nQ 48.578125 48.390625 48.578125 52.15625 \nQ 48.578125 55.71875 46.875 58.421875 \nQ 45.171875 61.140625 41.984375 62.140625 \nQ 38.8125 63.140625 31.109375 63.140625 \nL 16.796875 63.140625 \nz\nM 16.796875 8.453125 \nL 34.625 8.453125 \nQ 39.203125 8.453125 41.0625 8.796875 \nQ 44.34375 9.375 46.53125 10.734375 \nQ 48.734375 12.109375 50.140625 14.71875 \nQ 51.5625 17.328125 51.5625 20.75 \nQ 51.5625 24.75 49.515625 27.703125 \nQ 47.46875 30.671875 43.828125 31.859375 \nQ 40.1875 33.0625 33.34375 33.0625 \nL 16.796875 33.0625 \nz\n\" id=\"ArialMT-66\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 251.502534 239.375625 \nL 251.502534 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- C -->\n      <g style=\"fill:#262626;\" transform=\"translate(247.530503 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 58.796875 25.09375 \nL 68.265625 22.703125 \nQ 65.28125 11.03125 57.546875 4.90625 \nQ 49.8125 -1.21875 38.625 -1.21875 \nQ 27.046875 -1.21875 19.796875 3.484375 \nQ 12.546875 8.203125 8.765625 17.140625 \nQ 4.984375 26.078125 4.984375 36.328125 \nQ 4.984375 47.515625 9.25 55.828125 \nQ 13.53125 64.15625 21.40625 68.46875 \nQ 29.296875 72.796875 38.765625 72.796875 \nQ 49.515625 72.796875 56.828125 67.328125 \nQ 64.15625 61.859375 67.046875 51.953125 \nL 57.71875 49.75 \nQ 55.21875 57.5625 50.484375 61.125 \nQ 45.75 64.703125 38.578125 64.703125 \nQ 30.328125 64.703125 24.78125 60.734375 \nQ 19.234375 56.78125 16.984375 50.109375 \nQ 14.75 43.453125 14.75 36.375 \nQ 14.75 27.25 17.40625 20.4375 \nQ 20.0625 13.625 25.671875 10.25 \nQ 31.296875 6.890625 37.84375 6.890625 \nQ 45.796875 6.890625 51.3125 11.46875 \nQ 56.84375 16.0625 58.796875 25.09375 \nz\n\" id=\"ArialMT-67\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-67\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 331.598228 239.375625 \nL 331.598228 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- D -->\n      <g style=\"fill:#262626;\" transform=\"translate(327.626197 256.749219)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 32.375 71.578125 \nQ 40.71875 71.578125 45.125 70.5625 \nQ 51.265625 69.140625 55.609375 65.4375 \nQ 61.28125 60.640625 64.078125 53.1875 \nQ 66.890625 45.75 66.890625 36.1875 \nQ 66.890625 28.03125 64.984375 21.734375 \nQ 63.09375 15.4375 60.109375 11.296875 \nQ 57.125 7.171875 53.578125 4.796875 \nQ 50.046875 2.4375 45.046875 1.21875 \nQ 40.046875 0 33.546875 0 \nz\nM 17.1875 8.453125 \nL 32.46875 8.453125 \nQ 39.546875 8.453125 43.578125 9.765625 \nQ 47.609375 11.078125 50 13.484375 \nQ 53.375 16.84375 55.25 22.53125 \nQ 57.125 28.21875 57.125 36.328125 \nQ 57.125 47.5625 53.4375 53.59375 \nQ 49.75 59.625 44.484375 61.671875 \nQ 40.671875 63.140625 32.234375 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-68\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-68\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_5\">\n     <!-- Grades -->\n     <g style=\"fill:#262626;\" transform=\"translate(191.780313 271.524844)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 41.21875 28.078125 \nL 41.21875 36.46875 \nL 71.53125 36.53125 \nL 71.53125 9.96875 \nQ 64.546875 4.390625 57.125 1.578125 \nQ 49.703125 -1.21875 41.890625 -1.21875 \nQ 31.34375 -1.21875 22.71875 3.296875 \nQ 14.109375 7.8125 9.71875 16.359375 \nQ 5.328125 24.90625 5.328125 35.453125 \nQ 5.328125 45.90625 9.6875 54.953125 \nQ 14.0625 64.015625 22.265625 68.40625 \nQ 30.46875 72.796875 41.15625 72.796875 \nQ 48.921875 72.796875 55.1875 70.28125 \nQ 61.46875 67.78125 65.03125 63.28125 \nQ 68.609375 58.796875 70.453125 51.5625 \nL 61.921875 49.21875 \nQ 60.296875 54.6875 57.90625 57.8125 \nQ 55.515625 60.9375 51.0625 62.8125 \nQ 46.625 64.703125 41.21875 64.703125 \nQ 34.71875 64.703125 29.984375 62.71875 \nQ 25.25 60.75 22.34375 57.515625 \nQ 19.4375 54.296875 17.828125 50.4375 \nQ 15.09375 43.796875 15.09375 36.03125 \nQ 15.09375 26.46875 18.390625 20.015625 \nQ 21.6875 13.578125 27.984375 10.453125 \nQ 34.28125 7.328125 41.359375 7.328125 \nQ 47.515625 7.328125 53.375 9.6875 \nQ 59.234375 12.0625 62.25 14.75 \nL 62.25 28.078125 \nz\n\" id=\"ArialMT-71\"/>\n       <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n       <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n       <path d=\"M 40.234375 0 \nL 40.234375 6.546875 \nQ 35.296875 -1.171875 25.734375 -1.171875 \nQ 19.53125 -1.171875 14.328125 2.25 \nQ 9.125 5.671875 6.265625 11.796875 \nQ 3.421875 17.921875 3.421875 25.875 \nQ 3.421875 33.640625 6 39.96875 \nQ 8.59375 46.296875 13.765625 49.65625 \nQ 18.953125 53.03125 25.34375 53.03125 \nQ 30.03125 53.03125 33.6875 51.046875 \nQ 37.359375 49.078125 39.65625 45.90625 \nL 39.65625 71.578125 \nL 48.390625 71.578125 \nL 48.390625 0 \nz\nM 12.453125 25.875 \nQ 12.453125 15.921875 16.640625 10.984375 \nQ 20.84375 6.0625 26.5625 6.0625 \nQ 32.328125 6.0625 36.34375 10.765625 \nQ 40.375 15.484375 40.375 25.140625 \nQ 40.375 35.796875 36.265625 40.765625 \nQ 32.171875 45.75 26.171875 45.75 \nQ 20.3125 45.75 16.375 40.96875 \nQ 12.453125 36.1875 12.453125 25.875 \nz\n\" id=\"ArialMT-100\"/>\n       <path d=\"M 42.09375 16.703125 \nL 51.171875 15.578125 \nQ 49.03125 7.625 43.21875 3.21875 \nQ 37.40625 -1.171875 28.375 -1.171875 \nQ 17 -1.171875 10.328125 5.828125 \nQ 3.65625 12.84375 3.65625 25.484375 \nQ 3.65625 38.578125 10.390625 45.796875 \nQ 17.140625 53.03125 27.875 53.03125 \nQ 38.28125 53.03125 44.875 45.953125 \nQ 51.46875 38.875 51.46875 26.03125 \nQ 51.46875 25.25 51.421875 23.6875 \nL 12.75 23.6875 \nQ 13.234375 15.140625 17.578125 10.59375 \nQ 21.921875 6.0625 28.421875 6.0625 \nQ 33.25 6.0625 36.671875 8.59375 \nQ 40.09375 11.140625 42.09375 16.703125 \nz\nM 13.234375 30.90625 \nL 42.1875 30.90625 \nQ 41.609375 37.453125 38.875 40.71875 \nQ 34.671875 45.796875 27.984375 45.796875 \nQ 21.921875 45.796875 17.796875 41.75 \nQ 13.671875 37.703125 13.234375 30.90625 \nz\n\" id=\"ArialMT-101\"/>\n       <path d=\"M 3.078125 15.484375 \nL 11.765625 16.84375 \nQ 12.5 11.625 15.84375 8.84375 \nQ 19.1875 6.0625 25.203125 6.0625 \nQ 31.25 6.0625 34.171875 8.515625 \nQ 37.109375 10.984375 37.109375 14.3125 \nQ 37.109375 17.28125 34.515625 19 \nQ 32.71875 20.171875 25.53125 21.96875 \nQ 15.875 24.421875 12.140625 26.203125 \nQ 8.40625 27.984375 6.46875 31.125 \nQ 4.546875 34.28125 4.546875 38.09375 \nQ 4.546875 41.546875 6.125 44.5 \nQ 7.71875 47.46875 10.453125 49.421875 \nQ 12.5 50.921875 16.03125 51.96875 \nQ 19.578125 53.03125 23.640625 53.03125 \nQ 29.734375 53.03125 34.34375 51.265625 \nQ 38.96875 49.515625 41.15625 46.5 \nQ 43.359375 43.5 44.1875 38.484375 \nL 35.59375 37.3125 \nQ 35.015625 41.3125 32.203125 43.546875 \nQ 29.390625 45.796875 24.265625 45.796875 \nQ 18.21875 45.796875 15.625 43.796875 \nQ 13.03125 41.796875 13.03125 39.109375 \nQ 13.03125 37.40625 14.109375 36.03125 \nQ 15.1875 34.625 17.484375 33.6875 \nQ 18.796875 33.203125 25.25 31.453125 \nQ 34.578125 28.953125 38.25 27.359375 \nQ 41.9375 25.78125 44.03125 22.75 \nQ 46.140625 19.734375 46.140625 15.234375 \nQ 46.140625 10.84375 43.578125 6.953125 \nQ 41.015625 3.078125 36.171875 0.953125 \nQ 31.34375 -1.171875 25.25 -1.171875 \nQ 15.140625 -1.171875 9.84375 3.03125 \nQ 4.546875 7.234375 3.078125 15.484375 \nz\n\" id=\"ArialMT-115\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-71\"/>\n      <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n      <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 44.054688 239.375625 \nL 378.854688 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.437656 243.312422)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 44.054688 194.841063 \nL 378.854688 194.841063 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 198.77786)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 44.054688 150.306501 \nL 378.854688 150.306501 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 40 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 154.243297)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 44.054688 105.771938 \nL 378.854688 105.771938 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 60 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 109.708735)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 49.75 54.046875 \nL 41.015625 53.375 \nQ 39.84375 58.546875 37.703125 60.890625 \nQ 34.125 64.65625 28.90625 64.65625 \nQ 24.703125 64.65625 21.53125 62.3125 \nQ 17.390625 59.28125 14.984375 53.46875 \nQ 12.59375 47.65625 12.5 36.921875 \nQ 15.671875 41.75 20.265625 44.09375 \nQ 24.859375 46.4375 29.890625 46.4375 \nQ 38.671875 46.4375 44.84375 39.96875 \nQ 51.03125 33.5 51.03125 23.25 \nQ 51.03125 16.5 48.125 10.71875 \nQ 45.21875 4.9375 40.140625 1.859375 \nQ 35.0625 -1.21875 28.609375 -1.21875 \nQ 17.625 -1.21875 10.6875 6.859375 \nQ 3.765625 14.9375 3.765625 33.5 \nQ 3.765625 54.25 11.421875 63.671875 \nQ 18.109375 71.875 29.4375 71.875 \nQ 37.890625 71.875 43.28125 67.140625 \nQ 48.6875 62.40625 49.75 54.046875 \nz\nM 13.875 23.1875 \nQ 13.875 18.65625 15.796875 14.5 \nQ 17.71875 10.359375 21.1875 8.171875 \nQ 24.65625 6 28.46875 6 \nQ 34.03125 6 38.03125 10.484375 \nQ 42.046875 14.984375 42.046875 22.703125 \nQ 42.046875 30.125 38.078125 34.390625 \nQ 34.125 38.671875 28.125 38.671875 \nQ 22.171875 38.671875 18.015625 34.390625 \nQ 13.875 30.125 13.875 23.1875 \nz\n\" id=\"ArialMT-54\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-54\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#peb4108cf47)\" d=\"M 44.054688 61.237376 \nL 378.854688 61.237376 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 80 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.320625 65.174173)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 17.671875 38.8125 \nQ 12.203125 40.828125 9.5625 44.53125 \nQ 6.9375 48.25 6.9375 53.421875 \nQ 6.9375 61.234375 12.546875 66.546875 \nQ 18.171875 71.875 27.484375 71.875 \nQ 36.859375 71.875 42.578125 66.421875 \nQ 48.296875 60.984375 48.296875 53.171875 \nQ 48.296875 48.1875 45.671875 44.5 \nQ 43.0625 40.828125 37.75 38.8125 \nQ 44.34375 36.671875 47.78125 31.875 \nQ 51.21875 27.09375 51.21875 20.453125 \nQ 51.21875 11.28125 44.71875 5.03125 \nQ 38.234375 -1.21875 27.640625 -1.21875 \nQ 17.046875 -1.21875 10.546875 5.046875 \nQ 4.046875 11.328125 4.046875 20.703125 \nQ 4.046875 27.6875 7.59375 32.390625 \nQ 11.140625 37.109375 17.671875 38.8125 \nz\nM 15.921875 53.71875 \nQ 15.921875 48.640625 19.1875 45.40625 \nQ 22.46875 42.1875 27.6875 42.1875 \nQ 32.765625 42.1875 36.015625 45.375 \nQ 39.265625 48.578125 39.265625 53.21875 \nQ 39.265625 58.0625 35.90625 61.359375 \nQ 32.5625 64.65625 27.59375 64.65625 \nQ 22.5625 64.65625 19.234375 61.421875 \nQ 15.921875 58.203125 15.921875 53.71875 \nz\nM 13.09375 20.65625 \nQ 13.09375 16.890625 14.875 13.375 \nQ 16.65625 9.859375 20.171875 7.921875 \nQ 23.6875 6 27.734375 6 \nQ 34.03125 6 38.125 10.046875 \nQ 42.234375 14.109375 42.234375 20.359375 \nQ 42.234375 26.703125 38.015625 30.859375 \nQ 33.796875 35.015625 27.4375 35.015625 \nQ 21.234375 35.015625 17.15625 30.90625 \nQ 13.09375 26.8125 13.09375 20.65625 \nz\n\" id=\"ArialMT-56\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-56\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_11\">\n     <!-- Number of People -->\n     <g style=\"fill:#262626;\" transform=\"translate(15.935625 179.012812)rotate(-90)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 7.625 0 \nL 7.625 71.578125 \nL 17.328125 71.578125 \nL 54.9375 15.375 \nL 54.9375 71.578125 \nL 64.015625 71.578125 \nL 64.015625 0 \nL 54.296875 0 \nL 16.703125 56.25 \nL 16.703125 0 \nz\n\" id=\"ArialMT-78\"/>\n       <path d=\"M 40.578125 0 \nL 40.578125 7.625 \nQ 34.515625 -1.171875 24.125 -1.171875 \nQ 19.53125 -1.171875 15.546875 0.578125 \nQ 11.578125 2.34375 9.640625 5 \nQ 7.71875 7.671875 6.9375 11.53125 \nQ 6.390625 14.109375 6.390625 19.734375 \nL 6.390625 51.859375 \nL 15.1875 51.859375 \nL 15.1875 23.09375 \nQ 15.1875 16.21875 15.71875 13.8125 \nQ 16.546875 10.359375 19.234375 8.375 \nQ 21.921875 6.390625 25.875 6.390625 \nQ 29.828125 6.390625 33.296875 8.421875 \nQ 36.765625 10.453125 38.203125 13.9375 \nQ 39.65625 17.4375 39.65625 24.078125 \nL 39.65625 51.859375 \nL 48.4375 51.859375 \nL 48.4375 0 \nz\n\" id=\"ArialMT-117\"/>\n       <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.453125 51.859375 \nL 14.453125 44.578125 \nQ 16.890625 48.390625 20.9375 50.703125 \nQ 25 53.03125 30.171875 53.03125 \nQ 35.9375 53.03125 39.625 50.640625 \nQ 43.3125 48.25 44.828125 43.953125 \nQ 50.984375 53.03125 60.84375 53.03125 \nQ 68.5625 53.03125 72.703125 48.75 \nQ 76.859375 44.484375 76.859375 35.59375 \nL 76.859375 0 \nL 68.109375 0 \nL 68.109375 32.671875 \nQ 68.109375 37.9375 67.25 40.25 \nQ 66.40625 42.578125 64.15625 43.984375 \nQ 61.921875 45.40625 58.890625 45.40625 \nQ 53.421875 45.40625 49.796875 41.765625 \nQ 46.1875 38.140625 46.1875 30.125 \nL 46.1875 0 \nL 37.40625 0 \nL 37.40625 33.6875 \nQ 37.40625 39.546875 35.25 42.46875 \nQ 33.109375 45.40625 28.21875 45.40625 \nQ 24.515625 45.40625 21.359375 43.453125 \nQ 18.21875 41.5 16.796875 37.734375 \nQ 15.375 33.984375 15.375 26.90625 \nL 15.375 0 \nz\n\" id=\"ArialMT-109\"/>\n       <path d=\"M 14.703125 0 \nL 6.546875 0 \nL 6.546875 71.578125 \nL 15.328125 71.578125 \nL 15.328125 46.046875 \nQ 20.90625 53.03125 29.546875 53.03125 \nQ 34.328125 53.03125 38.59375 51.09375 \nQ 42.875 49.171875 45.625 45.671875 \nQ 48.390625 42.1875 49.953125 37.25 \nQ 51.515625 32.328125 51.515625 26.703125 \nQ 51.515625 13.375 44.921875 6.09375 \nQ 38.328125 -1.171875 29.109375 -1.171875 \nQ 19.921875 -1.171875 14.703125 6.5 \nz\nM 14.59375 26.3125 \nQ 14.59375 17 17.140625 12.84375 \nQ 21.296875 6.0625 28.375 6.0625 \nQ 34.125 6.0625 38.328125 11.0625 \nQ 42.53125 16.0625 42.53125 25.984375 \nQ 42.53125 36.140625 38.5 40.96875 \nQ 34.46875 45.796875 28.765625 45.796875 \nQ 23 45.796875 18.796875 40.796875 \nQ 14.59375 35.796875 14.59375 26.3125 \nz\n\" id=\"ArialMT-98\"/>\n       <path id=\"ArialMT-32\"/>\n       <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n       <path d=\"M 8.6875 0 \nL 8.6875 45.015625 \nL 0.921875 45.015625 \nL 0.921875 51.859375 \nL 8.6875 51.859375 \nL 8.6875 57.375 \nQ 8.6875 62.59375 9.625 65.140625 \nQ 10.890625 68.5625 14.078125 70.671875 \nQ 17.28125 72.796875 23.046875 72.796875 \nQ 26.765625 72.796875 31.25 71.921875 \nL 29.9375 64.265625 \nQ 27.203125 64.75 24.75 64.75 \nQ 20.75 64.75 19.09375 63.03125 \nQ 17.4375 61.328125 17.4375 56.640625 \nL 17.4375 51.859375 \nL 27.546875 51.859375 \nL 27.546875 45.015625 \nL 17.4375 45.015625 \nL 17.4375 0 \nz\n\" id=\"ArialMT-102\"/>\n       <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n       <path d=\"M 6.59375 -19.875 \nL 6.59375 51.859375 \nL 14.59375 51.859375 \nL 14.59375 45.125 \nQ 17.4375 49.078125 21 51.046875 \nQ 24.5625 53.03125 29.640625 53.03125 \nQ 36.28125 53.03125 41.359375 49.609375 \nQ 46.4375 46.1875 49.015625 39.953125 \nQ 51.609375 33.734375 51.609375 26.3125 \nQ 51.609375 18.359375 48.75 11.984375 \nQ 45.90625 5.609375 40.453125 2.21875 \nQ 35.015625 -1.171875 29 -1.171875 \nQ 24.609375 -1.171875 21.109375 0.6875 \nQ 17.625 2.546875 15.375 5.375 \nL 15.375 -19.875 \nz\nM 14.546875 25.640625 \nQ 14.546875 15.625 18.59375 10.84375 \nQ 22.65625 6.0625 28.421875 6.0625 \nQ 34.28125 6.0625 38.453125 11.015625 \nQ 42.625 15.96875 42.625 26.375 \nQ 42.625 36.28125 38.546875 41.203125 \nQ 34.46875 46.140625 28.8125 46.140625 \nQ 23.1875 46.140625 18.859375 40.890625 \nQ 14.546875 35.640625 14.546875 25.640625 \nz\n\" id=\"ArialMT-112\"/>\n       <path d=\"M 6.390625 0 \nL 6.390625 71.578125 \nL 15.1875 71.578125 \nL 15.1875 0 \nz\n\" id=\"ArialMT-108\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-78\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-117\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-98\"/>\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"355.664062\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"383.447266\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"439.0625\" xlink:href=\"#ArialMT-102\"/>\n      <use x=\"466.845703\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"494.628906\" xlink:href=\"#ArialMT-80\"/>\n      <use x=\"561.328125\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"616.943359\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"672.558594\" xlink:href=\"#ArialMT-112\"/>\n      <use x=\"728.173828\" xlink:href=\"#ArialMT-108\"/>\n      <use x=\"750.390625\" xlink:href=\"#ArialMT-101\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#peb4108cf47)\" d=\"M 59.272869 239.375625 \nL 123.349424 239.375625 \nL 123.349424 32.289911 \nL 59.272869 32.289911 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#peb4108cf47)\" d=\"M 139.368563 239.375625 \nL 203.445118 239.375625 \nL 203.445118 87.958113 \nL 139.368563 87.958113 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#peb4108cf47)\" d=\"M 219.464257 239.375625 \nL 283.540812 239.375625 \nL 283.540812 219.335072 \nL 219.464257 219.335072 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#peb4108cf47)\" d=\"M 299.559951 239.375625 \nL 363.636506 239.375625 \nL 363.636506 237.148897 \nL 299.559951 237.148897 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path d=\"M 44.054688 239.375625 \nL 44.054688 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path d=\"M 378.854688 239.375625 \nL 378.854688 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path d=\"M 44.054688 239.375625 \nL 378.854688 239.375625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path d=\"M 44.054688 21.935625 \nL 378.854688 21.935625 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"text_12\">\n    <!-- Grades vs. Number of People -->\n    <g style=\"fill:#262626;\" transform=\"translate(132.4225 15.935625)scale(0.12 -0.12)\">\n     <defs>\n      <path d=\"M 21 0 \nL 1.265625 51.859375 \nL 10.546875 51.859375 \nL 21.6875 20.796875 \nQ 23.484375 15.765625 25 10.359375 \nQ 26.171875 14.453125 28.265625 20.21875 \nL 39.796875 51.859375 \nL 48.828125 51.859375 \nL 29.203125 0 \nz\n\" id=\"ArialMT-118\"/>\n      <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n     </defs>\n     <use xlink:href=\"#ArialMT-71\"/>\n     <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"327.929688\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"355.712891\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"405.712891\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"455.712891\" xlink:href=\"#ArialMT-46\"/>\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"511.279297\" xlink:href=\"#ArialMT-78\"/>\n     <use x=\"583.496094\" xlink:href=\"#ArialMT-117\"/>\n     <use x=\"639.111328\" xlink:href=\"#ArialMT-109\"/>\n     <use x=\"722.412109\" xlink:href=\"#ArialMT-98\"/>\n     <use x=\"778.027344\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"833.642578\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"866.943359\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"894.726562\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"950.341797\" xlink:href=\"#ArialMT-102\"/>\n     <use x=\"978.125\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"1005.908203\" xlink:href=\"#ArialMT-80\"/>\n     <use x=\"1072.607422\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"1128.222656\" xlink:href=\"#ArialMT-111\"/>\n     <use x=\"1183.837891\" xlink:href=\"#ArialMT-112\"/>\n     <use x=\"1239.453125\" xlink:href=\"#ArialMT-108\"/>\n     <use x=\"1261.669922\" xlink:href=\"#ArialMT-101\"/>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"peb4108cf47\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"44.054688\" y=\"21.935625\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYEAAAEXCAYAAABLZvh6AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAjEElEQVR4nO3deVhU9eI/8PcwbCkqLmDqTe8FF1RcEjfcEEJlkVzQqzeV1FJccoFcSIe8mqR4UTPJXFo0W8yFRcyLWmQpkBrcMlygDCmlQMWNdWDm8/3Dn/MLFQ+IZ8bhvF/P0/NwhrO8z6eaN+ecmXNUQggBIiJSJAtTByAiItNhCRARKRhLgIhIwVgCREQKxhIgIlIwlgARkYKxBOg+e/bswdixY+Hr6wtvb29MmTIFP/74Y63Xm5iYiEmTJj2GhI9XWFgYfHx8UFxcXOn1Z599FpcuXXos24iJiUFwcPBjWVd1tzd48GC89NJLlV6/dOkSOnbsiBEjRhj+ef7557F3717Zchhzv6nmLE0dgJ4s69atw6lTp/DWW2+hVatWAIDU1FQEBwcjJiYGLVu2NHFCeVy+fBkRERGIiIgwdZTHIi4uDiEhIRgxYsR9v7O1tUV8fLxhOi8vD8OHD4erqytcXFyMGZOeACwBMrh69Sp27NiBI0eOwNHR0fC6u7s7wsLCUFJSAgDw8vJC165dkZmZidDQUFhaWmLLli3QarUoKCjAyJEjMX/+fADAhg0bkJCQAHt7e7Rp08awTq1Wi6ioKJw6dQo6nQ6dOnWCRqOBnZ0dPv30U+zatQtWVlawsbHBihUr0LZtW8Oyer0enp6eiI6ORpcuXQAAISEh6NWrF/r06YOlS5dCq9VCCIExY8ZgwoQJkvseFBSE+Ph4HDp0CMOGDav0u0uXLiEgIAD/+9//7puOiYnB4cOHUVpaisuXL6NFixaYMGECPv74Y1y8eBFTpkzB1KlTAQBXrlzBSy+9hPz8fLRq1QpvvPEGHBwccPv2bURERCArKwvl5eVwd3fHokWLYGlpCVdXVzz33HM4f/48oqKiDPsLALdv38by5ctx/vx5qFQqDBw4EKGhoVizZg1++uknXLp0CdevX8fkyZMfuu/NmzdHmzZtcPHiRbi4uGDPnj347LPPoNfrYW9vj/DwcDg7O1e5PUtLS3Tq1AkvvvgiTpw4geLiYoSGhmLo0KGVtvOw/SQTEkT/z5EjR8SoUaMk5/P09BTR0dFCCCH0er2YOHGiyM7OFkII8eeff4qOHTuKa9euiSNHjgg/Pz9x+/ZtUV5eLqZPny4mTpwohBBi48aNYvXq1UKv1wshhFi7dq1YtmyZqKioEJ07dxZ5eXlCCCFiY2PFrl277suwYcMGsXz5ciGEEDdu3BC9e/cWt27dEq+99prYsmWLEEKI/Px8MX/+fKHT6R66P4sXLxbvvfeeOHbsmOjdu7fIzc0VQgjRvXt38fvvv4vff/9ddO/e3TD/X6f37dsn3NzcRG5urtDpdMLPz0/MmTNH6HQ6ce7cOdGlSxeh0+nEvn37RPfu3cXFixcN+ztv3jwhhBBhYWHio48+EkIIUVFRIRYsWCC2bt0qhBCiffv2IjY29oG5Fy1aJN544w2h1+tFWVmZmDp1qmHfJ06cKP773//et8y9+yKEEOnp6aJXr14iNzdXnDhxQrzwwguiuLhYCCHEsWPHhK+vr+T22rdvL959910hhBDnzp0Tbm5u4tq1a2Lfvn1i+vTpkvtJpsMKJgNxzx1ECgsLDX9FFxcXw9fXF6GhoQCAnj17AgBUKhU2b96Mo0eP4sCBA7hw4QKEECgpKUFqaiqGDBkCOzs7AEBgYCB27twJADh69Chu376NlJQUAEB5eTmaNm0KtVoNHx8fjB8/HoMHD0b//v0REBBwX9bAwECMGTMGYWFhOHDgADw9PdGgQQMMGTIEixcvxunTp+Hu7g6NRgMLi+pd+howYABGjRqFhQsX4qOPPqr2uHXp0gUtWrQAAPztb3/DgAEDYGFhgWeeeQZlZWWGI6h+/foZjobGjBmDMWPGGMbip59+MpyXLy0trbT+u2N9r2+//RafffYZVCoVrK2tMX78eOzYsQPTp09/aN7S0lLDaSKdTofGjRvjP//5D1q0aIGdO3ciJycH48ePN8x/8+ZN3LhxQ3J7EydOBAC4uLigffv2OHXqVKXtSu0nmQZLgAy6du2K7OxsXL9+HY0bN4adnZ3h3PHGjRtx/fp1w7z16tUDcKccRo0aBW9vb/Ts2ROBgYH48ssvIYSASqWqVCxqtdrws16vx5IlS+Dh4QEAKCoqQllZGQAgKioKWVlZSElJwbZt27B37168++67lbK2atUKnTp1wtGjRxETE4MlS5YAADw9PXHo0CGkpKQgNTUV77zzDnbt2oXWrVtXawxCQ0Mxbtw4bN682fDavftRXl5eaRlra+tK01Wd3vjr/gshDPPp9Xps2LABzs7OAIBbt25BpVIZ5r071vfS6/X3TVdUVFS5b3fde03g3nWMGDECCxcuNEzn5+ejUaNGktu799/vX6fvvvaw/STT4KeDyKB58+YICgrCvHnzkJuba3g9NzcX6enpD/yLOicnB4WFhZg/fz68vLxw8uRJaLVa6PV6DBw4EImJibh16xb0en2lN54BAwbgk08+McwbHh6OdevWoaCgAB4eHrC3t8fkyZMxf/58ZGZmPjDvP//5T2zbtg2lpaVwc3MDALz66qs4ePAg/P39sWzZMtjZ2eGPP/6o9hhYW1tj7dq1+OCDDwx/qTZs2BDl5eX45ZdfAABHjhyp9vr+6sSJE4Zx/eyzzzBo0CDDWGzfvh1CCGi1WsycORMff/yx5PrujuHd5Xbv3o1+/fo9Ura7+vfvjy+++AL5+fmGnC+++GK1thcXFwcAOHPmDLKzs9GrV6/78j7KfpK8eCRAlYSEhGD//v1YsGABiouLUVFRAWtra/j5+T3wAmuHDh0wePBg+Pr6omHDhmjdujXatm2LnJwceHh4IDMzE4GBgWjYsCFcXFwMRxOzZs1CZGQkRo0aBZ1Oh44dOyIsLAx2dnaYOXMmJk+eDFtbW6jVaqxcufKBWb28vLB8+XJMmzbN8NqsWbOwdOlSfP7551Cr1fD29kbv3r2Rl5eH6dOnY+vWrWjevPlDx8DJyQmLFy+GRqMBADRo0AALFy7EtGnT0KRJE/j4+DzS2LZv3x5LlizB1atX4eTkhBUrVgAAli5dioiICAQEBKC8vBz9+vXDyy+/LLk+jUaDlStXGpYbOHAgZsyY8UjZ7ho4cCCmTZuGqVOnQqVSwc7ODtHR0VCpVJLbS09Px+7du6HX67F+/Xo0atSo0rofdT9JXipx74lgIqIa6tChA1JTU9GkSRNTR6Ea4ukgIiIF45EAEZGC8UiAiEjBWAJERApmNp8O0uv1KCoqgpWVFT9bTERUTUIIlJeXo379+g/8mLfZlEBRURGysrJMHYOIyCy1b98eDRo0uO91sykBKysrAHd25N5vaJqDjIwMuLq6mjqG2eL41R7HsHbMdfy0Wi2ysrIM76H3MpsSuHsKyNraGjY2NiZO82jMNfeTguNXexzD2jHn8avqNDovDBMRKRhLgIhIwVgCREQKxhIgIlIwlgARkYKxBIiIFIwlQESkYIopAW25zqTbv/vkK1Mx9f4T0ZPJbL4sVlvWVmoEvPrg56oqQcLaEaaOQERPIMUcCRAR0f1YAkRECsYSICJSMJYAEZGCsQSIiBSMJUBEpGAsASIiBWMJEBEpGEuAiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKRhLgIhIwVgCREQKxhIgIlIwlgARkYKxBIiIFIwlQESkYCwBIiIFYwkQESmYrCUQHx8Pf39/+Pv7IzIyEgBw7tw5BAYGYtiwYVi6dCkqKirkjEBERA8hWwmUlJQgIiICO3fuRHx8PL7//nukpKRg4cKFCA8Px6FDhyCEwO7du+WKQEREEmQrAZ1OB71ej5KSElRUVKCiogKWlpYoLS1F9+7dAQCjR49GYmKiXBGIiEiCpVwrtrOzw7x58+Dr6wtbW1v07t0bVlZWcHBwMMzj4OCAvLy8Gq03IyPjkfK4ubk90nJ1SVpamqkj1Iq5538ScAxrpy6On2wlcP78eezbtw9ff/01GjRogAULFiA5Ofm++VQqVY3W6+rqChsbm8cVU1HMuQjT0tLMOv+TgGNYO+Y6fmVlZQ/941m200HHjx+Hu7s7mjZtCmtra4wePRonTpzA1atXDfNcuXIFjo6OckUgIiIJspWAi4sLUlJSUFxcDCEEkpKS0Lt3b9jY2BgOqeLi4jBo0CC5IhARkQTZTgcNGDAAZ8+exejRo2FlZYUuXbpg+vTpGDJkCDQaDYqKitCpUycEBQXJFYGIiCTIVgIAMH36dEyfPr3Say4uLti7d6+cmyUiomriN4aJiBSMJUBEpGAsASIiBWMJEBEpGEuAiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKRhLgIhIwVgCREQKxhIgIlIwlgARkYJVqwRKS0uRmZkJIQRKS0vlzkREREYiWQI//PADvL29ERwcjLy8PHh4eCA9Pd0Y2YiISGaSJbBmzRps374d9vb2ePrpp7FmzRpEREQYIxsREclMsgRKS0vRtm1bw7SHhwd0Op2soYiIyDgkS8DS0hI3b96ESqUCAPz666+yhyIiIuOwlJphxowZmDhxIq5evYrQ0FAkJydjxYoVxshGTxBtuQ7WVmqTbd/Nzc1k2wZMv/9EcpEsAS8vLzg7OyM5ORl6vR6zZs2qdHqIlMHaSo2AV+NNHcNkEtaOMHUEIllUWQJnzpypNN2tWzcAQFlZGc6cOYPOnTvLm4yIiGRXZQnMmTOnyoVUKhW++uorWQIREZHxVFkCSUlJxsxBREQmIHlNoKioCO+88w6OHz8OtVoNLy8vBAcHw9ra2hj5iIhIRpIfEdVoNMjLy8Nrr72GhQsX4sKFC1i5cqUxshERkcwkjwTOnj2LQ4cOGab79u0Lf39/WUMREZFxSB4JNGvWDAUFBYbp4uJiNG7cWNZQRERkHJJHAs2aNUNgYCB8fHygVqvx1VdfoVmzZoZTQhqNRvaQREQkD8kSaNeuHdq1a2eY5qkgIqK6Q7IEXnnlFRQVFeHMmTOoqKhA165dYWdnZ4xsREQkM8kSOH36NGbNmoVmzZpBp9MhLy8PmzdvRo8ePYyRj4iIZCRZApGRkYiKikLfvn0BAKmpqVi9ejV2794tezgiIpKX5KeDCgsLDQUAAO7u7igpKanWypOSkjB69Gj4+PgYLiSnpKQgICAAQ4cOxfr16x8xNhERPQ6SJWBhYYHLly8bpi9dugS1WvqWur///juWLVuGTZs2ISEhAWfPnsU333yDJUuWYNOmTTh48CAyMjLwzTff1G4PiIjokUmeDpo9ezbGjRsHd3d3AEBycjKWLVsmueIjR47Az88PTz/9NABg/fr1yMnJQZs2bfDMM88AAAICApCYmAgPD4/a7AMRET0iyRLw9vaGk5MTvvvuOwghMGPGDDg7O0uuOCcnB1ZWVnjppZdw5coVeHp6ol27dnBwcDDM4+joiLy8vNrtARERPTLJEgCArKws5OXlITg4GElJSdUqAZ1Oh++//x47d+5EvXr1MGvWLDz11FP3zXf3sZXVlZGRUaP57zL1k6meBGlpaY+8LMevduP3pKgL+2BKdXH8JEtg69atSE5Oxp9//onJkycjOjoaOTk5mD179kOXa9asGdzd3dGkSRMAwHPPPYfExMRK1xPy8/Ph6OhYo8Curq6wsbGp0TJ0B9/Ia8fcxy8tLc3s98GUzHX8ysrKHvrHs+SF4S+++ALbtm3DU089hcaNG2P37t04cOCA5IY9PT1x/Phx3Lp1CzqdDseOHYOPjw+ys7ORk5MDnU6HAwcOYNCgQTXbIyIiemwkjwQsLS0rPTugYcOGsLSUPovUrVs3vPzyy3jhhRdQXl6O/v3741//+hecnJwwZ84clJWVwcPDAz4+PrXbAyIiemSS7+YtWrTA0aNHoVKpoNVq8f7776NVq1bVWvmYMWMwZsyYSq+5u7tj//79j5aWiIgeK8kSCA8Px6JFi5CZmYnu3bujW7duWLt2rTGyERGRzCRLoHnz5tixYwdKSkqg0+l48zgiojqkygvDBQUFmDt3LgICAhAREQEALAAiojqmyhIIDw9Hq1atsGDBAly7dg1RUVHGzEVEREZQ5emg3377De+88w4AoE+fPhg7dqzRQhERkXFUeSRgZWVl+NnW1rZaN40jIiLzUmUJCCEqTdf09g5ERPTkq/J00LVr1/Dhhx9WOT1lyhR5kxERkeyqLIH+/fsjKyurymkiIjJ/VZbAqlWrjJmDiIhMQPIGckREVHexBIiIFKzKEjhy5AgAQKvVGi0MEREZV5Ul8PbbbwMAxo0bZ7QwRERkXFVeGK5fvz6GDRuGvLw8BAQE3Pf7hIQEWYMREZH8qiyB9957D+fOncPSpUsRHh5uzExERGQkVZaAnZ0devXqhS1btsDR0RFnzpxBRUUFunbtyruJEhHVEZLPE7h9+zYmTZqEZs2aQafTIS8vD5s3b0aPHj2MkY+IiGQkWQKRkZGIiopC3759AQCpqalYvXo1du/eLXs4IiKSl+T3BAoLCw0FANx5RnBJSYmsoYiIyDgkS8DCwgKXL182TF+6dIm3lSYiqiMkTwfNnj0b48aNg7u7OwAgOTkZy5Ytkz0YERHJT7IEvL294eTkhO+++w5CCMyYMQPOzs7GyEZERDKTLAEAcHJygpOTk9xZiIjIyHgDOSIiBWMJEBEpmGQJLFq0yBg5iIjIBCRL4Pz58/c9dJ6IiOoGyQvDDg4O8Pf3R7du3VC/fn3D6xqNRtZgREQkP8kSePbZZ/Hss88aIwsRERmZZAm88sorKC0tRU5ODtq1awetVgtbW1tjZCMiIplJXhP48ccf4e3tjeDgYOTn58PDwwPp6enGyEZERDKTLIHIyEhs374d9vb2ePrpp7FmzRpEREQYIxsREclMsgRKS0vRtm1bw7SHhwd0Op2soYiIyDgkS8DS0hI3b96ESqUCAPz666+yhyIiIuOQvDA8c+ZMTJw4EVeuXEFoaCiSk5OxYsUKY2QjIiKZSZaAp6cnnJyckJycDL1ej1mzZlU6PSQlMjIS169fx+rVq3Hu3DloNBoUFhaiZ8+eWL58OSwtq3UPOyIikkG17h1UUVEBvV4PS0tLWFlZVXvlqampiI2NNUwvXLgQ4eHhOHToEIQQfEQlEZGJSZbAvn37MGnSJPz0009IS0vDhAkTcOjQIckV37hxA+vXr8eMGTMAAJcvX0ZpaSm6d+8OABg9ejQSExNrl56IiGpF8lzM9u3bERcXB0dHRwBAbm4ugoODMWzYsIcu9/rrryMkJAR//PEHACA/Px8ODg6G3zs4OCAvL6/GgTMyMmq8DAC4ubk90nJ1SVpa2iMvy/Gr3fg9KerCPphSXRw/yRKwsrIyFAAAtGzZUvKU0J49e9CiRQu4u7sjJiYGAB54E7q7nziqCVdXV9jY2NR4OeIbeW2Z+/ilpaWZ/T6YkrmOX1lZ2UP/eK6yBM6cOQMA6NChA1asWIFx48ZBrVYjJiYGPXr0eOhGDx48iCtXrmDEiBG4efMmiouLoVKpcPXqVcM8V65cqVQuRERkfFWWwJw5cypNHz161PCzSqV66F1EP/zwQ8PPMTExOHnyJFatWoXhw4cb2jQuLg6DBg2qRXQiIqqtKksgKSnpsW8sKioKGo0GRUVF6NSpE4KCgh77NoiIqPokrwlcuXIFsbGxuHHjRqXXq/vEsdGjR2P06NEAABcXF+zdu7fmKYmISBaSHxGdOXMmTp8+DSFEpX+IiMj8SR4JlJeXIzo62hhZiIjIyCSPBDp37oysrCxjZCEiIiOTPBLo0aMHRo4cCQcHh0r3+fnqq69kDUZERPKTLIHo6GhERUWhdevWxshDRERGJFkCjRo1gp+fnzGyEBGRkUmWwODBgxEZGYmhQ4fC2tra8Hrnzp1lDUZERPKTLIGEhAQAqHTnUJVKxWsCRER1gGQJyPHNYSIiejJIlsBf7wP0V1OmTHnsYYiIyLgkS+Cv3xHQarVIS0tDnz59ZA1FRETGIVkCq1atqjRdUFBQ7fsGERHRk61azxj+qyZNmuDy5ctyZCEiIiOr0TUBIQQyMjLQtGlTWUMREZFx1OiaAAC0aNGCp4OIiOqIGl8TICKiuqPKEnjttdeqXEilUuHNN9+UJRARERlPlSXQrl27+167fv06duzYgVatWskaioiIjKPKEpg6dWql6ZSUFCxevBgBAQEPfcg8ERGZD8lrAhUVFVi7di1iY2Px73//Gz4+PsbIRURERvDQEsjJyUFISAjq1auH2NhYtGjRwli5iIjICKr8stjevXsxduxYDBkyBB9//DELgIioDqrySECj0cDCwgJbt27Ftm3bDK8LIaBSqZCenm6UgEREJJ8qS4DPCyAiqvuqLAF+DJSIqO6r8Q3kiIio7mAJEBEpGEuAiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKZisJRAdHQ1/f3/4+/tjzZo1AO48nCYgIABDhw7F+vXr5dw8ERFJkK0EUlJScPz4ccTGxiIuLg5nzpzBgQMHsGTJEmzatAkHDx5ERkYGvvnmG7kiEBGRBNlKwMHBAWFhYbC2toaVlRWcnZ1x8eJFtGnTBs888wwsLS0REBCAxMREuSIQEZEE2UqgXbt26N69OwDg4sWLOHjwIFQqFRwcHAzzODo6Ii8vT64IREQkQfIZw7X1888/Izg4GIsXL4alpSWys7Mr/V6lUtVofRkZGY+Uw83N7ZGWq0vS0tIeeVmOX+3G70lRF/bBlOri+MlaAmlpaZg7dy6WLFkCf39/nDx5ElevXjX8Pj8/H46OjjVap6urK2xsbB53VEXgG3ntmPv4paWlmf0+mJK5jl9ZWdlD/3iW7XTQH3/8gdmzZyMqKgr+/v4AgG7duiE7Oxs5OTnQ6XQ4cOAABg0aJFcEIiKSINuRwPvvv4+ysjKsXr3a8Nr48eOxevVqzJkzB2VlZfDw8ICPj49cEYiISIJsJaDRaKDRaB74u/3798u1WSIiqgF+Y5iISMFYAkRECsYSICJSMJYAEZGCsQSIiBSMJUBEpGAsASIiBWMJEBEpGEuAiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKRhLgIhIwVgCREQKxhIgIlIwlgCREWjLdaaOADc3N5Nu/0kYA7qfbA+aJ6L/z9pKjYBX400dw6QS1o4wdQR6AB4JEBEpGEuAiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKRhLgIhIwVgCREQKxhIgIlIwlgARkYKxBIiIFIwlQESkYCYpgYSEBPj5+WHIkCH45JNPTBGBiIhggofK5OXlYf369YiJiYG1tTXGjx+PPn36oG3btsaOQkRmRFuug7WV2mTbfxKezCbH/hu9BFJSUtC3b1/Y29sDAIYNG4bExES88sorD11OCAEA0Gq1j7xt+/qm+w/I1MrKymq9Do5f7Sh5/IDHM4aTXv/vY0hint5bOgRlZRU1Xu7ue+bd99B7qURVv5HJli1bUFxcjJCQEADAnj17cPr0abzxxhsPXe727dvIysoyRkQiojqnffv2aNCgwX2vG/1I4EGdo1KpJJerX78+2rdvDysrq2rNT0REd95zy8vLUb9+/Qf+3ugl0Lx5c3z//feG6fz8fDg6OkouZ2Fh8cAWIyKih7O1ta3yd0b/dFC/fv2QmpqKgoIClJSU4PDhwxg0aJCxYxAREUx0JBASEoKgoCCUl5djzJgx6Nq1q7FjEBERTHBhmIiInhz8xjARkYKxBIiIFIwlQESkYCwBIiIFM/qng5QqKysLAQEBePvttzFs2DBTxzELJ06cwIwZM9C6dWvDF16ef/55zJw509TRzEZhYSHWrl2LU6dOQa1Wo2HDhggLC0Pnzp1NHe2Jd+nSJfj4+MDZ2RkAUFpaig4dOuD1119Hs2bNTJzu8eGRgJHExMRg2LBh2LVrl6mjmBVXV1fEx8dj//792Lt3L3bt2oVffvnF1LHMgl6vx7Rp09CoUSPExcUhPj4es2fPxrRp03D9+nVTxzMLjo6OiI+PR3x8PBITE9GmTRvMnTvX1LEeK5aAEVRUVGD//v0ICQnB2bNn8dtvv5k6klkqLS2FWq3mN8er6cSJE8jPz8fcuXNhaXnnoL9v375YtWoV9Hq9idOZH5VKhTlz5uDnn3/G+fPnTR3nsWEJGMHRo0fRsmVL/OMf/4C3tzePBmogIyMDI0aMQEBAALy8vNC7d+9q3WaEgLNnz6JLly6wsKj8v7mHhweaNm1qolTmzdraGm3atMGvv/5q6iiPDUvACGJiYjB8+HAAgJ+fH2JjY2t1S2wluXs6KCEhASkpKbh8+TK2bt1q6lhmwcLCosrbB9OjU6lUD70Xj7lhCcjs2rVr+Pbbb/HBBx/Ay8sLGo0Gt27dwuHDh00dzezUr18f3t7eSE9PN3UUs+Dq6oqzZ8/eVwTr1q3Dd999Z6JU5k2r1SI7O7tOPQSLJSCz/fv3o2/fvvj222+RlJSEr7/+GjNmzMDnn39u6mhmR6fT4eTJk+jUqZOpo5iFnj17omnTpoiOjoZOpwMAHDt2DDExMXXqTcxY9Ho9Nm7ciG7duqF169amjvPY8COiMouJiTE8QOeuF154Ae+99x4uXLhg+PgZPdjdawIAUFJSgi5dumDatGkmTmUeVCoVNm3ahFWrVmH48OGwtLRE48aNsXXr1jr1EUc55efnG/770+v16NixI9auXWviVI8XbyBHRKRgPB1ERKRgLAEiIgVjCRARKRhLgIhIwVgCREQKxhIgxduzZw/Gjh0LX19feHt7Y8qUKfjxxx9rtc7ExERMmjTpMSUkkg+/J0CKtm7dOpw6dQpvvfUWWrVqBQBITU1FcHAwYmJi0LJlSxMnJJIXS4AU6+rVq9ixYweOHDlS6aZ07u7uCAsLQ0lJCby8vNC1a1dkZmYiNDQUlpaW2LJlC7RaLQoKCjBy5EjMnz8fALBhwwYkJCTA3t4ebdq0MaxPq9UiKioKp06dgk6nQ6dOnaDRaGBnZ4dPP/0Uu3btgpWVFWxsbLBixQp+m5eMiiVAivXDDz/A2dn5gXclHTlypOHndu3a4a233oIQAkFBQVi9ejX+/ve/Iy8vD56enggKCkJ6ejoOHz6MuLg42NraYvbs2Yblt27dCrVajZiYGKhUKqxbtw5RUVEIDw/Hm2++iaSkJDg6OiIuLg5paWksATIqlgAp1r1fli8sLMSECRMAAMXFxfD19QVw5x48wJ3bMGzevBlHjx7FgQMHcOHCBQghUFJSgtTUVAwZMgR2dnYAgMDAQOzcuRPAnVuJ3759GykpKQCA8vJyNG3aFGq1Gj4+Phg/fjwGDx6M/v37IyAgwCj7TnQXS4AUq2vXrsjOzsb169fRuHFj2NnZIT4+HgCwceNGw9O36tWrB+BOMYwaNQre3t7o2bMnAgMD8eWXX0IIAZVKValU1Gq14We9Xo8lS5bAw8MDAFBUVISysjIAQFRUFLKyspCSkoJt27Zh7969ePfdd42y/0QAPx1ECta8eXMEBQVh3rx5yM3NNbyem5uL9PT0+x7GkpOTg8LCQsyfPx9eXl44efIktFot9Ho9Bg4ciMTERNy6dQt6vd5QJgAwYMAAfPLJJ4Z5w8PDsW7dOhQUFMDDwwP29vaYPHky5s+fj8zMTKPtPxHAIwFSuJCQEOzfvx8LFixAcXExKioqYG1tDT8/P0yYMAFJSUmGeTt06IDBgwfD19cXDRs2ROvWrdG2bVvk5OTAw8MDmZmZCAwMRMOGDeHi4mI4kpg1axYiIyMxatQo6HQ6dOzYEWFhYbCzs8PMmTMxefJk2NraQq1WY+XKlaYaClIo3kWUiEjBeDqIiEjBWAJERArGEiAiUjCWABGRgrEEiIgUjCVARKRgLAEiIgVjCRARKdj/AdP8OT0neB7tAAAAAElFTkSuQmCC\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "sorted_grade_counts_for_comp_majors: dict[str, int] = dict(sorted(grade_counts_for_comp_majors.items()))\n",
    "\n",
    "figure, axes = plt. subplots(1)\n",
    "axes.bar(sorted_grade_counts_for_comp_majors.keys(), sorted_grade_counts_for_comp_majors.values())\n",
    "plt.xlabel(\"Grades\")\n",
    "plt.ylabel(\"Number of People\")\n",
    "plt.title(\"Grades vs. Number of People\")"
   ]
  },
  {
   "source": [
    "## Finally, I created a double bar chart that compares the percent of comp majors and non-comp majors who expect to get each grade. In order to figure out the percentages for the comp and non-comp majors I divided the grade counts for the two categories by the amount of people in the two categories. I watched [this] (https://www.youtube.com/watch?v=ZjQCPMO7LBE) youtube video to learn about the double bar chart."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Created with matplotlib (https://matplotlib.org/) -->\n<svg height=\"280.963594pt\" version=\"1.1\" viewBox=\"0 0 385.908437 280.963594\" width=\"385.908437pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n <metadata>\n  <rdf:RDF xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dc=\"http://purl.org/dc/elements/1.1/\" xmlns:rdf=\"http://www.w3.org/1999/02/22-rdf-syntax-ns#\">\n   <cc:Work>\n    <dc:type rdf:resource=\"http://purl.org/dc/dcmitype/StillImage\"/>\n    <dc:date>2021-04-05T10:29:39.750114</dc:date>\n    <dc:format>image/svg+xml</dc:format>\n    <dc:creator>\n     <cc:Agent>\n      <dc:title>Matplotlib v3.3.3, https://matplotlib.org/</dc:title>\n     </cc:Agent>\n    </dc:creator>\n   </cc:Work>\n  </rdf:RDF>\n </metadata>\n <defs>\n  <style type=\"text/css\">*{stroke-linecap:butt;stroke-linejoin:round;}</style>\n </defs>\n <g id=\"figure_1\">\n  <g id=\"patch_1\">\n   <path d=\"M 0 280.963594 \nL 385.908437 280.963594 \nL 385.908437 0 \nL 0 0 \nz\n\" style=\"fill:#ffffff;\"/>\n  </g>\n  <g id=\"axes_1\">\n   <g id=\"patch_2\">\n    <path d=\"M 43.908438 239.229375 \nL 378.708438 239.229375 \nL 378.708438 21.789375 \nL 43.908438 21.789375 \nz\n\" style=\"fill:#ffffff;\"/>\n   </g>\n   <g id=\"matplotlib.axis_1\">\n    <g id=\"xtick_1\">\n     <g id=\"line2d_1\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 91.164897 239.229375 \nL 91.164897 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_1\">\n      <!-- A -->\n      <g style=\"fill:#262626;\" transform=\"translate(87.496225 256.602969)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M -0.140625 0 \nL 27.34375 71.578125 \nL 37.546875 71.578125 \nL 66.84375 0 \nL 56.0625 0 \nL 47.703125 21.6875 \nL 17.78125 21.6875 \nL 9.90625 0 \nz\nM 20.515625 29.390625 \nL 44.78125 29.390625 \nL 37.3125 49.21875 \nQ 33.890625 58.25 32.234375 64.0625 \nQ 30.859375 57.171875 28.375 50.390625 \nz\n\" id=\"ArialMT-65\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-65\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_2\">\n     <g id=\"line2d_2\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 171.260591 239.229375 \nL 171.260591 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_2\">\n      <!-- B -->\n      <g style=\"fill:#262626;\" transform=\"translate(167.591919 256.602969)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.328125 0 \nL 7.328125 71.578125 \nL 34.1875 71.578125 \nQ 42.390625 71.578125 47.34375 69.40625 \nQ 52.296875 67.234375 55.09375 62.71875 \nQ 57.90625 58.203125 57.90625 53.265625 \nQ 57.90625 48.6875 55.421875 44.625 \nQ 52.9375 40.578125 47.90625 38.09375 \nQ 54.390625 36.1875 57.875 31.59375 \nQ 61.375 27 61.375 20.75 \nQ 61.375 15.71875 59.25 11.390625 \nQ 57.125 7.078125 54 4.734375 \nQ 50.875 2.390625 46.15625 1.1875 \nQ 41.453125 0 34.625 0 \nz\nM 16.796875 41.5 \nL 32.28125 41.5 \nQ 38.578125 41.5 41.3125 42.328125 \nQ 44.921875 43.40625 46.75 45.890625 \nQ 48.578125 48.390625 48.578125 52.15625 \nQ 48.578125 55.71875 46.875 58.421875 \nQ 45.171875 61.140625 41.984375 62.140625 \nQ 38.8125 63.140625 31.109375 63.140625 \nL 16.796875 63.140625 \nz\nM 16.796875 8.453125 \nL 34.625 8.453125 \nQ 39.203125 8.453125 41.0625 8.796875 \nQ 44.34375 9.375 46.53125 10.734375 \nQ 48.734375 12.109375 50.140625 14.71875 \nQ 51.5625 17.328125 51.5625 20.75 \nQ 51.5625 24.75 49.515625 27.703125 \nQ 47.46875 30.671875 43.828125 31.859375 \nQ 40.1875 33.0625 33.34375 33.0625 \nL 16.796875 33.0625 \nz\n\" id=\"ArialMT-66\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-66\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_3\">\n     <g id=\"line2d_3\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 251.356284 239.229375 \nL 251.356284 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_3\">\n      <!-- C -->\n      <g style=\"fill:#262626;\" transform=\"translate(247.384253 256.602969)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 58.796875 25.09375 \nL 68.265625 22.703125 \nQ 65.28125 11.03125 57.546875 4.90625 \nQ 49.8125 -1.21875 38.625 -1.21875 \nQ 27.046875 -1.21875 19.796875 3.484375 \nQ 12.546875 8.203125 8.765625 17.140625 \nQ 4.984375 26.078125 4.984375 36.328125 \nQ 4.984375 47.515625 9.25 55.828125 \nQ 13.53125 64.15625 21.40625 68.46875 \nQ 29.296875 72.796875 38.765625 72.796875 \nQ 49.515625 72.796875 56.828125 67.328125 \nQ 64.15625 61.859375 67.046875 51.953125 \nL 57.71875 49.75 \nQ 55.21875 57.5625 50.484375 61.125 \nQ 45.75 64.703125 38.578125 64.703125 \nQ 30.328125 64.703125 24.78125 60.734375 \nQ 19.234375 56.78125 16.984375 50.109375 \nQ 14.75 43.453125 14.75 36.375 \nQ 14.75 27.25 17.40625 20.4375 \nQ 20.0625 13.625 25.671875 10.25 \nQ 31.296875 6.890625 37.84375 6.890625 \nQ 45.796875 6.890625 51.3125 11.46875 \nQ 56.84375 16.0625 58.796875 25.09375 \nz\n\" id=\"ArialMT-67\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-67\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"xtick_4\">\n     <g id=\"line2d_4\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 331.451978 239.229375 \nL 331.451978 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_4\">\n      <!-- D -->\n      <g style=\"fill:#262626;\" transform=\"translate(327.479947 256.602969)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 32.375 71.578125 \nQ 40.71875 71.578125 45.125 70.5625 \nQ 51.265625 69.140625 55.609375 65.4375 \nQ 61.28125 60.640625 64.078125 53.1875 \nQ 66.890625 45.75 66.890625 36.1875 \nQ 66.890625 28.03125 64.984375 21.734375 \nQ 63.09375 15.4375 60.109375 11.296875 \nQ 57.125 7.171875 53.578125 4.796875 \nQ 50.046875 2.4375 45.046875 1.21875 \nQ 40.046875 0 33.546875 0 \nz\nM 17.1875 8.453125 \nL 32.46875 8.453125 \nQ 39.546875 8.453125 43.578125 9.765625 \nQ 47.609375 11.078125 50 13.484375 \nQ 53.375 16.84375 55.25 22.53125 \nQ 57.125 28.21875 57.125 36.328125 \nQ 57.125 47.5625 53.4375 53.59375 \nQ 49.75 59.625 44.484375 61.671875 \nQ 40.671875 63.140625 32.234375 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-68\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-68\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_5\">\n     <!-- Grades -->\n     <g style=\"fill:#262626;\" transform=\"translate(191.634063 271.378594)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 41.21875 28.078125 \nL 41.21875 36.46875 \nL 71.53125 36.53125 \nL 71.53125 9.96875 \nQ 64.546875 4.390625 57.125 1.578125 \nQ 49.703125 -1.21875 41.890625 -1.21875 \nQ 31.34375 -1.21875 22.71875 3.296875 \nQ 14.109375 7.8125 9.71875 16.359375 \nQ 5.328125 24.90625 5.328125 35.453125 \nQ 5.328125 45.90625 9.6875 54.953125 \nQ 14.0625 64.015625 22.265625 68.40625 \nQ 30.46875 72.796875 41.15625 72.796875 \nQ 48.921875 72.796875 55.1875 70.28125 \nQ 61.46875 67.78125 65.03125 63.28125 \nQ 68.609375 58.796875 70.453125 51.5625 \nL 61.921875 49.21875 \nQ 60.296875 54.6875 57.90625 57.8125 \nQ 55.515625 60.9375 51.0625 62.8125 \nQ 46.625 64.703125 41.21875 64.703125 \nQ 34.71875 64.703125 29.984375 62.71875 \nQ 25.25 60.75 22.34375 57.515625 \nQ 19.4375 54.296875 17.828125 50.4375 \nQ 15.09375 43.796875 15.09375 36.03125 \nQ 15.09375 26.46875 18.390625 20.015625 \nQ 21.6875 13.578125 27.984375 10.453125 \nQ 34.28125 7.328125 41.359375 7.328125 \nQ 47.515625 7.328125 53.375 9.6875 \nQ 59.234375 12.0625 62.25 14.75 \nL 62.25 28.078125 \nz\n\" id=\"ArialMT-71\"/>\n       <path d=\"M 6.5 0 \nL 6.5 51.859375 \nL 14.40625 51.859375 \nL 14.40625 44 \nQ 17.4375 49.515625 20 51.265625 \nQ 22.5625 53.03125 25.640625 53.03125 \nQ 30.078125 53.03125 34.671875 50.203125 \nL 31.640625 42.046875 \nQ 28.421875 43.953125 25.203125 43.953125 \nQ 22.3125 43.953125 20.015625 42.21875 \nQ 17.71875 40.484375 16.75 37.40625 \nQ 15.28125 32.71875 15.28125 27.15625 \nL 15.28125 0 \nz\n\" id=\"ArialMT-114\"/>\n       <path d=\"M 40.4375 6.390625 \nQ 35.546875 2.25 31.03125 0.53125 \nQ 26.515625 -1.171875 21.34375 -1.171875 \nQ 12.796875 -1.171875 8.203125 3 \nQ 3.609375 7.171875 3.609375 13.671875 \nQ 3.609375 17.484375 5.34375 20.625 \nQ 7.078125 23.78125 9.890625 25.6875 \nQ 12.703125 27.59375 16.21875 28.5625 \nQ 18.796875 29.25 24.03125 29.890625 \nQ 34.671875 31.15625 39.703125 32.90625 \nQ 39.75 34.71875 39.75 35.203125 \nQ 39.75 40.578125 37.25 42.78125 \nQ 33.890625 45.75 27.25 45.75 \nQ 21.046875 45.75 18.09375 43.578125 \nQ 15.140625 41.40625 13.71875 35.890625 \nL 5.125 37.0625 \nQ 6.296875 42.578125 8.984375 45.96875 \nQ 11.671875 49.359375 16.75 51.1875 \nQ 21.828125 53.03125 28.515625 53.03125 \nQ 35.15625 53.03125 39.296875 51.46875 \nQ 43.453125 49.90625 45.40625 47.53125 \nQ 47.359375 45.171875 48.140625 41.546875 \nQ 48.578125 39.3125 48.578125 33.453125 \nL 48.578125 21.734375 \nQ 48.578125 9.46875 49.140625 6.21875 \nQ 49.703125 2.984375 51.375 0 \nL 42.1875 0 \nQ 40.828125 2.734375 40.4375 6.390625 \nz\nM 39.703125 26.03125 \nQ 34.90625 24.078125 25.34375 22.703125 \nQ 19.921875 21.921875 17.671875 20.9375 \nQ 15.4375 19.96875 14.203125 18.09375 \nQ 12.984375 16.21875 12.984375 13.921875 \nQ 12.984375 10.40625 15.640625 8.0625 \nQ 18.3125 5.71875 23.4375 5.71875 \nQ 28.515625 5.71875 32.46875 7.9375 \nQ 36.421875 10.15625 38.28125 14.015625 \nQ 39.703125 17 39.703125 22.796875 \nz\n\" id=\"ArialMT-97\"/>\n       <path d=\"M 40.234375 0 \nL 40.234375 6.546875 \nQ 35.296875 -1.171875 25.734375 -1.171875 \nQ 19.53125 -1.171875 14.328125 2.25 \nQ 9.125 5.671875 6.265625 11.796875 \nQ 3.421875 17.921875 3.421875 25.875 \nQ 3.421875 33.640625 6 39.96875 \nQ 8.59375 46.296875 13.765625 49.65625 \nQ 18.953125 53.03125 25.34375 53.03125 \nQ 30.03125 53.03125 33.6875 51.046875 \nQ 37.359375 49.078125 39.65625 45.90625 \nL 39.65625 71.578125 \nL 48.390625 71.578125 \nL 48.390625 0 \nz\nM 12.453125 25.875 \nQ 12.453125 15.921875 16.640625 10.984375 \nQ 20.84375 6.0625 26.5625 6.0625 \nQ 32.328125 6.0625 36.34375 10.765625 \nQ 40.375 15.484375 40.375 25.140625 \nQ 40.375 35.796875 36.265625 40.765625 \nQ 32.171875 45.75 26.171875 45.75 \nQ 20.3125 45.75 16.375 40.96875 \nQ 12.453125 36.1875 12.453125 25.875 \nz\n\" id=\"ArialMT-100\"/>\n       <path d=\"M 42.09375 16.703125 \nL 51.171875 15.578125 \nQ 49.03125 7.625 43.21875 3.21875 \nQ 37.40625 -1.171875 28.375 -1.171875 \nQ 17 -1.171875 10.328125 5.828125 \nQ 3.65625 12.84375 3.65625 25.484375 \nQ 3.65625 38.578125 10.390625 45.796875 \nQ 17.140625 53.03125 27.875 53.03125 \nQ 38.28125 53.03125 44.875 45.953125 \nQ 51.46875 38.875 51.46875 26.03125 \nQ 51.46875 25.25 51.421875 23.6875 \nL 12.75 23.6875 \nQ 13.234375 15.140625 17.578125 10.59375 \nQ 21.921875 6.0625 28.421875 6.0625 \nQ 33.25 6.0625 36.671875 8.59375 \nQ 40.09375 11.140625 42.09375 16.703125 \nz\nM 13.234375 30.90625 \nL 42.1875 30.90625 \nQ 41.609375 37.453125 38.875 40.71875 \nQ 34.671875 45.796875 27.984375 45.796875 \nQ 21.921875 45.796875 17.796875 41.75 \nQ 13.671875 37.703125 13.234375 30.90625 \nz\n\" id=\"ArialMT-101\"/>\n       <path d=\"M 3.078125 15.484375 \nL 11.765625 16.84375 \nQ 12.5 11.625 15.84375 8.84375 \nQ 19.1875 6.0625 25.203125 6.0625 \nQ 31.25 6.0625 34.171875 8.515625 \nQ 37.109375 10.984375 37.109375 14.3125 \nQ 37.109375 17.28125 34.515625 19 \nQ 32.71875 20.171875 25.53125 21.96875 \nQ 15.875 24.421875 12.140625 26.203125 \nQ 8.40625 27.984375 6.46875 31.125 \nQ 4.546875 34.28125 4.546875 38.09375 \nQ 4.546875 41.546875 6.125 44.5 \nQ 7.71875 47.46875 10.453125 49.421875 \nQ 12.5 50.921875 16.03125 51.96875 \nQ 19.578125 53.03125 23.640625 53.03125 \nQ 29.734375 53.03125 34.34375 51.265625 \nQ 38.96875 49.515625 41.15625 46.5 \nQ 43.359375 43.5 44.1875 38.484375 \nL 35.59375 37.3125 \nQ 35.015625 41.3125 32.203125 43.546875 \nQ 29.390625 45.796875 24.265625 45.796875 \nQ 18.21875 45.796875 15.625 43.796875 \nQ 13.03125 41.796875 13.03125 39.109375 \nQ 13.03125 37.40625 14.109375 36.03125 \nQ 15.1875 34.625 17.484375 33.6875 \nQ 18.796875 33.203125 25.25 31.453125 \nQ 34.578125 28.953125 38.25 27.359375 \nQ 41.9375 25.78125 44.03125 22.75 \nQ 46.140625 19.734375 46.140625 15.234375 \nQ 46.140625 10.84375 43.578125 6.953125 \nQ 41.015625 3.078125 36.171875 0.953125 \nQ 31.34375 -1.171875 25.25 -1.171875 \nQ 15.140625 -1.171875 9.84375 3.03125 \nQ 4.546875 7.234375 3.078125 15.484375 \nz\n\" id=\"ArialMT-115\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-71\"/>\n      <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n      <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"matplotlib.axis_2\">\n    <g id=\"ytick_1\">\n     <g id=\"line2d_5\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 239.229375 \nL 378.708438 239.229375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_6\">\n      <!-- 0 -->\n      <g style=\"fill:#262626;\" transform=\"translate(28.291406 243.166172)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 35.296875 \nQ 4.15625 48 6.765625 55.734375 \nQ 9.375 63.484375 14.515625 67.671875 \nQ 19.671875 71.875 27.484375 71.875 \nQ 33.25 71.875 37.59375 69.546875 \nQ 41.9375 67.234375 44.765625 62.859375 \nQ 47.609375 58.5 49.21875 52.21875 \nQ 50.828125 45.953125 50.828125 35.296875 \nQ 50.828125 22.703125 48.234375 14.96875 \nQ 45.65625 7.234375 40.5 3 \nQ 35.359375 -1.21875 27.484375 -1.21875 \nQ 17.140625 -1.21875 11.234375 6.203125 \nQ 4.15625 15.140625 4.15625 35.296875 \nz\nM 13.1875 35.296875 \nQ 13.1875 17.671875 17.3125 11.828125 \nQ 21.4375 6 27.484375 6 \nQ 33.546875 6 37.671875 11.859375 \nQ 41.796875 17.71875 41.796875 35.296875 \nQ 41.796875 52.984375 37.671875 58.78125 \nQ 33.546875 64.59375 27.390625 64.59375 \nQ 21.34375 64.59375 17.71875 59.46875 \nQ 13.1875 52.9375 13.1875 35.296875 \nz\n\" id=\"ArialMT-48\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_2\">\n     <g id=\"line2d_6\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 200.880169 \nL 378.708438 200.880169 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_7\">\n      <!-- 10 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 204.816966)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 37.25 0 \nL 28.46875 0 \nL 28.46875 56 \nQ 25.296875 52.984375 20.140625 49.953125 \nQ 14.984375 46.921875 10.890625 45.40625 \nL 10.890625 53.90625 \nQ 18.265625 57.375 23.78125 62.296875 \nQ 29.296875 67.234375 31.59375 71.875 \nL 37.25 71.875 \nz\n\" id=\"ArialMT-49\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-49\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_3\">\n     <g id=\"line2d_7\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 162.530962 \nL 378.708438 162.530962 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_8\">\n      <!-- 20 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 166.467759)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 50.34375 8.453125 \nL 50.34375 0 \nL 3.03125 0 \nQ 2.9375 3.171875 4.046875 6.109375 \nQ 5.859375 10.9375 9.828125 15.625 \nQ 13.8125 20.3125 21.34375 26.46875 \nQ 33.015625 36.03125 37.109375 41.625 \nQ 41.21875 47.21875 41.21875 52.203125 \nQ 41.21875 57.421875 37.46875 61 \nQ 33.734375 64.59375 27.734375 64.59375 \nQ 21.390625 64.59375 17.578125 60.78125 \nQ 13.765625 56.984375 13.71875 50.25 \nL 4.6875 51.171875 \nQ 5.609375 61.28125 11.65625 66.578125 \nQ 17.71875 71.875 27.9375 71.875 \nQ 38.234375 71.875 44.234375 66.15625 \nQ 50.25 60.453125 50.25 52 \nQ 50.25 47.703125 48.484375 43.546875 \nQ 46.734375 39.40625 42.65625 34.8125 \nQ 38.578125 30.21875 29.109375 22.21875 \nQ 21.1875 15.578125 18.9375 13.203125 \nQ 16.703125 10.84375 15.234375 8.453125 \nz\n\" id=\"ArialMT-50\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-50\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_4\">\n     <g id=\"line2d_8\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 124.181756 \nL 378.708438 124.181756 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_9\">\n      <!-- 30 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 128.118553)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.203125 18.890625 \nL 12.984375 20.0625 \nQ 14.5 12.59375 18.140625 9.296875 \nQ 21.78125 6 27 6 \nQ 33.203125 6 37.46875 10.296875 \nQ 41.75 14.59375 41.75 20.953125 \nQ 41.75 27 37.796875 30.921875 \nQ 33.84375 34.859375 27.734375 34.859375 \nQ 25.25 34.859375 21.53125 33.890625 \nL 22.515625 41.609375 \nQ 23.390625 41.5 23.921875 41.5 \nQ 29.546875 41.5 34.03125 44.421875 \nQ 38.53125 47.359375 38.53125 53.46875 \nQ 38.53125 58.296875 35.25 61.46875 \nQ 31.984375 64.65625 26.8125 64.65625 \nQ 21.6875 64.65625 18.265625 61.421875 \nQ 14.84375 58.203125 13.875 51.765625 \nL 5.078125 53.328125 \nQ 6.6875 62.15625 12.390625 67.015625 \nQ 18.109375 71.875 26.609375 71.875 \nQ 32.46875 71.875 37.390625 69.359375 \nQ 42.328125 66.84375 44.9375 62.5 \nQ 47.5625 58.15625 47.5625 53.265625 \nQ 47.5625 48.640625 45.0625 44.828125 \nQ 42.578125 41.015625 37.703125 38.765625 \nQ 44.046875 37.3125 47.5625 32.6875 \nQ 51.078125 28.078125 51.078125 21.140625 \nQ 51.078125 11.765625 44.234375 5.25 \nQ 37.40625 -1.265625 26.953125 -1.265625 \nQ 17.53125 -1.265625 11.296875 4.34375 \nQ 5.078125 9.96875 4.203125 18.890625 \nz\n\" id=\"ArialMT-51\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-51\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_5\">\n     <g id=\"line2d_9\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 85.83255 \nL 378.708438 85.83255 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_10\">\n      <!-- 40 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 89.769346)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 32.328125 0 \nL 32.328125 17.140625 \nL 1.265625 17.140625 \nL 1.265625 25.203125 \nL 33.9375 71.578125 \nL 41.109375 71.578125 \nL 41.109375 25.203125 \nL 50.78125 25.203125 \nL 50.78125 17.140625 \nL 41.109375 17.140625 \nL 41.109375 0 \nz\nM 32.328125 25.203125 \nL 32.328125 57.46875 \nL 9.90625 25.203125 \nz\n\" id=\"ArialMT-52\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-52\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"ytick_6\">\n     <g id=\"line2d_10\">\n      <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 43.908438 47.483343 \nL 378.708438 47.483343 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:round;\"/>\n     </g>\n     <g id=\"text_11\">\n      <!-- 50 -->\n      <g style=\"fill:#262626;\" transform=\"translate(22.174375 51.42014)scale(0.11 -0.11)\">\n       <defs>\n        <path d=\"M 4.15625 18.75 \nL 13.375 19.53125 \nQ 14.40625 12.796875 18.140625 9.390625 \nQ 21.875 6 27.15625 6 \nQ 33.5 6 37.890625 10.78125 \nQ 42.28125 15.578125 42.28125 23.484375 \nQ 42.28125 31 38.0625 35.34375 \nQ 33.84375 39.703125 27 39.703125 \nQ 22.75 39.703125 19.328125 37.765625 \nQ 15.921875 35.84375 13.96875 32.765625 \nL 5.71875 33.84375 \nL 12.640625 70.609375 \nL 48.25 70.609375 \nL 48.25 62.203125 \nL 19.671875 62.203125 \nL 15.828125 42.96875 \nQ 22.265625 47.46875 29.34375 47.46875 \nQ 38.71875 47.46875 45.15625 40.96875 \nQ 51.609375 34.46875 51.609375 24.265625 \nQ 51.609375 14.546875 45.953125 7.46875 \nQ 39.0625 -1.21875 27.15625 -1.21875 \nQ 17.390625 -1.21875 11.203125 4.25 \nQ 5.03125 9.71875 4.15625 18.75 \nz\n\" id=\"ArialMT-53\"/>\n       </defs>\n       <use xlink:href=\"#ArialMT-53\"/>\n       <use x=\"55.615234\" xlink:href=\"#ArialMT-48\"/>\n      </g>\n     </g>\n    </g>\n    <g id=\"text_12\">\n     <!-- Percent -->\n     <g style=\"fill:#262626;\" transform=\"translate(15.789375 151.185938)rotate(-90)scale(0.12 -0.12)\">\n      <defs>\n       <path d=\"M 7.71875 0 \nL 7.71875 71.578125 \nL 34.71875 71.578125 \nQ 41.84375 71.578125 45.609375 70.90625 \nQ 50.875 70.015625 54.4375 67.546875 \nQ 58.015625 65.09375 60.1875 60.640625 \nQ 62.359375 56.203125 62.359375 50.875 \nQ 62.359375 41.75 56.546875 35.421875 \nQ 50.734375 29.109375 35.546875 29.109375 \nL 17.1875 29.109375 \nL 17.1875 0 \nz\nM 17.1875 37.546875 \nL 35.6875 37.546875 \nQ 44.875 37.546875 48.734375 40.96875 \nQ 52.59375 44.390625 52.59375 50.59375 \nQ 52.59375 55.078125 50.3125 58.265625 \nQ 48.046875 61.46875 44.34375 62.5 \nQ 41.9375 63.140625 35.5 63.140625 \nL 17.1875 63.140625 \nz\n\" id=\"ArialMT-80\"/>\n       <path d=\"M 40.4375 19 \nL 49.078125 17.875 \nQ 47.65625 8.9375 41.8125 3.875 \nQ 35.984375 -1.171875 27.484375 -1.171875 \nQ 16.84375 -1.171875 10.375 5.78125 \nQ 3.90625 12.75 3.90625 25.734375 \nQ 3.90625 34.125 6.6875 40.421875 \nQ 9.46875 46.734375 15.15625 49.875 \nQ 20.84375 53.03125 27.546875 53.03125 \nQ 35.984375 53.03125 41.359375 48.75 \nQ 46.734375 44.484375 48.25 36.625 \nL 39.703125 35.296875 \nQ 38.484375 40.53125 35.375 43.15625 \nQ 32.28125 45.796875 27.875 45.796875 \nQ 21.234375 45.796875 17.078125 41.03125 \nQ 12.9375 36.28125 12.9375 25.984375 \nQ 12.9375 15.53125 16.9375 10.796875 \nQ 20.953125 6.0625 27.390625 6.0625 \nQ 32.5625 6.0625 36.03125 9.234375 \nQ 39.5 12.40625 40.4375 19 \nz\n\" id=\"ArialMT-99\"/>\n       <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.5 51.859375 \nL 14.5 44.484375 \nQ 20.21875 53.03125 31 53.03125 \nQ 35.6875 53.03125 39.625 51.34375 \nQ 43.5625 49.65625 45.515625 46.921875 \nQ 47.46875 44.1875 48.25 40.4375 \nQ 48.734375 37.984375 48.734375 31.890625 \nL 48.734375 0 \nL 39.9375 0 \nL 39.9375 31.546875 \nQ 39.9375 36.921875 38.90625 39.578125 \nQ 37.890625 42.234375 35.28125 43.8125 \nQ 32.671875 45.40625 29.15625 45.40625 \nQ 23.53125 45.40625 19.453125 41.84375 \nQ 15.375 38.28125 15.375 28.328125 \nL 15.375 0 \nz\n\" id=\"ArialMT-110\"/>\n       <path d=\"M 25.78125 7.859375 \nL 27.046875 0.09375 \nQ 23.34375 -0.6875 20.40625 -0.6875 \nQ 15.625 -0.6875 12.984375 0.828125 \nQ 10.359375 2.34375 9.28125 4.8125 \nQ 8.203125 7.28125 8.203125 15.1875 \nL 8.203125 45.015625 \nL 1.765625 45.015625 \nL 1.765625 51.859375 \nL 8.203125 51.859375 \nL 8.203125 64.703125 \nL 16.9375 69.96875 \nL 16.9375 51.859375 \nL 25.78125 51.859375 \nL 25.78125 45.015625 \nL 16.9375 45.015625 \nL 16.9375 14.703125 \nQ 16.9375 10.9375 17.40625 9.859375 \nQ 17.875 8.796875 18.921875 8.15625 \nQ 19.96875 7.515625 21.921875 7.515625 \nQ 23.390625 7.515625 25.78125 7.859375 \nz\n\" id=\"ArialMT-116\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-80\"/>\n      <use x=\"66.699219\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"122.314453\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"155.615234\" xlink:href=\"#ArialMT-99\"/>\n      <use x=\"205.615234\" xlink:href=\"#ArialMT-101\"/>\n      <use x=\"261.230469\" xlink:href=\"#ArialMT-110\"/>\n      <use x=\"316.845703\" xlink:href=\"#ArialMT-116\"/>\n     </g>\n    </g>\n   </g>\n   <g id=\"patch_3\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 59.126619 239.229375 \nL 91.164897 239.229375 \nL 91.164897 70.492867 \nL 59.126619 70.492867 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_4\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 139.222313 239.229375 \nL 171.260591 239.229375 \nL 171.260591 74.327788 \nL 139.222313 74.327788 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_5\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 219.318007 239.229375 \nL 251.356284 239.229375 \nL 251.356284 197.045248 \nL 219.318007 197.045248 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_6\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 299.413701 239.229375 \nL 331.451978 239.229375 \nL 331.451978 231.559534 \nL 299.413701 231.559534 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_7\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 91.164897 239.229375 \nL 123.203174 239.229375 \nL 123.203174 32.143661 \nL 91.164897 32.143661 \nz\n\" style=\"fill:#dd8452;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_8\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 171.260591 239.229375 \nL 203.298868 239.229375 \nL 203.298868 85.83255 \nL 171.260591 85.83255 \nz\n\" style=\"fill:#dd8452;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_9\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 251.356284 239.229375 \nL 283.394562 239.229375 \nL 283.394562 220.054772 \nL 251.356284 220.054772 \nz\n\" style=\"fill:#dd8452;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_10\">\n    <path clip-path=\"url(#p6bcd24c22b)\" d=\"M 331.451978 239.229375 \nL 363.490256 239.229375 \nL 363.490256 235.394454 \nL 331.451978 235.394454 \nz\n\" style=\"fill:#dd8452;stroke:#ffffff;stroke-linejoin:miter;\"/>\n   </g>\n   <g id=\"patch_11\">\n    <path d=\"M 43.908438 239.229375 \nL 43.908438 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_12\">\n    <path d=\"M 378.708438 239.229375 \nL 378.708438 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_13\">\n    <path d=\"M 43.908437 239.229375 \nL 378.708438 239.229375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"patch_14\">\n    <path d=\"M 43.908437 21.789375 \nL 378.708438 21.789375 \n\" style=\"fill:none;stroke:#cccccc;stroke-linecap:square;stroke-linejoin:miter;stroke-width:1.25;\"/>\n   </g>\n   <g id=\"text_13\">\n    <!-- Grades vs. Percent -->\n    <g style=\"fill:#262626;\" transform=\"translate(159.956875 15.789375)scale(0.12 -0.12)\">\n     <defs>\n      <path id=\"ArialMT-32\"/>\n      <path d=\"M 21 0 \nL 1.265625 51.859375 \nL 10.546875 51.859375 \nL 21.6875 20.796875 \nQ 23.484375 15.765625 25 10.359375 \nQ 26.171875 14.453125 28.265625 20.21875 \nL 39.796875 51.859375 \nL 48.828125 51.859375 \nL 29.203125 0 \nz\n\" id=\"ArialMT-118\"/>\n      <path d=\"M 9.078125 0 \nL 9.078125 10.015625 \nL 19.09375 10.015625 \nL 19.09375 0 \nz\n\" id=\"ArialMT-46\"/>\n     </defs>\n     <use xlink:href=\"#ArialMT-71\"/>\n     <use x=\"77.783203\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"111.083984\" xlink:href=\"#ArialMT-97\"/>\n     <use x=\"166.699219\" xlink:href=\"#ArialMT-100\"/>\n     <use x=\"222.314453\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"277.929688\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"327.929688\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"355.712891\" xlink:href=\"#ArialMT-118\"/>\n     <use x=\"405.712891\" xlink:href=\"#ArialMT-115\"/>\n     <use x=\"455.712891\" xlink:href=\"#ArialMT-46\"/>\n     <use x=\"483.496094\" xlink:href=\"#ArialMT-32\"/>\n     <use x=\"511.279297\" xlink:href=\"#ArialMT-80\"/>\n     <use x=\"577.978516\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"633.59375\" xlink:href=\"#ArialMT-114\"/>\n     <use x=\"666.894531\" xlink:href=\"#ArialMT-99\"/>\n     <use x=\"716.894531\" xlink:href=\"#ArialMT-101\"/>\n     <use x=\"772.509766\" xlink:href=\"#ArialMT-110\"/>\n     <use x=\"828.125\" xlink:href=\"#ArialMT-116\"/>\n    </g>\n   </g>\n   <g id=\"legend_1\">\n    <g id=\"patch_15\">\n     <path d=\"M 249.011562 62.100938 \nL 371.008438 62.100938 \nQ 373.208438 62.100938 373.208438 59.900938 \nL 373.208438 29.489375 \nQ 373.208438 27.289375 371.008438 27.289375 \nL 249.011562 27.289375 \nQ 246.811562 27.289375 246.811562 29.489375 \nL 246.811562 59.900938 \nQ 246.811562 62.100938 249.011562 62.100938 \nz\n\" style=\"fill:#ffffff;opacity:0.8;stroke:#cccccc;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"patch_16\">\n     <path d=\"M 251.211562 39.562969 \nL 273.211563 39.562969 \nL 273.211563 31.862969 \nL 251.211562 31.862969 \nz\n\" style=\"fill:#4c72b0;stroke:#ffffff;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"text_14\">\n     <!-- Non-comp majors -->\n     <g style=\"fill:#262626;\" transform=\"translate(282.011562 39.562969)scale(0.11 -0.11)\">\n      <defs>\n       <path d=\"M 7.625 0 \nL 7.625 71.578125 \nL 17.328125 71.578125 \nL 54.9375 15.375 \nL 54.9375 71.578125 \nL 64.015625 71.578125 \nL 64.015625 0 \nL 54.296875 0 \nL 16.703125 56.25 \nL 16.703125 0 \nz\n\" id=\"ArialMT-78\"/>\n       <path d=\"M 3.328125 25.921875 \nQ 3.328125 40.328125 11.328125 47.265625 \nQ 18.015625 53.03125 27.640625 53.03125 \nQ 38.328125 53.03125 45.109375 46.015625 \nQ 51.90625 39.015625 51.90625 26.65625 \nQ 51.90625 16.65625 48.90625 10.90625 \nQ 45.90625 5.171875 40.15625 2 \nQ 34.421875 -1.171875 27.640625 -1.171875 \nQ 16.75 -1.171875 10.03125 5.8125 \nQ 3.328125 12.796875 3.328125 25.921875 \nz\nM 12.359375 25.921875 \nQ 12.359375 15.96875 16.703125 11.015625 \nQ 21.046875 6.0625 27.640625 6.0625 \nQ 34.1875 6.0625 38.53125 11.03125 \nQ 42.875 16.015625 42.875 26.21875 \nQ 42.875 35.84375 38.5 40.796875 \nQ 34.125 45.75 27.640625 45.75 \nQ 21.046875 45.75 16.703125 40.8125 \nQ 12.359375 35.890625 12.359375 25.921875 \nz\n\" id=\"ArialMT-111\"/>\n       <path d=\"M 3.171875 21.484375 \nL 3.171875 30.328125 \nL 30.171875 30.328125 \nL 30.171875 21.484375 \nz\n\" id=\"ArialMT-45\"/>\n       <path d=\"M 6.59375 0 \nL 6.59375 51.859375 \nL 14.453125 51.859375 \nL 14.453125 44.578125 \nQ 16.890625 48.390625 20.9375 50.703125 \nQ 25 53.03125 30.171875 53.03125 \nQ 35.9375 53.03125 39.625 50.640625 \nQ 43.3125 48.25 44.828125 43.953125 \nQ 50.984375 53.03125 60.84375 53.03125 \nQ 68.5625 53.03125 72.703125 48.75 \nQ 76.859375 44.484375 76.859375 35.59375 \nL 76.859375 0 \nL 68.109375 0 \nL 68.109375 32.671875 \nQ 68.109375 37.9375 67.25 40.25 \nQ 66.40625 42.578125 64.15625 43.984375 \nQ 61.921875 45.40625 58.890625 45.40625 \nQ 53.421875 45.40625 49.796875 41.765625 \nQ 46.1875 38.140625 46.1875 30.125 \nL 46.1875 0 \nL 37.40625 0 \nL 37.40625 33.6875 \nQ 37.40625 39.546875 35.25 42.46875 \nQ 33.109375 45.40625 28.21875 45.40625 \nQ 24.515625 45.40625 21.359375 43.453125 \nQ 18.21875 41.5 16.796875 37.734375 \nQ 15.375 33.984375 15.375 26.90625 \nL 15.375 0 \nz\n\" id=\"ArialMT-109\"/>\n       <path d=\"M 6.59375 -19.875 \nL 6.59375 51.859375 \nL 14.59375 51.859375 \nL 14.59375 45.125 \nQ 17.4375 49.078125 21 51.046875 \nQ 24.5625 53.03125 29.640625 53.03125 \nQ 36.28125 53.03125 41.359375 49.609375 \nQ 46.4375 46.1875 49.015625 39.953125 \nQ 51.609375 33.734375 51.609375 26.3125 \nQ 51.609375 18.359375 48.75 11.984375 \nQ 45.90625 5.609375 40.453125 2.21875 \nQ 35.015625 -1.171875 29 -1.171875 \nQ 24.609375 -1.171875 21.109375 0.6875 \nQ 17.625 2.546875 15.375 5.375 \nL 15.375 -19.875 \nz\nM 14.546875 25.640625 \nQ 14.546875 15.625 18.59375 10.84375 \nQ 22.65625 6.0625 28.421875 6.0625 \nQ 34.28125 6.0625 38.453125 11.015625 \nQ 42.625 15.96875 42.625 26.375 \nQ 42.625 36.28125 38.546875 41.203125 \nQ 34.46875 46.140625 28.8125 46.140625 \nQ 23.1875 46.140625 18.859375 40.890625 \nQ 14.546875 35.640625 14.546875 25.640625 \nz\n\" id=\"ArialMT-112\"/>\n       <path d=\"M 6.546875 61.375 \nL 6.546875 71.578125 \nL 15.328125 71.578125 \nL 15.328125 61.375 \nz\nM -4.59375 -20.125 \nL -2.9375 -12.640625 \nQ -0.296875 -13.328125 1.21875 -13.328125 \nQ 3.90625 -13.328125 5.21875 -11.546875 \nQ 6.546875 -9.765625 6.546875 -2.640625 \nL 6.546875 51.859375 \nL 15.328125 51.859375 \nL 15.328125 -2.828125 \nQ 15.328125 -12.40625 12.84375 -16.15625 \nQ 9.671875 -21.046875 2.296875 -21.046875 \nQ -1.265625 -21.046875 -4.59375 -20.125 \nz\n\" id=\"ArialMT-106\"/>\n      </defs>\n      <use xlink:href=\"#ArialMT-78\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-110\"/>\n      <use x=\"183.447266\" xlink:href=\"#ArialMT-45\"/>\n      <use x=\"216.748047\" xlink:href=\"#ArialMT-99\"/>\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"322.363281\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"405.664062\" xlink:href=\"#ArialMT-112\"/>\n      <use x=\"461.279297\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"489.0625\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"572.363281\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"627.978516\" xlink:href=\"#ArialMT-106\"/>\n      <use x=\"650.195312\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"705.810547\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"739.111328\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n    <g id=\"patch_17\">\n     <path d=\"M 251.211562 55.385781 \nL 273.211563 55.385781 \nL 273.211563 47.685781 \nL 251.211562 47.685781 \nz\n\" style=\"fill:#dd8452;stroke:#ffffff;stroke-linejoin:miter;\"/>\n    </g>\n    <g id=\"text_15\">\n     <!-- Comp majors -->\n     <g style=\"fill:#262626;\" transform=\"translate(282.011562 55.385781)scale(0.11 -0.11)\">\n      <use xlink:href=\"#ArialMT-67\"/>\n      <use x=\"72.216797\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"127.832031\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"211.132812\" xlink:href=\"#ArialMT-112\"/>\n      <use x=\"266.748047\" xlink:href=\"#ArialMT-32\"/>\n      <use x=\"294.53125\" xlink:href=\"#ArialMT-109\"/>\n      <use x=\"377.832031\" xlink:href=\"#ArialMT-97\"/>\n      <use x=\"433.447266\" xlink:href=\"#ArialMT-106\"/>\n      <use x=\"455.664062\" xlink:href=\"#ArialMT-111\"/>\n      <use x=\"511.279297\" xlink:href=\"#ArialMT-114\"/>\n      <use x=\"544.580078\" xlink:href=\"#ArialMT-115\"/>\n     </g>\n    </g>\n   </g>\n  </g>\n </g>\n <defs>\n  <clipPath id=\"p6bcd24c22b\">\n   <rect height=\"217.44\" width=\"334.8\" x=\"43.908438\" y=\"21.789375\"/>\n  </clipPath>\n </defs>\n</svg>\n",
      "image/png": "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\n"
     },
     "metadata": {}
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "w=0.4\n",
    "x = [\"A\", \"B\", \"C\", \"D\"]\n",
    "non_comp_majors = [44, 43, 11, 2]\n",
    "comp_majors = [54, 40, 5, 1]\n",
    "\n",
    "bar1 = np.arange(len(x))\n",
    "bar2 = [i+w for i in bar1]\n",
    "\n",
    "plt.bar(bar1,non_comp_majors,w,label=\"Non-comp majors\")\n",
    "plt.bar(bar2,comp_majors,w,label=\"Comp majors\")\n",
    "\n",
    "plt.xlabel(\"Grades\")\n",
    "plt.ylabel(\"Percent\")\n",
    "plt.title(\"Grades vs. Percent\")\n",
    "plt.xticks(bar1+w/2, x)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "source": [
    "# Conclusion\n",
    "\n",
    "In conclusion, students who intend to major in CS are more likely to get an A. This might be because they're more interested in the class material. This might also be because they're more willing to spend extra time with the class materials because it could be a significant part of their major."
   ],
   "cell_type": "markdown",
   "metadata": {}
  }
 ]
}