{
 "cells": [
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   "source": [
    "# Do team colors influence sports success?\n",
    "\n",
    "I was recently listening to a podcast where the hosts were discussing Super Bowl LIV and what color each team would wear. Now, this discussion would typically be obvious but in this matchup, both the KC Chiefs and SF 49ers have colorways consisting of some shade of red, yellow, and white.\n",
    "\n",
    "Once it was determined who the home team was and that their home jersey was red, one of the hosts said something like: \"*That's their advantage. They get to wear red. Red is a dominant color*.\" They then had floated the idea of looking into the #'s of colors ans success, **so that's what we'll be looking into.**\n",
    "\n",
    "##### The Data\n",
    "To put this together, I scraped team primary + secondary colors (in hex) from [teamcolorcodes.com](https://teamcolorcodes.com/) for the MLB, NBA, NFL, NHL, Premier League (EPL), La Liga, Serie A, and the NCAA (Basketball + Football). These colors were by no means perfect for each team but they serve as a decent baseline.\n",
    "* Furthermore, I used the [webcolors](https://webcolors.readthedocs.io/en/1.10/) package to convert the hex colors into both CSS2 and CSS3 color names.\n",
    "* As well, I used the [wolframalpha](https://pypi.org/project/wolframalpha/) api to get english color names via the wolfram engine.\n",
    "\n",
    "Lastly, I scraped Wikipedia for some tables of leagues, teams & their number of championships.\n",
    "\n",
    "Let's get into it.\n",
    "\n",
    "### Importing packages, data, and creating some plotting helpers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# importing packages\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "import seaborn as sns\n",
    "import glob\n",
    "import os\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "# set styles\n",
    "plt.rcParams[\"font.family\"] = \"monospace\"\n",
    "plt.rcParams[\"axes.facecolor\"] = \"#F0F0F0\"\n",
    "plt.rcParams[\"figure.facecolor\"] = \"#F0F0F0\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Team</th>\n",
       "      <th>hex_Primary_Color</th>\n",
       "      <th>hex_Secondary_Color</th>\n",
       "      <th>League</th>\n",
       "      <th>wc_css2_Primary_Name</th>\n",
       "      <th>wc_css2_Secondary_Name</th>\n",
       "      <th>wc_css3_Primary_Name</th>\n",
       "      <th>wc_css3_Secondary_Name</th>\n",
       "      <th>wa_Primary_Names</th>\n",
       "      <th>wa_Secondary_Names</th>\n",
       "      <th>wa_Primary_Name_1</th>\n",
       "      <th>wa_Primary_Name_2</th>\n",
       "      <th>wa_Secondary_Name_1</th>\n",
       "      <th>wa_Secondary_Name_2</th>\n",
       "      <th>Wins</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Baltimore Ravens</td>\n",
       "      <td>#241773</td>\n",
       "      <td>#000000</td>\n",
       "      <td>NFL</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Black</td>\n",
       "      <td>Midnightblue</td>\n",
       "      <td>Black</td>\n",
       "      <td>midnight blue,navy</td>\n",
       "      <td>black,dim gray</td>\n",
       "      <td>Midnight Blue</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Black</td>\n",
       "      <td>Dim Gray</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Chicago Bears</td>\n",
       "      <td>#0B162A</td>\n",
       "      <td>#C83803</td>\n",
       "      <td>NFL</td>\n",
       "      <td>Black</td>\n",
       "      <td>Red</td>\n",
       "      <td>Black</td>\n",
       "      <td>Firebrick</td>\n",
       "      <td>midnight blue,steel blue</td>\n",
       "      <td>orange red,chocolate</td>\n",
       "      <td>Midnight Blue</td>\n",
       "      <td>Steel Blue</td>\n",
       "      <td>Orange Red</td>\n",
       "      <td>Chocolate</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Dallas Cowboys</td>\n",
       "      <td>#041E42</td>\n",
       "      <td>#869397</td>\n",
       "      <td>NFL</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Gray</td>\n",
       "      <td>Midnightblue</td>\n",
       "      <td>Lightslategray</td>\n",
       "      <td>navy,dark blue</td>\n",
       "      <td>light slate gray,slate gray</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Dark Blue</td>\n",
       "      <td>Light Slate Gray</td>\n",
       "      <td>Slate Gray</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Denver Broncos</td>\n",
       "      <td>#002244</td>\n",
       "      <td>#FB4F14</td>\n",
       "      <td>NFL</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Red</td>\n",
       "      <td>Midnightblue</td>\n",
       "      <td>Orangered</td>\n",
       "      <td>navy,teal</td>\n",
       "      <td>orange red,chocolate</td>\n",
       "      <td>Navy</td>\n",
       "      <td>Teal</td>\n",
       "      <td>Orange Red</td>\n",
       "      <td>Chocolate</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Green Bay Packers</td>\n",
       "      <td>#203731</td>\n",
       "      <td>#FFB612</td>\n",
       "      <td>NFL</td>\n",
       "      <td>Black</td>\n",
       "      <td>Orange</td>\n",
       "      <td>Darkslategray</td>\n",
       "      <td>Orange</td>\n",
       "      <td>dark slate gray,cadet blue</td>\n",
       "      <td>orange,dark orange</td>\n",
       "      <td>Dark Slate Gray</td>\n",
       "      <td>Cadet Blue</td>\n",
       "      <td>Orange</td>\n",
       "      <td>Dark Orange</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Team hex_Primary_Color hex_Secondary_Color League  \\\n",
       "2    Baltimore Ravens           #241773             #000000    NFL   \n",
       "5       Chicago Bears           #0B162A             #C83803    NFL   \n",
       "8      Dallas Cowboys           #041E42             #869397    NFL   \n",
       "9      Denver Broncos           #002244             #FB4F14    NFL   \n",
       "11  Green Bay Packers           #203731             #FFB612    NFL   \n",
       "\n",
       "   wc_css2_Primary_Name wc_css2_Secondary_Name wc_css3_Primary_Name  \\\n",
       "2                  Navy                  Black         Midnightblue   \n",
       "5                 Black                    Red                Black   \n",
       "8                  Navy                   Gray         Midnightblue   \n",
       "9                  Navy                    Red         Midnightblue   \n",
       "11                Black                 Orange        Darkslategray   \n",
       "\n",
       "   wc_css3_Secondary_Name            wa_Primary_Names  \\\n",
       "2                   Black          midnight blue,navy   \n",
       "5               Firebrick    midnight blue,steel blue   \n",
       "8          Lightslategray              navy,dark blue   \n",
       "9               Orangered                   navy,teal   \n",
       "11                 Orange  dark slate gray,cadet blue   \n",
       "\n",
       "             wa_Secondary_Names wa_Primary_Name_1 wa_Primary_Name_2  \\\n",
       "2                black,dim gray     Midnight Blue              Navy   \n",
       "5          orange red,chocolate     Midnight Blue        Steel Blue   \n",
       "8   light slate gray,slate gray              Navy         Dark Blue   \n",
       "9          orange red,chocolate              Navy              Teal   \n",
       "11           orange,dark orange   Dark Slate Gray        Cadet Blue   \n",
       "\n",
       "   wa_Secondary_Name_1 wa_Secondary_Name_2  Wins  \n",
       "2                Black            Dim Gray     2  \n",
       "5           Orange Red           Chocolate     1  \n",
       "8     Light Slate Gray          Slate Gray     5  \n",
       "9           Orange Red           Chocolate     3  \n",
       "11              Orange         Dark Orange     4  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# import data\n",
    "colors = pd.read_csv('data/team_colors.csv')\n",
    "\n",
    "# union the csvs from each league together\n",
    "champs_glob = glob.glob(os.path.join('data/champs', \"*.csv\"))\n",
    "df_from_each_file = (pd.read_csv(f) for f in champs_glob)\n",
    "all_champs = pd.concat(df_from_each_file, ignore_index=True)\n",
    "\n",
    "# join champions csv to the color csv on Team + League\n",
    "data = colors.merge(all_champs, how = \"right\", on = [\"Team\", \"League\"])\n",
    "\n",
    "# narrow down to teams that've won championshps\n",
    "winners = data[data[\"Wins\"] > 0]\n",
    "\n",
    "# couldn't get the damn emojis to render\n",
    "# winners = winners.replace({\"EPL\": \"EPL⚽\",\"La Liga\": \"La Liga⚽\",\"Serie A\": \"Serie A⚽\",\"NFL\": \"NFL🏈\",\n",
    "#                           \"NBA\": \"NBA🏀\",\"NHL\": \"NHL🏒\",\"MLB\": \"MLB⚾\",\"NCAA\": \"NCAA🏈🏀\"})\n",
    "# for tick in ax.get_xticklabels(): tick.set_fontname(\"Segoe UI Emoji\")\n",
    "\n",
    "winners.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For plotting, let's create dictionaries that map each named color to their hex value. This will make it easy for to plot the correct color per name. `make_color_dict` functionalizes this process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_color_dict(color_name_header):\n",
    "    if \"Primary\" in color_name_header: \n",
    "        colors = \"hex_Primary_Color\"\n",
    "    else:\n",
    "        colors = \"hex_Secondary_Color\"\n",
    "        \n",
    "    color_dict = pd.Series(winners[colors].values, index = winners[color_name_header]).to_dict()\n",
    "    return color_dict\n",
    "\n",
    "# css colors\n",
    "webcolors_css2_p = make_color_dict(\"wc_css2_Primary_Name\")\n",
    "webcolors_css2_s = make_color_dict(\"wc_css2_Secondary_Name\")\n",
    "webcolors_css3_p = make_color_dict(\"wc_css3_Primary_Name\")\n",
    "webcolors_css3_s = make_color_dict(\"wc_css3_Secondary_Name\")\n",
    "# wolfram colors\n",
    "wolfram_p_1 = make_color_dict(\"wa_Primary_Name_1\")\n",
    "wolfram_p_2 = make_color_dict(\"wa_Primary_Name_2\")\n",
    "wolfram_s_1 = make_color_dict(\"wa_Secondary_Name_1\")\n",
    "wolfram_s_2 = make_color_dict(\"wa_Secondary_Name_2\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Colors of the Champions, per league\n",
    "\n",
    "Before looking at color trends *across all* sports, it would be nice to see what the distribution of champion colors looks like league by league. Our first look is going to be the CSS2 names of the **primary** colors of champions. Why CSS2? The colors are very basic and should give us a high-level look:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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\n",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 4), dpi=150)\n",
    "\n",
    "# plot\n",
    "g = sns.swarmplot(data = winners.groupby([\"wc_css2_Primary_Name\", \"League\"])[\"Wins\"].sum().reset_index(),\n",
    "                  x=\"League\", y=\"Wins\",\n",
    "                  hue=\"wc_css2_Primary_Name\",\n",
    "                  palette=webcolors_css2_p,\n",
    "                  size = 10)\n",
    "# text\n",
    "plt.title('Championships won per CSS2 color', x=0.19, y=1.05, fontsize=12, weight=\"bold\")\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Number of Championships\\n\")\n",
    "# annotate\n",
    "plt.text(0.5,-12, 'Source: hex colors via teamcolors.com / championships via wikipedia / color names via webcolors | © Jeremy Fields 2020', fontsize=6)\n",
    "\n",
    "# styling\n",
    "g.legend(loc='center left', bbox_to_anchor=(1, 0.5), frameon=False)\n",
    "plt.yticks(color=\"gray\")\n",
    "plt.tick_params(length=0)\n",
    "sns.despine(left=True, bottom=True)\n",
    "g.grid(b=True, which='major', axis=\"y\", color='lightgray', linewidth=1.0, alpha=0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you're familiar with any of these leagues, you can make some assumptions as to which teams dominate the colors of each league. Off the top of my head:\n",
    "* EPL - Man U/Arsenal/Liverpool\n",
    "* MLB - Yankees/Dodgers\n",
    "* NBA - Celtics/Lakers\n",
    "* NHL - Red Wings\n",
    "* Serie A - Juventus\n",
    "\n",
    "One thing that irks me in these color names is the classification of yellows as \"Orange\". We can hopefully solve this, as well as get more granularity, by looking at the color names from wolfram alpha. This feature has 30 unique color values vs. the 11 above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10, 5), dpi=150)\n",
    "\n",
    "# plot\n",
    "g = sns.swarmplot(data = winners.groupby([\"wa_Primary_Name_1\", \"League\"])[\"Wins\"].sum().reset_index(),\n",
    "                  x=\"League\", y=\"Wins\",\n",
    "                  hue=\"wa_Primary_Name_1\", \n",
    "                  palette=wolfram_p_1,\n",
    "                  size = 10,\n",
    "                  alpha = 0.8)\n",
    "# text\n",
    "plt.title('Championships won per wolfram alpha color', x=0.28, y=1.05, fontsize=14, weight=\"bold\")\n",
    "plt.xlabel(\"\")\n",
    "plt.ylabel(\"Number of Championships\\n\")\n",
    "# annotate\n",
    "plt.text(0.5,-10, 'Source: hex colors via teamcolors.com / championships via wikipedia / color names via wolfram alpha | © Jeremy Fields 2020', fontsize=8)\n",
    "\n",
    "# styling\n",
    "g.legend(loc='center left', bbox_to_anchor=(1, 0.5), frameon=False, ncol=2)\n",
    "g.grid(b=True, which='major', axis=\"y\", color='lightgray', linewidth=1.0, alpha=0.5)\n",
    "plt.yticks(color=\"gray\")\n",
    "plt.tick_params(length=0)\n",
    "plt.ylim(-1, 60)\n",
    "sns.despine(left=True, bottom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nice! We have a lot more color to this analysis both literally and figuratively. We can still see a lot of the trends that were in the previous plot...but more nuance as well. Some leagues still have some dominant colors (of which Crimson is in 3) but now it's hard to tell what other colors the winners wear.\n",
    "\n",
    "How about we look at these colors across all leagues to see which color wins the most championships?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x750 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 5), dpi=150)\n",
    "\n",
    "# plot\n",
    "g = sns.barplot(data = winners.groupby([\"wa_Primary_Name_1\"])[\"Wins\"].\n",
    "                       sum().\n",
    "                       reset_index().\n",
    "                       sort_values(by = [\"Wins\"], ascending=False),\n",
    "                x = \"Wins\", y = \"wa_Primary_Name_1\",\n",
    "                hue = \"wa_Primary_Name_1\", palette = wolfram_p_1, alpha=0.8, dodge=False)\n",
    "# text\n",
    "plt.title('Championships per primary color', x=0.5, y=1.05, fontsize=10, weight=\"bold\")\n",
    "plt.ylabel(\"\")\n",
    "plt.xlabel(\"\")\n",
    "# annotate\n",
    "plt.text(100,20, 'Source: hex colors via teamcolors.com\\n        championships via wikipedia\\n        color names via wolfram alpha\\n        © Jeremy Fields 2020', fontsize=4)\n",
    "\n",
    "# styling\n",
    "g.legend_.remove()\n",
    "g.tick_params(color=\"gray\")\n",
    "plt.xlim(0, 175)\n",
    "plt.tick_params(axis=\"y\", length=0)\n",
    "plt.xticks(color=\"gray\", size=6)\n",
    "plt.yticks(size = 6)\n",
    "ax.spines['bottom'].set_color('gray')\n",
    "ax.spines['top'].set_color('gray')\n",
    "\n",
    "# add 2nd x-axis to top\n",
    "axT = ax.twiny()\n",
    "axT.set_xlim(0, 175)\n",
    "axT.xaxis.set_major_locator(ticker.MultipleLocator(25))\n",
    "axT.tick_params(axis='x', colors=\"gray\", labelsize=6)\n",
    "axT.spines['top'].set_color('gray')\n",
    "axT.spines['bottom'].set_color(\"gray\")\n",
    "sns.despine(left=True, top=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The podcast host wasn't wrong. Red (Crimson) is *by far* the most trophied color across all leagues.\n",
    "\n",
    "This didn't solve our \"Orange\" problem, but it's easy enough to just call it yellow in our heads. Same thing goes with \"Navy\" which is more of a purple. That one being so high on the list surprised me. Lakers maybe?\n",
    "\n",
    "For the sake of curiousity, let's look at the secondary colors of these winners."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x750 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(4, 5), dpi=150)\n",
    "\n",
    "# plot\n",
    "g = sns.barplot(data = winners.groupby([\"wa_Secondary_Name_1\"])[\"Wins\"].\n",
    "                       sum().\n",
    "                       reset_index().\n",
    "                       sort_values(by = [\"Wins\"], ascending=False),\n",
    "                x = \"Wins\", y = \"wa_Secondary_Name_1\",\n",
    "                hue = \"wa_Secondary_Name_1\", palette = wolfram_s_1, alpha=0.8, dodge=False)\n",
    "# text\n",
    "plt.title('Championships per secondary color', x=0.5, y=1.05, fontsize=10, weight=\"bold\")\n",
    "plt.ylabel(\"\")\n",
    "plt.xlabel(\"\")\n",
    "# annotate\n",
    "plt.text(100,20, 'Source: hex colors via teamcolors.com\\n        championships via wikipedia\\n        color names via wolfram alpha\\n        © Jeremy Fields 2020', fontsize=4)\n",
    "\n",
    "# styling\n",
    "g.legend_.remove()\n",
    "g.tick_params(color=\"gray\")\n",
    "plt.xlim(0, 175)\n",
    "plt.tick_params(axis=\"y\", length=0)\n",
    "plt.xticks(color=\"gray\", size=6)\n",
    "plt.yticks(size = 6)\n",
    "ax.spines['bottom'].set_color('gray')\n",
    "ax.spines['top'].set_color('gray')\n",
    "\n",
    "# add 2nd x-axis to top\n",
    "axT = ax.twiny()\n",
    "axT.set_xlim(0, 175)\n",
    "axT.xaxis.set_major_locator(ticker.MultipleLocator(25))\n",
    "axT.tick_params(axis='x', colors=\"gray\", labelsize=6)\n",
    "axT.spines['top'].set_color('gray')\n",
    "axT.spines['bottom'].set_color(\"gray\")\n",
    "sns.despine(left=True, top=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Black and red are still dominant here but we have some new ones!\n",
    "* Goldenrod making a showing isn't something I'd expect, but it could belong to a team with a basic primary color with a lot of wins\n",
    "* The whites, blacks and grays really don't come as much of a suprise\n",
    "* There are a lot of neutrals in this palette\n",
    "\n",
    "This has been a pretty fun exercise. Red clearly rules. Black too. No surprise as they're pretty *mean* colors which must add some kind of an edge to performance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appendix\n",
    "\n",
    "In the following cells I output what primary colors have wins in each league. This will reduce the effect of a team having a ton of wins in one league and skewing the counts (which was possibly happening in the bar charts above)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_leagues_won_per_color(colorgroup):\n",
    "    league_winners = league_winners = data[[colorgroup, \"League\", \"Wins\"]]\n",
    "    league_winners[\"Has Won\"] = np.where(league_winners[\"Wins\"] > 0, 1, 0) # 1 = has won, 0 = has not\n",
    "    league_winners = league_winners.drop_duplicates().sort_values(by=colorgroup)\n",
    "    \n",
    "    # pivot the leagues out and flatten the df\n",
    "    color_table = league_winners.pivot_table(index=colorgroup, \n",
    "                                             columns=\"League\", \n",
    "                                             values=\"Has Won\", \n",
    "                                             aggfunc=\"first\").fillna(0)\n",
    "\n",
    "    color_table = pd.DataFrame(color_table.to_records())\n",
    "    \n",
    "    # calc the number of leagues each color has won in\n",
    "    color_table[\"Leagues Won\"] = color_table.drop(colorgroup, axis=1).sum(axis=1)\n",
    "    # rename 1.0s to Yes, 0.0s to No\n",
    "    cols = [\"EPL\", \"La Liga\", \"MLB\", \"NBA\", \"NCAA\", \"NFL\", \"NHL\", \"Serie A\"]\n",
    "    color_table[cols] = color_table[cols].replace({0.0 : \"No\", 1.0 : \"Yes\"})\n",
    "    # sort by num of leagues won\n",
    "    color_table = color_table.sort_values(by=[\"Leagues Won\"], ascending=False)\n",
    "    \n",
    "    return color_table\n",
    "\n",
    "primary_color_table = get_leagues_won_per_color(\"wa_Primary_Name_1\").rename(columns={\"wa_Primary_Name_1\": \"Primary Color\"})\n",
    "secondary_color_table = get_leagues_won_per_color(\"wa_Secondary_Name_1\").rename(columns={\"wa_Secondary_Name_1\": \"Secondary Color\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(8, 5), dpi=150)\n",
    "\n",
    "# hide axes\n",
    "ax.xaxis.set_visible(False) \n",
    "ax.yaxis.set_visible(False)\n",
    "\n",
    "# table\n",
    "table = plt.table(cellText=primary_color_table.values,\n",
    "          rowLabels=primary_color_table.index,\n",
    "          colLabels=primary_color_table.columns,\n",
    "          cellLoc = 'center', rowLoc = 'center')\n",
    "\n",
    "table.auto_set_font_size(False)\n",
    "table.set_fontsize(12)\n",
    "table.scale(2, 2)\n",
    "\n",
    "# fit the color cells\n",
    "cell_dict = table.get_celld()\n",
    "    \n",
    "for i in range(0, len(primary_color_table.index)+1):\n",
    "    cell_dict[(i,0)].set_width(0.35)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}