nfl_draft_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "tropical-failing",
   "metadata": {},
   "source": [
    "# 1. Importing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "instructional-shoot",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import colors\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "from IPython.display import display, display_html, HTML\n",
    "from itertools import chain,cycle\n",
    "\n",
    "\n",
    "CSS = \"\"\"\n",
    ".output {\n",
    "    flex-direction: row;\n",
    "}\n",
    "\"\"\"\n",
    "\n",
    "HTML('<style>{}</style>'.format(CSS))\n",
    "\n",
    "pd.set_option('display.max_rows', 100)\n",
    "pd.options.display.float_format = '{:05.2f}'.format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "respiratory-chance",
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_side_by_side(*args,titles=cycle([''])):\n",
    "    html_str=''\n",
    "    for df,title in zip(args, chain(titles,cycle(['</br>'])) ):\n",
    "        html_str+='<th style=\"text-align:center\"><td style=\"vertical-align:top\">'\n",
    "        html_str+=f'<h2>{title}</h2>'\n",
    "        try:\n",
    "            df_str = df.to_html()\n",
    "        except:\n",
    "            df_str = df.render()\n",
    "\n",
    "        html_str+=df_str.replace('table','table style=\"display:inline\"')\n",
    "        html_str+='</td></th>'\n",
    "    display_html(html_str,raw=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "supposed-gambling",
   "metadata": {},
   "source": [
    "# 2. Getting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "corrected-danish",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "    }\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>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Myles Garrett</td>\n",
       "      <td>DE</td>\n",
       "      <td>21.00</td>\n",
       "      <td>1</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Mitchell Trubisky</td>\n",
       "      <td>QB</td>\n",
       "      <td>23.00</td>\n",
       "      <td>2</td>\n",
       "      <td>51</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>SFO</td>\n",
       "      <td>Solomon Thomas</td>\n",
       "      <td>DE</td>\n",
       "      <td>22.00</td>\n",
       "      <td>3</td>\n",
       "      <td>48</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>03.75</td>\n",
       "      <td>00.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>768</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>JAX</td>\n",
       "      <td>Leonard Fournette</td>\n",
       "      <td>RB</td>\n",
       "      <td>22.00</td>\n",
       "      <td>4</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>26</td>\n",
       "      <td>06.25</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>769</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>TEN</td>\n",
       "      <td>Corey Davis</td>\n",
       "      <td>WR</td>\n",
       "      <td>22.00</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>06.25</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>5091</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>242</td>\n",
       "      <td>DAL</td>\n",
       "      <td>Char-ron Dorsey</td>\n",
       "      <td>T</td>\n",
       "      <td>23.00</td>\n",
       "      <td>242</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
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       "      <th>5092</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>243</td>\n",
       "      <td>KAN</td>\n",
       "      <td>Terdell Sands</td>\n",
       "      <td>DT</td>\n",
       "      <td>21.00</td>\n",
       "      <td>243</td>\n",
       "      <td>77</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>01.22</td>\n",
       "      <td>00.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5093</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>244</td>\n",
       "      <td>SDG</td>\n",
       "      <td>Robert Carswell</td>\n",
       "      <td>DB</td>\n",
       "      <td>22.00</td>\n",
       "      <td>244</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>00.00</td>\n",
       "      <td>00.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5094</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>245</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Andre King</td>\n",
       "      <td>WR</td>\n",
       "      <td>27.00</td>\n",
       "      <td>245</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5095</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>246</td>\n",
       "      <td>ARI</td>\n",
       "      <td>Tevita Ofahengaue</td>\n",
       "      <td>TE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>246</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>00.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4331 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team         player_name position  drafted_age  \\\n",
       "765   2017      1     1  CLE      Myles Garrett        DE        21.00   \n",
       "766   2017      1     2  CHI  Mitchell Trubisky        QB        23.00   \n",
       "767   2017      1     3  SFO     Solomon Thomas        DE        22.00   \n",
       "768   2017      1     4  JAX  Leonard Fournette        RB        22.00   \n",
       "769   2017      1     5  TEN        Corey Davis        WR        22.00   \n",
       "...    ...    ...   ...  ...                 ...      ...          ...   \n",
       "5091  2001      7   242  DAL     Char-ron Dorsey        T        23.00   \n",
       "5092  2001      7   243  KAN       Terdell Sands       DT        21.00   \n",
       "5093  2001      7   244  SDG     Robert Carswell       DB        22.00   \n",
       "5094  2001      7   245  CLE          Andre King       WR        27.00   \n",
       "5095  2001      7   246  ARI   Tevita Ofahengaue       TE          NaN   \n",
       "\n",
       "      college  games  years_as_starter  carrer_duration  first_team_ap  \\\n",
       "765         1     51                 4                4              1   \n",
       "766         2     51                 3                4              0   \n",
       "767         3     48                 2                4              0   \n",
       "768         4     49                 3                4              0   \n",
       "769         5     56                 4                4              0   \n",
       "...       ...    ...               ...              ...            ...   \n",
       "5091      242     12                 0                2              0   \n",
       "5092      243     77                 1                9              0   \n",
       "5093      244     18                 0                2              0   \n",
       "5094      245     42                 0                4              0   \n",
       "5095      246      0                 0                0              0   \n",
       "\n",
       "      pro_bowls  av  av_by_drafted_team  first_4_years_av  av_by_year  \\\n",
       "765           2  36                  36                38       09.00   \n",
       "766           1  33                  33                35       08.25   \n",
       "767           0  15                  15                16       03.75   \n",
       "768           0  25                  20                26       06.25   \n",
       "769           0  25                  25                26       06.25   \n",
       "...         ...  ..                 ...               ...         ...   \n",
       "5091          0   0                   0                 0       00.00   \n",
       "5092          0  11                   0                 2       01.22   \n",
       "5093          0   0                   0                 0       00.00   \n",
       "5094          0   2                   2                 2       00.50   \n",
       "5095          0   0                   0                 0       00.00   \n",
       "\n",
       "      av_by_game  \n",
       "765        00.71  \n",
       "766        00.65  \n",
       "767        00.31  \n",
       "768        00.51  \n",
       "769        00.45  \n",
       "...          ...  \n",
       "5091       00.00  \n",
       "5092       00.14  \n",
       "5093       00.00  \n",
       "5094       00.05  \n",
       "5095       00.00  \n",
       "\n",
       "[4331 rows x 18 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('data/drafted_players.csv')\n",
    "\n",
    "data = data.query('year > 2000')\n",
    "data = data.query('year < 2018')\n",
    "\n",
    "data['av_by_year'] = data['av'] / data['carrer_duration']\n",
    "data['av_by_game'] = data['av'] / data['games']\n",
    "\n",
    "data['av_by_year'] = data['av_by_year'].replace(np.NaN, 0.)\n",
    "data['av_by_game'] = data['av_by_game'].replace(np.NaN, 0.)\n",
    "\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "metallic-washington",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>217</td>\n",
       "      <td>TEN</td>\n",
       "      <td>Corey Levin</td>\n",
       "      <td>OL</td>\n",
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       "      <td>217</td>\n",
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       "      <td>1</td>\n",
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       "      <td>00.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1569</th>\n",
       "      <td>2014</td>\n",
       "      <td>2</td>\n",
       "      <td>43</td>\n",
       "      <td>NYG</td>\n",
       "      <td>Weston Richburg</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>43</td>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
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       "      <td>0</td>\n",
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       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>05.33</td>\n",
       "      <td>00.41</td>\n",
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       "    <tr>\n",
       "      <th>1592</th>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>66</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Morgan Moses</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>66</td>\n",
       "      <td>104</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>29</td>\n",
       "      <td>06.29</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1618</th>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>92</td>\n",
       "      <td>CAR</td>\n",
       "      <td>Trai Turner</td>\n",
       "      <td>OL</td>\n",
       "      <td>21.00</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>42</td>\n",
       "      <td>32</td>\n",
       "      <td>06.43</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1619</th>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>93</td>\n",
       "      <td>JAX</td>\n",
       "      <td>Brandon Linder</td>\n",
       "      <td>OL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>93</td>\n",
       "      <td>79</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>20</td>\n",
       "      <td>04.29</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>2014</td>\n",
       "      <td>3</td>\n",
       "      <td>95</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Michael Schofield</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>04.43</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1663</th>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>137</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>Dakota Dozier</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>137</td>\n",
       "      <td>70</td>\n",
       "      <td>1</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>02.00</td>\n",
       "      <td>00.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1699</th>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>173</td>\n",
       "      <td>PIT</td>\n",
       "      <td>Wesley Johnson</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>173</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>02.40</td>\n",
       "      <td>00.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1705</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>179</td>\n",
       "      <td>NWE</td>\n",
       "      <td>Jon Halapio</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>179</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>01.67</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>200</td>\n",
       "      <td>KAN</td>\n",
       "      <td>Laurent Duvernay-Tardif</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>200</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>04.50</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>207</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Matt Paradis</td>\n",
       "      <td>OL</td>\n",
       "      <td>24.00</td>\n",
       "      <td>207</td>\n",
       "      <td>89</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>19</td>\n",
       "      <td>04.71</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>2014</td>\n",
       "      <td>7</td>\n",
       "      <td>237</td>\n",
       "      <td>BUF</td>\n",
       "      <td>Seantrel Henderson</td>\n",
       "      <td>OL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>237</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>02.50</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776</th>\n",
       "      <td>2014</td>\n",
       "      <td>7</td>\n",
       "      <td>250</td>\n",
       "      <td>STL</td>\n",
       "      <td>Demetrius Rhaney</td>\n",
       "      <td>OL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>250</td>\n",
       "      <td>33</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>00.25</td>\n",
       "      <td>00.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1958</th>\n",
       "      <td>2013</td>\n",
       "      <td>6</td>\n",
       "      <td>176</td>\n",
       "      <td>HOU</td>\n",
       "      <td>David Quessenberry</td>\n",
       "      <td>OL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>176</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team              player_name position  drafted_age  \\\n",
       "981   2017      6   217  TEN              Corey Levin       OL        23.00   \n",
       "1569  2014      2    43  NYG          Weston Richburg       OL        23.00   \n",
       "1592  2014      3    66  WAS             Morgan Moses       OL        23.00   \n",
       "1618  2014      3    92  CAR              Trai Turner       OL        21.00   \n",
       "1619  2014      3    93  JAX           Brandon Linder       OL        22.00   \n",
       "1621  2014      3    95  DEN        Michael Schofield       OL        23.00   \n",
       "1663  2014      4   137  NYJ            Dakota Dozier       OL        23.00   \n",
       "1699  2014      5   173  PIT           Wesley Johnson       OL        23.00   \n",
       "1705  2014      6   179  NWE              Jon Halapio       OL        23.00   \n",
       "1726  2014      6   200  KAN  Laurent Duvernay-Tardif       OL        23.00   \n",
       "1733  2014      6   207  DEN             Matt Paradis       OL        24.00   \n",
       "1763  2014      7   237  BUF       Seantrel Henderson       OL        22.00   \n",
       "1776  2014      7   250  STL         Demetrius Rhaney       OL        22.00   \n",
       "1958  2013      6   176  HOU      David Quessenberry        OL        23.00   \n",
       "\n",
       "      college  games  years_as_starter  carrer_duration  first_team_ap  \\\n",
       "981       217     16                 0                2              0   \n",
       "1569       43     79                 5                6              0   \n",
       "1592       66    104                 6                7              0   \n",
       "1618       92     93                 6                7              0   \n",
       "1619       93     79                 5                7              0   \n",
       "1621       95     87                 4                7              0   \n",
       "1663      137     70                 1                7              0   \n",
       "1699      173     53                 1                5              0   \n",
       "1705      179     27                 2                6              0   \n",
       "1726      200     60                 4                6              0   \n",
       "1733      207     89                 6                7              0   \n",
       "1763      237     39                 2                6              0   \n",
       "1776      250     33                 0                4              0   \n",
       "1958      176     18                 0                8              0   \n",
       "\n",
       "      pro_bowls  av  av_by_drafted_team  first_4_years_av  av_by_year  \\\n",
       "981           0   1                   1                 1       00.50   \n",
       "1569          0  32                  20                22       05.33   \n",
       "1592          0  44                  44                29       06.29   \n",
       "1618          5  45                  42                32       06.43   \n",
       "1619          0  30                  30                20       04.29   \n",
       "1621          0  31                  11                16       04.43   \n",
       "1663          0  14                   3                 2       02.00   \n",
       "1699          0  12                   0                11       02.40   \n",
       "1705          0  10                   0                 2       01.67   \n",
       "1726          0  27                  27                20       04.50   \n",
       "1733          0  33                  20                19       04.71   \n",
       "1763          0  15                  14                14       02.50   \n",
       "1776          0   1                   1                 1       00.25   \n",
       "1958          0   4                   0                 0       00.50   \n",
       "\n",
       "      av_by_game  \n",
       "981        00.06  \n",
       "1569       00.41  \n",
       "1592       00.42  \n",
       "1618       00.48  \n",
       "1619       00.38  \n",
       "1621       00.36  \n",
       "1663       00.20  \n",
       "1699       00.23  \n",
       "1705       00.37  \n",
       "1726       00.45  \n",
       "1733       00.37  \n",
       "1763       00.38  \n",
       "1776       00.03  \n",
       "1958       00.22  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av > 0').query(\"position == 'OL'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "private-harassment",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
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       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>2017</td>\n",
       "      <td>7</td>\n",
       "      <td>220</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Ifeadi Odenigbo</td>\n",
       "      <td>DL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>220</td>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
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       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>02.25</td>\n",
       "      <td>00.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     year  round  pick team      player_name position  drafted_age  college  \\\n",
       "984  2017      7   220  MIN  Ifeadi Odenigbo       DL        23.00      220   \n",
       "\n",
       "     games  years_as_starter  carrer_duration  first_team_ap  pro_bowls  av  \\\n",
       "984     32                 1                4              0          0   9   \n",
       "\n",
       "     av_by_drafted_team  first_4_years_av  av_by_year  av_by_game  \n",
       "984                   9                 9       02.25       00.28  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av > 0').query(\"position == 'DL'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "universal-direction",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>Jamal Adams</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>6</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>28</td>\n",
       "      <td>37</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>IND</td>\n",
       "      <td>Malik Hooker</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>15</td>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>03.50</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>789</th>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Jabrill Peppers</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>25</td>\n",
       "      <td>55</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>10</td>\n",
       "      <td>21</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>ARI</td>\n",
       "      <td>Budda Baker</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>36</td>\n",
       "      <td>61</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>803</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>Marcus Maye</td>\n",
       "      <td>S</td>\n",
       "      <td>24.00</td>\n",
       "      <td>39</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>04.75</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>806</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>NOR</td>\n",
       "      <td>Marcus Williams</td>\n",
       "      <td>S</td>\n",
       "      <td>20.00</td>\n",
       "      <td>42</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>814</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>50</td>\n",
       "      <td>TAM</td>\n",
       "      <td>Justin Evans</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>50</td>\n",
       "      <td>24</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>820</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>56</td>\n",
       "      <td>OAK</td>\n",
       "      <td>Obi Melifonwu</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>56</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>825</th>\n",
       "      <td>2017</td>\n",
       "      <td>2</td>\n",
       "      <td>61</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Josh Jones</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>61</td>\n",
       "      <td>48</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>02.25</td>\n",
       "      <td>00.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>2017</td>\n",
       "      <td>3</td>\n",
       "      <td>91</td>\n",
       "      <td>LAR</td>\n",
       "      <td>John Johnson</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>91</td>\n",
       "      <td>54</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>04.75</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>859</th>\n",
       "      <td>2017</td>\n",
       "      <td>3</td>\n",
       "      <td>95</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Lano Hill</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>95</td>\n",
       "      <td>42</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>01.25</td>\n",
       "      <td>00.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>875</th>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>111</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Tedric Thompson</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>111</td>\n",
       "      <td>37</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>02.00</td>\n",
       "      <td>00.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>112</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Eddie Jackson</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>112</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>877</th>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>113</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Rayshawn Jenkins</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>113</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>03.25</td>\n",
       "      <td>00.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>887</th>\n",
       "      <td>2017</td>\n",
       "      <td>4</td>\n",
       "      <td>123</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Montae Nicholson</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>123</td>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>03.67</td>\n",
       "      <td>00.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>915</th>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>151</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Desmond King</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>151</td>\n",
       "      <td>62</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>04.75</td>\n",
       "      <td>00.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>933</th>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>169</td>\n",
       "      <td>HOU</td>\n",
       "      <td>Treston Decoud</td>\n",
       "      <td>S</td>\n",
       "      <td>24.00</td>\n",
       "      <td>169</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>948</th>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>184</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Nathan Gerry</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>184</td>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>03.50</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>187</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Michael Tyson</td>\n",
       "      <td>S</td>\n",
       "      <td>24.00</td>\n",
       "      <td>187</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>191</td>\n",
       "      <td>DAL</td>\n",
       "      <td>Xavier Woods</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>191</td>\n",
       "      <td>60</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>04.25</td>\n",
       "      <td>00.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>972</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>208</td>\n",
       "      <td>ARI</td>\n",
       "      <td>Rudy Ford</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>208</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>2017</td>\n",
       "      <td>7</td>\n",
       "      <td>221</td>\n",
       "      <td>OAK</td>\n",
       "      <td>Shalom Luani</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>221</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>00.67</td>\n",
       "      <td>00.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>2017</td>\n",
       "      <td>7</td>\n",
       "      <td>230</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Josh Harvey-Clemons</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>230</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1031</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>OAK</td>\n",
       "      <td>Karl Joseph</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>14</td>\n",
       "      <td>63</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>03.40</td>\n",
       "      <td>00.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1034</th>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>17</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Keanu Neal</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>17</td>\n",
       "      <td>49</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>03.60</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1074</th>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>57</td>\n",
       "      <td>IND</td>\n",
       "      <td>T.J. Green</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>57</td>\n",
       "      <td>34</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>00.60</td>\n",
       "      <td>00.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>2016</td>\n",
       "      <td>2</td>\n",
       "      <td>61</td>\n",
       "      <td>NOR</td>\n",
       "      <td>Vonn Bell</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>61</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>04.40</td>\n",
       "      <td>00.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1081</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>64</td>\n",
       "      <td>TEN</td>\n",
       "      <td>Kevin Byard</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>64</td>\n",
       "      <td>80</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>32</td>\n",
       "      <td>06.80</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1088</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>71</td>\n",
       "      <td>NYG</td>\n",
       "      <td>Darian Thompson</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>71</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>02.20</td>\n",
       "      <td>00.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1115</th>\n",
       "      <td>2016</td>\n",
       "      <td>3</td>\n",
       "      <td>98</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Justin Simmons</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>98</td>\n",
       "      <td>74</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>24</td>\n",
       "      <td>06.20</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>111</td>\n",
       "      <td>DET</td>\n",
       "      <td>Miles Killebrew</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>111</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>124</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Deon Bush</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>124</td>\n",
       "      <td>65</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>01.40</td>\n",
       "      <td>00.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>2016</td>\n",
       "      <td>4</td>\n",
       "      <td>129</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Derrick Kindred</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>129</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>02.67</td>\n",
       "      <td>00.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>167</td>\n",
       "      <td>ARI</td>\n",
       "      <td>Marqui Christian</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>167</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>00.60</td>\n",
       "      <td>00.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>185</td>\n",
       "      <td>CHI</td>\n",
       "      <td>DeAndre Houston-Carson</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>185</td>\n",
       "      <td>64</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1221</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>204</td>\n",
       "      <td>MIA</td>\n",
       "      <td>Jordan Lucas</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>204</td>\n",
       "      <td>49</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1229</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>212</td>\n",
       "      <td>DAL</td>\n",
       "      <td>Kavon Frazier</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>212</td>\n",
       "      <td>59</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>00.60</td>\n",
       "      <td>00.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1236</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>219</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Will Parks</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>219</td>\n",
       "      <td>72</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>01.80</td>\n",
       "      <td>00.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1250</th>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>233</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Jalen Mills</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>233</td>\n",
       "      <td>63</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>14</td>\n",
       "      <td>03.80</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1261</th>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>244</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Jayron Kearse</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>244</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>01.20</td>\n",
       "      <td>00.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1262</th>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>245</td>\n",
       "      <td>CIN</td>\n",
       "      <td>Clayton Fejedelem</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>245</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>01.40</td>\n",
       "      <td>00.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1300</th>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Damarious Randall</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>30</td>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>12</td>\n",
       "      <td>20</td>\n",
       "      <td>03.83</td>\n",
       "      <td>00.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1303</th>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>33</td>\n",
       "      <td>NYG</td>\n",
       "      <td>Landon Collins</td>\n",
       "      <td>S</td>\n",
       "      <td>21.00</td>\n",
       "      <td>33</td>\n",
       "      <td>81</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>38</td>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>06.33</td>\n",
       "      <td>00.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>46</td>\n",
       "      <td>SFO</td>\n",
       "      <td>Jaquiski Tartt</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>46</td>\n",
       "      <td>66</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>03.00</td>\n",
       "      <td>00.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1334</th>\n",
       "      <td>2015</td>\n",
       "      <td>2</td>\n",
       "      <td>64</td>\n",
       "      <td>NWE</td>\n",
       "      <td>Jordan Richards</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>64</td>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>01.33</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>2015</td>\n",
       "      <td>4</td>\n",
       "      <td>104</td>\n",
       "      <td>JAX</td>\n",
       "      <td>James Sample</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>104</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1379</th>\n",
       "      <td>2015</td>\n",
       "      <td>4</td>\n",
       "      <td>109</td>\n",
       "      <td>IND</td>\n",
       "      <td>Clayton Geathers</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>109</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>11</td>\n",
       "      <td>02.80</td>\n",
       "      <td>00.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>2015</td>\n",
       "      <td>4</td>\n",
       "      <td>115</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Ibraheim Campbell</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>115</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>142</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Adrian Amos</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>142</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>22</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>181</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Kyshoen Jarrett</td>\n",
       "      <td>S</td>\n",
       "      <td>22.00</td>\n",
       "      <td>181</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>03.00</td>\n",
       "      <td>00.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>2015</td>\n",
       "      <td>6</td>\n",
       "      <td>197</td>\n",
       "      <td>CIN</td>\n",
       "      <td>Derron Smith</td>\n",
       "      <td>S</td>\n",
       "      <td>23.00</td>\n",
       "      <td>197</td>\n",
       "      <td>38</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>00.67</td>\n",
       "      <td>00.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team             player_name position  drafted_age  \\\n",
       "770   2017      1     6  NYJ            Jamal Adams         S        21.00   \n",
       "779   2017      1    15  IND           Malik Hooker         S        21.00   \n",
       "789   2017      1    25  CLE        Jabrill Peppers         S        21.00   \n",
       "800   2017      2    36  ARI            Budda Baker         S        21.00   \n",
       "803   2017      2    39  NYJ             Marcus Maye        S        24.00   \n",
       "806   2017      2    42  NOR         Marcus Williams        S        20.00   \n",
       "814   2017      2    50  TAM            Justin Evans        S        22.00   \n",
       "820   2017      2    56  OAK           Obi Melifonwu        S        23.00   \n",
       "825   2017      2    61  GNB              Josh Jones        S        22.00   \n",
       "855   2017      3    91  LAR            John Johnson        S        21.00   \n",
       "859   2017      3    95  SEA               Lano Hill        S        21.00   \n",
       "875   2017      4   111  SEA         Tedric Thompson        S        22.00   \n",
       "876   2017      4   112  CHI          Eddie Jackson         S        23.00   \n",
       "877   2017      4   113  LAC        Rayshawn Jenkins        S        23.00   \n",
       "887   2017      4   123  WAS       Montae Nicholson         S        21.00   \n",
       "915   2017      5   151  LAC            Desmond King        S        22.00   \n",
       "933   2017      5   169  HOU          Treston Decoud        S        24.00   \n",
       "948   2017      5   184  PHI            Nathan Gerry        S        22.00   \n",
       "951   2017      6   187  SEA           Michael Tyson        S        24.00   \n",
       "955   2017      6   191  DAL            Xavier Woods        S        22.00   \n",
       "972   2017      6   208  ARI               Rudy Ford        S        22.00   \n",
       "985   2017      7   221  OAK            Shalom Luani        S        23.00   \n",
       "994   2017      7   230  WAS     Josh Harvey-Clemons        S        23.00   \n",
       "1031  2016      1    14  OAK             Karl Joseph        S        22.00   \n",
       "1034  2016      1    17  ATL              Keanu Neal        S        21.00   \n",
       "1074  2016      2    57  IND              T.J. Green        S        21.00   \n",
       "1078  2016      2    61  NOR               Vonn Bell        S        21.00   \n",
       "1081  2016      3    64  TEN            Kevin Byard         S        23.00   \n",
       "1088  2016      3    71  NYG         Darian Thompson        S        22.00   \n",
       "1115  2016      3    98  DEN         Justin Simmons         S        22.00   \n",
       "1128  2016      4   111  DET         Miles Killebrew        S        23.00   \n",
       "1141  2016      4   124  CHI               Deon Bush        S        23.00   \n",
       "1146  2016      4   129  CLE         Derrick Kindred        S        22.00   \n",
       "1184  2016      5   167  ARI        Marqui Christian        S        21.00   \n",
       "1202  2016      6   185  CHI  DeAndre Houston-Carson        S        23.00   \n",
       "1221  2016      6   204  MIA            Jordan Lucas        S        23.00   \n",
       "1229  2016      6   212  DAL           Kavon Frazier        S        22.00   \n",
       "1236  2016      6   219  DEN              Will Parks        S        22.00   \n",
       "1250  2016      7   233  PHI            Jalen Mills         S        22.00   \n",
       "1261  2016      7   244  MIN           Jayron Kearse        S        22.00   \n",
       "1262  2016      7   245  CIN       Clayton Fejedelem        S        23.00   \n",
       "1300  2015      1    30  GNB       Damarious Randall        S        23.00   \n",
       "1303  2015      2    33  NYG          Landon Collins        S        21.00   \n",
       "1316  2015      2    46  SFO          Jaquiski Tartt        S        23.00   \n",
       "1334  2015      2    64  NWE         Jordan Richards        S        22.00   \n",
       "1374  2015      4   104  JAX            James Sample        S        23.00   \n",
       "1379  2015      4   109  IND        Clayton Geathers        S        23.00   \n",
       "1385  2015      4   115  CLE       Ibraheim Campbell        S        23.00   \n",
       "1412  2015      5   142  CHI             Adrian Amos        S        22.00   \n",
       "1451  2015      6   181  WAS         Kyshoen Jarrett        S        22.00   \n",
       "1467  2015      6   197  CIN            Derron Smith        S        23.00   \n",
       "\n",
       "      college  games  years_as_starter  carrer_duration  first_team_ap  \\\n",
       "770         6     58                 4                4              1   \n",
       "779        15     36                 3                4              0   \n",
       "789        25     55                 4                4              0   \n",
       "800        36     61                 3                4              2   \n",
       "803        39     54                 4                4              0   \n",
       "806        42     60                 4                4              0   \n",
       "814        50     24                 2                2              0   \n",
       "820        56      7                 0                2              0   \n",
       "825        61     48                 1                4              0   \n",
       "855        91     54                 3                4              0   \n",
       "859        95     42                 0                4              0   \n",
       "875       111     37                 2                4              0   \n",
       "876       112     62                 4                4              1   \n",
       "877       113     61                 2                4              0   \n",
       "887       123     35                 1                3              0   \n",
       "915       151     62                 2                4              1   \n",
       "933       169     11                 0                2              0   \n",
       "948       184     46                 1                4              0   \n",
       "951       187     10                 0                2              0   \n",
       "955       191     60                 3                4              0   \n",
       "972       208     41                 0                4              0   \n",
       "985       221     31                 0                3              0   \n",
       "994       230     35                 0                3              0   \n",
       "1031       14     63                 3                5              0   \n",
       "1034       17     49                 3                5              0   \n",
       "1074       57     34                 0                5              0   \n",
       "1078       61     77                 3                5              0   \n",
       "1081       64     80                 4                5              1   \n",
       "1088       71     58                 1                5              0   \n",
       "1115       98     74                 4                5              0   \n",
       "1128      111     78                 0                5              0   \n",
       "1141      124     65                 0                5              0   \n",
       "1146      129     42                 1                3              0   \n",
       "1184      167     56                 0                5              0   \n",
       "1202      185     64                 0                5              0   \n",
       "1221      204     49                 0                4              0   \n",
       "1229      212     59                 0                5              0   \n",
       "1236      219     72                 0                5              0   \n",
       "1250      233     63                 4                5              0   \n",
       "1261      244     73                 0                5              0   \n",
       "1262      245     77                 0                5              0   \n",
       "1300       30     75                 5                6              0   \n",
       "1303       33     81                 5                6              1   \n",
       "1316       46     66                 3                6              0   \n",
       "1334       64     84                 1                6              0   \n",
       "1374      104      4                 0                1              0   \n",
       "1379      109     56                 3                5              0   \n",
       "1385      115     58                 1                6              0   \n",
       "1412      142     92                 6                6              0   \n",
       "1451      181     16                 0                1              0   \n",
       "1467      197     38                 0                3              0   \n",
       "\n",
       "      pro_bowls  av  av_by_drafted_team  first_4_years_av  av_by_year  \\\n",
       "770           3  35                  28                37       08.75   \n",
       "779           0  14                  14                15       03.50   \n",
       "789           0  20                  10                21       05.00   \n",
       "800           3  33                  33                35       08.25   \n",
       "803           0  19                  19                20       04.75   \n",
       "806           0  20                  20                22       05.00   \n",
       "814           0   8                   8                 8       04.00   \n",
       "820           0   1                   1                 1       00.50   \n",
       "825           0   9                   5                 9       02.25   \n",
       "855           0  19                  19                20       04.75   \n",
       "859           0   5                   5                 5       01.25   \n",
       "875           0   8                   8                 8       02.00   \n",
       "876           2  35                  35                37       08.75   \n",
       "877           0  13                  13                13       03.25   \n",
       "887           0  11                  11                11       03.67   \n",
       "915           0  19                  17                20       04.75   \n",
       "933           0   1                   1                 1       00.50   \n",
       "948           0  14                  14                15       03.50   \n",
       "951           0   1                   0                 1       00.50   \n",
       "955           0  17                  17                18       04.25   \n",
       "972           0   4                   2                 4       01.00   \n",
       "985           0   2                   1                 2       00.67   \n",
       "994           0   3                   3                 3       01.00   \n",
       "1031          0  17                  15                16       03.40   \n",
       "1034          1  18                  18                14       03.60   \n",
       "1074          0   3                   3                 3       00.60   \n",
       "1078          0  22                  15                17       04.40   \n",
       "1081          1  34                  34                32       06.80   \n",
       "1088          0  11                   5                 9       02.20   \n",
       "1115          1  31                  31                24       06.20   \n",
       "1128          0   5                   5                 4       01.00   \n",
       "1141          0   7                   7                 6       01.40   \n",
       "1146          0   8                   8                 8       02.67   \n",
       "1184          0   3                   0                 3       00.60   \n",
       "1202          0   5                   5                 3       01.00   \n",
       "1221          0   4                   1                 4       01.00   \n",
       "1229          0   3                   2                 2       00.60   \n",
       "1236          0   9                   8                 8       01.80   \n",
       "1250          0  19                  19                14       03.80   \n",
       "1261          0   6                   4                 4       01.20   \n",
       "1262          0   7                   6                 6       01.40   \n",
       "1300          0  23                  12                20       03.83   \n",
       "1303          3  38                  31                33       06.33   \n",
       "1316          0  18                  18                12       03.00   \n",
       "1334          0   8                   4                 7       01.33   \n",
       "1374          0   1                   1                 1       01.00   \n",
       "1379          0  14                  14                11       02.80   \n",
       "1385          0   6                   5                 5       01.00   \n",
       "1412          0  30                  19                22       05.00   \n",
       "1451          0   3                   3                 3       03.00   \n",
       "1467          0   2                   1                 2       00.67   \n",
       "\n",
       "      av_by_game  \n",
       "770        00.60  \n",
       "779        00.39  \n",
       "789        00.36  \n",
       "800        00.54  \n",
       "803        00.35  \n",
       "806        00.33  \n",
       "814        00.33  \n",
       "820        00.14  \n",
       "825        00.19  \n",
       "855        00.35  \n",
       "859        00.12  \n",
       "875        00.22  \n",
       "876        00.56  \n",
       "877        00.21  \n",
       "887        00.31  \n",
       "915        00.31  \n",
       "933        00.09  \n",
       "948        00.30  \n",
       "951        00.10  \n",
       "955        00.28  \n",
       "972        00.10  \n",
       "985        00.06  \n",
       "994        00.09  \n",
       "1031       00.27  \n",
       "1034       00.37  \n",
       "1074       00.09  \n",
       "1078       00.29  \n",
       "1081       00.42  \n",
       "1088       00.19  \n",
       "1115       00.42  \n",
       "1128       00.06  \n",
       "1141       00.11  \n",
       "1146       00.19  \n",
       "1184       00.05  \n",
       "1202       00.08  \n",
       "1221       00.08  \n",
       "1229       00.05  \n",
       "1236       00.12  \n",
       "1250       00.30  \n",
       "1261       00.08  \n",
       "1262       00.09  \n",
       "1300       00.31  \n",
       "1303       00.47  \n",
       "1316       00.27  \n",
       "1334       00.10  \n",
       "1374       00.25  \n",
       "1379       00.25  \n",
       "1385       00.10  \n",
       "1412       00.33  \n",
       "1451       00.19  \n",
       "1467       00.05  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av > 0').query(\"position == 'CB'\")\n",
    "data.query('av > 0').query(\"position == 'S'\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "extraordinary-screw",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.position.replace('C', 'iOL', inplace=True)\n",
    "data.position.replace('G', 'iOL', inplace=True)\n",
    "data.position.replace('OL', 'iOL', inplace=True)\n",
    "data.position.replace('T', 'OT', inplace=True)\n",
    "\n",
    "data.position.replace('DL', 'DE', inplace=True)\n",
    "\n",
    "data.position.replace('NT', 'DT', inplace=True)\n",
    "\n",
    "data.position.replace('OLB', 'LB', inplace=True)\n",
    "data.position.replace('ILB', 'LB', inplace=True)\n",
    "\n",
    "data.position.replace('CB', 'DB', inplace=True)\n",
    "data.position.replace('S', 'DB', inplace=True)\n",
    "\n",
    "data.position.replace('K', 'ST', inplace=True)\n",
    "data.position.replace('P', 'ST', inplace=True)\n",
    "data.position.replace('LS', 'ST', inplace=True)\n",
    "\n",
    "positions = ['QB', 'WR', 'RB', 'TE', 'OT', 'iOL', 'DT', 'DE', 'LB', 'DB']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "annoying-powell",
   "metadata": {},
   "source": [
    "# 3. Displaying Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "authorized-photography",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>AV</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>games</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4881</th>\n",
       "      <td>2001</td>\n",
       "      <td>Drew Brees</td>\n",
       "      <td>QB</td>\n",
       "      <td>287</td>\n",
       "      <td>20</td>\n",
       "      <td>167</td>\n",
       "      <td>08.35</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3840</th>\n",
       "      <td>2005</td>\n",
       "      <td>Aaron Rodgers</td>\n",
       "      <td>QB</td>\n",
       "      <td>197</td>\n",
       "      <td>16</td>\n",
       "      <td>151</td>\n",
       "      <td>09.44</td>\n",
       "      <td>00.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>2004</td>\n",
       "      <td>Philip Rivers</td>\n",
       "      <td>QB</td>\n",
       "      <td>244</td>\n",
       "      <td>17</td>\n",
       "      <td>149</td>\n",
       "      <td>08.76</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3057</th>\n",
       "      <td>2008</td>\n",
       "      <td>Matt Ryan</td>\n",
       "      <td>QB</td>\n",
       "      <td>205</td>\n",
       "      <td>13</td>\n",
       "      <td>140</td>\n",
       "      <td>10.77</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4590</th>\n",
       "      <td>2002</td>\n",
       "      <td>Julius Peppers</td>\n",
       "      <td>DE</td>\n",
       "      <td>266</td>\n",
       "      <td>17</td>\n",
       "      <td>129</td>\n",
       "      <td>07.59</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4854</th>\n",
       "      <td>2001</td>\n",
       "      <td>LaDainian Tomlinson HOF</td>\n",
       "      <td>RB</td>\n",
       "      <td>170</td>\n",
       "      <td>11</td>\n",
       "      <td>128</td>\n",
       "      <td>11.64</td>\n",
       "      <td>00.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4082</th>\n",
       "      <td>2004</td>\n",
       "      <td>Ben Roethlisberger</td>\n",
       "      <td>QB</td>\n",
       "      <td>233</td>\n",
       "      <td>17</td>\n",
       "      <td>128</td>\n",
       "      <td>07.53</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2111</th>\n",
       "      <td>2012</td>\n",
       "      <td>Russell Wilson</td>\n",
       "      <td>QB</td>\n",
       "      <td>144</td>\n",
       "      <td>9</td>\n",
       "      <td>120</td>\n",
       "      <td>13.33</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4072</th>\n",
       "      <td>2004</td>\n",
       "      <td>Eli Manning</td>\n",
       "      <td>QB</td>\n",
       "      <td>236</td>\n",
       "      <td>16</td>\n",
       "      <td>118</td>\n",
       "      <td>07.38</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>2001</td>\n",
       "      <td>Reggie Wayne</td>\n",
       "      <td>WR</td>\n",
       "      <td>211</td>\n",
       "      <td>14</td>\n",
       "      <td>117</td>\n",
       "      <td>08.36</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cam Newton</td>\n",
       "      <td>QB</td>\n",
       "      <td>140</td>\n",
       "      <td>10</td>\n",
       "      <td>111</td>\n",
       "      <td>11.10</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4336</th>\n",
       "      <td>2003</td>\n",
       "      <td>Terrell Suggs</td>\n",
       "      <td>LB</td>\n",
       "      <td>244</td>\n",
       "      <td>17</td>\n",
       "      <td>110</td>\n",
       "      <td>06.47</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4327</th>\n",
       "      <td>2003</td>\n",
       "      <td>Carson Palmer</td>\n",
       "      <td>QB</td>\n",
       "      <td>182</td>\n",
       "      <td>15</td>\n",
       "      <td>108</td>\n",
       "      <td>07.20</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>2008</td>\n",
       "      <td>Calais Campbell</td>\n",
       "      <td>DE</td>\n",
       "      <td>198</td>\n",
       "      <td>13</td>\n",
       "      <td>107</td>\n",
       "      <td>08.23</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>2006</td>\n",
       "      <td>Jahri Evans</td>\n",
       "      <td>OT</td>\n",
       "      <td>183</td>\n",
       "      <td>12</td>\n",
       "      <td>107</td>\n",
       "      <td>08.92</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4612</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ed Reed HOF</td>\n",
       "      <td>DB</td>\n",
       "      <td>174</td>\n",
       "      <td>12</td>\n",
       "      <td>106</td>\n",
       "      <td>08.83</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2083</th>\n",
       "      <td>2012</td>\n",
       "      <td>Bobby Wagner</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>106</td>\n",
       "      <td>11.78</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3616</th>\n",
       "      <td>2006</td>\n",
       "      <td>Andrew Whitworth</td>\n",
       "      <td>OT</td>\n",
       "      <td>224</td>\n",
       "      <td>15</td>\n",
       "      <td>103</td>\n",
       "      <td>06.87</td>\n",
       "      <td>00.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4923</th>\n",
       "      <td>2001</td>\n",
       "      <td>Steve Smith</td>\n",
       "      <td>WR</td>\n",
       "      <td>219</td>\n",
       "      <td>16</td>\n",
       "      <td>103</td>\n",
       "      <td>06.44</td>\n",
       "      <td>00.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>2011</td>\n",
       "      <td>J.J. Watt</td>\n",
       "      <td>DE</td>\n",
       "      <td>128</td>\n",
       "      <td>10</td>\n",
       "      <td>102</td>\n",
       "      <td>10.20</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2799</th>\n",
       "      <td>2009</td>\n",
       "      <td>Matthew Stafford</td>\n",
       "      <td>QB</td>\n",
       "      <td>165</td>\n",
       "      <td>12</td>\n",
       "      <td>102</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3827</th>\n",
       "      <td>2005</td>\n",
       "      <td>DeMarcus Ware</td>\n",
       "      <td>LB</td>\n",
       "      <td>178</td>\n",
       "      <td>12</td>\n",
       "      <td>101</td>\n",
       "      <td>08.42</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>2001</td>\n",
       "      <td>Matt Light</td>\n",
       "      <td>OT</td>\n",
       "      <td>155</td>\n",
       "      <td>11</td>\n",
       "      <td>100</td>\n",
       "      <td>09.09</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3573</th>\n",
       "      <td>2006</td>\n",
       "      <td>Haloti Ngata</td>\n",
       "      <td>DT</td>\n",
       "      <td>180</td>\n",
       "      <td>13</td>\n",
       "      <td>100</td>\n",
       "      <td>07.69</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>2011</td>\n",
       "      <td>Von Miller</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>100</td>\n",
       "      <td>11.11</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4197</th>\n",
       "      <td>2004</td>\n",
       "      <td>Jared Allen</td>\n",
       "      <td>DE</td>\n",
       "      <td>187</td>\n",
       "      <td>12</td>\n",
       "      <td>99</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>2014</td>\n",
       "      <td>Aaron Donald</td>\n",
       "      <td>DT</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>14.14</td>\n",
       "      <td>00.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4335</th>\n",
       "      <td>2003</td>\n",
       "      <td>Kevin Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>203</td>\n",
       "      <td>13</td>\n",
       "      <td>99</td>\n",
       "      <td>07.62</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853</th>\n",
       "      <td>2001</td>\n",
       "      <td>Justin Smith</td>\n",
       "      <td>DE</td>\n",
       "      <td>221</td>\n",
       "      <td>14</td>\n",
       "      <td>99</td>\n",
       "      <td>07.07</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3313</th>\n",
       "      <td>2007</td>\n",
       "      <td>Adrian Peterson</td>\n",
       "      <td>RB</td>\n",
       "      <td>180</td>\n",
       "      <td>14</td>\n",
       "      <td>99</td>\n",
       "      <td>07.07</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4394</th>\n",
       "      <td>2003</td>\n",
       "      <td>Lance Briggs</td>\n",
       "      <td>LB</td>\n",
       "      <td>173</td>\n",
       "      <td>12</td>\n",
       "      <td>98</td>\n",
       "      <td>08.17</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>2011</td>\n",
       "      <td>Julio Jones</td>\n",
       "      <td>WR</td>\n",
       "      <td>135</td>\n",
       "      <td>10</td>\n",
       "      <td>97</td>\n",
       "      <td>09.70</td>\n",
       "      <td>00.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3848</th>\n",
       "      <td>2005</td>\n",
       "      <td>Logan Mankins</td>\n",
       "      <td>iOL</td>\n",
       "      <td>161</td>\n",
       "      <td>11</td>\n",
       "      <td>96</td>\n",
       "      <td>08.73</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3817</th>\n",
       "      <td>2005</td>\n",
       "      <td>Alex Smith</td>\n",
       "      <td>QB</td>\n",
       "      <td>174</td>\n",
       "      <td>16</td>\n",
       "      <td>96</td>\n",
       "      <td>06.00</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4329</th>\n",
       "      <td>2003</td>\n",
       "      <td>Andre Johnson</td>\n",
       "      <td>WR</td>\n",
       "      <td>193</td>\n",
       "      <td>14</td>\n",
       "      <td>95</td>\n",
       "      <td>06.79</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3881</th>\n",
       "      <td>2005</td>\n",
       "      <td>Frank Gore</td>\n",
       "      <td>RB</td>\n",
       "      <td>241</td>\n",
       "      <td>16</td>\n",
       "      <td>94</td>\n",
       "      <td>05.88</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4342</th>\n",
       "      <td>2003</td>\n",
       "      <td>Troy Polamalu HOF</td>\n",
       "      <td>DB</td>\n",
       "      <td>158</td>\n",
       "      <td>12</td>\n",
       "      <td>94</td>\n",
       "      <td>07.83</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4850</th>\n",
       "      <td>2001</td>\n",
       "      <td>Michael Vick</td>\n",
       "      <td>QB</td>\n",
       "      <td>143</td>\n",
       "      <td>15</td>\n",
       "      <td>93</td>\n",
       "      <td>06.20</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2545</th>\n",
       "      <td>2010</td>\n",
       "      <td>Ndamukong Suh</td>\n",
       "      <td>DT</td>\n",
       "      <td>174</td>\n",
       "      <td>11</td>\n",
       "      <td>93</td>\n",
       "      <td>08.45</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4074</th>\n",
       "      <td>2004</td>\n",
       "      <td>Larry Fitzgerald</td>\n",
       "      <td>WR</td>\n",
       "      <td>263</td>\n",
       "      <td>17</td>\n",
       "      <td>93</td>\n",
       "      <td>05.47</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3072</th>\n",
       "      <td>2008</td>\n",
       "      <td>Joe Flacco</td>\n",
       "      <td>QB</td>\n",
       "      <td>176</td>\n",
       "      <td>13</td>\n",
       "      <td>92</td>\n",
       "      <td>07.08</td>\n",
       "      <td>00.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2045</th>\n",
       "      <td>2012</td>\n",
       "      <td>Luke Kuechly</td>\n",
       "      <td>LB</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>11.50</td>\n",
       "      <td>00.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080</th>\n",
       "      <td>2008</td>\n",
       "      <td>Duane Brown</td>\n",
       "      <td>OT</td>\n",
       "      <td>186</td>\n",
       "      <td>13</td>\n",
       "      <td>92</td>\n",
       "      <td>07.08</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4866</th>\n",
       "      <td>2001</td>\n",
       "      <td>Steve Hutchinson HOF</td>\n",
       "      <td>iOL</td>\n",
       "      <td>169</td>\n",
       "      <td>12</td>\n",
       "      <td>92</td>\n",
       "      <td>07.67</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>2007</td>\n",
       "      <td>Darrelle Revis</td>\n",
       "      <td>DB</td>\n",
       "      <td>145</td>\n",
       "      <td>11</td>\n",
       "      <td>92</td>\n",
       "      <td>08.36</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>2007</td>\n",
       "      <td>Patrick Willis</td>\n",
       "      <td>LB</td>\n",
       "      <td>112</td>\n",
       "      <td>8</td>\n",
       "      <td>91</td>\n",
       "      <td>11.38</td>\n",
       "      <td>00.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>2011</td>\n",
       "      <td>Richard Sherman</td>\n",
       "      <td>DB</td>\n",
       "      <td>139</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3309</th>\n",
       "      <td>2007</td>\n",
       "      <td>Joe Thomas</td>\n",
       "      <td>OT</td>\n",
       "      <td>167</td>\n",
       "      <td>11</td>\n",
       "      <td>91</td>\n",
       "      <td>08.27</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>2011</td>\n",
       "      <td>Patrick Peterson</td>\n",
       "      <td>DB</td>\n",
       "      <td>154</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4855</th>\n",
       "      <td>2001</td>\n",
       "      <td>Richard Seymour</td>\n",
       "      <td>DE</td>\n",
       "      <td>164</td>\n",
       "      <td>12</td>\n",
       "      <td>90</td>\n",
       "      <td>07.50</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3392</th>\n",
       "      <td>2007</td>\n",
       "      <td>Marshal Yanda</td>\n",
       "      <td>OT</td>\n",
       "      <td>177</td>\n",
       "      <td>13</td>\n",
       "      <td>90</td>\n",
       "      <td>06.92</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3334</th>\n",
       "      <td>2007</td>\n",
       "      <td>Joe Staley</td>\n",
       "      <td>OT</td>\n",
       "      <td>181</td>\n",
       "      <td>13</td>\n",
       "      <td>89</td>\n",
       "      <td>06.85</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2663</th>\n",
       "      <td>2010</td>\n",
       "      <td>Geno Atkins</td>\n",
       "      <td>DT</td>\n",
       "      <td>161</td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>08.09</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2738</th>\n",
       "      <td>2010</td>\n",
       "      <td>Antonio Brown</td>\n",
       "      <td>WR</td>\n",
       "      <td>139</td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>08.09</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3843</th>\n",
       "      <td>2005</td>\n",
       "      <td>Roddy White</td>\n",
       "      <td>WR</td>\n",
       "      <td>171</td>\n",
       "      <td>11</td>\n",
       "      <td>88</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4092</th>\n",
       "      <td>2004</td>\n",
       "      <td>Vince Wilfork</td>\n",
       "      <td>DT</td>\n",
       "      <td>189</td>\n",
       "      <td>13</td>\n",
       "      <td>88</td>\n",
       "      <td>06.77</td>\n",
       "      <td>00.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4885</th>\n",
       "      <td>2001</td>\n",
       "      <td>Chad Johnson</td>\n",
       "      <td>WR</td>\n",
       "      <td>166</td>\n",
       "      <td>11</td>\n",
       "      <td>87</td>\n",
       "      <td>07.91</td>\n",
       "      <td>00.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cameron Jordan</td>\n",
       "      <td>DE</td>\n",
       "      <td>160</td>\n",
       "      <td>10</td>\n",
       "      <td>87</td>\n",
       "      <td>08.70</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3572</th>\n",
       "      <td>2006</td>\n",
       "      <td>Jay Cutler</td>\n",
       "      <td>QB</td>\n",
       "      <td>153</td>\n",
       "      <td>12</td>\n",
       "      <td>87</td>\n",
       "      <td>07.25</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4380</th>\n",
       "      <td>2003</td>\n",
       "      <td>Anquan Boldin</td>\n",
       "      <td>WR</td>\n",
       "      <td>202</td>\n",
       "      <td>14</td>\n",
       "      <td>86</td>\n",
       "      <td>06.14</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>2011</td>\n",
       "      <td>Tyron Smith</td>\n",
       "      <td>OT</td>\n",
       "      <td>133</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3831</th>\n",
       "      <td>2005</td>\n",
       "      <td>Derrick Johnson</td>\n",
       "      <td>LB</td>\n",
       "      <td>188</td>\n",
       "      <td>14</td>\n",
       "      <td>85</td>\n",
       "      <td>06.07</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2851</th>\n",
       "      <td>2009</td>\n",
       "      <td>LeSean McCoy</td>\n",
       "      <td>RB</td>\n",
       "      <td>170</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "      <td>07.00</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>2013</td>\n",
       "      <td>David Bakhtiari</td>\n",
       "      <td>OT</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>84</td>\n",
       "      <td>10.50</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>2012</td>\n",
       "      <td>Fletcher Cox</td>\n",
       "      <td>DT</td>\n",
       "      <td>140</td>\n",
       "      <td>9</td>\n",
       "      <td>84</td>\n",
       "      <td>09.33</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3343</th>\n",
       "      <td>2007</td>\n",
       "      <td>Eric Weddle</td>\n",
       "      <td>DB</td>\n",
       "      <td>201</td>\n",
       "      <td>13</td>\n",
       "      <td>84</td>\n",
       "      <td>06.46</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>2011</td>\n",
       "      <td>Andy Dalton</td>\n",
       "      <td>QB</td>\n",
       "      <td>144</td>\n",
       "      <td>10</td>\n",
       "      <td>84</td>\n",
       "      <td>08.40</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3680</th>\n",
       "      <td>2006</td>\n",
       "      <td>Brandon Marshall</td>\n",
       "      <td>WR</td>\n",
       "      <td>179</td>\n",
       "      <td>13</td>\n",
       "      <td>84</td>\n",
       "      <td>06.46</td>\n",
       "      <td>00.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2824</th>\n",
       "      <td>2009</td>\n",
       "      <td>Clay Matthews</td>\n",
       "      <td>LB</td>\n",
       "      <td>156</td>\n",
       "      <td>11</td>\n",
       "      <td>82</td>\n",
       "      <td>07.45</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3098</th>\n",
       "      <td>2008</td>\n",
       "      <td>Matt Forte</td>\n",
       "      <td>RB</td>\n",
       "      <td>146</td>\n",
       "      <td>10</td>\n",
       "      <td>82</td>\n",
       "      <td>08.20</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3353</th>\n",
       "      <td>2007</td>\n",
       "      <td>David Harris</td>\n",
       "      <td>LB</td>\n",
       "      <td>164</td>\n",
       "      <td>11</td>\n",
       "      <td>82</td>\n",
       "      <td>07.45</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>2014</td>\n",
       "      <td>Khalil Mack</td>\n",
       "      <td>LB</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>81</td>\n",
       "      <td>11.57</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4395</th>\n",
       "      <td>2003</td>\n",
       "      <td>Jason Witten</td>\n",
       "      <td>TE</td>\n",
       "      <td>271</td>\n",
       "      <td>18</td>\n",
       "      <td>81</td>\n",
       "      <td>04.50</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>2012</td>\n",
       "      <td>Mitchell Schwartz</td>\n",
       "      <td>OT</td>\n",
       "      <td>134</td>\n",
       "      <td>9</td>\n",
       "      <td>81</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4104</th>\n",
       "      <td>2004</td>\n",
       "      <td>Karlos Dansby</td>\n",
       "      <td>LB</td>\n",
       "      <td>212</td>\n",
       "      <td>14</td>\n",
       "      <td>81</td>\n",
       "      <td>05.79</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3830</th>\n",
       "      <td>2005</td>\n",
       "      <td>Thomas Davis</td>\n",
       "      <td>LB</td>\n",
       "      <td>199</td>\n",
       "      <td>16</td>\n",
       "      <td>80</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4066</th>\n",
       "      <td>2005</td>\n",
       "      <td>Ryan Fitzpatrick</td>\n",
       "      <td>QB</td>\n",
       "      <td>165</td>\n",
       "      <td>16</td>\n",
       "      <td>79</td>\n",
       "      <td>04.94</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4334</th>\n",
       "      <td>2003</td>\n",
       "      <td>Jordan Gross</td>\n",
       "      <td>OT</td>\n",
       "      <td>167</td>\n",
       "      <td>11</td>\n",
       "      <td>79</td>\n",
       "      <td>07.18</td>\n",
       "      <td>00.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4967</th>\n",
       "      <td>2001</td>\n",
       "      <td>Ryan Diem</td>\n",
       "      <td>OT</td>\n",
       "      <td>157</td>\n",
       "      <td>11</td>\n",
       "      <td>78</td>\n",
       "      <td>07.09</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4599</th>\n",
       "      <td>2002</td>\n",
       "      <td>Dwight Freeney</td>\n",
       "      <td>DE</td>\n",
       "      <td>218</td>\n",
       "      <td>16</td>\n",
       "      <td>78</td>\n",
       "      <td>04.88</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2561</th>\n",
       "      <td>2010</td>\n",
       "      <td>Maurkice Pouncey</td>\n",
       "      <td>iOL</td>\n",
       "      <td>134</td>\n",
       "      <td>11</td>\n",
       "      <td>78</td>\n",
       "      <td>07.09</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3189</th>\n",
       "      <td>2008</td>\n",
       "      <td>Josh Sitton</td>\n",
       "      <td>OT</td>\n",
       "      <td>148</td>\n",
       "      <td>11</td>\n",
       "      <td>78</td>\n",
       "      <td>07.09</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2819</th>\n",
       "      <td>2009</td>\n",
       "      <td>Alex Mack</td>\n",
       "      <td>iOL</td>\n",
       "      <td>179</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>06.50</td>\n",
       "      <td>00.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3308</th>\n",
       "      <td>2007</td>\n",
       "      <td>Calvin Johnson  HOF</td>\n",
       "      <td>WR</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>78</td>\n",
       "      <td>08.67</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2320</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cameron Heyward</td>\n",
       "      <td>DE</td>\n",
       "      <td>149</td>\n",
       "      <td>10</td>\n",
       "      <td>77</td>\n",
       "      <td>07.70</td>\n",
       "      <td>00.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3695</th>\n",
       "      <td>2006</td>\n",
       "      <td>Kyle Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>183</td>\n",
       "      <td>13</td>\n",
       "      <td>77</td>\n",
       "      <td>05.92</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2557</th>\n",
       "      <td>2010</td>\n",
       "      <td>Earl Thomas</td>\n",
       "      <td>DB</td>\n",
       "      <td>140</td>\n",
       "      <td>10</td>\n",
       "      <td>77</td>\n",
       "      <td>07.70</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3581</th>\n",
       "      <td>2006</td>\n",
       "      <td>Tamba Hali</td>\n",
       "      <td>DE</td>\n",
       "      <td>177</td>\n",
       "      <td>12</td>\n",
       "      <td>76</td>\n",
       "      <td>06.33</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2044</th>\n",
       "      <td>2012</td>\n",
       "      <td>Ryan Tannehill</td>\n",
       "      <td>QB</td>\n",
       "      <td>116</td>\n",
       "      <td>9</td>\n",
       "      <td>76</td>\n",
       "      <td>08.44</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3877</th>\n",
       "      <td>2005</td>\n",
       "      <td>Vincent Jackson</td>\n",
       "      <td>WR</td>\n",
       "      <td>155</td>\n",
       "      <td>12</td>\n",
       "      <td>76</td>\n",
       "      <td>06.33</td>\n",
       "      <td>00.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3562</th>\n",
       "      <td>2006</td>\n",
       "      <td>Mario Williams</td>\n",
       "      <td>DE</td>\n",
       "      <td>158</td>\n",
       "      <td>11</td>\n",
       "      <td>76</td>\n",
       "      <td>06.91</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2094</th>\n",
       "      <td>2012</td>\n",
       "      <td>Lavonte David</td>\n",
       "      <td>LB</td>\n",
       "      <td>137</td>\n",
       "      <td>9</td>\n",
       "      <td>75</td>\n",
       "      <td>08.33</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3318</th>\n",
       "      <td>2007</td>\n",
       "      <td>Marshawn Lynch</td>\n",
       "      <td>RB</td>\n",
       "      <td>149</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>05.69</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4095</th>\n",
       "      <td>2004</td>\n",
       "      <td>Steven Jackson</td>\n",
       "      <td>RB</td>\n",
       "      <td>160</td>\n",
       "      <td>12</td>\n",
       "      <td>74</td>\n",
       "      <td>06.17</td>\n",
       "      <td>00.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3103</th>\n",
       "      <td>2008</td>\n",
       "      <td>DeSean Jackson</td>\n",
       "      <td>WR</td>\n",
       "      <td>160</td>\n",
       "      <td>13</td>\n",
       "      <td>74</td>\n",
       "      <td>05.69</td>\n",
       "      <td>00.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2547</th>\n",
       "      <td>2010</td>\n",
       "      <td>Trent Williams</td>\n",
       "      <td>OT</td>\n",
       "      <td>134</td>\n",
       "      <td>11</td>\n",
       "      <td>73</td>\n",
       "      <td>06.64</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3813</th>\n",
       "      <td>2006</td>\n",
       "      <td>Marques Colston</td>\n",
       "      <td>WR</td>\n",
       "      <td>146</td>\n",
       "      <td>10</td>\n",
       "      <td>73</td>\n",
       "      <td>07.30</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2585</th>\n",
       "      <td>2010</td>\n",
       "      <td>Rob Gronkowski</td>\n",
       "      <td>TE</td>\n",
       "      <td>131</td>\n",
       "      <td>11</td>\n",
       "      <td>73</td>\n",
       "      <td>06.64</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3090</th>\n",
       "      <td>2008</td>\n",
       "      <td>Jordy Nelson</td>\n",
       "      <td>WR</td>\n",
       "      <td>151</td>\n",
       "      <td>11</td>\n",
       "      <td>73</td>\n",
       "      <td>06.64</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4595</th>\n",
       "      <td>2002</td>\n",
       "      <td>Bryant McKinnie</td>\n",
       "      <td>OT</td>\n",
       "      <td>179</td>\n",
       "      <td>12</td>\n",
       "      <td>73</td>\n",
       "      <td>06.08</td>\n",
       "      <td>00.41</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Year</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>games</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>2014</td>\n",
       "      <td>Aaron Donald</td>\n",
       "      <td>DT</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>14.14</td>\n",
       "      <td>00.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>2017</td>\n",
       "      <td>Patrick Mahomes</td>\n",
       "      <td>QB</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>13.50</td>\n",
       "      <td>01.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2111</th>\n",
       "      <td>2012</td>\n",
       "      <td>Russell Wilson</td>\n",
       "      <td>QB</td>\n",
       "      <td>144</td>\n",
       "      <td>9</td>\n",
       "      <td>120</td>\n",
       "      <td>13.33</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>2017</td>\n",
       "      <td>Ryan Ramczyk</td>\n",
       "      <td>OT</td>\n",
       "      <td>63</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2017</td>\n",
       "      <td>Alvin Kamara</td>\n",
       "      <td>RB</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>2017</td>\n",
       "      <td>Deshaun Watson</td>\n",
       "      <td>QB</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>2016</td>\n",
       "      <td>Dak Prescott</td>\n",
       "      <td>QB</td>\n",
       "      <td>69</td>\n",
       "      <td>5</td>\n",
       "      <td>61</td>\n",
       "      <td>12.20</td>\n",
       "      <td>00.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2083</th>\n",
       "      <td>2012</td>\n",
       "      <td>Bobby Wagner</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>106</td>\n",
       "      <td>11.78</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>2017</td>\n",
       "      <td>T.J. Watt</td>\n",
       "      <td>LB</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>11.75</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4854</th>\n",
       "      <td>2001</td>\n",
       "      <td>LaDainian Tomlinson HOF</td>\n",
       "      <td>RB</td>\n",
       "      <td>170</td>\n",
       "      <td>11</td>\n",
       "      <td>128</td>\n",
       "      <td>11.64</td>\n",
       "      <td>00.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2016</td>\n",
       "      <td>Michael Thomas</td>\n",
       "      <td>WR</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>11.60</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>2014</td>\n",
       "      <td>Khalil Mack</td>\n",
       "      <td>LB</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>81</td>\n",
       "      <td>11.57</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2045</th>\n",
       "      <td>2012</td>\n",
       "      <td>Luke Kuechly</td>\n",
       "      <td>LB</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>11.50</td>\n",
       "      <td>00.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jalen Ramsey</td>\n",
       "      <td>DB</td>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>11.40</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>2016</td>\n",
       "      <td>Tyreek Hill</td>\n",
       "      <td>WR</td>\n",
       "      <td>74</td>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>11.40</td>\n",
       "      <td>00.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>2007</td>\n",
       "      <td>Patrick Willis</td>\n",
       "      <td>LB</td>\n",
       "      <td>112</td>\n",
       "      <td>8</td>\n",
       "      <td>91</td>\n",
       "      <td>11.38</td>\n",
       "      <td>00.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>2011</td>\n",
       "      <td>Von Miller</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>100</td>\n",
       "      <td>11.11</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cam Newton</td>\n",
       "      <td>QB</td>\n",
       "      <td>140</td>\n",
       "      <td>10</td>\n",
       "      <td>111</td>\n",
       "      <td>11.10</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1543</th>\n",
       "      <td>2014</td>\n",
       "      <td>C.J. Mosley</td>\n",
       "      <td>LB</td>\n",
       "      <td>79</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "      <td>10.83</td>\n",
       "      <td>00.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2016</td>\n",
       "      <td>Ezekiel Elliott</td>\n",
       "      <td>RB</td>\n",
       "      <td>71</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>10.80</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3057</th>\n",
       "      <td>2008</td>\n",
       "      <td>Matt Ryan</td>\n",
       "      <td>QB</td>\n",
       "      <td>205</td>\n",
       "      <td>13</td>\n",
       "      <td>140</td>\n",
       "      <td>10.77</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3109</th>\n",
       "      <td>2008</td>\n",
       "      <td>Ray Rice</td>\n",
       "      <td>RB</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>64</td>\n",
       "      <td>10.67</td>\n",
       "      <td>00.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4427</th>\n",
       "      <td>2003</td>\n",
       "      <td>Domanick Williams</td>\n",
       "      <td>RB</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>10.67</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>2013</td>\n",
       "      <td>David Bakhtiari</td>\n",
       "      <td>OT</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>84</td>\n",
       "      <td>10.50</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>2015</td>\n",
       "      <td>Marcus Peters</td>\n",
       "      <td>DB</td>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "      <td>62</td>\n",
       "      <td>10.33</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>2017</td>\n",
       "      <td>Christian McCaffrey</td>\n",
       "      <td>RB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>41</td>\n",
       "      <td>10.25</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>2011</td>\n",
       "      <td>J.J. Watt</td>\n",
       "      <td>DE</td>\n",
       "      <td>128</td>\n",
       "      <td>10</td>\n",
       "      <td>102</td>\n",
       "      <td>10.20</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037</th>\n",
       "      <td>2012</td>\n",
       "      <td>Andrew Luck</td>\n",
       "      <td>QB</td>\n",
       "      <td>86</td>\n",
       "      <td>7</td>\n",
       "      <td>71</td>\n",
       "      <td>10.14</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>2017</td>\n",
       "      <td>Tre'Davious White</td>\n",
       "      <td>DB</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2016</td>\n",
       "      <td>DeForest Buckner</td>\n",
       "      <td>DE</td>\n",
       "      <td>78</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>2014</td>\n",
       "      <td>Zack Martin</td>\n",
       "      <td>iOL</td>\n",
       "      <td>104</td>\n",
       "      <td>7</td>\n",
       "      <td>70</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jared Goff</td>\n",
       "      <td>QB</td>\n",
       "      <td>69</td>\n",
       "      <td>5</td>\n",
       "      <td>49</td>\n",
       "      <td>09.80</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>2011</td>\n",
       "      <td>Julio Jones</td>\n",
       "      <td>WR</td>\n",
       "      <td>135</td>\n",
       "      <td>10</td>\n",
       "      <td>97</td>\n",
       "      <td>09.70</td>\n",
       "      <td>00.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3840</th>\n",
       "      <td>2005</td>\n",
       "      <td>Aaron Rodgers</td>\n",
       "      <td>QB</td>\n",
       "      <td>197</td>\n",
       "      <td>16</td>\n",
       "      <td>151</td>\n",
       "      <td>09.44</td>\n",
       "      <td>00.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1562</th>\n",
       "      <td>2014</td>\n",
       "      <td>Derek Carr</td>\n",
       "      <td>QB</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>66</td>\n",
       "      <td>09.43</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>2012</td>\n",
       "      <td>Fletcher Cox</td>\n",
       "      <td>DT</td>\n",
       "      <td>140</td>\n",
       "      <td>9</td>\n",
       "      <td>84</td>\n",
       "      <td>09.33</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>2014</td>\n",
       "      <td>Telvin Smith</td>\n",
       "      <td>LB</td>\n",
       "      <td>76</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>09.20</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>2006</td>\n",
       "      <td>Marcus McNeill</td>\n",
       "      <td>OT</td>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "      <td>55</td>\n",
       "      <td>09.17</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>2011</td>\n",
       "      <td>Patrick Peterson</td>\n",
       "      <td>DB</td>\n",
       "      <td>154</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>2011</td>\n",
       "      <td>Richard Sherman</td>\n",
       "      <td>DB</td>\n",
       "      <td>139</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>2001</td>\n",
       "      <td>Matt Light</td>\n",
       "      <td>OT</td>\n",
       "      <td>155</td>\n",
       "      <td>11</td>\n",
       "      <td>100</td>\n",
       "      <td>09.09</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4280</th>\n",
       "      <td>2004</td>\n",
       "      <td>Shane Olivea</td>\n",
       "      <td>OT</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>2015</td>\n",
       "      <td>Todd Gurley</td>\n",
       "      <td>RB</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>54</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>2012</td>\n",
       "      <td>Mitchell Schwartz</td>\n",
       "      <td>OT</td>\n",
       "      <td>134</td>\n",
       "      <td>9</td>\n",
       "      <td>81</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>2015</td>\n",
       "      <td>Jameis Winston</td>\n",
       "      <td>QB</td>\n",
       "      <td>76</td>\n",
       "      <td>6</td>\n",
       "      <td>54</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>2017</td>\n",
       "      <td>Myles Garrett</td>\n",
       "      <td>DE</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>2016</td>\n",
       "      <td>Carson Wentz</td>\n",
       "      <td>QB</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jack Conklin</td>\n",
       "      <td>OT</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>2017</td>\n",
       "      <td>Dalvin Cook</td>\n",
       "      <td>RB</td>\n",
       "      <td>43</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3669</th>\n",
       "      <td>2006</td>\n",
       "      <td>Jahri Evans</td>\n",
       "      <td>OT</td>\n",
       "      <td>183</td>\n",
       "      <td>12</td>\n",
       "      <td>107</td>\n",
       "      <td>08.92</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2360</th>\n",
       "      <td>2011</td>\n",
       "      <td>DeMarco Murray</td>\n",
       "      <td>RB</td>\n",
       "      <td>99</td>\n",
       "      <td>7</td>\n",
       "      <td>62</td>\n",
       "      <td>08.86</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>2015</td>\n",
       "      <td>Stefon Diggs</td>\n",
       "      <td>WR</td>\n",
       "      <td>86</td>\n",
       "      <td>6</td>\n",
       "      <td>53</td>\n",
       "      <td>08.83</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4612</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ed Reed HOF</td>\n",
       "      <td>DB</td>\n",
       "      <td>174</td>\n",
       "      <td>12</td>\n",
       "      <td>106</td>\n",
       "      <td>08.83</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>2004</td>\n",
       "      <td>Philip Rivers</td>\n",
       "      <td>QB</td>\n",
       "      <td>244</td>\n",
       "      <td>17</td>\n",
       "      <td>149</td>\n",
       "      <td>08.76</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>876</th>\n",
       "      <td>2017</td>\n",
       "      <td>Eddie Jackson</td>\n",
       "      <td>DB</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2017</td>\n",
       "      <td>Jamal Adams</td>\n",
       "      <td>DB</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>2017</td>\n",
       "      <td>Kareem Hunt</td>\n",
       "      <td>RB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3848</th>\n",
       "      <td>2005</td>\n",
       "      <td>Logan Mankins</td>\n",
       "      <td>iOL</td>\n",
       "      <td>161</td>\n",
       "      <td>11</td>\n",
       "      <td>96</td>\n",
       "      <td>08.73</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2313</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cameron Jordan</td>\n",
       "      <td>DE</td>\n",
       "      <td>160</td>\n",
       "      <td>10</td>\n",
       "      <td>87</td>\n",
       "      <td>08.70</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3308</th>\n",
       "      <td>2007</td>\n",
       "      <td>Calvin Johnson  HOF</td>\n",
       "      <td>WR</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>78</td>\n",
       "      <td>08.67</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>2013</td>\n",
       "      <td>Travis Kelce</td>\n",
       "      <td>TE</td>\n",
       "      <td>111</td>\n",
       "      <td>8</td>\n",
       "      <td>69</td>\n",
       "      <td>08.62</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>2016</td>\n",
       "      <td>Derrick Henry</td>\n",
       "      <td>RB</td>\n",
       "      <td>78</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "      <td>08.60</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2799</th>\n",
       "      <td>2009</td>\n",
       "      <td>Matthew Stafford</td>\n",
       "      <td>QB</td>\n",
       "      <td>165</td>\n",
       "      <td>12</td>\n",
       "      <td>102</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1809</th>\n",
       "      <td>2013</td>\n",
       "      <td>DeAndre Hopkins</td>\n",
       "      <td>WR</td>\n",
       "      <td>126</td>\n",
       "      <td>8</td>\n",
       "      <td>68</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>2011</td>\n",
       "      <td>Tyron Smith</td>\n",
       "      <td>OT</td>\n",
       "      <td>133</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2545</th>\n",
       "      <td>2010</td>\n",
       "      <td>Ndamukong Suh</td>\n",
       "      <td>DT</td>\n",
       "      <td>174</td>\n",
       "      <td>11</td>\n",
       "      <td>93</td>\n",
       "      <td>08.45</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2044</th>\n",
       "      <td>2012</td>\n",
       "      <td>Ryan Tannehill</td>\n",
       "      <td>QB</td>\n",
       "      <td>116</td>\n",
       "      <td>9</td>\n",
       "      <td>76</td>\n",
       "      <td>08.44</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1532</th>\n",
       "      <td>2014</td>\n",
       "      <td>Jake Matthews</td>\n",
       "      <td>OT</td>\n",
       "      <td>111</td>\n",
       "      <td>7</td>\n",
       "      <td>59</td>\n",
       "      <td>08.43</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3827</th>\n",
       "      <td>2005</td>\n",
       "      <td>DeMarcus Ware</td>\n",
       "      <td>LB</td>\n",
       "      <td>178</td>\n",
       "      <td>12</td>\n",
       "      <td>101</td>\n",
       "      <td>08.42</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2324</th>\n",
       "      <td>2011</td>\n",
       "      <td>Andy Dalton</td>\n",
       "      <td>QB</td>\n",
       "      <td>144</td>\n",
       "      <td>10</td>\n",
       "      <td>84</td>\n",
       "      <td>08.40</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2016</td>\n",
       "      <td>Ronnie Stanley</td>\n",
       "      <td>OT</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>08.40</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>2010</td>\n",
       "      <td>NaVorro Bowman</td>\n",
       "      <td>LB</td>\n",
       "      <td>99</td>\n",
       "      <td>8</td>\n",
       "      <td>67</td>\n",
       "      <td>08.38</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>2007</td>\n",
       "      <td>Darrelle Revis</td>\n",
       "      <td>DB</td>\n",
       "      <td>145</td>\n",
       "      <td>11</td>\n",
       "      <td>92</td>\n",
       "      <td>08.36</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>2001</td>\n",
       "      <td>Reggie Wayne</td>\n",
       "      <td>WR</td>\n",
       "      <td>211</td>\n",
       "      <td>14</td>\n",
       "      <td>117</td>\n",
       "      <td>08.36</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4881</th>\n",
       "      <td>2001</td>\n",
       "      <td>Drew Brees</td>\n",
       "      <td>QB</td>\n",
       "      <td>287</td>\n",
       "      <td>20</td>\n",
       "      <td>167</td>\n",
       "      <td>08.35</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>2006</td>\n",
       "      <td>Joseph Addai</td>\n",
       "      <td>RB</td>\n",
       "      <td>78</td>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>08.33</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2094</th>\n",
       "      <td>2012</td>\n",
       "      <td>Lavonte David</td>\n",
       "      <td>LB</td>\n",
       "      <td>137</td>\n",
       "      <td>9</td>\n",
       "      <td>75</td>\n",
       "      <td>08.33</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3309</th>\n",
       "      <td>2007</td>\n",
       "      <td>Joe Thomas</td>\n",
       "      <td>OT</td>\n",
       "      <td>167</td>\n",
       "      <td>11</td>\n",
       "      <td>91</td>\n",
       "      <td>08.27</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4197</th>\n",
       "      <td>2004</td>\n",
       "      <td>Jared Allen</td>\n",
       "      <td>DE</td>\n",
       "      <td>187</td>\n",
       "      <td>12</td>\n",
       "      <td>99</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2017</td>\n",
       "      <td>Aaron Jones</td>\n",
       "      <td>RB</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>2017</td>\n",
       "      <td>Mitchell Trubisky</td>\n",
       "      <td>QB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>800</th>\n",
       "      <td>2017</td>\n",
       "      <td>Budda Baker</td>\n",
       "      <td>DB</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3104</th>\n",
       "      <td>2008</td>\n",
       "      <td>Calais Campbell</td>\n",
       "      <td>DE</td>\n",
       "      <td>198</td>\n",
       "      <td>13</td>\n",
       "      <td>107</td>\n",
       "      <td>08.23</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>2016</td>\n",
       "      <td>Joey Bosa</td>\n",
       "      <td>DE</td>\n",
       "      <td>63</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>08.20</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1095</th>\n",
       "      <td>2016</td>\n",
       "      <td>Joe Thuney</td>\n",
       "      <td>iOL</td>\n",
       "      <td>80</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>08.20</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3098</th>\n",
       "      <td>2008</td>\n",
       "      <td>Matt Forte</td>\n",
       "      <td>RB</td>\n",
       "      <td>146</td>\n",
       "      <td>10</td>\n",
       "      <td>82</td>\n",
       "      <td>08.20</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4394</th>\n",
       "      <td>2003</td>\n",
       "      <td>Lance Briggs</td>\n",
       "      <td>LB</td>\n",
       "      <td>173</td>\n",
       "      <td>12</td>\n",
       "      <td>98</td>\n",
       "      <td>08.17</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2856</th>\n",
       "      <td>2009</td>\n",
       "      <td>Sebastian Vollmer</td>\n",
       "      <td>OT</td>\n",
       "      <td>88</td>\n",
       "      <td>7</td>\n",
       "      <td>57</td>\n",
       "      <td>08.14</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>2014</td>\n",
       "      <td>Brandin Cooks</td>\n",
       "      <td>WR</td>\n",
       "      <td>103</td>\n",
       "      <td>7</td>\n",
       "      <td>57</td>\n",
       "      <td>08.14</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kirk Cousins</td>\n",
       "      <td>QB</td>\n",
       "      <td>109</td>\n",
       "      <td>9</td>\n",
       "      <td>73</td>\n",
       "      <td>08.11</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2663</th>\n",
       "      <td>2010</td>\n",
       "      <td>Geno Atkins</td>\n",
       "      <td>DT</td>\n",
       "      <td>161</td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>08.09</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2738</th>\n",
       "      <td>2010</td>\n",
       "      <td>Antonio Brown</td>\n",
       "      <td>WR</td>\n",
       "      <td>139</td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>08.09</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3843</th>\n",
       "      <td>2005</td>\n",
       "      <td>Roddy White</td>\n",
       "      <td>WR</td>\n",
       "      <td>171</td>\n",
       "      <td>11</td>\n",
       "      <td>88</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1813</th>\n",
       "      <td>2013</td>\n",
       "      <td>Travis Frederick</td>\n",
       "      <td>iOL</td>\n",
       "      <td>96</td>\n",
       "      <td>7</td>\n",
       "      <td>56</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1054</th>\n",
       "      <td>2016</td>\n",
       "      <td>Chris Jones</td>\n",
       "      <td>DT</td>\n",
       "      <td>76</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3916</th>\n",
       "      <td>2005</td>\n",
       "      <td>Nick Kaczur</td>\n",
       "      <td>OT</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3066</th>\n",
       "      <td>2008</td>\n",
       "      <td>Ryan Clady</td>\n",
       "      <td>OT</td>\n",
       "      <td>107</td>\n",
       "      <td>9</td>\n",
       "      <td>72</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3621</th>\n",
       "      <td>2006</td>\n",
       "      <td>Maurice Jones-Drew</td>\n",
       "      <td>RB</td>\n",
       "      <td>126</td>\n",
       "      <td>9</td>\n",
       "      <td>72</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3861</th>\n",
       "      <td>2005</td>\n",
       "      <td>Lofa Tatupu</td>\n",
       "      <td>LB</td>\n",
       "      <td>84</td>\n",
       "      <td>6</td>\n",
       "      <td>48</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>2015</td>\n",
       "      <td>Eric Kendricks</td>\n",
       "      <td>LB</td>\n",
       "      <td>85</td>\n",
       "      <td>6</td>\n",
       "      <td>48</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Game</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>games</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>774</th>\n",
       "      <td>2017</td>\n",
       "      <td>Patrick Mahomes</td>\n",
       "      <td>QB</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "      <td>54</td>\n",
       "      <td>13.50</td>\n",
       "      <td>01.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>776</th>\n",
       "      <td>2017</td>\n",
       "      <td>Deshaun Watson</td>\n",
       "      <td>QB</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1539</th>\n",
       "      <td>2014</td>\n",
       "      <td>Aaron Donald</td>\n",
       "      <td>DT</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>99</td>\n",
       "      <td>14.14</td>\n",
       "      <td>00.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>2016</td>\n",
       "      <td>Dak Prescott</td>\n",
       "      <td>QB</td>\n",
       "      <td>69</td>\n",
       "      <td>5</td>\n",
       "      <td>61</td>\n",
       "      <td>12.20</td>\n",
       "      <td>00.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>2017</td>\n",
       "      <td>Alvin Kamara</td>\n",
       "      <td>RB</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>805</th>\n",
       "      <td>2017</td>\n",
       "      <td>Dalvin Cook</td>\n",
       "      <td>RB</td>\n",
       "      <td>43</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2111</th>\n",
       "      <td>2012</td>\n",
       "      <td>Russell Wilson</td>\n",
       "      <td>QB</td>\n",
       "      <td>144</td>\n",
       "      <td>9</td>\n",
       "      <td>120</td>\n",
       "      <td>13.33</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1064</th>\n",
       "      <td>2016</td>\n",
       "      <td>Michael Thomas</td>\n",
       "      <td>WR</td>\n",
       "      <td>70</td>\n",
       "      <td>5</td>\n",
       "      <td>58</td>\n",
       "      <td>11.60</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2037</th>\n",
       "      <td>2012</td>\n",
       "      <td>Andrew Luck</td>\n",
       "      <td>QB</td>\n",
       "      <td>86</td>\n",
       "      <td>7</td>\n",
       "      <td>71</td>\n",
       "      <td>10.14</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>796</th>\n",
       "      <td>2017</td>\n",
       "      <td>Ryan Ramczyk</td>\n",
       "      <td>OT</td>\n",
       "      <td>63</td>\n",
       "      <td>4</td>\n",
       "      <td>52</td>\n",
       "      <td>13.00</td>\n",
       "      <td>00.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1543</th>\n",
       "      <td>2014</td>\n",
       "      <td>C.J. Mosley</td>\n",
       "      <td>LB</td>\n",
       "      <td>79</td>\n",
       "      <td>6</td>\n",
       "      <td>65</td>\n",
       "      <td>10.83</td>\n",
       "      <td>00.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>2007</td>\n",
       "      <td>Patrick Willis</td>\n",
       "      <td>LB</td>\n",
       "      <td>112</td>\n",
       "      <td>8</td>\n",
       "      <td>91</td>\n",
       "      <td>11.38</td>\n",
       "      <td>00.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>772</th>\n",
       "      <td>2017</td>\n",
       "      <td>Christian McCaffrey</td>\n",
       "      <td>RB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>41</td>\n",
       "      <td>10.25</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4427</th>\n",
       "      <td>2003</td>\n",
       "      <td>Domanick Williams</td>\n",
       "      <td>RB</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>10.67</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2300</th>\n",
       "      <td>2011</td>\n",
       "      <td>J.J. Watt</td>\n",
       "      <td>DE</td>\n",
       "      <td>128</td>\n",
       "      <td>10</td>\n",
       "      <td>102</td>\n",
       "      <td>10.20</td>\n",
       "      <td>00.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2290</th>\n",
       "      <td>2011</td>\n",
       "      <td>Cam Newton</td>\n",
       "      <td>QB</td>\n",
       "      <td>140</td>\n",
       "      <td>10</td>\n",
       "      <td>111</td>\n",
       "      <td>11.10</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2083</th>\n",
       "      <td>2012</td>\n",
       "      <td>Bobby Wagner</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>106</td>\n",
       "      <td>11.78</td>\n",
       "      <td>00.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2045</th>\n",
       "      <td>2012</td>\n",
       "      <td>Luke Kuechly</td>\n",
       "      <td>LB</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>11.50</td>\n",
       "      <td>00.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>2016</td>\n",
       "      <td>Tyreek Hill</td>\n",
       "      <td>WR</td>\n",
       "      <td>74</td>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>11.40</td>\n",
       "      <td>00.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3840</th>\n",
       "      <td>2005</td>\n",
       "      <td>Aaron Rodgers</td>\n",
       "      <td>QB</td>\n",
       "      <td>197</td>\n",
       "      <td>16</td>\n",
       "      <td>151</td>\n",
       "      <td>09.44</td>\n",
       "      <td>00.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>2016</td>\n",
       "      <td>Ezekiel Elliott</td>\n",
       "      <td>RB</td>\n",
       "      <td>71</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>10.80</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1022</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jalen Ramsey</td>\n",
       "      <td>DB</td>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>11.40</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>794</th>\n",
       "      <td>2017</td>\n",
       "      <td>T.J. Watt</td>\n",
       "      <td>LB</td>\n",
       "      <td>62</td>\n",
       "      <td>4</td>\n",
       "      <td>47</td>\n",
       "      <td>11.75</td>\n",
       "      <td>00.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4854</th>\n",
       "      <td>2001</td>\n",
       "      <td>LaDainian Tomlinson HOF</td>\n",
       "      <td>RB</td>\n",
       "      <td>170</td>\n",
       "      <td>11</td>\n",
       "      <td>128</td>\n",
       "      <td>11.64</td>\n",
       "      <td>00.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2291</th>\n",
       "      <td>2011</td>\n",
       "      <td>Von Miller</td>\n",
       "      <td>LB</td>\n",
       "      <td>135</td>\n",
       "      <td>9</td>\n",
       "      <td>100</td>\n",
       "      <td>11.11</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1531</th>\n",
       "      <td>2014</td>\n",
       "      <td>Khalil Mack</td>\n",
       "      <td>LB</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>81</td>\n",
       "      <td>11.57</td>\n",
       "      <td>00.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2295</th>\n",
       "      <td>2011</td>\n",
       "      <td>Julio Jones</td>\n",
       "      <td>WR</td>\n",
       "      <td>135</td>\n",
       "      <td>10</td>\n",
       "      <td>97</td>\n",
       "      <td>09.70</td>\n",
       "      <td>00.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1891</th>\n",
       "      <td>2013</td>\n",
       "      <td>David Bakhtiari</td>\n",
       "      <td>OT</td>\n",
       "      <td>118</td>\n",
       "      <td>8</td>\n",
       "      <td>84</td>\n",
       "      <td>10.50</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1271</th>\n",
       "      <td>2015</td>\n",
       "      <td>Jameis Winston</td>\n",
       "      <td>QB</td>\n",
       "      <td>76</td>\n",
       "      <td>6</td>\n",
       "      <td>54</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jared Goff</td>\n",
       "      <td>QB</td>\n",
       "      <td>69</td>\n",
       "      <td>5</td>\n",
       "      <td>49</td>\n",
       "      <td>09.80</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4696</th>\n",
       "      <td>2002</td>\n",
       "      <td>David Garrard</td>\n",
       "      <td>QB</td>\n",
       "      <td>86</td>\n",
       "      <td>9</td>\n",
       "      <td>61</td>\n",
       "      <td>06.78</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>2017</td>\n",
       "      <td>Myles Garrett</td>\n",
       "      <td>DE</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>2013</td>\n",
       "      <td>Le'Veon Bell</td>\n",
       "      <td>RB</td>\n",
       "      <td>88</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>07.75</td>\n",
       "      <td>00.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1272</th>\n",
       "      <td>2015</td>\n",
       "      <td>Marcus Mariota</td>\n",
       "      <td>QB</td>\n",
       "      <td>64</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>07.50</td>\n",
       "      <td>00.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3109</th>\n",
       "      <td>2008</td>\n",
       "      <td>Ray Rice</td>\n",
       "      <td>RB</td>\n",
       "      <td>92</td>\n",
       "      <td>6</td>\n",
       "      <td>64</td>\n",
       "      <td>10.67</td>\n",
       "      <td>00.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>2017</td>\n",
       "      <td>Kareem Hunt</td>\n",
       "      <td>RB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3057</th>\n",
       "      <td>2008</td>\n",
       "      <td>Matt Ryan</td>\n",
       "      <td>QB</td>\n",
       "      <td>205</td>\n",
       "      <td>13</td>\n",
       "      <td>140</td>\n",
       "      <td>10.77</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1288</th>\n",
       "      <td>2015</td>\n",
       "      <td>Marcus Peters</td>\n",
       "      <td>DB</td>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "      <td>62</td>\n",
       "      <td>10.33</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1023</th>\n",
       "      <td>2016</td>\n",
       "      <td>Ronnie Stanley</td>\n",
       "      <td>OT</td>\n",
       "      <td>62</td>\n",
       "      <td>5</td>\n",
       "      <td>42</td>\n",
       "      <td>08.40</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2634</th>\n",
       "      <td>2010</td>\n",
       "      <td>NaVorro Bowman</td>\n",
       "      <td>LB</td>\n",
       "      <td>99</td>\n",
       "      <td>8</td>\n",
       "      <td>67</td>\n",
       "      <td>08.38</td>\n",
       "      <td>00.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>2014</td>\n",
       "      <td>Zack Martin</td>\n",
       "      <td>iOL</td>\n",
       "      <td>104</td>\n",
       "      <td>7</td>\n",
       "      <td>70</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3066</th>\n",
       "      <td>2008</td>\n",
       "      <td>Ryan Clady</td>\n",
       "      <td>OT</td>\n",
       "      <td>107</td>\n",
       "      <td>9</td>\n",
       "      <td>72</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3611</th>\n",
       "      <td>2006</td>\n",
       "      <td>Marcus McNeill</td>\n",
       "      <td>OT</td>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "      <td>55</td>\n",
       "      <td>09.17</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2138</th>\n",
       "      <td>2012</td>\n",
       "      <td>Kirk Cousins</td>\n",
       "      <td>QB</td>\n",
       "      <td>109</td>\n",
       "      <td>9</td>\n",
       "      <td>73</td>\n",
       "      <td>08.11</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2899</th>\n",
       "      <td>2009</td>\n",
       "      <td>Stephen McGee</td>\n",
       "      <td>QB</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>00.67</td>\n",
       "      <td>00.67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1019</th>\n",
       "      <td>2016</td>\n",
       "      <td>Carson Wentz</td>\n",
       "      <td>QB</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2038</th>\n",
       "      <td>2012</td>\n",
       "      <td>Robert Griffin III</td>\n",
       "      <td>QB</td>\n",
       "      <td>56</td>\n",
       "      <td>9</td>\n",
       "      <td>37</td>\n",
       "      <td>04.11</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>791</th>\n",
       "      <td>2017</td>\n",
       "      <td>Tre'Davious White</td>\n",
       "      <td>DB</td>\n",
       "      <td>61</td>\n",
       "      <td>4</td>\n",
       "      <td>40</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2044</th>\n",
       "      <td>2012</td>\n",
       "      <td>Ryan Tannehill</td>\n",
       "      <td>QB</td>\n",
       "      <td>116</td>\n",
       "      <td>9</td>\n",
       "      <td>76</td>\n",
       "      <td>08.44</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2443</th>\n",
       "      <td>2011</td>\n",
       "      <td>Richard Sherman</td>\n",
       "      <td>DB</td>\n",
       "      <td>139</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2325</th>\n",
       "      <td>2011</td>\n",
       "      <td>Colin Kaepernick</td>\n",
       "      <td>QB</td>\n",
       "      <td>69</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>07.50</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1020</th>\n",
       "      <td>2016</td>\n",
       "      <td>Joey Bosa</td>\n",
       "      <td>DE</td>\n",
       "      <td>63</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>08.20</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4850</th>\n",
       "      <td>2001</td>\n",
       "      <td>Michael Vick</td>\n",
       "      <td>QB</td>\n",
       "      <td>143</td>\n",
       "      <td>15</td>\n",
       "      <td>93</td>\n",
       "      <td>06.20</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2856</th>\n",
       "      <td>2009</td>\n",
       "      <td>Sebastian Vollmer</td>\n",
       "      <td>OT</td>\n",
       "      <td>88</td>\n",
       "      <td>7</td>\n",
       "      <td>57</td>\n",
       "      <td>08.14</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3829</th>\n",
       "      <td>2005</td>\n",
       "      <td>Jammal Brown</td>\n",
       "      <td>OT</td>\n",
       "      <td>85</td>\n",
       "      <td>8</td>\n",
       "      <td>55</td>\n",
       "      <td>06.88</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>2017</td>\n",
       "      <td>Mitchell Trubisky</td>\n",
       "      <td>QB</td>\n",
       "      <td>51</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4897</th>\n",
       "      <td>2001</td>\n",
       "      <td>Matt Light</td>\n",
       "      <td>OT</td>\n",
       "      <td>155</td>\n",
       "      <td>11</td>\n",
       "      <td>100</td>\n",
       "      <td>09.09</td>\n",
       "      <td>00.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1558</th>\n",
       "      <td>2014</td>\n",
       "      <td>Teddy Bridgewater</td>\n",
       "      <td>QB</td>\n",
       "      <td>59</td>\n",
       "      <td>7</td>\n",
       "      <td>38</td>\n",
       "      <td>05.43</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3218</th>\n",
       "      <td>2008</td>\n",
       "      <td>Carl Nicks</td>\n",
       "      <td>OT</td>\n",
       "      <td>73</td>\n",
       "      <td>6</td>\n",
       "      <td>47</td>\n",
       "      <td>07.83</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1024</th>\n",
       "      <td>2016</td>\n",
       "      <td>DeForest Buckner</td>\n",
       "      <td>DE</td>\n",
       "      <td>78</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>10.00</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3591</th>\n",
       "      <td>2006</td>\n",
       "      <td>Joseph Addai</td>\n",
       "      <td>RB</td>\n",
       "      <td>78</td>\n",
       "      <td>6</td>\n",
       "      <td>50</td>\n",
       "      <td>08.33</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2738</th>\n",
       "      <td>2010</td>\n",
       "      <td>Antonio Brown</td>\n",
       "      <td>WR</td>\n",
       "      <td>139</td>\n",
       "      <td>11</td>\n",
       "      <td>89</td>\n",
       "      <td>08.09</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4115</th>\n",
       "      <td>2004</td>\n",
       "      <td>Bob Sanders</td>\n",
       "      <td>DB</td>\n",
       "      <td>50</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2298</th>\n",
       "      <td>2011</td>\n",
       "      <td>Tyron Smith</td>\n",
       "      <td>OT</td>\n",
       "      <td>133</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>2007</td>\n",
       "      <td>Darrelle Revis</td>\n",
       "      <td>DB</td>\n",
       "      <td>145</td>\n",
       "      <td>11</td>\n",
       "      <td>92</td>\n",
       "      <td>08.36</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1541</th>\n",
       "      <td>2014</td>\n",
       "      <td>Ryan Shazier</td>\n",
       "      <td>LB</td>\n",
       "      <td>46</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>07.25</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4639</th>\n",
       "      <td>2002</td>\n",
       "      <td>Clinton Portis</td>\n",
       "      <td>RB</td>\n",
       "      <td>113</td>\n",
       "      <td>9</td>\n",
       "      <td>71</td>\n",
       "      <td>07.89</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2360</th>\n",
       "      <td>2011</td>\n",
       "      <td>DeMarco Murray</td>\n",
       "      <td>RB</td>\n",
       "      <td>99</td>\n",
       "      <td>7</td>\n",
       "      <td>62</td>\n",
       "      <td>08.86</td>\n",
       "      <td>00.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1025</th>\n",
       "      <td>2016</td>\n",
       "      <td>Jack Conklin</td>\n",
       "      <td>OT</td>\n",
       "      <td>72</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1055</th>\n",
       "      <td>2016</td>\n",
       "      <td>Xavien Howard</td>\n",
       "      <td>DB</td>\n",
       "      <td>56</td>\n",
       "      <td>5</td>\n",
       "      <td>35</td>\n",
       "      <td>07.00</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1013</th>\n",
       "      <td>2017</td>\n",
       "      <td>Chris Carson</td>\n",
       "      <td>RB</td>\n",
       "      <td>45</td>\n",
       "      <td>4</td>\n",
       "      <td>28</td>\n",
       "      <td>07.00</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1538</th>\n",
       "      <td>2014</td>\n",
       "      <td>Odell Beckham Jr.</td>\n",
       "      <td>WR</td>\n",
       "      <td>82</td>\n",
       "      <td>7</td>\n",
       "      <td>51</td>\n",
       "      <td>07.29</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>2013</td>\n",
       "      <td>Travis Kelce</td>\n",
       "      <td>TE</td>\n",
       "      <td>111</td>\n",
       "      <td>8</td>\n",
       "      <td>69</td>\n",
       "      <td>08.62</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4893</th>\n",
       "      <td>2001</td>\n",
       "      <td>Kris Jenkins</td>\n",
       "      <td>DT</td>\n",
       "      <td>108</td>\n",
       "      <td>10</td>\n",
       "      <td>67</td>\n",
       "      <td>06.70</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2799</th>\n",
       "      <td>2009</td>\n",
       "      <td>Matthew Stafford</td>\n",
       "      <td>QB</td>\n",
       "      <td>165</td>\n",
       "      <td>12</td>\n",
       "      <td>102</td>\n",
       "      <td>08.50</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>2015</td>\n",
       "      <td>Stefon Diggs</td>\n",
       "      <td>WR</td>\n",
       "      <td>86</td>\n",
       "      <td>6</td>\n",
       "      <td>53</td>\n",
       "      <td>08.83</td>\n",
       "      <td>00.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>2015</td>\n",
       "      <td>Todd Gurley</td>\n",
       "      <td>RB</td>\n",
       "      <td>88</td>\n",
       "      <td>6</td>\n",
       "      <td>54</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2815</th>\n",
       "      <td>2009</td>\n",
       "      <td>Josh Freeman</td>\n",
       "      <td>QB</td>\n",
       "      <td>62</td>\n",
       "      <td>7</td>\n",
       "      <td>38</td>\n",
       "      <td>05.43</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>946</th>\n",
       "      <td>2017</td>\n",
       "      <td>Aaron Jones</td>\n",
       "      <td>RB</td>\n",
       "      <td>54</td>\n",
       "      <td>4</td>\n",
       "      <td>33</td>\n",
       "      <td>08.25</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4075</th>\n",
       "      <td>2004</td>\n",
       "      <td>Philip Rivers</td>\n",
       "      <td>QB</td>\n",
       "      <td>244</td>\n",
       "      <td>17</td>\n",
       "      <td>149</td>\n",
       "      <td>08.76</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2590</th>\n",
       "      <td>2010</td>\n",
       "      <td>Daryl Washington</td>\n",
       "      <td>LB</td>\n",
       "      <td>59</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>07.20</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4612</th>\n",
       "      <td>2002</td>\n",
       "      <td>Ed Reed HOF</td>\n",
       "      <td>DB</td>\n",
       "      <td>174</td>\n",
       "      <td>12</td>\n",
       "      <td>106</td>\n",
       "      <td>08.83</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2061</th>\n",
       "      <td>2012</td>\n",
       "      <td>Dont'a Hightower</td>\n",
       "      <td>LB</td>\n",
       "      <td>102</td>\n",
       "      <td>8</td>\n",
       "      <td>62</td>\n",
       "      <td>07.75</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1670</th>\n",
       "      <td>2014</td>\n",
       "      <td>Telvin Smith</td>\n",
       "      <td>LB</td>\n",
       "      <td>76</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>09.20</td>\n",
       "      <td>00.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2073</th>\n",
       "      <td>2012</td>\n",
       "      <td>Mitchell Schwartz</td>\n",
       "      <td>OT</td>\n",
       "      <td>134</td>\n",
       "      <td>9</td>\n",
       "      <td>81</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>770</th>\n",
       "      <td>2017</td>\n",
       "      <td>Jamal Adams</td>\n",
       "      <td>DB</td>\n",
       "      <td>58</td>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>08.75</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4280</th>\n",
       "      <td>2004</td>\n",
       "      <td>Shane Olivea</td>\n",
       "      <td>OT</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2048</th>\n",
       "      <td>2012</td>\n",
       "      <td>Fletcher Cox</td>\n",
       "      <td>DT</td>\n",
       "      <td>140</td>\n",
       "      <td>9</td>\n",
       "      <td>84</td>\n",
       "      <td>09.33</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1562</th>\n",
       "      <td>2014</td>\n",
       "      <td>Derek Carr</td>\n",
       "      <td>QB</td>\n",
       "      <td>110</td>\n",
       "      <td>7</td>\n",
       "      <td>66</td>\n",
       "      <td>09.43</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1843</th>\n",
       "      <td>2013</td>\n",
       "      <td>Eddie Lacy</td>\n",
       "      <td>RB</td>\n",
       "      <td>60</td>\n",
       "      <td>5</td>\n",
       "      <td>36</td>\n",
       "      <td>07.20</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4353</th>\n",
       "      <td>2003</td>\n",
       "      <td>Larry Johnson</td>\n",
       "      <td>RB</td>\n",
       "      <td>85</td>\n",
       "      <td>9</td>\n",
       "      <td>51</td>\n",
       "      <td>05.67</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3848</th>\n",
       "      <td>2005</td>\n",
       "      <td>Logan Mankins</td>\n",
       "      <td>iOL</td>\n",
       "      <td>161</td>\n",
       "      <td>11</td>\n",
       "      <td>96</td>\n",
       "      <td>08.73</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1857</th>\n",
       "      <td>2013</td>\n",
       "      <td>Terron Armstead</td>\n",
       "      <td>OT</td>\n",
       "      <td>89</td>\n",
       "      <td>8</td>\n",
       "      <td>53</td>\n",
       "      <td>06.62</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4342</th>\n",
       "      <td>2003</td>\n",
       "      <td>Troy Polamalu HOF</td>\n",
       "      <td>DB</td>\n",
       "      <td>158</td>\n",
       "      <td>12</td>\n",
       "      <td>94</td>\n",
       "      <td>07.83</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4327</th>\n",
       "      <td>2003</td>\n",
       "      <td>Carson Palmer</td>\n",
       "      <td>QB</td>\n",
       "      <td>182</td>\n",
       "      <td>15</td>\n",
       "      <td>108</td>\n",
       "      <td>07.20</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2319</th>\n",
       "      <td>2011</td>\n",
       "      <td>Muhammad Wilkerson</td>\n",
       "      <td>DT</td>\n",
       "      <td>108</td>\n",
       "      <td>8</td>\n",
       "      <td>64</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3331</th>\n",
       "      <td>2007</td>\n",
       "      <td>Jon Beason</td>\n",
       "      <td>LB</td>\n",
       "      <td>93</td>\n",
       "      <td>9</td>\n",
       "      <td>55</td>\n",
       "      <td>06.11</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2573</th>\n",
       "      <td>2010</td>\n",
       "      <td>Jahvid Best</td>\n",
       "      <td>RB</td>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>13</td>\n",
       "      <td>04.33</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2294</th>\n",
       "      <td>2011</td>\n",
       "      <td>Patrick Peterson</td>\n",
       "      <td>DB</td>\n",
       "      <td>154</td>\n",
       "      <td>10</td>\n",
       "      <td>91</td>\n",
       "      <td>09.10</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3916</th>\n",
       "      <td>2005</td>\n",
       "      <td>Nick Kaczur</td>\n",
       "      <td>OT</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>40</td>\n",
       "      <td>08.00</td>\n",
       "      <td>00.59</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "test_data = data.copy()\n",
    "\n",
    "del test_data['round']\n",
    "del test_data['college']\n",
    "del test_data['first_team_ap']\n",
    "del test_data['pro_bowls']\n",
    "del test_data['av_by_drafted_team']\n",
    "del test_data['first_4_years_av']\n",
    "del test_data['drafted_age']\n",
    "del test_data['pick']\n",
    "del test_data['team']\n",
    "del test_data['years_as_starter']\n",
    "\n",
    "\n",
    "av_based = test_data.sort_values(by=['av'], ascending=False).head(100)\n",
    "year_based = test_data.sort_values(by=['av_by_year'], ascending=False).head(100)\n",
    "game_based = test_data.sort_values(by=['av_by_game'], ascending=False).head(100)\n",
    "display_side_by_side(av_based, year_based, game_based, titles=['AV', 'Year', 'Game'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "solved-christopher",
   "metadata": {},
   "source": [
    "# 4. Plotting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "final-vietnam",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='drafted_age', ylabel='av_by_game'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(x=\"drafted_age\", y=\"av_by_game\", data=data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "exterior-worcester",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def box_plot_round_by_position(positions, data, target='av'):\n",
    "    max_y = data[target].max() + 1\n",
    "\n",
    "    w = 3\n",
    "    h = len(positions) / w\n",
    "    if len(positions) % w != 0:\n",
    "        h += 1\n",
    "    h = int(h)\n",
    "    fig, axs = plt.subplots(h, w, figsize=(20,20), constrained_layout=True)\n",
    "\n",
    "    for i, position in enumerate(positions):\n",
    "        x = int(i / 3)\n",
    "        y = i % 3\n",
    "\n",
    "        position_data = data.loc[data['position'] == position]\n",
    "        ax = axs[x][y]\n",
    "        ax.set_ylim([0, max_y])\n",
    "        ax.set_xlim([0, 7])\n",
    "\n",
    "        sns.boxplot(x=\"round\", y=target, data=position_data, ax=ax).set_title(position)\n",
    "\n",
    "    plt.show()\n",
    "    \n",
    "box_plot_round_by_position(positions, data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "reserved-olive",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "QB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_69af0_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_69af0_row0_col1{\n",
       "            background-color:  #0566a0;\n",
       "        }#T_69af0_row0_col2{\n",
       "            background-color:  #2f8bbe;\n",
       "        }#T_69af0_row0_col3{\n",
       "            background-color:  #034e7b;\n",
       "        }#T_69af0_row0_col4{\n",
       "            background-color:  #a8bedc;\n",
       "        }#T_69af0_row0_col5{\n",
       "            background-color:  #81aed2;\n",
       "        }#T_69af0_row0_col6,#T_69af0_row1_col1{\n",
       "            background-color:  #2987bc;\n",
       "        }#T_69af0_row1_col0{\n",
       "            background-color:  #045687;\n",
       "        }#T_69af0_row1_col2{\n",
       "            background-color:  #3b92c1;\n",
       "        }#T_69af0_row1_col3,#T_69af0_row2_col2{\n",
       "            background-color:  #93b5d6;\n",
       "        }#T_69af0_row1_col4,#T_69af0_row1_col5{\n",
       "            background-color:  #b1c2de;\n",
       "        }#T_69af0_row1_col6{\n",
       "            background-color:  #e9e5f1;\n",
       "        }#T_69af0_row2_col0{\n",
       "            background-color:  #056faf;\n",
       "        }#T_69af0_row2_col1{\n",
       "            background-color:  #7dacd1;\n",
       "        }#T_69af0_row2_col3{\n",
       "            background-color:  #e0deed;\n",
       "        }#T_69af0_row2_col4{\n",
       "            background-color:  #dddbec;\n",
       "        }#T_69af0_row2_col5,#T_69af0_row2_col6,#T_69af0_row3_col3,#T_69af0_row3_col4,#T_69af0_row3_col5,#T_69af0_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }#T_69af0_row3_col0{\n",
       "            background-color:  #569dc8;\n",
       "        }#T_69af0_row3_col1{\n",
       "            background-color:  #dad9ea;\n",
       "        }#T_69af0_row3_col2{\n",
       "            background-color:  #ede7f2;\n",
       "        }</style><table style=\"display:inline\" id=\"T_69af0_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_69af0_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_69af0_row0_col0\" class=\"data row0 col0\" >0.730000</td>\n",
       "                        <td id=\"T_69af0_row0_col1\" class=\"data row0 col1\" >0.590000</td>\n",
       "                        <td id=\"T_69af0_row0_col2\" class=\"data row0 col2\" >0.470000</td>\n",
       "                        <td id=\"T_69af0_row0_col3\" class=\"data row0 col3\" >0.670000</td>\n",
       "                        <td id=\"T_69af0_row0_col4\" class=\"data row0 col4\" >0.270000</td>\n",
       "                        <td id=\"T_69af0_row0_col5\" class=\"data row0 col5\" >0.340000</td>\n",
       "                        <td id=\"T_69af0_row0_col6\" class=\"data row0 col6\" >0.480000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_69af0_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_69af0_row1_col0\" class=\"data row1 col0\" >0.650000</td>\n",
       "                        <td id=\"T_69af0_row1_col1\" class=\"data row1 col1\" >0.480000</td>\n",
       "                        <td id=\"T_69af0_row1_col2\" class=\"data row1 col2\" >0.450000</td>\n",
       "                        <td id=\"T_69af0_row1_col3\" class=\"data row1 col3\" >0.310000</td>\n",
       "                        <td id=\"T_69af0_row1_col4\" class=\"data row1 col4\" >0.250000</td>\n",
       "                        <td id=\"T_69af0_row1_col5\" class=\"data row1 col5\" >0.250000</td>\n",
       "                        <td id=\"T_69af0_row1_col6\" class=\"data row1 col6\" >0.100000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_69af0_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_69af0_row2_col0\" class=\"data row2 col0\" >0.550000</td>\n",
       "                        <td id=\"T_69af0_row2_col1\" class=\"data row2 col1\" >0.350000</td>\n",
       "                        <td id=\"T_69af0_row2_col2\" class=\"data row2 col2\" >0.310000</td>\n",
       "                        <td id=\"T_69af0_row2_col3\" class=\"data row2 col3\" >0.130000</td>\n",
       "                        <td id=\"T_69af0_row2_col4\" class=\"data row2 col4\" >0.140000</td>\n",
       "                        <td id=\"T_69af0_row2_col5\" class=\"data row2 col5\" >0.000000</td>\n",
       "                        <td id=\"T_69af0_row2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_69af0_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_69af0_row3_col0\" class=\"data row3 col0\" >0.410000</td>\n",
       "                        <td id=\"T_69af0_row3_col1\" class=\"data row3 col1\" >0.150000</td>\n",
       "                        <td id=\"T_69af0_row3_col2\" class=\"data row3 col2\" >0.090000</td>\n",
       "                        <td id=\"T_69af0_row3_col3\" class=\"data row3 col3\" >0.000000</td>\n",
       "                        <td id=\"T_69af0_row3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "                        <td id=\"T_69af0_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_69af0_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.62</td>\n",
       "      <td>00.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.47</td>\n",
       "      <td>00.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.25</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.00</td>\n",
       "      <td>00.25</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
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    },
    {
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     "text": [
      "WR\n"
     ]
    },
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     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_8e09f_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_8e09f_row0_col1{\n",
       "            background-color:  #045e93;\n",
       "        }#T_8e09f_row0_col2{\n",
       "            background-color:  #0872b1;\n",
       "        }#T_8e09f_row0_col3{\n",
       "            background-color:  #509ac6;\n",
       "        }#T_8e09f_row0_col4,#T_8e09f_row2_col1{\n",
       "            background-color:  #7bacd1;\n",
       "        }#T_8e09f_row0_col5,#T_8e09f_row1_col4{\n",
       "            background-color:  #adc1dd;\n",
       "        }#T_8e09f_row0_col6{\n",
       "            background-color:  #a1bbda;\n",
       "        }#T_8e09f_row1_col0{\n",
       "            background-color:  #046198;\n",
       "        }#T_8e09f_row1_col1{\n",
       "            background-color:  #1e80b8;\n",
       "        }#T_8e09f_row1_col2{\n",
       "            background-color:  #589ec8;\n",
       "        }#T_8e09f_row1_col3{\n",
       "            background-color:  #91b5d6;\n",
       "        }#T_8e09f_row1_col5,#T_8e09f_row1_col6,#T_8e09f_row2_col3{\n",
       "            background-color:  #d7d6e9;\n",
       "        }#T_8e09f_row2_col0{\n",
       "            background-color:  #2d8abd;\n",
       "        }#T_8e09f_row2_col2{\n",
       "            background-color:  #c1cae2;\n",
       "        }#T_8e09f_row2_col4,#T_8e09f_row3_col2{\n",
       "            background-color:  #ebe6f2;\n",
       "        }#T_8e09f_row2_col5,#T_8e09f_row2_col6,#T_8e09f_row3_col4,#T_8e09f_row3_col5,#T_8e09f_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }#T_8e09f_row3_col0{\n",
       "            background-color:  #83afd3;\n",
       "        }#T_8e09f_row3_col1{\n",
       "            background-color:  #c6cce3;\n",
       "        }#T_8e09f_row3_col3{\n",
       "            background-color:  #faf2f8;\n",
       "        }</style><table style=\"display:inline\" id=\"T_8e09f_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_8e09f_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_8e09f_row0_col0\" class=\"data row0 col0\" >0.540000</td>\n",
       "                        <td id=\"T_8e09f_row0_col1\" class=\"data row0 col1\" >0.460000</td>\n",
       "                        <td id=\"T_8e09f_row0_col2\" class=\"data row0 col2\" >0.400000</td>\n",
       "                        <td id=\"T_8e09f_row0_col3\" class=\"data row0 col3\" >0.310000</td>\n",
       "                        <td id=\"T_8e09f_row0_col4\" class=\"data row0 col4\" >0.260000</td>\n",
       "                        <td id=\"T_8e09f_row0_col5\" class=\"data row0 col5\" >0.190000</td>\n",
       "                        <td id=\"T_8e09f_row0_col6\" class=\"data row0 col6\" >0.210000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8e09f_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_8e09f_row1_col0\" class=\"data row1 col0\" >0.450000</td>\n",
       "                        <td id=\"T_8e09f_row1_col1\" class=\"data row1 col1\" >0.370000</td>\n",
       "                        <td id=\"T_8e09f_row1_col2\" class=\"data row1 col2\" >0.300000</td>\n",
       "                        <td id=\"T_8e09f_row1_col3\" class=\"data row1 col3\" >0.230000</td>\n",
       "                        <td id=\"T_8e09f_row1_col4\" class=\"data row1 col4\" >0.190000</td>\n",
       "                        <td id=\"T_8e09f_row1_col5\" class=\"data row1 col5\" >0.120000</td>\n",
       "                        <td id=\"T_8e09f_row1_col6\" class=\"data row1 col6\" >0.120000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8e09f_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_8e09f_row2_col0\" class=\"data row2 col0\" >0.350000</td>\n",
       "                        <td id=\"T_8e09f_row2_col1\" class=\"data row2 col1\" >0.260000</td>\n",
       "                        <td id=\"T_8e09f_row2_col2\" class=\"data row2 col2\" >0.160000</td>\n",
       "                        <td id=\"T_8e09f_row2_col3\" class=\"data row2 col3\" >0.120000</td>\n",
       "                        <td id=\"T_8e09f_row2_col4\" class=\"data row2 col4\" >0.070000</td>\n",
       "                        <td id=\"T_8e09f_row2_col5\" class=\"data row2 col5\" >0.000000</td>\n",
       "                        <td id=\"T_8e09f_row2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8e09f_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_8e09f_row3_col0\" class=\"data row3 col0\" >0.250000</td>\n",
       "                        <td id=\"T_8e09f_row3_col1\" class=\"data row3 col1\" >0.150000</td>\n",
       "                        <td id=\"T_8e09f_row3_col2\" class=\"data row3 col2\" >0.070000</td>\n",
       "                        <td id=\"T_8e09f_row3_col3\" class=\"data row3 col3\" >0.020000</td>\n",
       "                        <td id=\"T_8e09f_row3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "                        <td id=\"T_8e09f_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_8e09f_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.41</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.27</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.13</td>\n",
       "      <td>00.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.00</td>\n",
       "      <td>00.11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
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    },
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     "text": [
      "RB\n"
     ]
    },
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     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_f1c5e_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_f1c5e_row0_col1{\n",
       "            background-color:  #03456c;\n",
       "        }#T_f1c5e_row0_col2,#T_f1c5e_row1_col0{\n",
       "            background-color:  #045b8e;\n",
       "        }#T_f1c5e_row0_col3,#T_f1c5e_row1_col2{\n",
       "            background-color:  #2d8abd;\n",
       "        }#T_f1c5e_row0_col4{\n",
       "            background-color:  #4496c3;\n",
       "        }#T_f1c5e_row0_col5{\n",
       "            background-color:  #8eb3d5;\n",
       "        }#T_f1c5e_row0_col6{\n",
       "            background-color:  #adc1dd;\n",
       "        }#T_f1c5e_row1_col1{\n",
       "            background-color:  #1b7eb7;\n",
       "        }#T_f1c5e_row1_col3,#T_f1c5e_row2_col2{\n",
       "            background-color:  #88b1d4;\n",
       "        }#T_f1c5e_row1_col4{\n",
       "            background-color:  #81aed2;\n",
       "        }#T_f1c5e_row1_col5{\n",
       "            background-color:  #d2d3e7;\n",
       "        }#T_f1c5e_row1_col6,#T_f1c5e_row3_col3{\n",
       "            background-color:  #ebe6f2;\n",
       "        }#T_f1c5e_row2_col0{\n",
       "            background-color:  #0872b1;\n",
       "        }#T_f1c5e_row2_col1{\n",
       "            background-color:  #7bacd1;\n",
       "        }#T_f1c5e_row2_col3,#T_f1c5e_row2_col4,#T_f1c5e_row3_col2{\n",
       "            background-color:  #c8cde4;\n",
       "        }#T_f1c5e_row2_col5,#T_f1c5e_row3_col4{\n",
       "            background-color:  #f3edf5;\n",
       "        }#T_f1c5e_row2_col6,#T_f1c5e_row3_col5,#T_f1c5e_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }#T_f1c5e_row3_col0{\n",
       "            background-color:  #549cc7;\n",
       "        }#T_f1c5e_row3_col1{\n",
       "            background-color:  #b8c6e0;\n",
       "        }</style><table style=\"display:inline\" id=\"T_f1c5e_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_f1c5e_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_f1c5e_row0_col0\" class=\"data row0 col0\" >0.620000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col1\" class=\"data row0 col1\" >0.590000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col2\" class=\"data row0 col2\" >0.540000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col3\" class=\"data row0 col3\" >0.400000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col4\" class=\"data row0 col4\" >0.370000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col5\" class=\"data row0 col5\" >0.270000</td>\n",
       "                        <td id=\"T_f1c5e_row0_col6\" class=\"data row0 col6\" >0.220000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1c5e_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_f1c5e_row1_col0\" class=\"data row1 col0\" >0.540000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col1\" class=\"data row1 col1\" >0.430000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col2\" class=\"data row1 col2\" >0.400000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col3\" class=\"data row1 col3\" >0.280000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col4\" class=\"data row1 col4\" >0.290000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col5\" class=\"data row1 col5\" >0.150000</td>\n",
       "                        <td id=\"T_f1c5e_row1_col6\" class=\"data row1 col6\" >0.080000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1c5e_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_f1c5e_row2_col0\" class=\"data row2 col0\" >0.460000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col1\" class=\"data row2 col1\" >0.300000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col2\" class=\"data row2 col2\" >0.280000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col3\" class=\"data row2 col3\" >0.170000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col4\" class=\"data row2 col4\" >0.170000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col5\" class=\"data row2 col5\" >0.050000</td>\n",
       "                        <td id=\"T_f1c5e_row2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_f1c5e_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_f1c5e_row3_col0\" class=\"data row3 col0\" >0.350000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col1\" class=\"data row3 col1\" >0.200000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col2\" class=\"data row3 col2\" >0.170000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col3\" class=\"data row3 col3\" >0.080000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col4\" class=\"data row3 col4\" >0.050000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_f1c5e_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.50</td>\n",
       "      <td>00.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.34</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.18</td>\n",
       "      <td>00.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.03</td>\n",
       "      <td>00.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
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      "TE\n"
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      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_8a78a_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_8a78a_row0_col1{\n",
       "            background-color:  #045687;\n",
       "        }#T_8a78a_row0_col2{\n",
       "            background-color:  #045c90;\n",
       "        }#T_8a78a_row0_col3,#T_8a78a_row1_col1{\n",
       "            background-color:  #2685bb;\n",
       "        }#T_8a78a_row0_col4{\n",
       "            background-color:  #a1bbda;\n",
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       "            background-color:  #80aed2;\n",
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       "            background-color:  #d7d6e9;\n",
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       "            background-color:  #046198;\n",
       "        }#T_8a78a_row1_col2,#T_8a78a_row2_col1{\n",
       "            background-color:  #73a9cf;\n",
       "        }#T_8a78a_row1_col3{\n",
       "            background-color:  #65a3cb;\n",
       "        }#T_8a78a_row1_col4,#T_8a78a_row2_col2{\n",
       "            background-color:  #bdc8e1;\n",
       "        }#T_8a78a_row1_col5{\n",
       "            background-color:  #c6cce3;\n",
       "        }#T_8a78a_row1_col6,#T_8a78a_row2_col5{\n",
       "            background-color:  #f2ecf5;\n",
       "        }#T_8a78a_row2_col0{\n",
       "            background-color:  #1077b4;\n",
       "        }#T_8a78a_row2_col3,#T_8a78a_row2_col4{\n",
       "            background-color:  #e3e0ee;\n",
       "        }#T_8a78a_row2_col6,#T_8a78a_row3_col4,#T_8a78a_row3_col5,#T_8a78a_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }#T_8a78a_row3_col0{\n",
       "            background-color:  #4a98c5;\n",
       "        }#T_8a78a_row3_col1{\n",
       "            background-color:  #dddbec;\n",
       "        }#T_8a78a_row3_col2{\n",
       "            background-color:  #e9e5f1;\n",
       "        }#T_8a78a_row3_col3{\n",
       "            background-color:  #eee9f3;\n",
       "        }</style><table style=\"display:inline\" id=\"T_8a78a_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_8a78a_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_8a78a_row0_col0\" class=\"data row0 col0\" >0.360000</td>\n",
       "                        <td id=\"T_8a78a_row0_col1\" class=\"data row0 col1\" >0.320000</td>\n",
       "                        <td id=\"T_8a78a_row0_col2\" class=\"data row0 col2\" >0.310000</td>\n",
       "                        <td id=\"T_8a78a_row0_col3\" class=\"data row0 col3\" >0.240000</td>\n",
       "                        <td id=\"T_8a78a_row0_col4\" class=\"data row0 col4\" >0.140000</td>\n",
       "                        <td id=\"T_8a78a_row0_col5\" class=\"data row0 col5\" >0.170000</td>\n",
       "                        <td id=\"T_8a78a_row0_col6\" class=\"data row0 col6\" >0.080000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8a78a_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_8a78a_row1_col0\" class=\"data row1 col0\" >0.300000</td>\n",
       "                        <td id=\"T_8a78a_row1_col1\" class=\"data row1 col1\" >0.240000</td>\n",
       "                        <td id=\"T_8a78a_row1_col2\" class=\"data row1 col2\" >0.180000</td>\n",
       "                        <td id=\"T_8a78a_row1_col3\" class=\"data row1 col3\" >0.190000</td>\n",
       "                        <td id=\"T_8a78a_row1_col4\" class=\"data row1 col4\" >0.110000</td>\n",
       "                        <td id=\"T_8a78a_row1_col5\" class=\"data row1 col5\" >0.100000</td>\n",
       "                        <td id=\"T_8a78a_row1_col6\" class=\"data row1 col6\" >0.030000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8a78a_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_8a78a_row2_col0\" class=\"data row2 col0\" >0.260000</td>\n",
       "                        <td id=\"T_8a78a_row2_col1\" class=\"data row2 col1\" >0.180000</td>\n",
       "                        <td id=\"T_8a78a_row2_col2\" class=\"data row2 col2\" >0.110000</td>\n",
       "                        <td id=\"T_8a78a_row2_col3\" class=\"data row2 col3\" >0.060000</td>\n",
       "                        <td id=\"T_8a78a_row2_col4\" class=\"data row2 col4\" >0.060000</td>\n",
       "                        <td id=\"T_8a78a_row2_col5\" class=\"data row2 col5\" >0.030000</td>\n",
       "                        <td id=\"T_8a78a_row2_col6\" class=\"data row2 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_8a78a_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_8a78a_row3_col0\" class=\"data row3 col0\" >0.210000</td>\n",
       "                        <td id=\"T_8a78a_row3_col1\" class=\"data row3 col1\" >0.070000</td>\n",
       "                        <td id=\"T_8a78a_row3_col2\" class=\"data row3 col2\" >0.050000</td>\n",
       "                        <td id=\"T_8a78a_row3_col3\" class=\"data row3 col3\" >0.040000</td>\n",
       "                        <td id=\"T_8a78a_row3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "                        <td id=\"T_8a78a_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_8a78a_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.26</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.15</td>\n",
       "      <td>00.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.07</td>\n",
       "      <td>00.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.00</td>\n",
       "      <td>00.06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OT\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_53061_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_53061_row0_col1{\n",
       "            background-color:  #034165;\n",
       "        }#T_53061_row0_col2{\n",
       "            background-color:  #045c90;\n",
       "        }#T_53061_row0_col3{\n",
       "            background-color:  #05659f;\n",
       "        }#T_53061_row0_col4,#T_53061_row0_col6,#T_53061_row1_col3,#T_53061_row3_col0{\n",
       "            background-color:  #2a88bc;\n",
       "        }#T_53061_row0_col5,#T_53061_row1_col2,#T_53061_row2_col1{\n",
       "            background-color:  #2383ba;\n",
       "        }#T_53061_row1_col0{\n",
       "            background-color:  #045483;\n",
       "        }#T_53061_row1_col1{\n",
       "            background-color:  #04629a;\n",
       "        }#T_53061_row1_col4{\n",
       "            background-color:  #63a2cb;\n",
       "        }#T_53061_row1_col5{\n",
       "            background-color:  #9ebad9;\n",
       "        }#T_53061_row1_col6,#T_53061_row2_col2{\n",
       "            background-color:  #73a9cf;\n",
       "        }#T_53061_row2_col0{\n",
       "            background-color:  #0568a3;\n",
       "        }#T_53061_row2_col3{\n",
       "            background-color:  #97b7d7;\n",
       "        }#T_53061_row2_col4{\n",
       "            background-color:  #abbfdc;\n",
       "        }#T_53061_row2_col5,#T_53061_row2_col6{\n",
       "            background-color:  #dedcec;\n",
       "        }#T_53061_row3_col1{\n",
       "            background-color:  #7bacd1;\n",
       "        }#T_53061_row3_col2{\n",
       "            background-color:  #c1cae2;\n",
       "        }#T_53061_row3_col3{\n",
       "            background-color:  #f0eaf4;\n",
       "        }#T_53061_row3_col4,#T_53061_row3_col5,#T_53061_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_53061_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_53061_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_53061_row0_col0\" class=\"data row0 col0\" >0.580000</td>\n",
       "                        <td id=\"T_53061_row0_col1\" class=\"data row0 col1\" >0.560000</td>\n",
       "                        <td id=\"T_53061_row0_col2\" class=\"data row0 col2\" >0.500000</td>\n",
       "                        <td id=\"T_53061_row0_col3\" class=\"data row0 col3\" >0.470000</td>\n",
       "                        <td id=\"T_53061_row0_col4\" class=\"data row0 col4\" >0.380000</td>\n",
       "                        <td id=\"T_53061_row0_col5\" class=\"data row0 col5\" >0.390000</td>\n",
       "                        <td id=\"T_53061_row0_col6\" class=\"data row0 col6\" >0.380000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_53061_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_53061_row1_col0\" class=\"data row1 col0\" >0.520000</td>\n",
       "                        <td id=\"T_53061_row1_col1\" class=\"data row1 col1\" >0.480000</td>\n",
       "                        <td id=\"T_53061_row1_col2\" class=\"data row1 col2\" >0.390000</td>\n",
       "                        <td id=\"T_53061_row1_col3\" class=\"data row1 col3\" >0.380000</td>\n",
       "                        <td id=\"T_53061_row1_col4\" class=\"data row1 col4\" >0.310000</td>\n",
       "                        <td id=\"T_53061_row1_col5\" class=\"data row1 col5\" >0.230000</td>\n",
       "                        <td id=\"T_53061_row1_col6\" class=\"data row1 col6\" >0.290000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_53061_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_53061_row2_col0\" class=\"data row2 col0\" >0.460000</td>\n",
       "                        <td id=\"T_53061_row2_col1\" class=\"data row2 col1\" >0.390000</td>\n",
       "                        <td id=\"T_53061_row2_col2\" class=\"data row2 col2\" >0.290000</td>\n",
       "                        <td id=\"T_53061_row2_col3\" class=\"data row2 col3\" >0.240000</td>\n",
       "                        <td id=\"T_53061_row2_col4\" class=\"data row2 col4\" >0.210000</td>\n",
       "                        <td id=\"T_53061_row2_col5\" class=\"data row2 col5\" >0.110000</td>\n",
       "                        <td id=\"T_53061_row2_col6\" class=\"data row2 col6\" >0.110000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_53061_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_53061_row3_col0\" class=\"data row3 col0\" >0.380000</td>\n",
       "                        <td id=\"T_53061_row3_col1\" class=\"data row3 col1\" >0.280000</td>\n",
       "                        <td id=\"T_53061_row3_col2\" class=\"data row3 col2\" >0.170000</td>\n",
       "                        <td id=\"T_53061_row3_col3\" class=\"data row3 col3\" >0.060000</td>\n",
       "                        <td id=\"T_53061_row3_col4\" class=\"data row3 col4\" >0.000000</td>\n",
       "                        <td id=\"T_53061_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_53061_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.50</td>\n",
       "      <td>00.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.42</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.27</td>\n",
       "      <td>00.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.10</td>\n",
       "      <td>00.21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "iOL\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_bcf46_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_bcf46_row0_col1{\n",
       "            background-color:  #0568a3;\n",
       "        }#T_bcf46_row0_col2{\n",
       "            background-color:  #04629a;\n",
       "        }#T_bcf46_row0_col3{\n",
       "            background-color:  #2383ba;\n",
       "        }#T_bcf46_row0_col4{\n",
       "            background-color:  #4897c4;\n",
       "        }#T_bcf46_row0_col5{\n",
       "            background-color:  #308cbe;\n",
       "        }#T_bcf46_row0_col6{\n",
       "            background-color:  #3991c1;\n",
       "        }#T_bcf46_row1_col0{\n",
       "            background-color:  #034a74;\n",
       "        }#T_bcf46_row1_col1{\n",
       "            background-color:  #0f76b3;\n",
       "        }#T_bcf46_row1_col2{\n",
       "            background-color:  #1c7fb8;\n",
       "        }#T_bcf46_row1_col3{\n",
       "            background-color:  #529bc7;\n",
       "        }#T_bcf46_row1_col4,#T_bcf46_row1_col6{\n",
       "            background-color:  #89b1d4;\n",
       "        }#T_bcf46_row1_col5{\n",
       "            background-color:  #81aed2;\n",
       "        }#T_bcf46_row2_col0{\n",
       "            background-color:  #167bb6;\n",
       "        }#T_bcf46_row2_col1{\n",
       "            background-color:  #2a88bc;\n",
       "        }#T_bcf46_row2_col2{\n",
       "            background-color:  #5a9ec9;\n",
       "        }#T_bcf46_row2_col3{\n",
       "            background-color:  #9ebad9;\n",
       "        }#T_bcf46_row2_col4{\n",
       "            background-color:  #c8cde4;\n",
       "        }#T_bcf46_row2_col5{\n",
       "            background-color:  #e6e2ef;\n",
       "        }#T_bcf46_row2_col6{\n",
       "            background-color:  #ede8f3;\n",
       "        }#T_bcf46_row3_col0{\n",
       "            background-color:  #4094c3;\n",
       "        }#T_bcf46_row3_col1{\n",
       "            background-color:  #6ba5cd;\n",
       "        }#T_bcf46_row3_col2{\n",
       "            background-color:  #8fb4d6;\n",
       "        }#T_bcf46_row3_col3{\n",
       "            background-color:  #dad9ea;\n",
       "        }#T_bcf46_row3_col4{\n",
       "            background-color:  #f0eaf4;\n",
       "        }#T_bcf46_row3_col5,#T_bcf46_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_bcf46_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_bcf46_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_bcf46_row0_col0\" class=\"data row0 col0\" >0.580000</td>\n",
       "                        <td id=\"T_bcf46_row0_col1\" class=\"data row0 col1\" >0.460000</td>\n",
       "                        <td id=\"T_bcf46_row0_col2\" class=\"data row0 col2\" >0.480000</td>\n",
       "                        <td id=\"T_bcf46_row0_col3\" class=\"data row0 col3\" >0.390000</td>\n",
       "                        <td id=\"T_bcf46_row0_col4\" class=\"data row0 col4\" >0.340000</td>\n",
       "                        <td id=\"T_bcf46_row0_col5\" class=\"data row0 col5\" >0.370000</td>\n",
       "                        <td id=\"T_bcf46_row0_col6\" class=\"data row0 col6\" >0.360000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_bcf46_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_bcf46_row1_col0\" class=\"data row1 col0\" >0.540000</td>\n",
       "                        <td id=\"T_bcf46_row1_col1\" class=\"data row1 col1\" >0.420000</td>\n",
       "                        <td id=\"T_bcf46_row1_col2\" class=\"data row1 col2\" >0.400000</td>\n",
       "                        <td id=\"T_bcf46_row1_col3\" class=\"data row1 col3\" >0.330000</td>\n",
       "                        <td id=\"T_bcf46_row1_col4\" class=\"data row1 col4\" >0.260000</td>\n",
       "                        <td id=\"T_bcf46_row1_col5\" class=\"data row1 col5\" >0.270000</td>\n",
       "                        <td id=\"T_bcf46_row1_col6\" class=\"data row1 col6\" >0.260000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_bcf46_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_bcf46_row2_col0\" class=\"data row2 col0\" >0.410000</td>\n",
       "                        <td id=\"T_bcf46_row2_col1\" class=\"data row2 col1\" >0.380000</td>\n",
       "                        <td id=\"T_bcf46_row2_col2\" class=\"data row2 col2\" >0.320000</td>\n",
       "                        <td id=\"T_bcf46_row2_col3\" class=\"data row2 col3\" >0.230000</td>\n",
       "                        <td id=\"T_bcf46_row2_col4\" class=\"data row2 col4\" >0.160000</td>\n",
       "                        <td id=\"T_bcf46_row2_col5\" class=\"data row2 col5\" >0.090000</td>\n",
       "                        <td id=\"T_bcf46_row2_col6\" class=\"data row2 col6\" >0.070000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_bcf46_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_bcf46_row3_col0\" class=\"data row3 col0\" >0.350000</td>\n",
       "                        <td id=\"T_bcf46_row3_col1\" class=\"data row3 col1\" >0.300000</td>\n",
       "                        <td id=\"T_bcf46_row3_col2\" class=\"data row3 col2\" >0.250000</td>\n",
       "                        <td id=\"T_bcf46_row3_col3\" class=\"data row3 col3\" >0.120000</td>\n",
       "                        <td id=\"T_bcf46_row3_col4\" class=\"data row3 col4\" >0.060000</td>\n",
       "                        <td id=\"T_bcf46_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_bcf46_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.43</td>\n",
       "      <td>00.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.36</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.25</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.05</td>\n",
       "      <td>00.20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
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    },
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     "text": [
      "DT\n"
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    },
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       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_0aafb_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_0aafb_row0_col1{\n",
       "            background-color:  #045c90;\n",
       "        }#T_0aafb_row0_col2{\n",
       "            background-color:  #04649d;\n",
       "        }#T_0aafb_row0_col3{\n",
       "            background-color:  #2987bc;\n",
       "        }#T_0aafb_row0_col4{\n",
       "            background-color:  #187cb6;\n",
       "        }#T_0aafb_row0_col5,#T_0aafb_row1_col2,#T_0aafb_row1_col4{\n",
       "            background-color:  #4295c3;\n",
       "        }#T_0aafb_row0_col6,#T_0aafb_row2_col1{\n",
       "            background-color:  #73a9cf;\n",
       "        }#T_0aafb_row1_col0{\n",
       "            background-color:  #04588a;\n",
       "        }#T_0aafb_row1_col1{\n",
       "            background-color:  #2081b9;\n",
       "        }#T_0aafb_row1_col3,#T_0aafb_row3_col0{\n",
       "            background-color:  #69a5cc;\n",
       "        }#T_0aafb_row1_col5,#T_0aafb_row2_col3{\n",
       "            background-color:  #9cb9d9;\n",
       "        }#T_0aafb_row1_col6,#T_0aafb_row2_col4{\n",
       "            background-color:  #b1c2de;\n",
       "        }#T_0aafb_row2_col0{\n",
       "            background-color:  #1077b4;\n",
       "        }#T_0aafb_row2_col2{\n",
       "            background-color:  #a4bcda;\n",
       "        }#T_0aafb_row2_col5{\n",
       "            background-color:  #c6cce3;\n",
       "        }#T_0aafb_row2_col6,#T_0aafb_row3_col5{\n",
       "            background-color:  #e9e5f1;\n",
       "        }#T_0aafb_row3_col1{\n",
       "            background-color:  #c0c9e2;\n",
       "        }#T_0aafb_row3_col2,#T_0aafb_row3_col3,#T_0aafb_row3_col4{\n",
       "            background-color:  #d7d6e9;\n",
       "        }#T_0aafb_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_0aafb_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_0aafb_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_0aafb_row0_col0\" class=\"data row0 col0\" >0.500000</td>\n",
       "                        <td id=\"T_0aafb_row0_col1\" class=\"data row0 col1\" >0.430000</td>\n",
       "                        <td id=\"T_0aafb_row0_col2\" class=\"data row0 col2\" >0.410000</td>\n",
       "                        <td id=\"T_0aafb_row0_col3\" class=\"data row0 col3\" >0.330000</td>\n",
       "                        <td id=\"T_0aafb_row0_col4\" class=\"data row0 col4\" >0.350000</td>\n",
       "                        <td id=\"T_0aafb_row0_col5\" class=\"data row0 col5\" >0.300000</td>\n",
       "                        <td id=\"T_0aafb_row0_col6\" class=\"data row0 col6\" >0.250000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0aafb_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_0aafb_row1_col0\" class=\"data row1 col0\" >0.440000</td>\n",
       "                        <td id=\"T_0aafb_row1_col1\" class=\"data row1 col1\" >0.340000</td>\n",
       "                        <td id=\"T_0aafb_row1_col2\" class=\"data row1 col2\" >0.300000</td>\n",
       "                        <td id=\"T_0aafb_row1_col3\" class=\"data row1 col3\" >0.260000</td>\n",
       "                        <td id=\"T_0aafb_row1_col4\" class=\"data row1 col4\" >0.300000</td>\n",
       "                        <td id=\"T_0aafb_row1_col5\" class=\"data row1 col5\" >0.200000</td>\n",
       "                        <td id=\"T_0aafb_row1_col6\" class=\"data row1 col6\" >0.170000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0aafb_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_0aafb_row2_col0\" class=\"data row2 col0\" >0.360000</td>\n",
       "                        <td id=\"T_0aafb_row2_col1\" class=\"data row2 col1\" >0.250000</td>\n",
       "                        <td id=\"T_0aafb_row2_col2\" class=\"data row2 col2\" >0.190000</td>\n",
       "                        <td id=\"T_0aafb_row2_col3\" class=\"data row2 col3\" >0.200000</td>\n",
       "                        <td id=\"T_0aafb_row2_col4\" class=\"data row2 col4\" >0.170000</td>\n",
       "                        <td id=\"T_0aafb_row2_col5\" class=\"data row2 col5\" >0.140000</td>\n",
       "                        <td id=\"T_0aafb_row2_col6\" class=\"data row2 col6\" >0.070000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_0aafb_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_0aafb_row3_col0\" class=\"data row3 col0\" >0.260000</td>\n",
       "                        <td id=\"T_0aafb_row3_col1\" class=\"data row3 col1\" >0.150000</td>\n",
       "                        <td id=\"T_0aafb_row3_col2\" class=\"data row3 col2\" >0.110000</td>\n",
       "                        <td id=\"T_0aafb_row3_col3\" class=\"data row3 col3\" >0.110000</td>\n",
       "                        <td id=\"T_0aafb_row3_col4\" class=\"data row3 col4\" >0.110000</td>\n",
       "                        <td id=\"T_0aafb_row3_col5\" class=\"data row3 col5\" >0.070000</td>\n",
       "                        <td id=\"T_0aafb_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.41</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.30</td>\n",
       "      <td>00.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.19</td>\n",
       "      <td>00.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.09</td>\n",
       "      <td>00.14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DE\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_28736_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_28736_row0_col1{\n",
       "            background-color:  #056ba7;\n",
       "        }#T_28736_row0_col2,#T_28736_row0_col3{\n",
       "            background-color:  #1077b4;\n",
       "        }#T_28736_row0_col4{\n",
       "            background-color:  #2d8abd;\n",
       "        }#T_28736_row0_col5{\n",
       "            background-color:  #6ba5cd;\n",
       "        }#T_28736_row0_col6{\n",
       "            background-color:  #83afd3;\n",
       "        }#T_28736_row1_col0{\n",
       "            background-color:  #04649e;\n",
       "        }#T_28736_row1_col1{\n",
       "            background-color:  #3d93c2;\n",
       "        }#T_28736_row1_col2,#T_28736_row1_col3{\n",
       "            background-color:  #509ac6;\n",
       "        }#T_28736_row1_col4{\n",
       "            background-color:  #91b5d6;\n",
       "        }#T_28736_row1_col5,#T_28736_row3_col1{\n",
       "            background-color:  #c6cce3;\n",
       "        }#T_28736_row1_col6{\n",
       "            background-color:  #d2d3e7;\n",
       "        }#T_28736_row2_col0{\n",
       "            background-color:  #348ebf;\n",
       "        }#T_28736_row2_col1,#T_28736_row2_col3{\n",
       "            background-color:  #99b8d8;\n",
       "        }#T_28736_row2_col2{\n",
       "            background-color:  #adc1dd;\n",
       "        }#T_28736_row2_col4{\n",
       "            background-color:  #cdd0e5;\n",
       "        }#T_28736_row2_col5,#T_28736_row2_col6,#T_28736_row3_col3,#T_28736_row3_col4{\n",
       "            background-color:  #ebe6f2;\n",
       "        }#T_28736_row3_col0{\n",
       "            background-color:  #73a9cf;\n",
       "        }#T_28736_row3_col2{\n",
       "            background-color:  #e3e0ee;\n",
       "        }#T_28736_row3_col5,#T_28736_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_28736_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_28736_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_28736_row0_col0\" class=\"data row0 col0\" >0.540000</td>\n",
       "                        <td id=\"T_28736_row0_col1\" class=\"data row0 col1\" >0.420000</td>\n",
       "                        <td id=\"T_28736_row0_col2\" class=\"data row0 col2\" >0.390000</td>\n",
       "                        <td id=\"T_28736_row0_col3\" class=\"data row0 col3\" >0.390000</td>\n",
       "                        <td id=\"T_28736_row0_col4\" class=\"data row0 col4\" >0.350000</td>\n",
       "                        <td id=\"T_28736_row0_col5\" class=\"data row0 col5\" >0.280000</td>\n",
       "                        <td id=\"T_28736_row0_col6\" class=\"data row0 col6\" >0.250000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28736_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_28736_row1_col0\" class=\"data row1 col0\" >0.440000</td>\n",
       "                        <td id=\"T_28736_row1_col1\" class=\"data row1 col1\" >0.330000</td>\n",
       "                        <td id=\"T_28736_row1_col2\" class=\"data row1 col2\" >0.310000</td>\n",
       "                        <td id=\"T_28736_row1_col3\" class=\"data row1 col3\" >0.310000</td>\n",
       "                        <td id=\"T_28736_row1_col4\" class=\"data row1 col4\" >0.230000</td>\n",
       "                        <td id=\"T_28736_row1_col5\" class=\"data row1 col5\" >0.150000</td>\n",
       "                        <td id=\"T_28736_row1_col6\" class=\"data row1 col6\" >0.130000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28736_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_28736_row2_col0\" class=\"data row2 col0\" >0.340000</td>\n",
       "                        <td id=\"T_28736_row2_col1\" class=\"data row2 col1\" >0.220000</td>\n",
       "                        <td id=\"T_28736_row2_col2\" class=\"data row2 col2\" >0.190000</td>\n",
       "                        <td id=\"T_28736_row2_col3\" class=\"data row2 col3\" >0.220000</td>\n",
       "                        <td id=\"T_28736_row2_col4\" class=\"data row2 col4\" >0.140000</td>\n",
       "                        <td id=\"T_28736_row2_col5\" class=\"data row2 col5\" >0.070000</td>\n",
       "                        <td id=\"T_28736_row2_col6\" class=\"data row2 col6\" >0.070000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_28736_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_28736_row3_col0\" class=\"data row3 col0\" >0.270000</td>\n",
       "                        <td id=\"T_28736_row3_col1\" class=\"data row3 col1\" >0.150000</td>\n",
       "                        <td id=\"T_28736_row3_col2\" class=\"data row3 col2\" >0.090000</td>\n",
       "                        <td id=\"T_28736_row3_col3\" class=\"data row3 col3\" >0.070000</td>\n",
       "                        <td id=\"T_28736_row3_col4\" class=\"data row3 col4\" >0.070000</td>\n",
       "                        <td id=\"T_28736_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_28736_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.41</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.31</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.18</td>\n",
       "      <td>00.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.07</td>\n",
       "      <td>00.12</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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     "output_type": "stream",
     "text": [
      "LB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_dc06e_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_dc06e_row0_col1{\n",
       "            background-color:  #1b7eb7;\n",
       "        }#T_dc06e_row0_col2{\n",
       "            background-color:  #4496c3;\n",
       "        }#T_dc06e_row0_col3{\n",
       "            background-color:  #6da6cd;\n",
       "        }#T_dc06e_row0_col4{\n",
       "            background-color:  #84b0d3;\n",
       "        }#T_dc06e_row0_col5{\n",
       "            background-color:  #9ab8d8;\n",
       "        }#T_dc06e_row0_col6{\n",
       "            background-color:  #c6cce3;\n",
       "        }#T_dc06e_row1_col0{\n",
       "            background-color:  #0a73b2;\n",
       "        }#T_dc06e_row1_col1,#T_dc06e_row2_col0{\n",
       "            background-color:  #529bc7;\n",
       "        }#T_dc06e_row1_col2,#T_dc06e_row1_col3,#T_dc06e_row2_col1{\n",
       "            background-color:  #8fb4d6;\n",
       "        }#T_dc06e_row1_col4,#T_dc06e_row2_col2{\n",
       "            background-color:  #c2cbe2;\n",
       "        }#T_dc06e_row1_col5{\n",
       "            background-color:  #d7d6e9;\n",
       "        }#T_dc06e_row1_col6{\n",
       "            background-color:  #e0dded;\n",
       "        }#T_dc06e_row2_col3,#T_dc06e_row3_col1{\n",
       "            background-color:  #d0d1e6;\n",
       "        }#T_dc06e_row2_col4{\n",
       "            background-color:  #e9e5f1;\n",
       "        }#T_dc06e_row2_col5,#T_dc06e_row2_col6{\n",
       "            background-color:  #eee9f3;\n",
       "        }#T_dc06e_row3_col0{\n",
       "            background-color:  #8bb2d4;\n",
       "        }#T_dc06e_row3_col2{\n",
       "            background-color:  #e6e2ef;\n",
       "        }#T_dc06e_row3_col3{\n",
       "            background-color:  #ece7f2;\n",
       "        }#T_dc06e_row3_col4{\n",
       "            background-color:  #f5eef6;\n",
       "        }#T_dc06e_row3_col5,#T_dc06e_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_dc06e_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_dc06e_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_dc06e_row0_col0\" class=\"data row0 col0\" >0.720000</td>\n",
       "                        <td id=\"T_dc06e_row0_col1\" class=\"data row0 col1\" >0.500000</td>\n",
       "                        <td id=\"T_dc06e_row0_col2\" class=\"data row0 col2\" >0.430000</td>\n",
       "                        <td id=\"T_dc06e_row0_col3\" class=\"data row0 col3\" >0.370000</td>\n",
       "                        <td id=\"T_dc06e_row0_col4\" class=\"data row0 col4\" >0.330000</td>\n",
       "                        <td id=\"T_dc06e_row0_col5\" class=\"data row0 col5\" >0.290000</td>\n",
       "                        <td id=\"T_dc06e_row0_col6\" class=\"data row0 col6\" >0.200000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_dc06e_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_dc06e_row1_col0\" class=\"data row1 col0\" >0.530000</td>\n",
       "                        <td id=\"T_dc06e_row1_col1\" class=\"data row1 col1\" >0.410000</td>\n",
       "                        <td id=\"T_dc06e_row1_col2\" class=\"data row1 col2\" >0.310000</td>\n",
       "                        <td id=\"T_dc06e_row1_col3\" class=\"data row1 col3\" >0.310000</td>\n",
       "                        <td id=\"T_dc06e_row1_col4\" class=\"data row1 col4\" >0.210000</td>\n",
       "                        <td id=\"T_dc06e_row1_col5\" class=\"data row1 col5\" >0.160000</td>\n",
       "                        <td id=\"T_dc06e_row1_col6\" class=\"data row1 col6\" >0.130000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_dc06e_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_dc06e_row2_col0\" class=\"data row2 col0\" >0.410000</td>\n",
       "                        <td id=\"T_dc06e_row2_col1\" class=\"data row2 col1\" >0.310000</td>\n",
       "                        <td id=\"T_dc06e_row2_col2\" class=\"data row2 col2\" >0.210000</td>\n",
       "                        <td id=\"T_dc06e_row2_col3\" class=\"data row2 col3\" >0.180000</td>\n",
       "                        <td id=\"T_dc06e_row2_col4\" class=\"data row2 col4\" >0.100000</td>\n",
       "                        <td id=\"T_dc06e_row2_col5\" class=\"data row2 col5\" >0.080000</td>\n",
       "                        <td id=\"T_dc06e_row2_col6\" class=\"data row2 col6\" >0.080000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_dc06e_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_dc06e_row3_col0\" class=\"data row3 col0\" >0.320000</td>\n",
       "                        <td id=\"T_dc06e_row3_col1\" class=\"data row3 col1\" >0.180000</td>\n",
       "                        <td id=\"T_dc06e_row3_col2\" class=\"data row3 col2\" >0.110000</td>\n",
       "                        <td id=\"T_dc06e_row3_col3\" class=\"data row3 col3\" >0.090000</td>\n",
       "                        <td id=\"T_dc06e_row3_col4\" class=\"data row3 col4\" >0.050000</td>\n",
       "                        <td id=\"T_dc06e_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_dc06e_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.43</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.31</td>\n",
       "      <td>00.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.16</td>\n",
       "      <td>00.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.08</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "DB\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>By round</h2><style  type=\"text/css\" >\n",
       "#T_35e85_row0_col0{\n",
       "            background-color:  #023858;\n",
       "        }#T_35e85_row0_col1,#T_35e85_row1_col0{\n",
       "            background-color:  #1c7fb8;\n",
       "        }#T_35e85_row0_col2,#T_35e85_row2_col0{\n",
       "            background-color:  #4c99c5;\n",
       "        }#T_35e85_row0_col3{\n",
       "            background-color:  #549cc7;\n",
       "        }#T_35e85_row0_col4{\n",
       "            background-color:  #5ea0ca;\n",
       "        }#T_35e85_row0_col5,#T_35e85_row1_col4{\n",
       "            background-color:  #a4bcda;\n",
       "        }#T_35e85_row0_col6{\n",
       "            background-color:  #7eadd1;\n",
       "        }#T_35e85_row1_col1{\n",
       "            background-color:  #4295c3;\n",
       "        }#T_35e85_row1_col2{\n",
       "            background-color:  #86b0d3;\n",
       "        }#T_35e85_row1_col3{\n",
       "            background-color:  #9cb9d9;\n",
       "        }#T_35e85_row1_col5,#T_35e85_row2_col3{\n",
       "            background-color:  #ced0e6;\n",
       "        }#T_35e85_row1_col6{\n",
       "            background-color:  #bcc7e1;\n",
       "        }#T_35e85_row2_col1{\n",
       "            background-color:  #6fa7ce;\n",
       "        }#T_35e85_row2_col2{\n",
       "            background-color:  #c2cbe2;\n",
       "        }#T_35e85_row2_col4,#T_35e85_row2_col5,#T_35e85_row2_col6,#T_35e85_row3_col2{\n",
       "            background-color:  #e4e1ef;\n",
       "        }#T_35e85_row3_col0{\n",
       "            background-color:  #78abd0;\n",
       "        }#T_35e85_row3_col1{\n",
       "            background-color:  #b0c2de;\n",
       "        }#T_35e85_row3_col3{\n",
       "            background-color:  #ece7f2;\n",
       "        }#T_35e85_row3_col4{\n",
       "            background-color:  #f7f0f7;\n",
       "        }#T_35e85_row3_col5,#T_35e85_row3_col6{\n",
       "            background-color:  #fff7fb;\n",
       "        }</style><table style=\"display:inline\" id=\"T_35e85_\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >1</th>        <th class=\"col_heading level0 col1\" >2</th>        <th class=\"col_heading level0 col2\" >3</th>        <th class=\"col_heading level0 col3\" >4</th>        <th class=\"col_heading level0 col4\" >5</th>        <th class=\"col_heading level0 col5\" >6</th>        <th class=\"col_heading level0 col6\" >7</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_35e85_level0_row0\" class=\"row_heading level0 row0\" >90th</th>\n",
       "                        <td id=\"T_35e85_row0_col0\" class=\"data row0 col0\" >0.550000</td>\n",
       "                        <td id=\"T_35e85_row0_col1\" class=\"data row0 col1\" >0.380000</td>\n",
       "                        <td id=\"T_35e85_row0_col2\" class=\"data row0 col2\" >0.320000</td>\n",
       "                        <td id=\"T_35e85_row0_col3\" class=\"data row0 col3\" >0.310000</td>\n",
       "                        <td id=\"T_35e85_row0_col4\" class=\"data row0 col4\" >0.300000</td>\n",
       "                        <td id=\"T_35e85_row0_col5\" class=\"data row0 col5\" >0.210000</td>\n",
       "                        <td id=\"T_35e85_row0_col6\" class=\"data row0 col6\" >0.260000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_35e85_level0_row1\" class=\"row_heading level0 row1\" >75th</th>\n",
       "                        <td id=\"T_35e85_row1_col0\" class=\"data row1 col0\" >0.380000</td>\n",
       "                        <td id=\"T_35e85_row1_col1\" class=\"data row1 col1\" >0.330000</td>\n",
       "                        <td id=\"T_35e85_row1_col2\" class=\"data row1 col2\" >0.250000</td>\n",
       "                        <td id=\"T_35e85_row1_col3\" class=\"data row1 col3\" >0.220000</td>\n",
       "                        <td id=\"T_35e85_row1_col4\" class=\"data row1 col4\" >0.210000</td>\n",
       "                        <td id=\"T_35e85_row1_col5\" class=\"data row1 col5\" >0.140000</td>\n",
       "                        <td id=\"T_35e85_row1_col6\" class=\"data row1 col6\" >0.170000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_35e85_level0_row2\" class=\"row_heading level0 row2\" >50th</th>\n",
       "                        <td id=\"T_35e85_row2_col0\" class=\"data row2 col0\" >0.320000</td>\n",
       "                        <td id=\"T_35e85_row2_col1\" class=\"data row2 col1\" >0.280000</td>\n",
       "                        <td id=\"T_35e85_row2_col2\" class=\"data row2 col2\" >0.160000</td>\n",
       "                        <td id=\"T_35e85_row2_col3\" class=\"data row2 col3\" >0.140000</td>\n",
       "                        <td id=\"T_35e85_row2_col4\" class=\"data row2 col4\" >0.090000</td>\n",
       "                        <td id=\"T_35e85_row2_col5\" class=\"data row2 col5\" >0.090000</td>\n",
       "                        <td id=\"T_35e85_row2_col6\" class=\"data row2 col6\" >0.090000</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_35e85_level0_row3\" class=\"row_heading level0 row3\" >25th</th>\n",
       "                        <td id=\"T_35e85_row3_col0\" class=\"data row3 col0\" >0.270000</td>\n",
       "                        <td id=\"T_35e85_row3_col1\" class=\"data row3 col1\" >0.190000</td>\n",
       "                        <td id=\"T_35e85_row3_col2\" class=\"data row3 col2\" >0.090000</td>\n",
       "                        <td id=\"T_35e85_row3_col3\" class=\"data row3 col3\" >0.070000</td>\n",
       "                        <td id=\"T_35e85_row3_col4\" class=\"data row3 col4\" >0.030000</td>\n",
       "                        <td id=\"T_35e85_row3_col5\" class=\"data row3 col5\" >0.000000</td>\n",
       "                        <td id=\"T_35e85_row3_col6\" class=\"data row3 col6\" >0.000000</td>\n",
       "            </tr>\n",
       "    </tbody></table style=\"display:inline\"></td></th><th style=\"text-align:center\"><td style=\"vertical-align:top\"><h2>Overall</h2><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>overall</th>\n",
       "      <th>non-zero av</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90th</th>\n",
       "      <td>00.35</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75th</th>\n",
       "      <td>00.27</td>\n",
       "      <td>00.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50th</th>\n",
       "      <td>00.15</td>\n",
       "      <td>00.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25th</th>\n",
       "      <td>00.07</td>\n",
       "      <td>00.10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"></td></th>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def background_gradient(s, m=None, M=None, cmap='PuBu', low=0, high=0):\n",
    "    if m is None:\n",
    "        m = s.min().min()\n",
    "    if M is None:\n",
    "        M = s.max().max()\n",
    "    rng = M - m\n",
    "    norm = colors.Normalize(m - (rng * low),\n",
    "                            M + (rng * high))\n",
    "    normed = s.apply(norm)\n",
    "\n",
    "    cm = plt.cm.get_cmap(cmap)\n",
    "    c = normed.applymap(lambda x: colors.rgb2hex(cm(x)))\n",
    "    ret = c.applymap(lambda x: 'background-color: %s' % x)\n",
    "    return ret\n",
    "\n",
    "\n",
    "def get_percentiles(data, percentiles):\n",
    "    ret = []\n",
    "    for p in percentiles:\n",
    "        ret.append(round(np.percentile(data, int(p)), 2))\n",
    "\n",
    "    return ret\n",
    "\n",
    "def print_percentiles(positions, target='av_by_game'):\n",
    "    for position in positions:\n",
    "        print(position)\n",
    "        position_data = data.loc[data['position'] == position]\n",
    "\n",
    "        percentiles = ['90', '75', '50', '25']\n",
    "\n",
    "        rounds = {}\n",
    "        for rnd in range(1,8):\n",
    "            rounds[rnd] = []\n",
    "            avs = position_data.loc[data['round'] == rnd][target]\n",
    "            rounds[rnd] = get_percentiles(avs, percentiles)\n",
    "        \n",
    "        overall = {}\n",
    "        overall['overall'] = get_percentiles(position_data[target], percentiles)\n",
    "        overall['non-zero av'] = get_percentiles(position_data.query(f\"{target} != 0\")[target], percentiles)\n",
    "\n",
    "\n",
    "        df = pd.DataFrame(data=rounds)\n",
    "        ovr_df = pd.DataFrame(data=overall)\n",
    "\n",
    "        for i in range(len(percentiles)):\n",
    "            df = df.rename({i: percentiles[i] + 'th'}, axis='index')\n",
    "            ovr_df = ovr_df.rename({i: percentiles[i] + 'th'}, axis='index')\n",
    "        \n",
    "        df = df.style.apply(background_gradient, axis=None)\n",
    "#         ovr_df = ovr_df.style.apply(background_gradient, axis=None)\n",
    "\n",
    "        display_side_by_side(df, ovr_df, titles=['By round', 'Overall'])\n",
    "        \n",
    "print_percentiles(positions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "threatened-dancing",
   "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>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Grady Jarrett</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>137</td>\n",
       "      <td>93</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>24</td>\n",
       "      <td>07.00</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1421</th>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>151</td>\n",
       "      <td>IND</td>\n",
       "      <td>David Parry</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>151</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3695</th>\n",
       "      <td>2006</td>\n",
       "      <td>5</td>\n",
       "      <td>134</td>\n",
       "      <td>BUF</td>\n",
       "      <td>Kyle Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>134</td>\n",
       "      <td>183</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>28</td>\n",
       "      <td>05.92</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>2012</td>\n",
       "      <td>7</td>\n",
       "      <td>225</td>\n",
       "      <td>SEA</td>\n",
       "      <td>J.R. Sweezy</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>225</td>\n",
       "      <td>117</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>29</td>\n",
       "      <td>27</td>\n",
       "      <td>05.22</td>\n",
       "      <td>00.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3744</th>\n",
       "      <td>2006</td>\n",
       "      <td>6</td>\n",
       "      <td>183</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Johnny Jolly</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>183</td>\n",
       "      <td>61</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>20</td>\n",
       "      <td>02.88</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2522</th>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>233</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Lawrence Guy</td>\n",
       "      <td>DT</td>\n",
       "      <td>21.00</td>\n",
       "      <td>233</td>\n",
       "      <td>129</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>04.80</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980</th>\n",
       "      <td>2013</td>\n",
       "      <td>6</td>\n",
       "      <td>198</td>\n",
       "      <td>HOU</td>\n",
       "      <td>Chris Jones</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>198</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>03.75</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>2016</td>\n",
       "      <td>5</td>\n",
       "      <td>166</td>\n",
       "      <td>HOU</td>\n",
       "      <td>D.J. Reader</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>166</td>\n",
       "      <td>66</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>04.80</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>942</th>\n",
       "      <td>2017</td>\n",
       "      <td>5</td>\n",
       "      <td>178</td>\n",
       "      <td>MIA</td>\n",
       "      <td>Davon Godchaux</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>178</td>\n",
       "      <td>52</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>04.50</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3244</th>\n",
       "      <td>2008</td>\n",
       "      <td>6</td>\n",
       "      <td>190</td>\n",
       "      <td>CLE</td>\n",
       "      <td>Ahtyba Rubin</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>190</td>\n",
       "      <td>143</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>32</td>\n",
       "      <td>21</td>\n",
       "      <td>04.90</td>\n",
       "      <td>00.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2173</th>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Malik Jackson</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>137</td>\n",
       "      <td>126</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>04.67</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3493</th>\n",
       "      <td>2007</td>\n",
       "      <td>6</td>\n",
       "      <td>187</td>\n",
       "      <td>CIN</td>\n",
       "      <td>Matt Toeaina</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>187</td>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>02.00</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3714</th>\n",
       "      <td>2006</td>\n",
       "      <td>5</td>\n",
       "      <td>153</td>\n",
       "      <td>WAS</td>\n",
       "      <td>Anthony Montgomery</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>153</td>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>03.50</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4574</th>\n",
       "      <td>2003</td>\n",
       "      <td>7</td>\n",
       "      <td>248</td>\n",
       "      <td>MIA</td>\n",
       "      <td>Davern Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>248</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>00.50</td>\n",
       "      <td>00.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>2015</td>\n",
       "      <td>5</td>\n",
       "      <td>154</td>\n",
       "      <td>NOR</td>\n",
       "      <td>Tyeler Davison</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>154</td>\n",
       "      <td>93</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>19</td>\n",
       "      <td>21</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>198</td>\n",
       "      <td>SFO</td>\n",
       "      <td>D.J. Jones</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>198</td>\n",
       "      <td>44</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>03.50</td>\n",
       "      <td>00.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1746</th>\n",
       "      <td>2014</td>\n",
       "      <td>7</td>\n",
       "      <td>220</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Shamar Stephen</td>\n",
       "      <td>DT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>220</td>\n",
       "      <td>98</td>\n",
       "      <td>4</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>31</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>04.43</td>\n",
       "      <td>00.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>2001</td>\n",
       "      <td>5</td>\n",
       "      <td>133</td>\n",
       "      <td>ARI</td>\n",
       "      <td>Mario Fatafehi</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>133</td>\n",
       "      <td>45</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>14</td>\n",
       "      <td>03.50</td>\n",
       "      <td>00.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3235</th>\n",
       "      <td>2008</td>\n",
       "      <td>6</td>\n",
       "      <td>181</td>\n",
       "      <td>CAR</td>\n",
       "      <td>Nick Hayden</td>\n",
       "      <td>DT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>181</td>\n",
       "      <td>76</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>02.88</td>\n",
       "      <td>00.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team         player_name position  drafted_age  \\\n",
       "1407  2015      5   137  ATL       Grady Jarrett       DT        22.00   \n",
       "1421  2015      5   151  IND         David Parry       DT        23.00   \n",
       "3695  2006      5   134  BUF       Kyle Williams       DT        23.00   \n",
       "2261  2012      7   225  SEA         J.R. Sweezy       DT        23.00   \n",
       "3744  2006      6   183  GNB        Johnny Jolly       DT        23.00   \n",
       "2522  2011      7   233  GNB        Lawrence Guy       DT        21.00   \n",
       "1980  2013      6   198  HOU         Chris Jones       DT        23.00   \n",
       "1183  2016      5   166  HOU         D.J. Reader       DT        22.00   \n",
       "942   2017      5   178  MIA      Davon Godchaux       DT        22.00   \n",
       "3244  2008      6   190  CLE        Ahtyba Rubin       DT        22.00   \n",
       "2173  2012      5   137  DEN       Malik Jackson       DT        22.00   \n",
       "3493  2007      6   187  CIN        Matt Toeaina       DT        22.00   \n",
       "3714  2006      5   153  WAS  Anthony Montgomery       DT        22.00   \n",
       "4574  2003      7   248  MIA     Davern Williams       DT        23.00   \n",
       "1424  2015      5   154  NOR      Tyeler Davison       DT        23.00   \n",
       "962   2017      6   198  SFO          D.J. Jones       DT        22.00   \n",
       "1746  2014      7   220  MIN      Shamar Stephen       DT        23.00   \n",
       "4982  2001      5   133  ARI      Mario Fatafehi       DT        22.00   \n",
       "3235  2008      6   181  CAR         Nick Hayden       DT        22.00   \n",
       "\n",
       "      college  games  years_as_starter  carrer_duration  first_team_ap  \\\n",
       "1407      137     93                 5                6              0   \n",
       "1421      151     36                 2                4              0   \n",
       "3695      134    183                11               13              0   \n",
       "2261      225    117                 6                9              0   \n",
       "3744      183     61                 3                8              0   \n",
       "2522      233    129                 5               10              0   \n",
       "1980      198     41                 0                4              0   \n",
       "1183      166     66                 2                5              0   \n",
       "942       178     52                 2                4              0   \n",
       "3244      190    143                 7               10              0   \n",
       "2173      137    126                 4                9              0   \n",
       "3493      187     36                 2                6              0   \n",
       "3714      153     42                 1                4              0   \n",
       "4574      248      3                 0                2              0   \n",
       "1424      154     93                 5                6              0   \n",
       "962       198     44                 2                4              0   \n",
       "1746      220     98                 4                7              0   \n",
       "4982      133     45                 2                4              0   \n",
       "3235      181     76                 4                8              0   \n",
       "\n",
       "      pro_bowls  av  av_by_drafted_team  first_4_years_av  av_by_year  \\\n",
       "1407          2  42                  42                24       07.00   \n",
       "1421          0  16                  16                16       04.00   \n",
       "3695          6  77                  77                28       05.92   \n",
       "2261          0  47                  29                27       05.22   \n",
       "3744          0  23                  23                20       02.88   \n",
       "2522          0  48                   0                 4       04.80   \n",
       "1980          0  15                   0                12       03.75   \n",
       "1183          0  24                  23                24       04.80   \n",
       "942           0  18                  18                19       04.50   \n",
       "3244          0  49                  32                21       04.90   \n",
       "2173          1  42                  14                17       04.67   \n",
       "3493          0  12                   0                 6       02.00   \n",
       "3714          0  14                  14                14       03.50   \n",
       "4574          0   1                   0                 1       00.50   \n",
       "1424          0  30                  19                21       05.00   \n",
       "962           0  14                  14                15       03.50   \n",
       "1746          0  31                  25                15       04.43   \n",
       "4982          0  14                   1                14       03.50   \n",
       "3235          0  23                   5                 6       02.88   \n",
       "\n",
       "      av_by_game  \n",
       "1407       00.45  \n",
       "1421       00.44  \n",
       "3695       00.42  \n",
       "2261       00.40  \n",
       "3744       00.38  \n",
       "2522       00.37  \n",
       "1980       00.37  \n",
       "1183       00.36  \n",
       "942        00.35  \n",
       "3244       00.34  \n",
       "2173       00.33  \n",
       "3493       00.33  \n",
       "3714       00.33  \n",
       "4574       00.33  \n",
       "1424       00.32  \n",
       "962        00.32  \n",
       "1746       00.32  \n",
       "4982       00.31  \n",
       "3235       00.30  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av_by_game > 0.300000').query('round > 4').query('position == \"DT\"').sort_values(by=['av_by_game'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ready-batch",
   "metadata": {
    "scrolled": true
   },
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2480</th>\n",
       "      <td>2011</td>\n",
       "      <td>6</td>\n",
       "      <td>191</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Jason Kelce</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>191</td>\n",
       "      <td>142</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>22</td>\n",
       "      <td>07.30</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4490</th>\n",
       "      <td>2003</td>\n",
       "      <td>5</td>\n",
       "      <td>164</td>\n",
       "      <td>NWE</td>\n",
       "      <td>Dan Koppen</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>164</td>\n",
       "      <td>136</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>68</td>\n",
       "      <td>64</td>\n",
       "      <td>31</td>\n",
       "      <td>06.80</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2541</th>\n",
       "      <td>2011</td>\n",
       "      <td>7</td>\n",
       "      <td>252</td>\n",
       "      <td>DAL</td>\n",
       "      <td>Bill Nagy</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>252</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>01.00</td>\n",
       "      <td>00.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1687</th>\n",
       "      <td>2014</td>\n",
       "      <td>5</td>\n",
       "      <td>161</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Corey Linsley</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>161</td>\n",
       "      <td>99</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>28</td>\n",
       "      <td>06.86</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>244</td>\n",
       "      <td>SFO</td>\n",
       "      <td>Trent Brown</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>244</td>\n",
       "      <td>63</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>11</td>\n",
       "      <td>23</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>200</td>\n",
       "      <td>KAN</td>\n",
       "      <td>Laurent Duvernay-Tardif</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>200</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>20</td>\n",
       "      <td>04.50</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2185</th>\n",
       "      <td>2012</td>\n",
       "      <td>5</td>\n",
       "      <td>149</td>\n",
       "      <td>SDG</td>\n",
       "      <td>Johnnie Troutman</td>\n",
       "      <td>iOL</td>\n",
       "      <td>24.00</td>\n",
       "      <td>149</td>\n",
       "      <td>29</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>04.33</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4486</th>\n",
       "      <td>2003</td>\n",
       "      <td>5</td>\n",
       "      <td>160</td>\n",
       "      <td>NYG</td>\n",
       "      <td>David Diehl</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>160</td>\n",
       "      <td>164</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>29</td>\n",
       "      <td>06.55</td>\n",
       "      <td>00.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4322</th>\n",
       "      <td>2004</td>\n",
       "      <td>7</td>\n",
       "      <td>251</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Scott Wells</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>251</td>\n",
       "      <td>146</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>63</td>\n",
       "      <td>51</td>\n",
       "      <td>19</td>\n",
       "      <td>05.73</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4212</th>\n",
       "      <td>2004</td>\n",
       "      <td>5</td>\n",
       "      <td>141</td>\n",
       "      <td>IND</td>\n",
       "      <td>Jake Scott</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>141</td>\n",
       "      <td>131</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>06.22</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4062</th>\n",
       "      <td>2005</td>\n",
       "      <td>7</td>\n",
       "      <td>246</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Will Whitticker</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>246</td>\n",
       "      <td>15</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>06.00</td>\n",
       "      <td>00.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4775</th>\n",
       "      <td>2002</td>\n",
       "      <td>6</td>\n",
       "      <td>187</td>\n",
       "      <td>TEN</td>\n",
       "      <td>Justin Hartwig</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>187</td>\n",
       "      <td>99</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>04.88</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2461</th>\n",
       "      <td>2011</td>\n",
       "      <td>6</td>\n",
       "      <td>172</td>\n",
       "      <td>MIN</td>\n",
       "      <td>Brandon Fusco</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>172</td>\n",
       "      <td>90</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>15</td>\n",
       "      <td>04.38</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>2014</td>\n",
       "      <td>7</td>\n",
       "      <td>237</td>\n",
       "      <td>BUF</td>\n",
       "      <td>Seantrel Henderson</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>237</td>\n",
       "      <td>39</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>02.50</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1212</th>\n",
       "      <td>2016</td>\n",
       "      <td>6</td>\n",
       "      <td>195</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Wes Schweitzer</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>195</td>\n",
       "      <td>62</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>04.60</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1733</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>207</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Matt Paradis</td>\n",
       "      <td>iOL</td>\n",
       "      <td>24.00</td>\n",
       "      <td>207</td>\n",
       "      <td>89</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>20</td>\n",
       "      <td>19</td>\n",
       "      <td>04.71</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1705</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>179</td>\n",
       "      <td>NWE</td>\n",
       "      <td>Jon Halapio</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>179</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>01.67</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5068</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>219</td>\n",
       "      <td>ATL</td>\n",
       "      <td>Kynan Forney</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>219</td>\n",
       "      <td>98</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>26</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1719</th>\n",
       "      <td>2014</td>\n",
       "      <td>6</td>\n",
       "      <td>193</td>\n",
       "      <td>KAN</td>\n",
       "      <td>Zach Fulton</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>193</td>\n",
       "      <td>107</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>05.57</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3011</th>\n",
       "      <td>2009</td>\n",
       "      <td>7</td>\n",
       "      <td>213</td>\n",
       "      <td>PHI</td>\n",
       "      <td>Paul Fanaika</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>213</td>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>02.00</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5069</th>\n",
       "      <td>2001</td>\n",
       "      <td>7</td>\n",
       "      <td>220</td>\n",
       "      <td>IND</td>\n",
       "      <td>Rick DeMulling</td>\n",
       "      <td>iOL</td>\n",
       "      <td>24.00</td>\n",
       "      <td>220</td>\n",
       "      <td>81</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>04.14</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3722</th>\n",
       "      <td>2006</td>\n",
       "      <td>5</td>\n",
       "      <td>161</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Chris Kuper</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>161</td>\n",
       "      <td>90</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>20</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1496</th>\n",
       "      <td>2015</td>\n",
       "      <td>7</td>\n",
       "      <td>226</td>\n",
       "      <td>NYG</td>\n",
       "      <td>Bobby Hart</td>\n",
       "      <td>iOL</td>\n",
       "      <td>21.00</td>\n",
       "      <td>226</td>\n",
       "      <td>79</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>7</td>\n",
       "      <td>18</td>\n",
       "      <td>04.67</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2991</th>\n",
       "      <td>2009</td>\n",
       "      <td>6</td>\n",
       "      <td>193</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>Matt Slauson</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>193</td>\n",
       "      <td>113</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>04.00</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4016</th>\n",
       "      <td>2005</td>\n",
       "      <td>6</td>\n",
       "      <td>200</td>\n",
       "      <td>DEN</td>\n",
       "      <td>Chris Myers</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>200</td>\n",
       "      <td>153</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>54</td>\n",
       "      <td>8</td>\n",
       "      <td>18</td>\n",
       "      <td>05.40</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1265</th>\n",
       "      <td>2016</td>\n",
       "      <td>7</td>\n",
       "      <td>248</td>\n",
       "      <td>IND</td>\n",
       "      <td>Austin Blythe</td>\n",
       "      <td>iOL</td>\n",
       "      <td>24.00</td>\n",
       "      <td>248</td>\n",
       "      <td>71</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>05.00</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3771</th>\n",
       "      <td>2006</td>\n",
       "      <td>7</td>\n",
       "      <td>210</td>\n",
       "      <td>NOR</td>\n",
       "      <td>Zach Strief</td>\n",
       "      <td>iOL</td>\n",
       "      <td>22.00</td>\n",
       "      <td>210</td>\n",
       "      <td>158</td>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>8</td>\n",
       "      <td>04.58</td>\n",
       "      <td>00.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4836</th>\n",
       "      <td>2002</td>\n",
       "      <td>7</td>\n",
       "      <td>248</td>\n",
       "      <td>SFO</td>\n",
       "      <td>Kyle Kosier</td>\n",
       "      <td>iOL</td>\n",
       "      <td>23.00</td>\n",
       "      <td>248</td>\n",
       "      <td>143</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>49</td>\n",
       "      <td>11</td>\n",
       "      <td>18</td>\n",
       "      <td>04.90</td>\n",
       "      <td>00.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team              player_name position  drafted_age  \\\n",
       "2480  2011      6   191  PHI              Jason Kelce      iOL        23.00   \n",
       "4490  2003      5   164  NWE               Dan Koppen      iOL        23.00   \n",
       "2541  2011      7   252  DAL                Bill Nagy      iOL        23.00   \n",
       "1687  2014      5   161  GNB            Corey Linsley      iOL        23.00   \n",
       "1514  2015      7   244  SFO              Trent Brown      iOL        22.00   \n",
       "1726  2014      6   200  KAN  Laurent Duvernay-Tardif      iOL        23.00   \n",
       "2185  2012      5   149  SDG         Johnnie Troutman      iOL        24.00   \n",
       "4486  2003      5   160  NYG              David Diehl      iOL        22.00   \n",
       "4322  2004      7   251  GNB              Scott Wells      iOL        23.00   \n",
       "4212  2004      5   141  IND               Jake Scott      iOL        23.00   \n",
       "4062  2005      7   246  GNB          Will Whitticker      iOL        23.00   \n",
       "4775  2002      6   187  TEN          Justin Hartwig       iOL        23.00   \n",
       "2461  2011      6   172  MIN            Brandon Fusco      iOL        23.00   \n",
       "1763  2014      7   237  BUF       Seantrel Henderson      iOL        22.00   \n",
       "1212  2016      6   195  ATL          Wes Schweitzer       iOL        22.00   \n",
       "1733  2014      6   207  DEN             Matt Paradis      iOL        24.00   \n",
       "1705  2014      6   179  NWE              Jon Halapio      iOL        23.00   \n",
       "5068  2001      7   219  ATL             Kynan Forney      iOL        22.00   \n",
       "1719  2014      6   193  KAN              Zach Fulton      iOL        22.00   \n",
       "3011  2009      7   213  PHI             Paul Fanaika      iOL        23.00   \n",
       "5069  2001      7   220  IND           Rick DeMulling      iOL        24.00   \n",
       "3722  2006      5   161  DEN              Chris Kuper      iOL        23.00   \n",
       "1496  2015      7   226  NYG              Bobby Hart       iOL        21.00   \n",
       "2991  2009      6   193  NYJ             Matt Slauson      iOL        23.00   \n",
       "4016  2005      6   200  DEN              Chris Myers      iOL        23.00   \n",
       "1265  2016      7   248  IND            Austin Blythe      iOL        24.00   \n",
       "3771  2006      7   210  NOR              Zach Strief      iOL        22.00   \n",
       "4836  2002      7   248  SFO              Kyle Kosier      iOL        23.00   \n",
       "\n",
       "      college  games  years_as_starter  carrer_duration  first_team_ap  \\\n",
       "2480      191    142                 9               10              3   \n",
       "4490      164    136                 9               10              0   \n",
       "2541      252      4                 0                2              0   \n",
       "1687      161     99                 7                7              1   \n",
       "1514      244     63                 4                6              0   \n",
       "1726      200     60                 4                6              0   \n",
       "2185      149     29                 2                3              0   \n",
       "4486      160    164                11               11              0   \n",
       "4322      251    146                 9               11              0   \n",
       "4212      141    131                 9                9              0   \n",
       "4062      246     15                 1                1              0   \n",
       "4775      187     99                 6                8              0   \n",
       "2461      172     90                 6                8              0   \n",
       "1763      237     39                 2                6              0   \n",
       "1212      195     62                 3                5              0   \n",
       "1733      207     89                 6                7              0   \n",
       "1705      179     27                 2                6              0   \n",
       "5068      219     98                 5                9              0   \n",
       "1719      193    107                 6                7              0   \n",
       "3011      213     33                 2                6              0   \n",
       "5069      220     81                 3                7              0   \n",
       "3722      161     90                 5                8              0   \n",
       "1496      226     79                 4                6              0   \n",
       "2991      193    113                 6               10              0   \n",
       "4016      200    153                 8               10              0   \n",
       "1265      248     71                 3                5              0   \n",
       "3771      210    158                 6               12              0   \n",
       "4836      248    143                 8               10              0   \n",
       "\n",
       "      pro_bowls  av  av_by_drafted_team  first_4_years_av  av_by_year  \\\n",
       "2480          4  73                  73                22       07.30   \n",
       "4490          1  68                  64                31       06.80   \n",
       "2541          0   2                   2                 2       01.00   \n",
       "1687          0  48                  48                28       06.86   \n",
       "1514          1  30                  11                23       05.00   \n",
       "1726          0  27                  27                20       04.50   \n",
       "2185          0  13                  13                13       04.33   \n",
       "4486          1  72                  72                29       06.55   \n",
       "4322          1  63                  51                19       05.73   \n",
       "4212          0  56                  33                36       06.22   \n",
       "4062          0   6                   6                 6       06.00   \n",
       "4775          0  39                  20                22       04.88   \n",
       "2461          0  35                  25                15       04.38   \n",
       "1763          0  15                  14                14       02.50   \n",
       "1212          0  23                  18                19       04.60   \n",
       "1733          0  33                  20                19       04.71   \n",
       "1705          0  10                   0                 2       01.67   \n",
       "5068          0  36                  36                26       04.00   \n",
       "1719          0  39                  21                24       05.57   \n",
       "3011          0  12                   0                 0       02.00   \n",
       "5069          0  29                  24                25       04.14   \n",
       "3722          0  32                  32                20       04.00   \n",
       "1496          0  28                   7                18       04.67   \n",
       "2991          0  40                  12                15       04.00   \n",
       "4016          2  54                   8                18       05.40   \n",
       "1265          0  25                   0                19       05.00   \n",
       "3771          0  55                  55                 8       04.58   \n",
       "4836          0  49                  11                18       04.90   \n",
       "\n",
       "      av_by_game  \n",
       "2480       00.51  \n",
       "4490       00.50  \n",
       "2541       00.50  \n",
       "1687       00.48  \n",
       "1514       00.48  \n",
       "1726       00.45  \n",
       "2185       00.45  \n",
       "4486       00.44  \n",
       "4322       00.43  \n",
       "4212       00.43  \n",
       "4062       00.40  \n",
       "4775       00.39  \n",
       "2461       00.39  \n",
       "1763       00.38  \n",
       "1212       00.37  \n",
       "1733       00.37  \n",
       "1705       00.37  \n",
       "5068       00.37  \n",
       "1719       00.36  \n",
       "3011       00.36  \n",
       "5069       00.36  \n",
       "3722       00.36  \n",
       "1496       00.35  \n",
       "2991       00.35  \n",
       "4016       00.35  \n",
       "1265       00.35  \n",
       "3771       00.35  \n",
       "4836       00.34  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av_by_game > 0.340000').query('round > 4').query('position == \"iOL\"').sort_values(by=['av_by_game'], ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cordless-civilization",
   "metadata": {
    "scrolled": true
   },
   "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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>round</th>\n",
       "      <th>pick</th>\n",
       "      <th>team</th>\n",
       "      <th>player_name</th>\n",
       "      <th>position</th>\n",
       "      <th>drafted_age</th>\n",
       "      <th>college</th>\n",
       "      <th>games</th>\n",
       "      <th>years_as_starter</th>\n",
       "      <th>carrer_duration</th>\n",
       "      <th>first_team_ap</th>\n",
       "      <th>pro_bowls</th>\n",
       "      <th>av</th>\n",
       "      <th>av_by_drafted_team</th>\n",
       "      <th>first_4_years_av</th>\n",
       "      <th>av_by_year</th>\n",
       "      <th>av_by_game</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3218</th>\n",
       "      <td>2008</td>\n",
       "      <td>5</td>\n",
       "      <td>164</td>\n",
       "      <td>NOR</td>\n",
       "      <td>Carl Nicks</td>\n",
       "      <td>OT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>164</td>\n",
       "      <td>73</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>47</td>\n",
       "      <td>44</td>\n",
       "      <td>47</td>\n",
       "      <td>07.83</td>\n",
       "      <td>00.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4280</th>\n",
       "      <td>2004</td>\n",
       "      <td>7</td>\n",
       "      <td>209</td>\n",
       "      <td>SDG</td>\n",
       "      <td>Shane Olivea</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>209</td>\n",
       "      <td>60</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>09.00</td>\n",
       "      <td>00.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3748</th>\n",
       "      <td>2006</td>\n",
       "      <td>6</td>\n",
       "      <td>187</td>\n",
       "      <td>SDG</td>\n",
       "      <td>Jeromey Clary</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>187</td>\n",
       "      <td>103</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>22</td>\n",
       "      <td>05.89</td>\n",
       "      <td>00.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3273</th>\n",
       "      <td>2008</td>\n",
       "      <td>7</td>\n",
       "      <td>219</td>\n",
       "      <td>BUF</td>\n",
       "      <td>Demetress Bell</td>\n",
       "      <td>OT</td>\n",
       "      <td>24.00</td>\n",
       "      <td>219</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>18</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>03.60</td>\n",
       "      <td>00.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2024</th>\n",
       "      <td>2013</td>\n",
       "      <td>7</td>\n",
       "      <td>242</td>\n",
       "      <td>SEA</td>\n",
       "      <td>Michael Bowie</td>\n",
       "      <td>OT</td>\n",
       "      <td>21.00</td>\n",
       "      <td>242</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>02.00</td>\n",
       "      <td>00.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1945</th>\n",
       "      <td>2013</td>\n",
       "      <td>5</td>\n",
       "      <td>163</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Jordan Mills</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>163</td>\n",
       "      <td>90</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>16</td>\n",
       "      <td>29</td>\n",
       "      <td>05.57</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>2017</td>\n",
       "      <td>6</td>\n",
       "      <td>190</td>\n",
       "      <td>LAC</td>\n",
       "      <td>Sam Tevi</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>190</td>\n",
       "      <td>58</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>06.25</td>\n",
       "      <td>00.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3760</th>\n",
       "      <td>2006</td>\n",
       "      <td>6</td>\n",
       "      <td>199</td>\n",
       "      <td>IND</td>\n",
       "      <td>Charlie Johnson</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>199</td>\n",
       "      <td>134</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>33</td>\n",
       "      <td>27</td>\n",
       "      <td>06.22</td>\n",
       "      <td>00.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3204</th>\n",
       "      <td>2008</td>\n",
       "      <td>5</td>\n",
       "      <td>150</td>\n",
       "      <td>GNB</td>\n",
       "      <td>Breno Giacomini</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>150</td>\n",
       "      <td>94</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>03.90</td>\n",
       "      <td>00.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1772</th>\n",
       "      <td>2014</td>\n",
       "      <td>7</td>\n",
       "      <td>246</td>\n",
       "      <td>CHI</td>\n",
       "      <td>Charles Leno Jr.</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>246</td>\n",
       "      <td>102</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>23</td>\n",
       "      <td>06.00</td>\n",
       "      <td>00.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1985</th>\n",
       "      <td>2013</td>\n",
       "      <td>6</td>\n",
       "      <td>203</td>\n",
       "      <td>BAL</td>\n",
       "      <td>Ryan Jensen</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>203</td>\n",
       "      <td>83</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>04.25</td>\n",
       "      <td>00.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4243</th>\n",
       "      <td>2004</td>\n",
       "      <td>6</td>\n",
       "      <td>172</td>\n",
       "      <td>DET</td>\n",
       "      <td>Kelly Butler</td>\n",
       "      <td>OT</td>\n",
       "      <td>22.00</td>\n",
       "      <td>172</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>03.00</td>\n",
       "      <td>00.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2284</th>\n",
       "      <td>2012</td>\n",
       "      <td>7</td>\n",
       "      <td>248</td>\n",
       "      <td>PIT</td>\n",
       "      <td>Kelvin Beachum</td>\n",
       "      <td>OT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>248</td>\n",
       "      <td>120</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>17</td>\n",
       "      <td>20</td>\n",
       "      <td>05.22</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950</th>\n",
       "      <td>2013</td>\n",
       "      <td>5</td>\n",
       "      <td>168</td>\n",
       "      <td>BAL</td>\n",
       "      <td>Ricky Wagner</td>\n",
       "      <td>OT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>168</td>\n",
       "      <td>118</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>46</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>05.75</td>\n",
       "      <td>00.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4499</th>\n",
       "      <td>2003</td>\n",
       "      <td>5</td>\n",
       "      <td>173</td>\n",
       "      <td>BAL</td>\n",
       "      <td>Tony Pashos</td>\n",
       "      <td>OT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>173</td>\n",
       "      <td>104</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>40</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>03.64</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>2011</td>\n",
       "      <td>5</td>\n",
       "      <td>138</td>\n",
       "      <td>NWE</td>\n",
       "      <td>Marcus Cannon</td>\n",
       "      <td>OT</td>\n",
       "      <td>23.00</td>\n",
       "      <td>138</td>\n",
       "      <td>115</td>\n",
       "      <td>5</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>04.89</td>\n",
       "      <td>00.38</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      year  round  pick team       player_name position  drafted_age  college  \\\n",
       "3218  2008      5   164  NOR        Carl Nicks       OT        23.00      164   \n",
       "4280  2004      7   209  SDG      Shane Olivea       OT        22.00      209   \n",
       "3748  2006      6   187  SDG     Jeromey Clary       OT        22.00      187   \n",
       "3273  2008      7   219  BUF    Demetress Bell       OT        24.00      219   \n",
       "2024  2013      7   242  SEA    Michael Bowie        OT        21.00      242   \n",
       "1945  2013      5   163  CHI      Jordan Mills       OT        22.00      163   \n",
       "954   2017      6   190  LAC          Sam Tevi       OT        22.00      190   \n",
       "3760  2006      6   199  IND  Charlie Johnson        OT        22.00      199   \n",
       "3204  2008      5   150  GNB   Breno Giacomini       OT        22.00      150   \n",
       "1772  2014      7   246  CHI  Charles Leno Jr.       OT        22.00      246   \n",
       "1985  2013      6   203  BAL       Ryan Jensen       OT        22.00      203   \n",
       "4243  2004      6   172  DET      Kelly Butler       OT        22.00      172   \n",
       "2284  2012      7   248  PIT    Kelvin Beachum       OT        23.00      248   \n",
       "1950  2013      5   168  BAL      Ricky Wagner       OT        23.00      168   \n",
       "4499  2003      5   173  BAL       Tony Pashos       OT        23.00      173   \n",
       "2427  2011      5   138  NWE     Marcus Cannon       OT        23.00      138   \n",
       "\n",
       "      games  years_as_starter  carrer_duration  first_team_ap  pro_bowls  av  \\\n",
       "3218     73                 4                6              1          2  47   \n",
       "4280     60                 4                4              0          0  36   \n",
       "3748    103                 6                9              0          0  53   \n",
       "3273     40                 2                5              0          0  18   \n",
       "2024      9                 0                2              0          0   4   \n",
       "1945     90                 5                7              0          0  39   \n",
       "954      58                 3                4              0          0  25   \n",
       "3760    134                 7                9              0          0  56   \n",
       "3204     94                 5               10              0          0  39   \n",
       "1772    102                 6                7              0          1  42   \n",
       "1985     83                 4                8              0          0  34   \n",
       "4243     22                 1                3              0          0   9   \n",
       "2284    120                 7                9              0          0  47   \n",
       "1950    118                 6                8              0          0  46   \n",
       "4499    104                 5               11              0          0  40   \n",
       "2427    115                 5                9              0          0  44   \n",
       "\n",
       "      av_by_drafted_team  first_4_years_av  av_by_year  av_by_game  \n",
       "3218                  44                47       07.83       00.64  \n",
       "4280                  36                38       09.00       00.60  \n",
       "3748                  53                22       05.89       00.51  \n",
       "3273                  15                16       03.60       00.45  \n",
       "2024                   4                 4       02.00       00.44  \n",
       "1945                  16                29       05.57       00.43  \n",
       "954                   25                26       06.25       00.43  \n",
       "3760                  33                27       06.22       00.42  \n",
       "3204                   0                 4       03.90       00.41  \n",
       "1772                  42                23       06.00       00.41  \n",
       "1985                  10                 3       04.25       00.41  \n",
       "4243                   7                 9       03.00       00.41  \n",
       "2284                  17                20       05.22       00.39  \n",
       "1950                  23                26       05.75       00.39  \n",
       "4499                  10                12       03.64       00.38  \n",
       "2427                  44                10       04.89       00.38  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.query('av_by_game > 0.380000').query('round > 4').query('position == \"OT\"').sort_values(by=['av_by_game'], ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "planned-hello",
   "metadata": {},
   "source": [
    "# 5. Moving average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "excellent-brother",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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I0m37WLyllI93H6SmvtHr0kSkk9ONPJ2AmXHNmD784T/5XPtk03ajYSHGV8dmMv3iobpjU0SOSgHeScREhPHA5cPIKyxnUHo8izaXMvODQrJSYrlxYo7X5YlIJ6QA70TOG9qD84b2AOCykb05WNvAfW9toK7RxzfP7EuotmoTkcO0OAZuZn3M7F0zW29m68zsTn97spnNNbN8/7/d2r/criMkxHjoKyM4b0g697+9kV/OWe91SSLSybTmS8wG4HvOuSHAOOB2MxsC/BCY75wbAMz3/y4nUVxkGI9/dRRXjM7ghaXbKa+q87okEelEWgxw51yxc26F//FBYAPQG7gEmOk/bCZwaTvV2KWZGTefmUNtg4+X84q8LkdEOpHjGgM3s2xgJLAESHfOFfuf2g2kN/OaacA0gMzMzDYX2pWd0iOBsTnJPLOoAAecNySdvmna9V6kq2v1PHAziwNmAXc55z6zApNr2ljzqHuFOedmOOdynXO5aWnaob2tbp3cj4M19dz/9kbOf+R9/vZBgdcliYjHWhXgZhZOU3g/55z7h795j5n19D/fEyhpnxIFYPKg7qz7xVQ+vOcLjO+Xwk9mr+Pf63Z7XZaIeKjFIRRruovkKWCDc+7Bw556HbgeuN//7+x2qVA+o0diFDO+nstljy/inn+s4VB9I7X1PmobfVw0rCdJMRFelygiHcSaRj+OcYDZROB9YA3g8zffS9M4+MtAJlAIXOWc23es98rNzXV5eXknWrMAm/Yc5OI/LKSm3vdp20XDe/HYNSM9rEpE2oOZLXfO5R7Z3mIP3Dm3EGjuDpIvnGhh0jYD0+NZePcU9lXVERMRyvNLtvP4e1v46thMxvVN8bo8EekAWswqgKXGRTIwPZ6MbjHcMWUAvZOi+d9XVrGqqMLr0kSkAyjAg0R0RCiPXTuSRp/jy08s5p21xS2/SEQCmgI8iIzK7MY7d05iWEYi3315FR/vPuh1SSLSjhTgQSYxJpw/fW00cZFh3PbccuoafC2/SEQCkgI8CKUnRPHAFcPYsreKpxZu87ocEWknCvAgdfag7pw3JJ1H5+dTWFbldTki0g4U4EHspxcNISIshJtm5rH/UL3X5YjISaYAD2IZ3WL489dHU1hWxU3PLvs0xNft2s9fPyigvlHj4yKBTDvyBLlxfVN4+Csjueulj7jwsfdJjolg1Y79ACwvLOehq0YQop1+RAKSArwLuGBYT5Jiwnlw7iYiw0L43rkDaXSOh+flU1BaxXXjs7l8dIbXZYrIcVKAdxFn9E/ljP6pn2nrHh/FM4u28b1XVnGovpGvjcvyqDoRaQsFeBd27dhMvnJ6H26euYzpr6/j490HGZWVxKUjetO0CKWIdGb6ErOLCw0xHrlmJOP6pvDPj3bynZdW8dt/fUxLq1SKiPfUAxcSosL5+81j8fkcP569lsff28KWvZX89KKh9E6K/vS40spaUuMiPaxURA6nHrh8KiTE+NUlp/KDqYP476a9XPKHReyrqsM5xyPz8sn91Tz+qq3cRDqNFjd0OJm0oUPgWLdrP5f+cRFnD+pOSlwkLyzdTnJsBAdr6pl16wSGZSSxo7yauMgw7QIk0s6a29BBPXA5qqG9ErnzCwP49/o9vJxXxM0Tc5j7nUmkxUXy1b8s4Zdz1jPl9//l0j8uoqyy1utyRbok9cClWQ2NPl5cVsSEfin0TYsDoGhfNd9+fgWrduxnbE4yK4sqyEmNZVzfFK7MzWBor0SPqxYJPs31wFuzJ+bTwIVAiXPuVH/bdOCbwF7/Yfc6595qqQgFeHCoa/CxsqiC3KxuzN9Ywi/nrGfPgRrio8J463/OpHtClNcligSVExlCeRaYepT2h5xzI/w/LYa3BI+IsBDG5CQTEmKcOySdBT84mzfumEhVbSN3vPARPp+mIIp0hBYD3Dm3ADjmbvMiA9Pj+fnFQ1mybR+vrtjxmecafY7d+2u0IqLISXYi88C/bWbXAXnA95xz5Uc7yMymAdMAMjMzT+B00tldmZvBi8u285t3PmZD8QE2l1Ry1sA0XlxWxOaSSszgjikD+M45A3Snp8hJ0KovMc0sG5hz2Bh4OlAKOOCXQE/n3I0tvY/GwIPf6h0VXPLHRYSY0TMxih3lh+iTHM0NE3L4qKiCN1btYnifJMJCjB9fMJiRmd28Llmk02tuDLxNPXDn3J7D3vhJYM4J1CZBZFhGEi9+cxw9E6PpkxxNfkklmckxRIWH4vM5spJjWLi5lJ3lh7jh2WW8fMt4BqbHA7CttIoXl27n5jP7khYfic/ntNStyDG0tQfe0zlX7H/8HWCsc+7qlt5HPXD5RNG+ai5/YjEhZrx663iiwkO57PFFFO07RFp8JCmxEWwuqWRorwTOGtSdS0b0op9/KqNIV3Mi0whfACYDqcAe4Gf+30fQNIRSANzySaAfiwJcDrdx9wGu+tMHTb1zB5W19dx36Wk8t6QQM2N4RhJrdlaQV1hOiBnfPXcgt57VT71y6XLaHOAnkwJcjrS8cB8PvPMxPRKiuGZMJuP7pXzumJIDNfx8znreXF3MDWdk87OLhnpQqYh3TuoYuMjJMjormZdvGX/MY7onRPGHa0bSPT6SZxYVkJMaywWn9SRFKyNKF6e1UCQgmBn3fmkwY3OS+ensdYz+1Tx+OWc9DY0+DtU1el2eiCc0hCIBpaa+kaXb9vHOut08v2Q7EaEh1DX6uGREL84ckEZewT7yCsvxOcfwjCSmXzyUxOhwr8sWOSEaQpGgEBUeyqSBaUwamMYZ/VLJK9yHc/D80u3MXrmLhKgwcrOTCQ815qzexd6DtTxzw+mEh+qPTQk+6oFLUNhzoIaK6noGdI/7dJbKK3lFfP/V1dxyVl/uOX+wxxWKtJ3WA5eglp4QxaAe8Z+ZYnhlbh+uHJ3B0wu3UVhWBTQtkVtTrzFzCQ4aQpGg9r9fHMSc1cXc+9oaxuWk8FJeESUHa/nuuQO5eWIOFYfque/NDYSGGGNykrl0RG8iwtSvkcCgIRQJeo/Nz+f3czcBMCoziW4xEczfWMKYnGRqG3xsKD5AYnQ4ew/W0iMhiimDu3P+qT2Y2D9Vi25Jp6AbeaTL8vkcu/YfIiE6nISocJxz/GPFTn78z7XUNDTyp6+N5rwh6byfX8qziwtYum0flbUNTOyfyj1fOkW7DInnFOAiR9hWWsXu/TWfu/uzrsHH3z8s5NH/5LP/UD13TBnAd88dCMCaHfuZt2EP0yb1JTZSI5DSMTSNUOQIOamx5KTGfq49IiyEGyfmcPnoDKa/vo5H5+fTIyGKmvpG7n9nI3UNPv61bjdPXpdLn+QYDyoXaaJva0SakRgdzgOXD+P07G7c+9oafjFnPadnd+Oxa0ayq+IQl/xxER9sKfO6TOnC1AMXOYaIsBD+9LXRzFqxg7E5KQzLSMTMGNorgZv/mse1f/mQr+T24UcXDCY+Snd8SsdSgIu0ICUukmmT+n2mrW9aHLNvP4NH5uXzzOICosJDmX6xVkmUjqUhFJE2io8K58cXDuGiYT2ZtXwHlbUNXpckXYwCXOQEXTchm4O1Dby2YofXpUgXowAXOUEj+yQxLCOR+9/eyNUzPmDW8h00+jpueq50XS0GuJk9bWYlZrb2sLZkM5trZvn+f7W1uHRZZsZvrhjGF0/tQVllHd97ZRVn3P8fvv/KKor3H/K6PAlirdkTcxJQCfz1sE2NfwPsc87db2Y/BLo55+5u6WS6kUeCnc/n+Ne63byxehfvbtxLcmwEj14zkt5J0awsqqC2oZFeSdH0TIyid1K0btWXVjmhOzGPsiv9x8Bk51yxmfUE3nPODWrpfRTg0pWs2bGf659Zyr6quqM+f/6pPfjDtaMI1SbN0oKTfSdm+mG70O8G0ttcmUiQOi0jkXfuPJMPt+2jrLKW03onkhgdzq79NXywpYw//XcLd720kj7dopl6ag+GZSR5XbIEmBOeB+6cc2bWbDfezKYB0wAyMzNP9HQiAaV7QhQXD+/1mbYB6fGcNTCNRp+PJ9/fBsBTC7fx2DUjOW9oDy/KlADV1lkoe/xDJ/j/LWnuQOfcDOdcrnMuNy0trY2nEwk+P7pgCKt+dh55Pz6HU3om8K2/L+e5JYVelyUBpK0B/jpwvf/x9cDsk1OOSNeSGB1OalwkL3xzLJMHdedHr63liicW8+yibZqKKC1qzSyUF4DJQCqwB/gZ8E/gZSATKASucs7ta+lk+hJTpHkNjT7+vGArb60pZt2uAwzvk0RSdDgOmDIojStz+2gJ2y5K64GLBAjnHLNX7uKBdzaSGB1OfaOPLXur6B4fyd1TT+Gykb0/s/enBD8FuEgAW7G9nJ+/sZ5VRRWc2juB8X1TuGxkBkN6JXhdmnQA7UovEsBGZXbjtVsn8Psrh9PQ6Jj5QSHXP7OU/YfqvS5NPKQAFwkQISHG5aMzeOeuScz61gTKKmv57b824tOXnV2WvhERCUCnZSRy3fhsnl1cwCt5O4gICyEsxDgtI4kz+6fypWE96Z0U7XWZ0s40Bi4SoGobGnltxU62llZR1+Cjpr6RFdvL2bSnkrAQ47az+3Pb5H5EhYd6XaqcIG1qLBJkIsNCuXrM5+9u3l5WzUPzNvHo/HyeWbiNy0dncPfUU4iOUJAHG42BiwSZzJQYHvrKCF751njOHZrOzA8KuPSPi1pc2rah0ddBFcrJoh64SJA6PTuZ07OTuXREb27523J+/dZGHrtmJAC799dQU99I727RLC8s58kFW3l/cynfP28Qo7K6saqogvpGH43O0TspmouH99LSt52QAlwkyE0amMZNE3P4w7ubGZWZxEvLiti4+yAAIQY+13RL/4g+Sdz31oajvsfywnKmXzRUNxB1MgpwkS5g2ll9+fuSQn7+xnr6psbyoy8NJi4qjIKyKkZkJHHmwDRiI0L517rd1Db4GN8vhdiIMEJDjAfnbmLGgq1U1zVy/5dPIyxUI6+dhQJcpAtIiArnd1cMZ+2u/XzrrOZnpkw9tefn2u45/xRiI8J4aN4m9hyo4YrRGSTFRBAbEUr/7nEkxUR87jU+n1NvvQMowEW6iHOGpHPOkOPfe8XMuPOcASTFhPPwvE28n1962HNw/fhsfjB1ENV1jby0rIg5q4vJ33OQSQPTuGxkb4b2SuDttbuJiwzjtIxEQs3Ye7CWyPAQzuiX2qqg31ZaRXJMBIkx4cddfzDTPHARabVGn2ND8QFqG3wcOFTPvA17eG7J9s8ck5vVjcE9E5i3YQ/F+2uO+X7ZKTHcODGHK0ZnEBPxf/1Jn8/x9trdLCvYx6odFXy0vYKU2AgeuHwYXxjcvct9oarFrESkXSzZWsbSbfswaxqC6d89DmgK+w+3lrFx90G+ODQd52DTnoM4BylxEewoP8RfFm5jVVEFMRGhTB6URlZKLNW1DSzeUkZ+SSWxEaFkp8ZywbCevL5yFxt3H6R3UjTXjs3khjOyPxP6wUwBLiKdjnOOFdvLmbViJ+9tLGFvZS2RYaEM6hHPNyZkc8FpPT8dYqmpb+T1Vbt4Y9Uu3s8vJSYilAHp8fzPlP5M6JfK04u2MXlQGkN7Jbb6/OVVdZRV1ZISG0m32M+P5XcWCnAR6fQ+yaOWhkiWF5bzxqpdLNxcSkFpFTmpseSXNC0hMHFAKmWVdVyVm8G1Y7M4cKieDbsPsGhzKfl7Krl6TB/OHtSdFdsruO6pJVTVNQKQ0S2a68dnc8MZ2Z1upo0CXESCTmVtAzc+s4w1O/dz32WnsmhzGSuLyokKD2XdrgOfznMHCA0xusWEU1pZR0a3aCqq60mNi+CucwZScrCGBZtKWbi5lGEZidz/5WGtWmu9rLKWiLAQ4qOa/3J19/4a3llbzLbSKiLCQqiqayQ7JYbrxme3ep0aBbiIBKWGRh8Haxo+MwTinOOtNbtZu2s/KbERDEiPZ3hGIjERYfxjxQ4W5O+luq6R+y477dNVG51zvLmmmOmvr6O8up5B6fGMykrijikDOFjTQFR4CBndYj49x/v5e7nt7yvA4PJRGYSGGKOzujF1aA9CQoyifdU8/t4WXs4rotHniI8Mo97nIyYijH1VdXSPjyQmIpSJA1L5xcWnHnM2TrsEuJkVAAeBRqDhaCc4nAJcRDq78qo6Zry/lQ3FTcMuDT6Hc009+KlDe1BUXs2O8kOUV9cxKD2ezOQY5m3YQ1hoCHUNPnokRBEfFUZ+SSXhoca1YzK5bkI2/dLiPj3Hos2lPLu4gNoGHws27eW68VnHvNO1PQM81zlX2tKxoAAXkcBSWFbFi8uKyEyO4ePdB5m1Ygen9IhnUI94UuMiuWliDvFR4Tjn8DmYs3oX8zaUUF3bwIg+SVw+OoNeLazL/uu3NjBjwVZO6RHP9IuHMq5vyueOUYCLiHRCzjleX7WL3/37Y3aUH+KOs/vzrcn9PjNFsr0CfBtQDjjgz865GUc5ZhowDSAzM3N0YWFhm88nIhKsqmob+OnsdcxasYNuMeF8Y0IO10/IIikmot0CvLdzbqeZdQfmAnc45xY0d7x64CIix7a8cB+Pv7uF+RtLiIkI5doxmfzkoqEnf0ce59xO/78lZvYaMAZoNsBFROTYRmcl89Q3ktm4+wB/em8LzywuaPbYNs9WN7NYM4v/5DFwHrC2re8nIiL/55QeCTx89Uhm3jCm2WNOpAeeDrzmv2MqDHjeOffOCbyfiIgcYeKA1Gafa3OAO+e2AsPb+noRETkxneuGfxERaTUFuIhIgFKAi4gEKAW4iEiAUoCLiAQoBbiISIBSgIuIBCgFuIhIgOrQHXnMbC+g5Qiblwq0amneLkzXqGW6Ri0LtGuU5ZxLO7KxQwNcjs3M8lra1air0zVqma5Ry4LlGmkIRUQkQCnARUQClAK8c/ncjkbyObpGLdM1allQXCONgYuIBCj1wEVEApQCXEQkQCnAPWJmBWa2xsxWmlmevy3ZzOaaWb7/325e19mRzOxpMysxs7WHtR31mliTR81ss5mtNrNR3lXecZq5RtPNbKf/s7TSzL502HP3+K/Rx2b2RW+q7lhm1sfM3jWz9Wa2zszu9LcH3WdJAe6ts51zIw6bj/pDYL5zbgAw3/97V/IsMPWItuauyfnAAP/PNOCJDqrRa8/y+WsE8JD/szTCOfcWgJkNAa4Ghvpf87iZhXZYpd5pAL7nnBsCjANu91+LoPssKcA7l0uAmf7HM4FLvSul4znnFgD7jmhu7ppcAvzVNfkQSDKznh1SqIeauUbNuQR40TlX65zbBmwGmt8hN0g454qdcyv8jw8CG4DeBOFnSQHuHQf828yWm9k0f1u6c67Y/3g3TRtHd3XNXZPeQNFhx+3wt3VV3/b/+f/0YUNvXf4amVk2MBJYQhB+lhTg3pnonBtF059vt5vZpMOfdE3zOzXH8zC6Js16AugHjACKgd97Wk0nYWZxwCzgLufcgcOfC5bPkgLcI865nf5/S4DXaPrTds8nf7r5/y3xrsJOo7lrshPoc9hxGf62Lsc5t8c51+ic8wFP8n/DJF32GplZOE3h/Zxz7h/+5qD7LCnAPWBmsWYW/8lj4DxgLfA6cL3/sOuB2d5U2Kk0d01eB67zzyAYB+w/7M/jLuWI8drLaPosQdM1utrMIs0sh6Yv6ZZ2dH0dzcwMeArY4Jx78LCngu6zpDsxPWBmfWnqdQOEAc875+4zsxTgZSCTpmV3r3LOtfYLq4BnZi8Ak2la6nMP8DPgnxzlmvj/I/0DTbMrqoEbnHN5HpTdoZq5RpNpGj5xQAFwyycBZGY/Am6kaWbGXc65tzu65o5mZhOB94E1gM/ffC9N4+BB9VlSgIuIBCgNoYiIBCgFuIhIgFKAi4gEKAW4iEiAUoCLiAQoBbiISIBSgIuIBKj/D7CTgI592Kk5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def print_moving_average(df, target='av', window=32):\n",
    "    duration = 1 + df['year'].unique()[0] - df['year'].unique()[-1]\n",
    "    last_pick = max(df['pick'].unique())\n",
    "\n",
    "    all_picks = df.groupby(['pick']).sum() / duration\n",
    "\n",
    "    all_picks['av_by_year'] = all_picks['av'] / all_picks['carrer_duration']\n",
    "    all_picks['av_by_game'] = all_picks['av'] / all_picks['games']\n",
    "\n",
    "    all_picks['av_by_year'] = all_picks['av_by_year'].replace(np.NaN, 0.)\n",
    "    all_picks['av_by_game'] = all_picks['av_by_game'].replace(np.NaN, 0.)\n",
    "\n",
    "    all_picks = all_picks.reindex(index=all_picks.index[::-1])\n",
    "\n",
    "    picks = all_picks[target].rolling(window=window).mean()\n",
    "\n",
    "    axes = plt.gca()\n",
    "    axes.set_xlim([1, last_pick - window])\n",
    "    axes.plot(picks)\n",
    "\n",
    "\n",
    "print_moving_average(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "limited-killing",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}