elo_rank_visualizer.ipynb

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  {
   "cell_type": "code",
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   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import set_matplotlib_formats\n",
    "set_matplotlib_formats('svg')\n",
    "%matplotlib inline\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>team</th>\n",
       "      <th>elo</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>78258</th>\n",
       "      <td>India</td>\n",
       "      <td>1442.537649</td>\n",
       "      <td>2018-06-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78259</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>1485.630351</td>\n",
       "      <td>2018-06-04</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "        team          elo       date\n",
       "78258  India  1442.537649 2018-06-04\n",
       "78259  Kenya  1485.630351 2018-06-04"
      ]
     },
     "execution_count": 4,
     "metadata": {},
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   "source": [
    "elo_ranking = pd.read_csv('data/generated/elo_ranking.csv')\n",
    "\n",
    "elo_ranking['date'] =  pd.to_datetime(elo_ranking['date'], format='%Y-%m-%d')\n",
    "elo_ranking[\"year\"] = elo_ranking[\"date\"].dt.year\n",
    "elo_ranking = elo_ranking.drop(['Unnamed: 0'], axis=1)\n",
    "elo_ranking.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
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       "      <th></th>\n",
       "      <th>nationality</th>\n",
       "      <th>year</th>\n",
       "      <th>overall_rating_max</th>\n",
       "      <th>overall_rating_min</th>\n",
       "      <th>overall_rating_avg</th>\n",
       "      <th>potential_max</th>\n",
       "      <th>potential_min</th>\n",
       "      <th>potential_avg</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>...</th>\n",
       "      <th>Sprint_Speed</th>\n",
       "      <th>Reactions</th>\n",
       "      <th>Shot_Power</th>\n",
       "      <th>Stamina</th>\n",
       "      <th>Strength</th>\n",
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       "      <th>Aggression</th>\n",
       "      <th>Penalties</th>\n",
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       "      <th>1763</th>\n",
       "      <td>Zimbabwe</td>\n",
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       "      <td>60.0</td>\n",
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       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2017</td>\n",
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       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>2018</td>\n",
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       "      <td>65.700000</td>\n",
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       "      <td>70.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>74.9</td>\n",
       "      <td>69.5</td>\n",
       "      <td>54.4</td>\n",
       "      <td>81.4</td>\n",
       "      <td>69.333333</td>\n",
       "      <td>70.333333</td>\n",
       "      <td>72.4</td>\n",
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       "<p>5 rows × 33 columns</p>\n",
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       "     nationality  year  overall_rating_max  overall_rating_min  \\\n",
       "1763    Zimbabwe  2014                  71                  48   \n",
       "1764    Zimbabwe  2015                  69                  54   \n",
       "1765    Zimbabwe  2016                  71                  50   \n",
       "1766    Zimbabwe  2017                  75                  55   \n",
       "1767    Zimbabwe  2018                  77                  55   \n",
       "\n",
       "      overall_rating_avg  potential_max  potential_min  potential_avg  \\\n",
       "1763           55.246154             75             57      58.569231   \n",
       "1764           55.554545             71             57      59.563636   \n",
       "1765           56.769231             77             61      60.784615   \n",
       "1766           59.670000             79             55      62.190000   \n",
       "1767           59.746154             83             55      64.038462   \n",
       "\n",
       "          height     weight       ...         Sprint_Speed  Reactions  \\\n",
       "1763  159.646154  65.769231       ...            82.000000       66.8   \n",
       "1764  159.790909  64.390909       ...            84.000000       65.4   \n",
       "1765  159.230769  64.523077       ...            82.000000       68.0   \n",
       "1766  159.930000  65.250000       ...            77.666667       68.2   \n",
       "1767  161.307692  65.700000       ...            86.333333       70.0   \n",
       "\n",
       "      Shot_Power  Stamina  Strength  Long_Shots  Aggression  Penalties  \\\n",
       "1763        68.4     72.4      64.2        57.4        69.2  67.666667   \n",
       "1764        67.0     68.9      62.8        58.0        67.6  64.000000   \n",
       "1765        71.6     72.1      67.0        59.8        75.0  71.333333   \n",
       "1766        75.2     67.4      62.0        58.9        72.8  72.666667   \n",
       "1767        71.0     74.9      69.5        54.4        81.4  69.333333   \n",
       "\n",
       "        Marking  Standing_Tackle  \n",
       "1763  61.666667             56.4  \n",
       "1764  59.666667             58.6  \n",
       "1765  65.666667             60.0  \n",
       "1766  60.333333             50.2  \n",
       "1767  70.333333             72.4  \n",
       "\n",
       "[5 rows x 33 columns]"
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     "execution_count": 44,
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   "source": [
    "player_stats = pd.read_csv('data/generated/team_level_player_data.csv')\n",
    "player_stats = player_stats.drop(['Unnamed: 0'], axis=1)\n",
    "player_stats.tail()"
   ]
  },
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   "cell_type": "code",
   "execution_count": 45,
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      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
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     },
     "metadata": {},
     "output_type": "display_data"
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   ],
   "source": [
    "rank_data = pd.merge(elo_ranking, player_stats, how='inner', left_on=['year', 'team'], right_on = ['year','nationality'])\n",
    "\n",
    "x_col = \"elo\"\n",
    "y_col = \"Standing_Tackle\"\n",
    "\n",
    "last = rank_data[rank_data[\"year\"] > 2017].groupby(\"team\").last()\n",
    "last = last.sort_values(by=[y_col], ascending=False)\n",
    "last = last.head(40)\n",
    "ax = last.plot.scatter(x=x_col, y=y_col, figsize=(12, 12))\n",
    "for i, team in enumerate(last.index.values):\n",
    "    ax.annotate(team, (last[x_col].iloc[i], last[y_col].iloc[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "    <!-- Croatia -->\n",
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       "    <!-- Serbia -->\n",
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       "   </g>\n",
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       "    <!-- Denmark -->\n",
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       "    <!-- Mexico -->\n",
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       "    <!-- Russia -->\n",
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       "    <!-- Turkey -->\n",
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       "    <!-- Ivory Coast -->\n",
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       "    <!-- Senegal -->\n",
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       "   </g>\n",
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       "    <!-- Poland -->\n",
       "    <g transform=\"translate(499.916686 325.770483)scale(0.1 -0.1)\">\n",
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       "    <!-- Chile -->\n",
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       "   <g id=\"text_45\">\n",
       "    <!-- Ukraine -->\n",
       "    <g transform=\"translate(454.042275 385.329411)scale(0.1 -0.1)\">\n",
       "     <use xlink:href=\"#DejaVuSans-55\"/>\n",
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       "   </g>\n",
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       "    <!-- Nigeria -->\n",
       "    <g transform=\"translate(422.054366 392.440925)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Cameroon -->\n",
       "    <g transform=\"translate(404.454117 394.218803)scale(0.1 -0.1)\">\n",
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       "    <!-- Norway -->\n",
       "    <g transform=\"translate(371.016034 395.107742)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
       "   <g id=\"text_49\">\n",
       "    <!-- Czech Republic -->\n",
       "    <g transform=\"translate(417.22732 404.886074)scale(0.1 -0.1)\">\n",
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       "    <!-- Paraguay -->\n",
       "    <g transform=\"translate(445.583497 404.886074)scale(0.1 -0.1)\">\n",
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       "    <!-- Wales -->\n",
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       "    <!-- Korea Republic -->\n",
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       "    <!-- Saudi Arabia -->\n",
       "    <g transform=\"translate(398.257607 427.109554)scale(0.1 -0.1)\">\n",
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       "    <!-- Slovenia -->\n",
       "    <g transform=\"translate(353.311055 433.332129)scale(0.1 -0.1)\">\n",
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       "    <!-- Romania -->\n",
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       "    <!-- Slovakia -->\n",
       "    <g transform=\"translate(457.37963 445.292402)scale(0.1 -0.1)\">\n",
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   "source": [
    "rank_data[\"year\"] = rank_data[\"date\"].dt.year\n",
    "\n",
    "rank_with_player = pd.merge(rank_data, player_stats, how='inner', left_on=['year', 'team'], right_on = ['year','NATIONALITY'])\n",
    "\n",
    "last = rank_with_player[rank_with_player[\"year\"] > 2017].groupby(\"team\").last()\n",
    "last = last.sort_values(by=['rating'], ascending=False)\n",
    "last = last.head(80)\n",
    "ax = last.plot.scatter(x=\"elo\", y=\"rating\", figsize=(12, 12))\n",
    "for i, team in enumerate(last.index.values):\n",
    "    ax.annotate(team, (last[\"elo\"].iloc[i], last[\"rating\"].iloc[i]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
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       "    <!-- Russia -->\n",
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       "   </g>\n",
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       "    <!-- Wales -->\n",
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       "    <!-- Korea Republic -->\n",
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       "    <!-- Saudi Arabia -->\n",
       "    <g transform=\"translate(543.112922 238.646049)scale(0.1 -0.1)\">\n",
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       "    <!-- Romania -->\n",
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       "   </g>\n",
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       "    <!-- Slovakia -->\n",
       "    <g transform=\"translate(591.419489 390.848467)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Northern Ireland -->\n",
       "    <g transform=\"translate(572.096862 406.088033)scale(0.1 -0.1)\">\n",
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       "    <!-- Finland -->\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- Albania -->\n",
       "    <g transform=\"translate(485.145041 417.736078)scale(0.1 -0.1)\">\n",
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       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_74\">\n",
       "    <!-- Gibraltar -->\n",
       "    <g transform=\"translate(436.838474 327.681126)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Egypt -->\n",
       "    <g transform=\"translate(678.37131 420.204175)scale(0.1 -0.1)\">\n",
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       "    </g>\n",
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       "   <g id=\"text_76\">\n",
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       "    </g>\n",
       "   </g>\n",
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       "    <!-- Uzbekistan -->\n",
       "    <g transform=\"translate(485.145041 424.059302)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Gabon -->\n",
       "    <g transform=\"translate(601.080802 458.021135)scale(0.1 -0.1)\">\n",
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       "    </g>\n",
       "   </g>\n",
       "   <g id=\"text_80\">\n",
       "    <!-- Guinea -->\n",
       "    <g transform=\"translate(591.419489 392.588877)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Iran -->\n",
       "    <g transform=\"translate(620.403429 395.6754)scale(0.1 -0.1)\">\n",
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       "    <!-- Israel -->\n",
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       "    <!-- Moldova -->\n",
       "    <g transform=\"translate(398.19322 492.900856)scale(0.1 -0.1)\">\n",
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       "    <!-- Armenia -->\n",
       "    <g transform=\"translate(514.128981 337.318944)scale(0.1 -0.1)\">\n",
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       "   </g>\n",
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       "    <!-- Zimbabwe -->\n",
       "    <g transform=\"translate(456.161101 425.632823)scale(0.1 -0.1)\">\n",
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       "    <!-- Montenegro -->\n",
       "    <g transform=\"translate(562.435549 452.866845)scale(0.1 -0.1)\">\n",
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       "    <!-- Iraq -->\n",
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      ],
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "last = rank_with_player[rank_with_player[\"year\"] > 2017].groupby(\"team\").last()\n",
    "last = last.sort_values(by=['rating'], ascending=False)\n",
    "last = last.head(80)\n",
    "ax = last.plot.scatter(x=\"shooting_max\", y=\"shooting\", figsize=(12, 12))\n",
    "for i, team in enumerate(last.index.values):\n",
    "    ax.annotate(team, (last[\"shooting_max\"].iloc[i], last[\"shooting\"].iloc[i]))"
   ]
  }
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