AxisFootballModsDemo.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3ff9bdfb",
   "metadata": {},
   "source": [
    "# Axis Football 2023 Roster Mods\n",
    "\n",
    "In this notebook, we replace the current football rosters in the Steam game Axis Football 2023 with the rosters from the [Madden NFL 23 database](https://www.ea.com/games/madden-nfl/player-ratings). \n",
    "\n",
    "**Note**: The Madden NFL database updates itself during the NFL season at the end of each week."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "ac4c8c1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "from RosterGenerator import *\n",
    "week_num = \"12\" # Update this number at the end of each week during the NFL season\n",
    "\n",
    "try:\n",
    "    !rm -r \"Madden Rosters\"\n",
    "except:\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a347d7f2",
   "metadata": {},
   "source": [
    "## Obtaining NFL Teams\n",
    "\n",
    "In the code cell below, we print the names of all the $32$ NFL teams."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d37d722e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Chicago Bears', 'Cincinnati Bengals', 'Buffalo Bills', 'Denver Broncos', 'Cleveland Browns', 'Tampa Bay Buccaneers', 'Arizona Cardinals', 'Los Angeles Chargers', 'Kansas City Chiefs', 'Indianapolis Colts', 'Dallas Cowboys', 'Miami Dolphins', 'Philadelphia Eagles', 'Atlanta Falcons', 'San Francisco 49ers', 'New York Giants', 'Jacksonville Jaguars', 'New York Jets', 'Detroit Lions', 'Green Bay Packers', 'Carolina Panthers', 'New England Patriots', 'Las Vegas Raiders', 'Los Angeles Rams', 'Baltimore Ravens', 'Washington Football Team', 'New Orleans Saints', 'Seattle Seahawks', 'Pittsburgh Steelers', 'Tennessee Titans', 'Minnesota Vikings', 'Houston Texans']\n"
     ]
    }
   ],
   "source": [
    "with open('Madden_Team_IDs.json', 'r') as f:\n",
    "    madden_IDs_dict = json.load(f)\n",
    "    NFL_team_names = list(madden_IDs_dict.keys())\n",
    "print(NFL_team_names)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e1cad14",
   "metadata": {},
   "source": [
    "## Loading An NFL Team's Current Madden NFL Roster\n",
    "\n",
    "In the code cell below, we obtain an NFL team's current Madden NFL Roster from the aforementioned database. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a9561b9e",
   "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>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>position</th>\n",
       "      <th>jerseyNum</th>\n",
       "      <th>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>awareness_rating</th>\n",
       "      <th>strength_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>passBlockPower_rating</th>\n",
       "      <th>impactBlocking_rating</th>\n",
       "      <th>carrying_rating</th>\n",
       "      <th>breakTackle_rating</th>\n",
       "      <th>passBlock_rating</th>\n",
       "      <th>changeOfDirection_rating</th>\n",
       "      <th>press_rating</th>\n",
       "      <th>throwAccuracyDeep_rating</th>\n",
       "      <th>runBlockFinesse_rating</th>\n",
       "      <th>agility_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Quinnen</td>\n",
       "      <td>Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>95</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>303</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>89</td>\n",
       "      <td>39</td>\n",
       "      <td>16</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sauce</td>\n",
       "      <td>Gardner</td>\n",
       "      <td>CB</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>75</td>\n",
       "      <td>200</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>64</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C.J.</td>\n",
       "      <td>Mosley</td>\n",
       "      <td>MLB</td>\n",
       "      <td>57</td>\n",
       "      <td>31</td>\n",
       "      <td>74</td>\n",
       "      <td>231</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>87</td>\n",
       "      <td>66</td>\n",
       "      <td>32</td>\n",
       "      <td>45</td>\n",
       "      <td>71</td>\n",
       "      <td>49</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Aaron</td>\n",
       "      <td>Rodgers</td>\n",
       "      <td>QB</td>\n",
       "      <td>8</td>\n",
       "      <td>39</td>\n",
       "      <td>74</td>\n",
       "      <td>223</td>\n",
       "      <td>85</td>\n",
       "      <td>84</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>29</td>\n",
       "      <td>64</td>\n",
       "      <td>62</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>D.J.</td>\n",
       "      <td>Reed Jr</td>\n",
       "      <td>CB</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>69</td>\n",
       "      <td>188</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>57</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>5</td>\n",
       "      <td>35</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Austin</td>\n",
       "      <td>Deculus</td>\n",
       "      <td>RT</td>\n",
       "      <td>64</td>\n",
       "      <td>24</td>\n",
       "      <td>77</td>\n",
       "      <td>321</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>66</td>\n",
       "      <td>81</td>\n",
       "      <td>24</td>\n",
       "      <td>7</td>\n",
       "      <td>64</td>\n",
       "      <td>48</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>63</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Tim</td>\n",
       "      <td>Boyle</td>\n",
       "      <td>QB</td>\n",
       "      <td>7</td>\n",
       "      <td>28</td>\n",
       "      <td>76</td>\n",
       "      <td>232</td>\n",
       "      <td>57</td>\n",
       "      <td>64</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>58</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>69</td>\n",
       "      <td>10</td>\n",
       "      <td>76</td>\n",
       "      <td>10</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Trevor</td>\n",
       "      <td>Siemian</td>\n",
       "      <td>QB</td>\n",
       "      <td>14</td>\n",
       "      <td>31</td>\n",
       "      <td>75</td>\n",
       "      <td>220</td>\n",
       "      <td>56</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>14</td>\n",
       "      <td>62</td>\n",
       "      <td>45</td>\n",
       "      <td>21</td>\n",
       "      <td>61</td>\n",
       "      <td>9</td>\n",
       "      <td>75</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Xavier</td>\n",
       "      <td>Newman</td>\n",
       "      <td>C</td>\n",
       "      <td>65</td>\n",
       "      <td>24</td>\n",
       "      <td>74</td>\n",
       "      <td>297</td>\n",
       "      <td>55</td>\n",
       "      <td>60</td>\n",
       "      <td>81</td>\n",
       "      <td>...</td>\n",
       "      <td>60</td>\n",
       "      <td>81</td>\n",
       "      <td>25</td>\n",
       "      <td>14</td>\n",
       "      <td>62</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>69</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Thomas</td>\n",
       "      <td>Hennessy</td>\n",
       "      <td>TE</td>\n",
       "      <td>42</td>\n",
       "      <td>29</td>\n",
       "      <td>74</td>\n",
       "      <td>246</td>\n",
       "      <td>31</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>50</td>\n",
       "      <td>72</td>\n",
       "      <td>63</td>\n",
       "      <td>15</td>\n",
       "      <td>59</td>\n",
       "      <td>68</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>64 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   firstName  lastName position  jerseyNum  age  height  weight  \\\n",
       "0    Quinnen  Williams       DT         95   25      75     303   \n",
       "1      Sauce   Gardner       CB          1   23      75     200   \n",
       "2       C.J.    Mosley      MLB         57   31      74     231   \n",
       "3      Aaron   Rodgers       QB          8   39      74     223   \n",
       "4       D.J.   Reed Jr       CB          4   26      69     188   \n",
       "..       ...       ...      ...        ...  ...     ...     ...   \n",
       "59    Austin   Deculus       RT         64   24      77     321   \n",
       "60       Tim     Boyle       QB          7   28      76     232   \n",
       "61    Trevor   Siemian       QB         14   31      75     220   \n",
       "62    Xavier    Newman        C         65   24      74     297   \n",
       "63    Thomas  Hennessy       TE         42   29      74     246   \n",
       "\n",
       "    overall_rating  awareness_rating  strength_rating  ...  \\\n",
       "0               94                96               92  ...   \n",
       "1               93                91               62  ...   \n",
       "2               87                88               75  ...   \n",
       "3               85                84               59  ...   \n",
       "4               85                88               52  ...   \n",
       "..             ...               ...              ...  ...   \n",
       "59              62                68               84  ...   \n",
       "60              57                64               60  ...   \n",
       "61              56                58               59  ...   \n",
       "62              55                60               81  ...   \n",
       "63              31                59               67  ...   \n",
       "\n",
       "    passBlockPower_rating  impactBlocking_rating  carrying_rating  \\\n",
       "0                      44                     89               39   \n",
       "1                      35                     55               64   \n",
       "2                      45                     87               66   \n",
       "3                      12                     29               64   \n",
       "4                      35                     47               57   \n",
       "..                    ...                    ...              ...   \n",
       "59                     66                     81               24   \n",
       "60                     10                     10               58   \n",
       "61                     21                     14               62   \n",
       "62                     60                     81               25   \n",
       "63                     50                     72               63   \n",
       "\n",
       "    breakTackle_rating  passBlock_rating  changeOfDirection_rating  \\\n",
       "0                   16                44                        61   \n",
       "1                   61                35                        90   \n",
       "2                   32                45                        71   \n",
       "3                   62                12                        78   \n",
       "4                   61                35                        90   \n",
       "..                 ...               ...                       ...   \n",
       "59                   7                64                        48   \n",
       "60                  35                10                        69   \n",
       "61                  45                21                        61   \n",
       "62                  14                62                        44   \n",
       "63                  15                59                        68   \n",
       "\n",
       "    press_rating  throwAccuracyDeep_rating runBlockFinesse_rating  \\\n",
       "0             14                         6                     45   \n",
       "1             91                         6                     35   \n",
       "2             49                         6                     45   \n",
       "3             10                        85                     18   \n",
       "4             86                         5                     35   \n",
       "..           ...                       ...                    ...   \n",
       "59            10                         6                     63   \n",
       "60            10                        76                     10   \n",
       "61             9                        75                     19   \n",
       "62            10                         6                     69   \n",
       "63            15                         6                     35   \n",
       "\n",
       "    agility_rating  \n",
       "0               79  \n",
       "1               90  \n",
       "2               86  \n",
       "3               80  \n",
       "4               88  \n",
       "..             ...  \n",
       "59              50  \n",
       "60              80  \n",
       "61              68  \n",
       "62              43  \n",
       "63              68  \n",
       "\n",
       "[64 rows x 62 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_name='New York Jets'\n",
    "RosterGenerator(team_name,week_num).madden_roster_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cea2a16",
   "metadata": {},
   "source": [
    "## Loading An NFL Team's Initial Axis Football Roster\n",
    "\n",
    "In the code cell below, we obtain an NFL team's corresponding current, yet outdated, Axis Football roster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "35edf8b7",
   "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>INDEX</th>\n",
       "      <th>FIRST</th>\n",
       "      <th>LAST</th>\n",
       "      <th>SKIN</th>\n",
       "      <th>NUMBER</th>\n",
       "      <th>HEIGHT</th>\n",
       "      <th>WEIGHT</th>\n",
       "      <th>POS</th>\n",
       "      <th>SPEED</th>\n",
       "      <th>TLK BRK</th>\n",
       "      <th>...</th>\n",
       "      <th>HIT PWR</th>\n",
       "      <th>ENDUR</th>\n",
       "      <th>VISOR</th>\n",
       "      <th>SLEEVES</th>\n",
       "      <th>BANDS</th>\n",
       "      <th>WRAPS</th>\n",
       "      <th>AGE</th>\n",
       "      <th>POTENTIAL</th>\n",
       "      <th>PORTRAIT</th>\n",
       "      <th>DISCIPLINE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>Luke</td>\n",
       "      <td>Falk</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>76</td>\n",
       "      <td>223</td>\n",
       "      <td>QB</td>\n",
       "      <td>86</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>89</td>\n",
       "      <td>276</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>Le'Veon</td>\n",
       "      <td>Bell</td>\n",
       "      <td>5</td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>218</td>\n",
       "      <td>RB</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>96</td>\n",
       "      <td>8</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>Ty</td>\n",
       "      <td>Montgomery</td>\n",
       "      <td>5</td>\n",
       "      <td>88</td>\n",
       "      <td>70</td>\n",
       "      <td>204</td>\n",
       "      <td>RB</td>\n",
       "      <td>86</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>91</td>\n",
       "      <td>157</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>Jamison</td>\n",
       "      <td>Crowder</td>\n",
       "      <td>5</td>\n",
       "      <td>82</td>\n",
       "      <td>76</td>\n",
       "      <td>230</td>\n",
       "      <td>WR</td>\n",
       "      <td>84</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>99</td>\n",
       "      <td>183</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>Demaryius</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>214</td>\n",
       "      <td>WR</td>\n",
       "      <td>82</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>93</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>93</td>\n",
       "      <td>297</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>Quincy</td>\n",
       "      <td>Enunwa</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>69</td>\n",
       "      <td>224</td>\n",
       "      <td>WR</td>\n",
       "      <td>86</td>\n",
       "      <td>78</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>82</td>\n",
       "      <td>171</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>Robby</td>\n",
       "      <td>Anderson</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>74</td>\n",
       "      <td>225</td>\n",
       "      <td>WR</td>\n",
       "      <td>90</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>78</td>\n",
       "      <td>316</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>Josh</td>\n",
       "      <td>Bellamy</td>\n",
       "      <td>5</td>\n",
       "      <td>15</td>\n",
       "      <td>66</td>\n",
       "      <td>195</td>\n",
       "      <td>WR</td>\n",
       "      <td>86</td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>79</td>\n",
       "      <td>149</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>Ryan</td>\n",
       "      <td>Griffin</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>77</td>\n",
       "      <td>265</td>\n",
       "      <td>TE</td>\n",
       "      <td>85</td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>Kelvin</td>\n",
       "      <td>Beachum</td>\n",
       "      <td>1</td>\n",
       "      <td>68</td>\n",
       "      <td>78</td>\n",
       "      <td>315</td>\n",
       "      <td>OL</td>\n",
       "      <td>62</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>93</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>90</td>\n",
       "      <td>19</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>Kelechi</td>\n",
       "      <td>Osemele</td>\n",
       "      <td>1</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>307</td>\n",
       "      <td>OL</td>\n",
       "      <td>65</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>77</td>\n",
       "      <td>128</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>Ryan</td>\n",
       "      <td>Kalil</td>\n",
       "      <td>1</td>\n",
       "      <td>55</td>\n",
       "      <td>77</td>\n",
       "      <td>321</td>\n",
       "      <td>OL</td>\n",
       "      <td>62</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>81</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>94</td>\n",
       "      <td>133</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>Brian</td>\n",
       "      <td>Winters</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>76</td>\n",
       "      <td>320</td>\n",
       "      <td>OL</td>\n",
       "      <td>64</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>88</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>87</td>\n",
       "      <td>284</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>Brandon</td>\n",
       "      <td>Shell</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>77</td>\n",
       "      <td>297</td>\n",
       "      <td>OL</td>\n",
       "      <td>68</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>77</td>\n",
       "      <td>225</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>Leonard</td>\n",
       "      <td>Williams</td>\n",
       "      <td>5</td>\n",
       "      <td>92</td>\n",
       "      <td>76</td>\n",
       "      <td>315</td>\n",
       "      <td>DL</td>\n",
       "      <td>71</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>74</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>77</td>\n",
       "      <td>279</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>Steve</td>\n",
       "      <td>McLendon</td>\n",
       "      <td>5</td>\n",
       "      <td>99</td>\n",
       "      <td>77</td>\n",
       "      <td>302</td>\n",
       "      <td>DL</td>\n",
       "      <td>73</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>73</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>80</td>\n",
       "      <td>71</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>Quinnen</td>\n",
       "      <td>Williams</td>\n",
       "      <td>5</td>\n",
       "      <td>95</td>\n",
       "      <td>76</td>\n",
       "      <td>320</td>\n",
       "      <td>DL</td>\n",
       "      <td>62</td>\n",
       "      <td>10</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>79</td>\n",
       "      <td>153</td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>Henry</td>\n",
       "      <td>Anderson</td>\n",
       "      <td>1</td>\n",
       "      <td>96</td>\n",
       "      <td>75</td>\n",
       "      <td>294</td>\n",
       "      <td>DL</td>\n",
       "      <td>70</td>\n",
       "      <td>41</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>Harvey</td>\n",
       "      <td>Langi</td>\n",
       "      <td>5</td>\n",
       "      <td>44</td>\n",
       "      <td>74</td>\n",
       "      <td>250</td>\n",
       "      <td>LB</td>\n",
       "      <td>75</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "      <td>174</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>C.J.</td>\n",
       "      <td>Mosley</td>\n",
       "      <td>5</td>\n",
       "      <td>57</td>\n",
       "      <td>74</td>\n",
       "      <td>240</td>\n",
       "      <td>LB</td>\n",
       "      <td>84</td>\n",
       "      <td>44</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>81</td>\n",
       "      <td>242</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>Neville</td>\n",
       "      <td>Hewitt</td>\n",
       "      <td>5</td>\n",
       "      <td>46</td>\n",
       "      <td>75</td>\n",
       "      <td>244</td>\n",
       "      <td>LB</td>\n",
       "      <td>77</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>238</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>Jenkins</td>\n",
       "      <td>5</td>\n",
       "      <td>48</td>\n",
       "      <td>73</td>\n",
       "      <td>232</td>\n",
       "      <td>LB</td>\n",
       "      <td>90</td>\n",
       "      <td>38</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>96</td>\n",
       "      <td>60</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>Darryl</td>\n",
       "      <td>Roberts</td>\n",
       "      <td>5</td>\n",
       "      <td>27</td>\n",
       "      <td>71</td>\n",
       "      <td>198</td>\n",
       "      <td>DB</td>\n",
       "      <td>88</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>66</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>95</td>\n",
       "      <td>305</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>Brian</td>\n",
       "      <td>Poole</td>\n",
       "      <td>5</td>\n",
       "      <td>34</td>\n",
       "      <td>70</td>\n",
       "      <td>198</td>\n",
       "      <td>DB</td>\n",
       "      <td>88</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>55</td>\n",
       "      <td>95</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>79</td>\n",
       "      <td>106</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>Jamal</td>\n",
       "      <td>Adams</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>71</td>\n",
       "      <td>208</td>\n",
       "      <td>DB</td>\n",
       "      <td>86</td>\n",
       "      <td>61</td>\n",
       "      <td>...</td>\n",
       "      <td>95</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>29</td>\n",
       "      <td>70</td>\n",
       "      <td>185</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>Marcus</td>\n",
       "      <td>Maye</td>\n",
       "      <td>5</td>\n",
       "      <td>20</td>\n",
       "      <td>69</td>\n",
       "      <td>185</td>\n",
       "      <td>DB</td>\n",
       "      <td>91</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>41</td>\n",
       "      <td>91</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>92</td>\n",
       "      <td>311</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>Trumaine</td>\n",
       "      <td>Johnson</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>72</td>\n",
       "      <td>202</td>\n",
       "      <td>DB</td>\n",
       "      <td>85</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>73</td>\n",
       "      <td>104</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>Arthur</td>\n",
       "      <td>Maulet</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>72</td>\n",
       "      <td>201</td>\n",
       "      <td>DB</td>\n",
       "      <td>92</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>77</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>79</td>\n",
       "      <td>121</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>Sam</td>\n",
       "      <td>Ficken</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>73</td>\n",
       "      <td>222</td>\n",
       "      <td>K</td>\n",
       "      <td>68</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>82</td>\n",
       "      <td>6</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>Lachlan</td>\n",
       "      <td>Edwards</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>76</td>\n",
       "      <td>211</td>\n",
       "      <td>P</td>\n",
       "      <td>49</td>\n",
       "      <td>16</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>68</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>38</td>\n",
       "      <td>92</td>\n",
       "      <td>219</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>Jeremiah</td>\n",
       "      <td>Attaochu</td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>75</td>\n",
       "      <td>259</td>\n",
       "      <td>LB</td>\n",
       "      <td>81</td>\n",
       "      <td>36</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>84</td>\n",
       "      <td>93</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>Neville</td>\n",
       "      <td>Hewitt</td>\n",
       "      <td>5</td>\n",
       "      <td>50</td>\n",
       "      <td>76</td>\n",
       "      <td>259</td>\n",
       "      <td>LB</td>\n",
       "      <td>77</td>\n",
       "      <td>38</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>99</td>\n",
       "      <td>43</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>Kevin</td>\n",
       "      <td>Pierre-Louis</td>\n",
       "      <td>1</td>\n",
       "      <td>53</td>\n",
       "      <td>77</td>\n",
       "      <td>225</td>\n",
       "      <td>LB</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>Charone</td>\n",
       "      <td>Peake</td>\n",
       "      <td>5</td>\n",
       "      <td>17</td>\n",
       "      <td>72</td>\n",
       "      <td>220</td>\n",
       "      <td>WR</td>\n",
       "      <td>81</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>81</td>\n",
       "      <td>277</td>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>Mike</td>\n",
       "      <td>Pennel</td>\n",
       "      <td>5</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>315</td>\n",
       "      <td>DL</td>\n",
       "      <td>72</td>\n",
       "      <td>17</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>75</td>\n",
       "      <td>231</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>Sam</td>\n",
       "      <td>Darnold</td>\n",
       "      <td>1</td>\n",
       "      <td>16</td>\n",
       "      <td>75</td>\n",
       "      <td>221</td>\n",
       "      <td>QB</td>\n",
       "      <td>70</td>\n",
       "      <td>68</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>91</td>\n",
       "      <td>94</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>Buster</td>\n",
       "      <td>Skrine</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>71</td>\n",
       "      <td>196</td>\n",
       "      <td>DB</td>\n",
       "      <td>86</td>\n",
       "      <td>37</td>\n",
       "      <td>...</td>\n",
       "      <td>70</td>\n",
       "      <td>92</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>91</td>\n",
       "      <td>289</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>Folorunso</td>\n",
       "      <td>Fatukasi</td>\n",
       "      <td>5</td>\n",
       "      <td>97</td>\n",
       "      <td>74</td>\n",
       "      <td>288</td>\n",
       "      <td>DL</td>\n",
       "      <td>75</td>\n",
       "      <td>21</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>27</td>\n",
       "      <td>80</td>\n",
       "      <td>263</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>38</td>\n",
       "      <td>Darryl</td>\n",
       "      <td>Roberts</td>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>72</td>\n",
       "      <td>211</td>\n",
       "      <td>DB</td>\n",
       "      <td>83</td>\n",
       "      <td>54</td>\n",
       "      <td>...</td>\n",
       "      <td>86</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>80</td>\n",
       "      <td>144</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>Frankie</td>\n",
       "      <td>Luvu</td>\n",
       "      <td>1</td>\n",
       "      <td>96</td>\n",
       "      <td>76</td>\n",
       "      <td>270</td>\n",
       "      <td>LB</td>\n",
       "      <td>79</td>\n",
       "      <td>46</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>86</td>\n",
       "      <td>164</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>Ray</td>\n",
       "      <td>Lucas</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>75</td>\n",
       "      <td>230</td>\n",
       "      <td>QB</td>\n",
       "      <td>77</td>\n",
       "      <td>51</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>87</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>32</td>\n",
       "      <td>71</td>\n",
       "      <td>164</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>Parry</td>\n",
       "      <td>Nickerson</td>\n",
       "      <td>5</td>\n",
       "      <td>30</td>\n",
       "      <td>70</td>\n",
       "      <td>196</td>\n",
       "      <td>DB</td>\n",
       "      <td>91</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>83</td>\n",
       "      <td>327</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>Elijah</td>\n",
       "      <td>McGuire</td>\n",
       "      <td>5</td>\n",
       "      <td>41</td>\n",
       "      <td>73</td>\n",
       "      <td>247</td>\n",
       "      <td>RB</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>88</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>83</td>\n",
       "      <td>132</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>Rashard</td>\n",
       "      <td>Robinson</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>72</td>\n",
       "      <td>212</td>\n",
       "      <td>DB</td>\n",
       "      <td>89</td>\n",
       "      <td>27</td>\n",
       "      <td>...</td>\n",
       "      <td>54</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>85</td>\n",
       "      <td>28</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>Brent</td>\n",
       "      <td>Qvale</td>\n",
       "      <td>1</td>\n",
       "      <td>69</td>\n",
       "      <td>79</td>\n",
       "      <td>318</td>\n",
       "      <td>OL</td>\n",
       "      <td>61</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>67</td>\n",
       "      <td>30</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>Chris</td>\n",
       "      <td>Herndon</td>\n",
       "      <td>5</td>\n",
       "      <td>84</td>\n",
       "      <td>79</td>\n",
       "      <td>260</td>\n",
       "      <td>TE</td>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>87</td>\n",
       "      <td>281</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>Jordan</td>\n",
       "      <td>Leggett</td>\n",
       "      <td>1</td>\n",
       "      <td>82</td>\n",
       "      <td>79</td>\n",
       "      <td>265</td>\n",
       "      <td>TE</td>\n",
       "      <td>81</td>\n",
       "      <td>58</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>93</td>\n",
       "      <td>107</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>Dakota</td>\n",
       "      <td>Dozier</td>\n",
       "      <td>5</td>\n",
       "      <td>65</td>\n",
       "      <td>76</td>\n",
       "      <td>312</td>\n",
       "      <td>OL</td>\n",
       "      <td>58</td>\n",
       "      <td>14</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>82</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>36</td>\n",
       "      <td>66</td>\n",
       "      <td>306</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>Jonotthan</td>\n",
       "      <td>Harrison</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>75</td>\n",
       "      <td>270</td>\n",
       "      <td>OL</td>\n",
       "      <td>66</td>\n",
       "      <td>45</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>75</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>87</td>\n",
       "      <td>80</td>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>Tarell</td>\n",
       "      <td>Basham</td>\n",
       "      <td>5</td>\n",
       "      <td>99</td>\n",
       "      <td>76</td>\n",
       "      <td>321</td>\n",
       "      <td>LB</td>\n",
       "      <td>68</td>\n",
       "      <td>15</td>\n",
       "      <td>...</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25</td>\n",
       "      <td>91</td>\n",
       "      <td>150</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>Neal</td>\n",
       "      <td>Sterling</td>\n",
       "      <td>5</td>\n",
       "      <td>86</td>\n",
       "      <td>72</td>\n",
       "      <td>196</td>\n",
       "      <td>TE</td>\n",
       "      <td>92</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>91</td>\n",
       "      <td>198</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>Derrick</td>\n",
       "      <td>Jones</td>\n",
       "      <td>5</td>\n",
       "      <td>89</td>\n",
       "      <td>72</td>\n",
       "      <td>215</td>\n",
       "      <td>DB</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>79</td>\n",
       "      <td>308</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>Doug</td>\n",
       "      <td>Middleton</td>\n",
       "      <td>5</td>\n",
       "      <td>71</td>\n",
       "      <td>79</td>\n",
       "      <td>315</td>\n",
       "      <td>DB</td>\n",
       "      <td>65</td>\n",
       "      <td>12</td>\n",
       "      <td>...</td>\n",
       "      <td>37</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>80</td>\n",
       "      <td>325</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>53 rows × 33 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    INDEX      FIRST          LAST  SKIN  NUMBER  HEIGHT  WEIGHT POS  SPEED  \\\n",
       "0       0       Luke          Falk     1       8      76     223  QB     86   \n",
       "1       1    Le'Veon          Bell     5      26      74     218  RB     96   \n",
       "2       2         Ty    Montgomery     5      88      70     204  RB     86   \n",
       "3       3    Jamison       Crowder     5      82      76     230  WR     84   \n",
       "4       4  Demaryius        Thomas     1      88      75     214  WR     82   \n",
       "5       5     Quincy        Enunwa     5      81      69     224  WR     86   \n",
       "6       6      Robby      Anderson     5      11      74     225  WR     90   \n",
       "7       7       Josh       Bellamy     5      15      66     195  WR     86   \n",
       "8       8       Ryan       Griffin     1      84      77     265  TE     85   \n",
       "9       9     Kelvin       Beachum     1      68      78     315  OL     62   \n",
       "10     10    Kelechi       Osemele     1      70      76     307  OL     65   \n",
       "11     11       Ryan         Kalil     1      55      77     321  OL     62   \n",
       "12     12      Brian       Winters     1      67      76     320  OL     64   \n",
       "13     13    Brandon         Shell     1      72      77     297  OL     68   \n",
       "14     14    Leonard      Williams     5      92      76     315  DL     71   \n",
       "15     15      Steve      McLendon     5      99      77     302  DL     73   \n",
       "16     16    Quinnen      Williams     5      95      76     320  DL     62   \n",
       "17     17      Henry      Anderson     1      96      75     294  DL     70   \n",
       "18     18     Harvey         Langi     5      44      74     250  LB     75   \n",
       "19     19       C.J.        Mosley     5      57      74     240  LB     84   \n",
       "20     20    Neville        Hewitt     5      46      75     244  LB     77   \n",
       "21     21     Jordan       Jenkins     5      48      73     232  LB     90   \n",
       "22     22     Darryl       Roberts     5      27      71     198  DB     88   \n",
       "23     23      Brian         Poole     5      34      70     198  DB     88   \n",
       "24     24      Jamal         Adams     5      33      71     208  DB     86   \n",
       "25     25     Marcus          Maye     5      20      69     185  DB     91   \n",
       "26     26   Trumaine       Johnson     5      22      72     202  DB     85   \n",
       "27     27     Arthur        Maulet     5      23      72     201  DB     92   \n",
       "28     28        Sam        Ficken     1       9      73     222   K     68   \n",
       "29     29    Lachlan       Edwards     1       4      76     211   P     49   \n",
       "30     30   Jeremiah      Attaochu     5      51      75     259  LB     81   \n",
       "31     31    Neville        Hewitt     5      50      76     259  LB     77   \n",
       "32     32      Kevin  Pierre-Louis     1      53      77     225  LB     83   \n",
       "33     33    Charone         Peake     5      17      72     220  WR     81   \n",
       "34     34       Mike        Pennel     5      75      76     315  DL     72   \n",
       "35     35        Sam       Darnold     1      16      75     221  QB     70   \n",
       "36     36     Buster        Skrine     5      45      71     196  DB     86   \n",
       "37     37  Folorunso      Fatukasi     5      97      74     288  DL     75   \n",
       "38     38     Darryl       Roberts     5      23      72     211  DB     83   \n",
       "39     39    Frankie          Luvu     1      96      76     270  LB     79   \n",
       "40     40        Ray         Lucas     3       6      75     230  QB     77   \n",
       "41     41      Parry     Nickerson     5      30      70     196  DB     91   \n",
       "42     42     Elijah       McGuire     5      41      73     247  RB     75   \n",
       "43     43    Rashard      Robinson     1      47      72     212  DB     89   \n",
       "44     44      Brent         Qvale     1      69      79     318  OL     61   \n",
       "45     45      Chris       Herndon     5      84      79     260  TE     78   \n",
       "46     46     Jordan       Leggett     1      82      79     265  TE     81   \n",
       "47     47     Dakota        Dozier     5      65      76     312  OL     58   \n",
       "48     48  Jonotthan      Harrison     1      46      75     270  OL     66   \n",
       "49     49     Tarell        Basham     5      99      76     321  LB     68   \n",
       "50     50       Neal      Sterling     5      86      72     196  TE     92   \n",
       "51     51    Derrick         Jones     5      89      72     215  DB     88   \n",
       "52     52       Doug     Middleton     5      71      79     315  DB     65   \n",
       "\n",
       "    TLK BRK  ...  HIT PWR  ENDUR  VISOR  SLEEVES  BANDS  WRAPS  AGE  \\\n",
       "0        45  ...       13     85      0        0      0      0   26   \n",
       "1        92  ...       20     92      1        0      0      1   25   \n",
       "2        84  ...       15     87      1        0      0      0   27   \n",
       "3        76  ...       12     91      1        0      0      1   26   \n",
       "4        62  ...       12     93      1        0      1      1   25   \n",
       "5        78  ...       25     94      1        0      0      0   25   \n",
       "6        70  ...       15     87      1        1      1      0   24   \n",
       "7        69  ...       25     90      1        0      1      0   28   \n",
       "8        69  ...       12     90      1        0      0      0   26   \n",
       "9        15  ...       20     93      0        0      0      1   33   \n",
       "10       12  ...       20     88      0        1      1      1   27   \n",
       "11       12  ...       20     81      1        0      1      0   28   \n",
       "12       12  ...       12     88      0        1      1      1   26   \n",
       "13       15  ...       20     85      0        0      0      1   26   \n",
       "14       15  ...       74     88      1        0      0      0   30   \n",
       "15       37  ...       81     73      1        0      0      1   30   \n",
       "16       10  ...       72     75      1        0      0      0   24   \n",
       "17       41  ...       78     83      1        0      0      0   27   \n",
       "18       33  ...       88     90      1        0      1      0   34   \n",
       "19       44  ...       90     92      0        0      0      1   25   \n",
       "20       25  ...       82     85      0        0      1      0   24   \n",
       "21       38  ...       79     87      1        0      0      0   29   \n",
       "22       64  ...       66     98      0        0      0      0   26   \n",
       "23       60  ...       55     95      1        1      0      0   29   \n",
       "24       61  ...       95     92      1        0      0      0   29   \n",
       "25       56  ...       41     91      1        1      1      1   25   \n",
       "26       57  ...       86     87      0        1      1      1   28   \n",
       "27       67  ...       77     96      0        0      0      1   27   \n",
       "28       21  ...       12     75      0        1      0      1   24   \n",
       "29       16  ...       19     68      0        1      0      0   38   \n",
       "30       36  ...       78     90      1        0      0      1   30   \n",
       "31       38  ...       81     85      0        1      0      1   22   \n",
       "32       25  ...       76     82      0        0      1      1   36   \n",
       "33       76  ...       20     87      0        0      0      1   31   \n",
       "34       17  ...       76     68      1        1      0      0   36   \n",
       "35       68  ...       12     95      0        0      1      1   35   \n",
       "36       37  ...       70     92      1        1      1      0   33   \n",
       "37       21  ...       75     78      0        0      1      0   27   \n",
       "38       54  ...       86     87      0        0      1      0   28   \n",
       "39       46  ...       76     82      0        0      0      1   23   \n",
       "40       51  ...        7     87      0        0      0      0   32   \n",
       "41       57  ...       73     90      1        0      0      1   30   \n",
       "42       65  ...       20     88      1        0      0      0   35   \n",
       "43       27  ...       54     80      0        0      1      0   24   \n",
       "44       15  ...       20     82      0        1      0      0   24   \n",
       "45       65  ...       15     85      0        1      0      0   28   \n",
       "46       58  ...       12     80      0        0      1      0   28   \n",
       "47       14  ...       25     82      1        0      0      0   36   \n",
       "48       45  ...       49     75      0        0      1      1   27   \n",
       "49       15  ...       71     69      1        0      0      0   25   \n",
       "50       71  ...       15     85      0        0      1      0   24   \n",
       "51       75  ...       12     85      0        1      0      0   23   \n",
       "52       12  ...       37     84      0        0      1      0   23   \n",
       "\n",
       "    POTENTIAL  PORTRAIT  DISCIPLINE  \n",
       "0          89       276          99  \n",
       "1          96         8          57  \n",
       "2          91       157          91  \n",
       "3          99       183          69  \n",
       "4          93       297          78  \n",
       "5          82       171          53  \n",
       "6          78       316          79  \n",
       "7          79       149          92  \n",
       "8          87        88          64  \n",
       "9          90        19          74  \n",
       "10         77       128          87  \n",
       "11         94       133          92  \n",
       "12         87       284          72  \n",
       "13         77       225          52  \n",
       "14         77       279          86  \n",
       "15         80        71          90  \n",
       "16         79       153          95  \n",
       "17         84        64          89  \n",
       "18         75       174          93  \n",
       "19         81       242          60  \n",
       "20         91       238          86  \n",
       "21         96        60          76  \n",
       "22         95       305          96  \n",
       "23         79       106          99  \n",
       "24         70       185          55  \n",
       "25         92       311          74  \n",
       "26         73       104          77  \n",
       "27         79       121          70  \n",
       "28         82         6          79  \n",
       "29         92       219          59  \n",
       "30         84        93          99  \n",
       "31         99        43          80  \n",
       "32         85        72          60  \n",
       "33         81       277          53  \n",
       "34         75       231          68  \n",
       "35         91        94          59  \n",
       "36         91       289          79  \n",
       "37         80       263          76  \n",
       "38         80       144          73  \n",
       "39         86       164          70  \n",
       "40         71       164          93  \n",
       "41         83       327          74  \n",
       "42         83       132          98  \n",
       "43         85        28          97  \n",
       "44         67        30          89  \n",
       "45         87       281          89  \n",
       "46         93       107          78  \n",
       "47         66       306          85  \n",
       "48         87        80          60  \n",
       "49         91       150          57  \n",
       "50         91       198          62  \n",
       "51         79       308          92  \n",
       "52         80       325          78  \n",
       "\n",
       "[53 rows x 33 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_name='New York Jets'\n",
    "RosterGenerator(team_name,week_num).axis_roster_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55820332",
   "metadata": {},
   "source": [
    "## Updating An NFL Team's Axis Football Starting Offense\n",
    "\n",
    "In the code cell below, we update an NFL team's Axis Football starting offense. Each Axis roster must have exactly $14$ starters on offense. They must be listed in the following order:\n",
    "\n",
    "* QB 1\n",
    "* RB 1 \n",
    "* FB 1\n",
    "* WRs 1-5\n",
    "* TE 1\n",
    "* LT 1\n",
    "* LG 1 \n",
    "* C 1\n",
    "* RG 1\n",
    "* RT 1\n",
    "\n",
    "**Note**: The counts of each listed football position will vary by team. Modify appropriately. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0a8349ff",
   "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>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>position</th>\n",
       "      <th>jerseyNum</th>\n",
       "      <th>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>awareness_rating</th>\n",
       "      <th>strength_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>passBlockPower_rating</th>\n",
       "      <th>impactBlocking_rating</th>\n",
       "      <th>carrying_rating</th>\n",
       "      <th>breakTackle_rating</th>\n",
       "      <th>passBlock_rating</th>\n",
       "      <th>changeOfDirection_rating</th>\n",
       "      <th>press_rating</th>\n",
       "      <th>throwAccuracyDeep_rating</th>\n",
       "      <th>runBlockFinesse_rating</th>\n",
       "      <th>agility_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Aaron</td>\n",
       "      <td>Rodgers</td>\n",
       "      <td>QB</td>\n",
       "      <td>8</td>\n",
       "      <td>39</td>\n",
       "      <td>74</td>\n",
       "      <td>223</td>\n",
       "      <td>85</td>\n",
       "      <td>84</td>\n",
       "      <td>59</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>29</td>\n",
       "      <td>64</td>\n",
       "      <td>62</td>\n",
       "      <td>12</td>\n",
       "      <td>78</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Breece</td>\n",
       "      <td>Hall</td>\n",
       "      <td>HB</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>71</td>\n",
       "      <td>220</td>\n",
       "      <td>83</td>\n",
       "      <td>77</td>\n",
       "      <td>76</td>\n",
       "      <td>...</td>\n",
       "      <td>37</td>\n",
       "      <td>44</td>\n",
       "      <td>86</td>\n",
       "      <td>83</td>\n",
       "      <td>57</td>\n",
       "      <td>91</td>\n",
       "      <td>16</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Nick</td>\n",
       "      <td>Bawden</td>\n",
       "      <td>FB</td>\n",
       "      <td>48</td>\n",
       "      <td>27</td>\n",
       "      <td>74</td>\n",
       "      <td>245</td>\n",
       "      <td>65</td>\n",
       "      <td>62</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>47</td>\n",
       "      <td>66</td>\n",
       "      <td>72</td>\n",
       "      <td>32</td>\n",
       "      <td>64</td>\n",
       "      <td>71</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Garrett</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>WR</td>\n",
       "      <td>17</td>\n",
       "      <td>23</td>\n",
       "      <td>72</td>\n",
       "      <td>192</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>41</td>\n",
       "      <td>72</td>\n",
       "      <td>81</td>\n",
       "      <td>30</td>\n",
       "      <td>93</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>26</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Allen</td>\n",
       "      <td>Lazard</td>\n",
       "      <td>WR</td>\n",
       "      <td>10</td>\n",
       "      <td>27</td>\n",
       "      <td>77</td>\n",
       "      <td>227</td>\n",
       "      <td>76</td>\n",
       "      <td>81</td>\n",
       "      <td>71</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>51</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>27</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Randall</td>\n",
       "      <td>Cobb</td>\n",
       "      <td>WR</td>\n",
       "      <td>18</td>\n",
       "      <td>33</td>\n",
       "      <td>70</td>\n",
       "      <td>192</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>45</td>\n",
       "      <td>81</td>\n",
       "      <td>18</td>\n",
       "      <td>35</td>\n",
       "      <td>29</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Xavier</td>\n",
       "      <td>Gipson</td>\n",
       "      <td>WR</td>\n",
       "      <td>82</td>\n",
       "      <td>22</td>\n",
       "      <td>70</td>\n",
       "      <td>189</td>\n",
       "      <td>68</td>\n",
       "      <td>52</td>\n",
       "      <td>56</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>46</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>26</td>\n",
       "      <td>92</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>25</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Jason</td>\n",
       "      <td>Brownlee</td>\n",
       "      <td>WR</td>\n",
       "      <td>16</td>\n",
       "      <td>24</td>\n",
       "      <td>74</td>\n",
       "      <td>198</td>\n",
       "      <td>67</td>\n",
       "      <td>55</td>\n",
       "      <td>64</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>44</td>\n",
       "      <td>68</td>\n",
       "      <td>71</td>\n",
       "      <td>35</td>\n",
       "      <td>81</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>26</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Tyler</td>\n",
       "      <td>Conklin</td>\n",
       "      <td>TE</td>\n",
       "      <td>83</td>\n",
       "      <td>28</td>\n",
       "      <td>75</td>\n",
       "      <td>254</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>56</td>\n",
       "      <td>66</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>57</td>\n",
       "      <td>77</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>61</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Duane</td>\n",
       "      <td>Brown</td>\n",
       "      <td>LT</td>\n",
       "      <td>76</td>\n",
       "      <td>38</td>\n",
       "      <td>76</td>\n",
       "      <td>329</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>85</td>\n",
       "      <td>35</td>\n",
       "      <td>20</td>\n",
       "      <td>81</td>\n",
       "      <td>55</td>\n",
       "      <td>15</td>\n",
       "      <td>6</td>\n",
       "      <td>73</td>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Laken</td>\n",
       "      <td>Tomlinson</td>\n",
       "      <td>LG</td>\n",
       "      <td>78</td>\n",
       "      <td>31</td>\n",
       "      <td>75</td>\n",
       "      <td>323</td>\n",
       "      <td>76</td>\n",
       "      <td>87</td>\n",
       "      <td>86</td>\n",
       "      <td>...</td>\n",
       "      <td>81</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>5</td>\n",
       "      <td>80</td>\n",
       "      <td>50</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>76</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Connor</td>\n",
       "      <td>McGovern</td>\n",
       "      <td>C</td>\n",
       "      <td>60</td>\n",
       "      <td>30</td>\n",
       "      <td>76</td>\n",
       "      <td>306</td>\n",
       "      <td>75</td>\n",
       "      <td>85</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>72</td>\n",
       "      <td>81</td>\n",
       "      <td>33</td>\n",
       "      <td>10</td>\n",
       "      <td>73</td>\n",
       "      <td>52</td>\n",
       "      <td>8</td>\n",
       "      <td>6</td>\n",
       "      <td>84</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Alijah</td>\n",
       "      <td>Vera-Tucker</td>\n",
       "      <td>RG</td>\n",
       "      <td>75</td>\n",
       "      <td>24</td>\n",
       "      <td>77</td>\n",
       "      <td>308</td>\n",
       "      <td>80</td>\n",
       "      <td>82</td>\n",
       "      <td>91</td>\n",
       "      <td>...</td>\n",
       "      <td>76</td>\n",
       "      <td>89</td>\n",
       "      <td>35</td>\n",
       "      <td>5</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>87</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Mekhi</td>\n",
       "      <td>Becton Sr</td>\n",
       "      <td>RT</td>\n",
       "      <td>77</td>\n",
       "      <td>24</td>\n",
       "      <td>79</td>\n",
       "      <td>363</td>\n",
       "      <td>76</td>\n",
       "      <td>71</td>\n",
       "      <td>93</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>92</td>\n",
       "      <td>40</td>\n",
       "      <td>25</td>\n",
       "      <td>72</td>\n",
       "      <td>54</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>85</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   firstName     lastName position  jerseyNum  age  height  weight  \\\n",
       "3      Aaron      Rodgers       QB          8   39      74     223   \n",
       "6     Breece         Hall       HB         20   22      71     220   \n",
       "56      Nick       Bawden       FB         48   27      74     245   \n",
       "5    Garrett       Wilson       WR         17   23      72     192   \n",
       "19     Allen       Lazard       WR         10   27      77     227   \n",
       "24   Randall         Cobb       WR         18   33      70     192   \n",
       "44    Xavier       Gipson       WR         82   22      70     189   \n",
       "45     Jason     Brownlee       WR         16   24      74     198   \n",
       "16     Tyler      Conklin       TE         83   28      75     254   \n",
       "20     Duane        Brown       LT         76   38      76     329   \n",
       "21     Laken    Tomlinson       LG         78   31      75     323   \n",
       "23    Connor     McGovern        C         60   30      76     306   \n",
       "8     Alijah  Vera-Tucker       RG         75   24      77     308   \n",
       "22     Mekhi    Becton Sr       RT         77   24      79     363   \n",
       "\n",
       "    overall_rating  awareness_rating  strength_rating  ...  \\\n",
       "3               85                84               59  ...   \n",
       "6               83                77               76  ...   \n",
       "56              65                62               80  ...   \n",
       "5               85                85               56  ...   \n",
       "19              76                81               71  ...   \n",
       "24              75                77               57  ...   \n",
       "44              68                52               56  ...   \n",
       "45              67                55               64  ...   \n",
       "16              78                79               66  ...   \n",
       "20              76                87               86  ...   \n",
       "21              76                87               86  ...   \n",
       "23              75                85               87  ...   \n",
       "8               80                82               91  ...   \n",
       "22              76                71               93  ...   \n",
       "\n",
       "    passBlockPower_rating  impactBlocking_rating  carrying_rating  \\\n",
       "3                      12                     29               64   \n",
       "6                      37                     44               86   \n",
       "56                     47                     66               72   \n",
       "5                      18                     41               72   \n",
       "19                     20                     51               75   \n",
       "24                     10                     45               73   \n",
       "44                     21                     46               72   \n",
       "45                     25                     44               68   \n",
       "16                     56                     66               74   \n",
       "20                     82                     85               35   \n",
       "21                     81                     83               25   \n",
       "23                     72                     81               33   \n",
       "8                      76                     89               35   \n",
       "22                     79                     92               40   \n",
       "\n",
       "    breakTackle_rating  passBlock_rating  changeOfDirection_rating  \\\n",
       "3                   62                12                        78   \n",
       "6                   83                57                        91   \n",
       "56                  32                64                        71   \n",
       "5                   81                30                        93   \n",
       "19                  74                45                        79   \n",
       "24                  75                45                        81   \n",
       "44                  72                26                        92   \n",
       "45                  71                35                        81   \n",
       "16                  72                57                        77   \n",
       "20                  20                81                        55   \n",
       "21                   5                80                        50   \n",
       "23                  10                73                        52   \n",
       "8                    5                76                        55   \n",
       "22                  25                72                        54   \n",
       "\n",
       "    press_rating  throwAccuracyDeep_rating runBlockFinesse_rating  \\\n",
       "3             10                        85                     18   \n",
       "6             16                        12                     35   \n",
       "56            10                        35                     55   \n",
       "5             14                        12                     26   \n",
       "19            15                         6                     27   \n",
       "24            18                        35                     29   \n",
       "44            30                         6                     25   \n",
       "45            18                        12                     26   \n",
       "16            10                        10                     61   \n",
       "20            15                         6                     73   \n",
       "21            10                         6                     76   \n",
       "23             8                         6                     84   \n",
       "8             10                         6                     87   \n",
       "22            10                         6                     85   \n",
       "\n",
       "    agility_rating  \n",
       "3               80  \n",
       "6               90  \n",
       "56              77  \n",
       "5               93  \n",
       "19              82  \n",
       "24              87  \n",
       "44              87  \n",
       "45              86  \n",
       "16              79  \n",
       "20              59  \n",
       "21              58  \n",
       "23              65  \n",
       "8               61  \n",
       "22              55  \n",
       "\n",
       "[14 rows x 62 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for team_name in NFL_team_names:\n",
    "    RG=RosterGenerator(team_name,week_num)\n",
    "    if len(RG.axis_roster_starting_offense_df) !=14:\n",
    "        print(\"{} has {} players on offense\".format(team_name, len(RG.axis_roster_starting_offense_df)))\n",
    "        print(RG.madden_position_count_dict)\n",
    "        \n",
    "team_name='New York Jets'\n",
    "RosterGenerator(team_name,week_num).axis_roster_starting_offense_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0eb4d493",
   "metadata": {},
   "source": [
    "## Updating An NFL Team's Axis Football Starting Defense\n",
    "\n",
    "In the code cell below, we update an NFL team's Axis Football starting offense. Each Axis roster must have exactly $14$ starters on defense. They must be listed in the following order:\n",
    "\n",
    "* LE 1\n",
    "* DTs 1-2\n",
    "* RE 1 \n",
    "* LOLB 1\n",
    "* MLBs 1-2\n",
    "* ROLB 1 \n",
    "* LCB 1\n",
    "* FS 1\n",
    "* SS 1\n",
    "* RCB 1\n",
    "* LCB 2\n",
    "* RCB 2 \n",
    "\n",
    "**Note**: The counts of each listed football position will vary by team. Modify appropriately. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "982218ad",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Kansas City Chiefs has only 13 players on defense\n",
      "{'QB': 2, 'HB': 3, 'FB': 0, 'WR': 8, 'TE': 5, 'LT': 3, 'LG': 2, 'C': 1, 'RG': 2, 'RT': 2, 'LE': 3, 'DT': 5, 'RE': 3, 'LOLB': 0, 'MLB': 4, 'ROLB': 3, 'CB': 6, 'FS': 2, 'SS': 3, 'K': 1, 'P': 1}\n"
     ]
    },
    {
     "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>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>position</th>\n",
       "      <th>jerseyNum</th>\n",
       "      <th>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>awareness_rating</th>\n",
       "      <th>strength_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>passBlockPower_rating</th>\n",
       "      <th>impactBlocking_rating</th>\n",
       "      <th>carrying_rating</th>\n",
       "      <th>breakTackle_rating</th>\n",
       "      <th>passBlock_rating</th>\n",
       "      <th>changeOfDirection_rating</th>\n",
       "      <th>press_rating</th>\n",
       "      <th>throwAccuracyDeep_rating</th>\n",
       "      <th>runBlockFinesse_rating</th>\n",
       "      <th>agility_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>John</td>\n",
       "      <td>Franklin-Myers</td>\n",
       "      <td>LE</td>\n",
       "      <td>91</td>\n",
       "      <td>26</td>\n",
       "      <td>76</td>\n",
       "      <td>288</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>90</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>86</td>\n",
       "      <td>26</td>\n",
       "      <td>24</td>\n",
       "      <td>45</td>\n",
       "      <td>63</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>45</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Quinnen</td>\n",
       "      <td>Williams</td>\n",
       "      <td>DT</td>\n",
       "      <td>95</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>303</td>\n",
       "      <td>94</td>\n",
       "      <td>96</td>\n",
       "      <td>92</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>89</td>\n",
       "      <td>39</td>\n",
       "      <td>16</td>\n",
       "      <td>44</td>\n",
       "      <td>61</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Al</td>\n",
       "      <td>Woods</td>\n",
       "      <td>DT</td>\n",
       "      <td>96</td>\n",
       "      <td>36</td>\n",
       "      <td>76</td>\n",
       "      <td>309</td>\n",
       "      <td>74</td>\n",
       "      <td>76</td>\n",
       "      <td>93</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>83</td>\n",
       "      <td>25</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>52</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bryce</td>\n",
       "      <td>Huff</td>\n",
       "      <td>RE</td>\n",
       "      <td>47</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>255</td>\n",
       "      <td>78</td>\n",
       "      <td>80</td>\n",
       "      <td>72</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>77</td>\n",
       "      <td>40</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>72</td>\n",
       "      <td>33</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Jamien</td>\n",
       "      <td>Sherwood</td>\n",
       "      <td>LOLB</td>\n",
       "      <td>44</td>\n",
       "      <td>23</td>\n",
       "      <td>74</td>\n",
       "      <td>216</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>65</td>\n",
       "      <td>64</td>\n",
       "      <td>54</td>\n",
       "      <td>35</td>\n",
       "      <td>76</td>\n",
       "      <td>74</td>\n",
       "      <td>29</td>\n",
       "      <td>35</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>C.J.</td>\n",
       "      <td>Mosley</td>\n",
       "      <td>MLB</td>\n",
       "      <td>57</td>\n",
       "      <td>31</td>\n",
       "      <td>74</td>\n",
       "      <td>231</td>\n",
       "      <td>87</td>\n",
       "      <td>88</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>87</td>\n",
       "      <td>66</td>\n",
       "      <td>32</td>\n",
       "      <td>45</td>\n",
       "      <td>71</td>\n",
       "      <td>49</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Zaire</td>\n",
       "      <td>Barnes</td>\n",
       "      <td>MLB</td>\n",
       "      <td>53</td>\n",
       "      <td>23</td>\n",
       "      <td>73</td>\n",
       "      <td>232</td>\n",
       "      <td>66</td>\n",
       "      <td>59</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>56</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>78</td>\n",
       "      <td>48</td>\n",
       "      <td>18</td>\n",
       "      <td>45</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Quincy</td>\n",
       "      <td>Williams</td>\n",
       "      <td>ROLB</td>\n",
       "      <td>56</td>\n",
       "      <td>27</td>\n",
       "      <td>71</td>\n",
       "      <td>225</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>65</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>70</td>\n",
       "      <td>44</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>74</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>44</td>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Sauce</td>\n",
       "      <td>Gardner</td>\n",
       "      <td>CB</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>75</td>\n",
       "      <td>200</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>62</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>55</td>\n",
       "      <td>64</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Jordan</td>\n",
       "      <td>Whitehead</td>\n",
       "      <td>FS</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>70</td>\n",
       "      <td>198</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>60</td>\n",
       "      <td>65</td>\n",
       "      <td>50</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Chuck</td>\n",
       "      <td>Clark</td>\n",
       "      <td>SS</td>\n",
       "      <td>23</td>\n",
       "      <td>28</td>\n",
       "      <td>72</td>\n",
       "      <td>210</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>65</td>\n",
       "      <td>61</td>\n",
       "      <td>44</td>\n",
       "      <td>35</td>\n",
       "      <td>85</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>D.J.</td>\n",
       "      <td>Reed Jr</td>\n",
       "      <td>CB</td>\n",
       "      <td>4</td>\n",
       "      <td>26</td>\n",
       "      <td>69</td>\n",
       "      <td>188</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>47</td>\n",
       "      <td>57</td>\n",
       "      <td>61</td>\n",
       "      <td>35</td>\n",
       "      <td>90</td>\n",
       "      <td>86</td>\n",
       "      <td>5</td>\n",
       "      <td>35</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Michael</td>\n",
       "      <td>Carter II</td>\n",
       "      <td>CB</td>\n",
       "      <td>30</td>\n",
       "      <td>24</td>\n",
       "      <td>70</td>\n",
       "      <td>184</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>55</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>39</td>\n",
       "      <td>35</td>\n",
       "      <td>83</td>\n",
       "      <td>71</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Bryce</td>\n",
       "      <td>Hall</td>\n",
       "      <td>CB</td>\n",
       "      <td>37</td>\n",
       "      <td>25</td>\n",
       "      <td>73</td>\n",
       "      <td>202</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>57</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>53</td>\n",
       "      <td>64</td>\n",
       "      <td>48</td>\n",
       "      <td>35</td>\n",
       "      <td>83</td>\n",
       "      <td>78</td>\n",
       "      <td>6</td>\n",
       "      <td>35</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   firstName        lastName position  jerseyNum  age  height  weight  \\\n",
       "14      John  Franklin-Myers       LE         91   26      76     288   \n",
       "0    Quinnen        Williams       DT         95   25      75     303   \n",
       "25        Al           Woods       DT         96   36      76     309   \n",
       "13     Bryce            Huff       RE         47   25      75     255   \n",
       "50    Jamien        Sherwood     LOLB         44   23      74     216   \n",
       "2       C.J.          Mosley      MLB         57   31      74     231   \n",
       "53     Zaire          Barnes      MLB         53   23      73     232   \n",
       "7     Quincy        Williams     ROLB         56   27      71     225   \n",
       "1      Sauce         Gardner       CB          1   23      75     200   \n",
       "12    Jordan       Whitehead       FS          3   26      70     198   \n",
       "10     Chuck           Clark       SS         23   28      72     210   \n",
       "4       D.J.         Reed Jr       CB          4   26      69     188   \n",
       "15   Michael       Carter II       CB         30   24      70     184   \n",
       "32     Bryce            Hall       CB         37   25      73     202   \n",
       "\n",
       "    overall_rating  awareness_rating  strength_rating  ...  \\\n",
       "14              78                83               90  ...   \n",
       "0               94                96               92  ...   \n",
       "25              74                76               93  ...   \n",
       "13              78                80               72  ...   \n",
       "50              66                70               65  ...   \n",
       "2               87                88               75  ...   \n",
       "53              66                59               67  ...   \n",
       "7               82                84               65  ...   \n",
       "1               93                91               62  ...   \n",
       "12              79                85               67  ...   \n",
       "10              79                81               67  ...   \n",
       "4               85                88               52  ...   \n",
       "15              78                78               55  ...   \n",
       "32              73                77               57  ...   \n",
       "\n",
       "    passBlockPower_rating  impactBlocking_rating  carrying_rating  \\\n",
       "14                     45                     86               26   \n",
       "0                      44                     89               39   \n",
       "25                     45                     83               25   \n",
       "13                     45                     77               40   \n",
       "50                     35                     65               64   \n",
       "2                      45                     87               66   \n",
       "53                     45                     65               56   \n",
       "7                      44                     70               44   \n",
       "1                      35                     55               64   \n",
       "12                     35                     60               65   \n",
       "10                     35                     65               61   \n",
       "4                      35                     47               57   \n",
       "15                     35                     38               54   \n",
       "32                     35                     53               64   \n",
       "\n",
       "    breakTackle_rating  passBlock_rating  changeOfDirection_rating  \\\n",
       "14                  24                45                        63   \n",
       "0                   16                44                        61   \n",
       "25                  10                45                        52   \n",
       "13                  10                45                        72   \n",
       "50                  54                35                        76   \n",
       "2                   32                45                        71   \n",
       "53                  50                45                        78   \n",
       "7                   18                21                        74   \n",
       "1                   61                35                        90   \n",
       "12                  50                45                        80   \n",
       "10                  44                35                        85   \n",
       "4                   61                35                        90   \n",
       "15                  39                35                        83   \n",
       "32                  48                35                        83   \n",
       "\n",
       "    press_rating  throwAccuracyDeep_rating runBlockFinesse_rating  \\\n",
       "14            25                         9                     45   \n",
       "0             14                         6                     45   \n",
       "25            12                         6                     45   \n",
       "13            33                         6                     45   \n",
       "50            74                        29                     35   \n",
       "2             49                         6                     45   \n",
       "53            48                        18                     45   \n",
       "7             50                         6                     44   \n",
       "1             91                         6                     35   \n",
       "12            70                         6                     35   \n",
       "10            65                        10                     35   \n",
       "4             86                         5                     35   \n",
       "15            71                         6                     35   \n",
       "32            78                         6                     35   \n",
       "\n",
       "    agility_rating  \n",
       "14              72  \n",
       "0               79  \n",
       "25              64  \n",
       "13              80  \n",
       "50              79  \n",
       "2               86  \n",
       "53              83  \n",
       "7               78  \n",
       "1               90  \n",
       "12              81  \n",
       "10              86  \n",
       "4               88  \n",
       "15              87  \n",
       "32              85  \n",
       "\n",
       "[14 rows x 62 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for team_name in NFL_team_names:\n",
    "    RG=RosterGenerator(team_name,week_num)\n",
    "    if len(RG.axis_roster_starting_defense_df) !=14:\n",
    "        print(\"{} has only {} players on defense\".format(team_name, len(RG.axis_roster_starting_defense_df)))\n",
    "        print(RG.madden_position_count_dict)\n",
    "        \n",
    "team_name=\"New York Jets\"\n",
    "RosterGenerator(team_name,week_num).axis_roster_starting_defense_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aed72e2d",
   "metadata": {},
   "source": [
    "## Updating An NFL Team's Axis Football Starting Special Teams\n",
    "In the code cell below, we update an NFL team's Axis Football starting special teams. Each Axis Football roster must have $2$ starters on Special Teams. They must be listed in the following order:\n",
    "* K 1\n",
    "* P 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b59e476f",
   "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>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>position</th>\n",
       "      <th>jerseyNum</th>\n",
       "      <th>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>awareness_rating</th>\n",
       "      <th>strength_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>passBlockPower_rating</th>\n",
       "      <th>impactBlocking_rating</th>\n",
       "      <th>carrying_rating</th>\n",
       "      <th>breakTackle_rating</th>\n",
       "      <th>passBlock_rating</th>\n",
       "      <th>changeOfDirection_rating</th>\n",
       "      <th>press_rating</th>\n",
       "      <th>throwAccuracyDeep_rating</th>\n",
       "      <th>runBlockFinesse_rating</th>\n",
       "      <th>agility_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Ka'imi</td>\n",
       "      <td>Fairbairn</td>\n",
       "      <td>K</td>\n",
       "      <td>15</td>\n",
       "      <td>29</td>\n",
       "      <td>72</td>\n",
       "      <td>183</td>\n",
       "      <td>79</td>\n",
       "      <td>65</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>45</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>53</td>\n",
       "      <td>10</td>\n",
       "      <td>25</td>\n",
       "      <td>17</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Cameron</td>\n",
       "      <td>Johnston</td>\n",
       "      <td>P</td>\n",
       "      <td>11</td>\n",
       "      <td>31</td>\n",
       "      <td>71</td>\n",
       "      <td>194</td>\n",
       "      <td>74</td>\n",
       "      <td>57</td>\n",
       "      <td>48</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>54</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   firstName   lastName position  jerseyNum  age  height  weight  \\\n",
       "12    Ka'imi  Fairbairn        K         15   29      72     183   \n",
       "21   Cameron   Johnston        P         11   31      71     194   \n",
       "\n",
       "    overall_rating  awareness_rating  strength_rating  ...  \\\n",
       "12              79                65               39  ...   \n",
       "21              74                57               48  ...   \n",
       "\n",
       "    passBlockPower_rating  impactBlocking_rating  carrying_rating  \\\n",
       "12                     15                     17               45   \n",
       "21                     24                     23               25   \n",
       "\n",
       "    breakTackle_rating  passBlock_rating  changeOfDirection_rating  \\\n",
       "12                  15                15                        53   \n",
       "21                  20                20                        54   \n",
       "\n",
       "    press_rating  throwAccuracyDeep_rating runBlockFinesse_rating  \\\n",
       "12            10                        25                     17   \n",
       "21            10                        15                     23   \n",
       "\n",
       "    agility_rating  \n",
       "12              64  \n",
       "21              62  \n",
       "\n",
       "[2 rows x 62 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for team_name in NFL_team_names:\n",
    "    RG=RosterGenerator(team_name,week_num)\n",
    "    if len(RG.axis_roster_starting_ST_df) != 2:\n",
    "        print(\"{} has only {} players on special teams\".format(team_name, len(RG.axis_roster_starting_ST_df)))\n",
    "        print(RG.madden_position_count_dict)\n",
    "        \n",
    "\n",
    "RosterGenerator(team_name,week_num).axis_roster_starting_ST_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88207e96",
   "metadata": {},
   "source": [
    "## Updating An NFL Team's Axis Football Backup Roster\n",
    "\n",
    "In the code cell below, we update an NFL team's Axis Football backup roster. Each Axis Football backup roster must consist of exactly $23$ players that are not starters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "545b1a89",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Chicago Bears has only 20 backup players\n",
      "{'QB': 3, 'HB': 4, 'FB': 1, 'WR': 6, 'TE': 4, 'LT': 2, 'LG': 2, 'C': 1, 'RG': 3, 'RT': 1, 'LE': 3, 'DT': 4, 'RE': 2, 'LOLB': 2, 'MLB': 2, 'ROLB': 1, 'CB': 6, 'FS': 2, 'SS': 2, 'K': 1, 'P': 1}\n",
      "53\n"
     ]
    },
    {
     "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>firstName</th>\n",
       "      <th>lastName</th>\n",
       "      <th>position</th>\n",
       "      <th>jerseyNum</th>\n",
       "      <th>age</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>overall_rating</th>\n",
       "      <th>awareness_rating</th>\n",
       "      <th>strength_rating</th>\n",
       "      <th>...</th>\n",
       "      <th>passBlockPower_rating</th>\n",
       "      <th>impactBlocking_rating</th>\n",
       "      <th>carrying_rating</th>\n",
       "      <th>breakTackle_rating</th>\n",
       "      <th>passBlock_rating</th>\n",
       "      <th>changeOfDirection_rating</th>\n",
       "      <th>press_rating</th>\n",
       "      <th>throwAccuracyDeep_rating</th>\n",
       "      <th>runBlockFinesse_rating</th>\n",
       "      <th>agility_rating</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Zach</td>\n",
       "      <td>Wilson</td>\n",
       "      <td>QB</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>74</td>\n",
       "      <td>214</td>\n",
       "      <td>67</td>\n",
       "      <td>62</td>\n",
       "      <td>61</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>21</td>\n",
       "      <td>66</td>\n",
       "      <td>63</td>\n",
       "      <td>15</td>\n",
       "      <td>80</td>\n",
       "      <td>10</td>\n",
       "      <td>77</td>\n",
       "      <td>12</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Tim</td>\n",
       "      <td>Boyle</td>\n",
       "      <td>QB</td>\n",
       "      <td>7</td>\n",
       "      <td>28</td>\n",
       "      <td>76</td>\n",
       "      <td>232</td>\n",
       "      <td>57</td>\n",
       "      <td>64</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>58</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>69</td>\n",
       "      <td>10</td>\n",
       "      <td>76</td>\n",
       "      <td>10</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Dalvin</td>\n",
       "      <td>Cook</td>\n",
       "      <td>HB</td>\n",
       "      <td>33</td>\n",
       "      <td>28</td>\n",
       "      <td>70</td>\n",
       "      <td>210</td>\n",
       "      <td>77</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>...</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>85</td>\n",
       "      <td>81</td>\n",
       "      <td>57</td>\n",
       "      <td>90</td>\n",
       "      <td>20</td>\n",
       "      <td>25</td>\n",
       "      <td>32</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Israel</td>\n",
       "      <td>Abanikanda</td>\n",
       "      <td>HB</td>\n",
       "      <td>25</td>\n",
       "      <td>20</td>\n",
       "      <td>71</td>\n",
       "      <td>215</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>67</td>\n",
       "      <td>...</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>86</td>\n",
       "      <td>75</td>\n",
       "      <td>49</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>10</td>\n",
       "      <td>33</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Irvin</td>\n",
       "      <td>Charles</td>\n",
       "      <td>WR</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>76</td>\n",
       "      <td>219</td>\n",
       "      <td>64</td>\n",
       "      <td>56</td>\n",
       "      <td>66</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>49</td>\n",
       "      <td>75</td>\n",
       "      <td>74</td>\n",
       "      <td>37</td>\n",
       "      <td>78</td>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>26</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>C.J.</td>\n",
       "      <td>Uzomah</td>\n",
       "      <td>TE</td>\n",
       "      <td>87</td>\n",
       "      <td>30</td>\n",
       "      <td>77</td>\n",
       "      <td>271</td>\n",
       "      <td>74</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>...</td>\n",
       "      <td>58</td>\n",
       "      <td>71</td>\n",
       "      <td>77</td>\n",
       "      <td>67</td>\n",
       "      <td>58</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "      <td>34</td>\n",
       "      <td>59</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Jeremy</td>\n",
       "      <td>Ruckert</td>\n",
       "      <td>TE</td>\n",
       "      <td>89</td>\n",
       "      <td>23</td>\n",
       "      <td>77</td>\n",
       "      <td>250</td>\n",
       "      <td>68</td>\n",
       "      <td>68</td>\n",
       "      <td>78</td>\n",
       "      <td>...</td>\n",
       "      <td>59</td>\n",
       "      <td>72</td>\n",
       "      <td>76</td>\n",
       "      <td>57</td>\n",
       "      <td>60</td>\n",
       "      <td>69</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>65</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Carter</td>\n",
       "      <td>Warren</td>\n",
       "      <td>LT</td>\n",
       "      <td>67</td>\n",
       "      <td>24</td>\n",
       "      <td>77</td>\n",
       "      <td>323</td>\n",
       "      <td>66</td>\n",
       "      <td>72</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "      <td>32</td>\n",
       "      <td>74</td>\n",
       "      <td>57</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>67</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Joe</td>\n",
       "      <td>Tippmann</td>\n",
       "      <td>C</td>\n",
       "      <td>66</td>\n",
       "      <td>22</td>\n",
       "      <td>78</td>\n",
       "      <td>317</td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>80</td>\n",
       "      <td>45</td>\n",
       "      <td>9</td>\n",
       "      <td>71</td>\n",
       "      <td>57</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>75</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Wes</td>\n",
       "      <td>Schweitzer</td>\n",
       "      <td>RG</td>\n",
       "      <td>71</td>\n",
       "      <td>29</td>\n",
       "      <td>76</td>\n",
       "      <td>300</td>\n",
       "      <td>70</td>\n",
       "      <td>79</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>81</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>72</td>\n",
       "      <td>52</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>78</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Billy</td>\n",
       "      <td>Turner</td>\n",
       "      <td>RT</td>\n",
       "      <td>54</td>\n",
       "      <td>31</td>\n",
       "      <td>77</td>\n",
       "      <td>313</td>\n",
       "      <td>69</td>\n",
       "      <td>79</td>\n",
       "      <td>84</td>\n",
       "      <td>...</td>\n",
       "      <td>71</td>\n",
       "      <td>81</td>\n",
       "      <td>40</td>\n",
       "      <td>5</td>\n",
       "      <td>73</td>\n",
       "      <td>49</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>76</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Will</td>\n",
       "      <td>McDonald IV</td>\n",
       "      <td>LE</td>\n",
       "      <td>99</td>\n",
       "      <td>24</td>\n",
       "      <td>75</td>\n",
       "      <td>241</td>\n",
       "      <td>74</td>\n",
       "      <td>72</td>\n",
       "      <td>69</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>49</td>\n",
       "      <td>33</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "      <td>52</td>\n",
       "      <td>22</td>\n",
       "      <td>45</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Micheal</td>\n",
       "      <td>Clemons</td>\n",
       "      <td>LE</td>\n",
       "      <td>72</td>\n",
       "      <td>26</td>\n",
       "      <td>77</td>\n",
       "      <td>281</td>\n",
       "      <td>70</td>\n",
       "      <td>69</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>81</td>\n",
       "      <td>28</td>\n",
       "      <td>23</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>26</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Quinton</td>\n",
       "      <td>Jefferson</td>\n",
       "      <td>DT</td>\n",
       "      <td>70</td>\n",
       "      <td>30</td>\n",
       "      <td>76</td>\n",
       "      <td>291</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>82</td>\n",
       "      <td>39</td>\n",
       "      <td>10</td>\n",
       "      <td>44</td>\n",
       "      <td>62</td>\n",
       "      <td>25</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Solomon</td>\n",
       "      <td>Thomas</td>\n",
       "      <td>DT</td>\n",
       "      <td>94</td>\n",
       "      <td>28</td>\n",
       "      <td>74</td>\n",
       "      <td>256</td>\n",
       "      <td>71</td>\n",
       "      <td>65</td>\n",
       "      <td>87</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>85</td>\n",
       "      <td>40</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>60</td>\n",
       "      <td>34</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jermaine</td>\n",
       "      <td>Johnson II</td>\n",
       "      <td>RE</td>\n",
       "      <td>11</td>\n",
       "      <td>24</td>\n",
       "      <td>77</td>\n",
       "      <td>262</td>\n",
       "      <td>77</td>\n",
       "      <td>70</td>\n",
       "      <td>82</td>\n",
       "      <td>...</td>\n",
       "      <td>44</td>\n",
       "      <td>84</td>\n",
       "      <td>44</td>\n",
       "      <td>28</td>\n",
       "      <td>45</td>\n",
       "      <td>70</td>\n",
       "      <td>26</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Carl</td>\n",
       "      <td>Lawson</td>\n",
       "      <td>RE</td>\n",
       "      <td>58</td>\n",
       "      <td>28</td>\n",
       "      <td>74</td>\n",
       "      <td>265</td>\n",
       "      <td>74</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>30</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Ifeadi</td>\n",
       "      <td>Odenigbo</td>\n",
       "      <td>RE</td>\n",
       "      <td>92</td>\n",
       "      <td>29</td>\n",
       "      <td>75</td>\n",
       "      <td>258</td>\n",
       "      <td>69</td>\n",
       "      <td>68</td>\n",
       "      <td>80</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>82</td>\n",
       "      <td>30</td>\n",
       "      <td>10</td>\n",
       "      <td>45</td>\n",
       "      <td>58</td>\n",
       "      <td>37</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Bradlee</td>\n",
       "      <td>Anae</td>\n",
       "      <td>RE</td>\n",
       "      <td>50</td>\n",
       "      <td>25</td>\n",
       "      <td>75</td>\n",
       "      <td>260</td>\n",
       "      <td>65</td>\n",
       "      <td>69</td>\n",
       "      <td>79</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>79</td>\n",
       "      <td>36</td>\n",
       "      <td>19</td>\n",
       "      <td>45</td>\n",
       "      <td>67</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Chazz</td>\n",
       "      <td>Surratt</td>\n",
       "      <td>LOLB</td>\n",
       "      <td>55</td>\n",
       "      <td>26</td>\n",
       "      <td>74</td>\n",
       "      <td>233</td>\n",
       "      <td>65</td>\n",
       "      <td>64</td>\n",
       "      <td>75</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>64</td>\n",
       "      <td>66</td>\n",
       "      <td>41</td>\n",
       "      <td>45</td>\n",
       "      <td>73</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>45</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Sam</td>\n",
       "      <td>Eguavoen</td>\n",
       "      <td>ROLB</td>\n",
       "      <td>52</td>\n",
       "      <td>30</td>\n",
       "      <td>72</td>\n",
       "      <td>236</td>\n",
       "      <td>69</td>\n",
       "      <td>71</td>\n",
       "      <td>70</td>\n",
       "      <td>...</td>\n",
       "      <td>45</td>\n",
       "      <td>77</td>\n",
       "      <td>48</td>\n",
       "      <td>11</td>\n",
       "      <td>45</td>\n",
       "      <td>72</td>\n",
       "      <td>50</td>\n",
       "      <td>6</td>\n",
       "      <td>45</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Brandin</td>\n",
       "      <td>Echols</td>\n",
       "      <td>CB</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>70</td>\n",
       "      <td>175</td>\n",
       "      <td>71</td>\n",
       "      <td>69</td>\n",
       "      <td>52</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>39</td>\n",
       "      <td>62</td>\n",
       "      <td>45</td>\n",
       "      <td>35</td>\n",
       "      <td>88</td>\n",
       "      <td>77</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Javelin</td>\n",
       "      <td>Guidry</td>\n",
       "      <td>CB</td>\n",
       "      <td>40</td>\n",
       "      <td>25</td>\n",
       "      <td>69</td>\n",
       "      <td>191</td>\n",
       "      <td>67</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>...</td>\n",
       "      <td>35</td>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>44</td>\n",
       "      <td>40</td>\n",
       "      <td>88</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "      <td>35</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 62 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   firstName     lastName position  jerseyNum  age  height  weight  \\\n",
       "48      Zach       Wilson       QB          2   24      74     214   \n",
       "60       Tim        Boyle       QB          7   28      76     232   \n",
       "17    Dalvin         Cook       HB         33   28      70     210   \n",
       "41    Israel   Abanikanda       HB         25   20      71     215   \n",
       "57     Irvin      Charles       WR         19   26      76     219   \n",
       "27      C.J.       Uzomah       TE         87   30      77     271   \n",
       "43    Jeremy      Ruckert       TE         89   23      77     250   \n",
       "49    Carter       Warren       LT         67   24      77     323   \n",
       "33       Joe     Tippmann        C         66   22      78     317   \n",
       "38       Wes   Schweitzer       RG         71   29      76     300   \n",
       "39     Billy       Turner       RT         54   31      77     313   \n",
       "30      Will  McDonald IV       LE         99   24      75     241   \n",
       "37   Micheal      Clemons       LE         72   26      77     281   \n",
       "29   Quinton    Jefferson       DT         70   30      76     291   \n",
       "36   Solomon       Thomas       DT         94   28      74     256   \n",
       "18  Jermaine   Johnson II       RE         11   24      77     262   \n",
       "28      Carl       Lawson       RE         58   28      74     265   \n",
       "40    Ifeadi     Odenigbo       RE         92   29      75     258   \n",
       "54   Bradlee         Anae       RE         50   25      75     260   \n",
       "55     Chazz      Surratt     LOLB         55   26      74     233   \n",
       "42       Sam     Eguavoen     ROLB         52   30      72     236   \n",
       "35   Brandin       Echols       CB         26   25      70     175   \n",
       "46   Javelin       Guidry       CB         40   25      69     191   \n",
       "\n",
       "    overall_rating  awareness_rating  strength_rating  ...  \\\n",
       "48              67                62               61  ...   \n",
       "60              57                64               60  ...   \n",
       "17              77                75               74  ...   \n",
       "41              69                64               67  ...   \n",
       "57              64                56               66  ...   \n",
       "27              74                73               73  ...   \n",
       "43              68                68               78  ...   \n",
       "49              66                72               82  ...   \n",
       "33              72                75               89  ...   \n",
       "38              70                79               82  ...   \n",
       "39              69                79               84  ...   \n",
       "30              74                72               69  ...   \n",
       "37              70                69               80  ...   \n",
       "29              74                84               82  ...   \n",
       "36              71                65               87  ...   \n",
       "18              77                70               82  ...   \n",
       "28              74                75               88  ...   \n",
       "40              69                68               80  ...   \n",
       "54              65                69               79  ...   \n",
       "55              65                64               75  ...   \n",
       "42              69                71               70  ...   \n",
       "35              71                69               52  ...   \n",
       "46              67                58               60  ...   \n",
       "\n",
       "    passBlockPower_rating  impactBlocking_rating  carrying_rating  \\\n",
       "48                     15                     21               66   \n",
       "60                     10                     10               58   \n",
       "17                     33                     33               85   \n",
       "41                     36                     38               86   \n",
       "57                     24                     49               75   \n",
       "27                     58                     71               77   \n",
       "43                     59                     72               76   \n",
       "49                     73                     76               55   \n",
       "33                     75                     80               45   \n",
       "38                     75                     81               25   \n",
       "39                     71                     81               40   \n",
       "30                     45                     67               49   \n",
       "37                     45                     81               28   \n",
       "29                     45                     82               39   \n",
       "36                     45                     85               40   \n",
       "18                     44                     84               44   \n",
       "28                     45                     79               27   \n",
       "40                     45                     82               30   \n",
       "54                     45                     79               36   \n",
       "55                     45                     64               66   \n",
       "42                     45                     77               48   \n",
       "35                     35                     39               62   \n",
       "46                     35                     48               68   \n",
       "\n",
       "    breakTackle_rating  passBlock_rating  changeOfDirection_rating  \\\n",
       "48                  63                15                        80   \n",
       "60                  35                10                        69   \n",
       "17                  81                57                        90   \n",
       "41                  75                49                        85   \n",
       "57                  74                37                        78   \n",
       "27                  67                58                        65   \n",
       "43                  57                60                        69   \n",
       "49                  32                74                        57   \n",
       "33                   9                71                        57   \n",
       "38                   9                72                        52   \n",
       "39                   5                73                        49   \n",
       "30                  33                45                        80   \n",
       "37                  23                45                        65   \n",
       "29                  10                44                        62   \n",
       "36                  10                45                        60   \n",
       "18                  28                45                        70   \n",
       "28                  31                45                        67   \n",
       "40                  10                45                        58   \n",
       "54                  19                45                        67   \n",
       "55                  41                45                        73   \n",
       "42                  11                45                        72   \n",
       "35                  45                35                        88   \n",
       "46                  44                40                        88   \n",
       "\n",
       "    press_rating  throwAccuracyDeep_rating runBlockFinesse_rating  \\\n",
       "48            10                        77                     12   \n",
       "60            10                        76                     10   \n",
       "17            20                        25                     32   \n",
       "41            40                        10                     33   \n",
       "57            26                        19                     26   \n",
       "27            10                        34                     59   \n",
       "43            16                        14                     65   \n",
       "49            10                        11                     67   \n",
       "33            10                         6                     75   \n",
       "38            10                         6                     78   \n",
       "39            10                         6                     76   \n",
       "30            52                        22                     45   \n",
       "37            26                        10                     45   \n",
       "29            25                         6                     45   \n",
       "36            34                         6                     45   \n",
       "18            26                         6                     45   \n",
       "28            30                         6                     45   \n",
       "40            37                         6                     45   \n",
       "54            23                         6                     45   \n",
       "55            40                        52                     45   \n",
       "42            50                         6                     45   \n",
       "35            77                        12                     35   \n",
       "46            65                        10                     35   \n",
       "\n",
       "    agility_rating  \n",
       "48              84  \n",
       "60              80  \n",
       "17              89  \n",
       "41              83  \n",
       "57              83  \n",
       "27              76  \n",
       "43              74  \n",
       "49              67  \n",
       "33              65  \n",
       "38              56  \n",
       "39              55  \n",
       "30              88  \n",
       "37              74  \n",
       "29              63  \n",
       "36              79  \n",
       "18              83  \n",
       "28              80  \n",
       "40              72  \n",
       "54              73  \n",
       "55              82  \n",
       "42              76  \n",
       "35              89  \n",
       "46              87  \n",
       "\n",
       "[23 rows x 62 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for team_name in NFL_team_names:\n",
    "    RG=RosterGenerator(team_name,week_num)\n",
    "    if len(RG.axis_roster_backups_df) != 23:\n",
    "        print(\"{} has only {} backup players\".format(team_name, len(RG.axis_roster_backups_df)))\n",
    "        print(RG.madden_position_count_dict)\n",
    "        print(sum(RG.madden_position_count_dict.values()))\n",
    "        \n",
    "team_name='New York Jets'\n",
    "RosterGenerator(team_name,week_num).axis_roster_backups_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c0771b7b",
   "metadata": {},
   "source": [
    "## Updating An NFL Team's Axis Football Player Attributes\n",
    "\n",
    "In the code cell below, we update each NFL team's Axis Football Player Attributes. We use a reference attribute dictionary in which each key is an Axis Football attribute and the corresponding value is the set of possible Madden NFL attributes that are similarly related to the key. So for each player, we apply the following procedure:\n",
    "   * If an Axis Football attribute has only one corresponding Madden NFL attribute in the reference dictionary, we update the player's Axis Football attribute with the player's corresponding Madden NFL attribute.\n",
    "   * If an Axis Football attribute has more than one corresponding Madden NFL attribute in the reference dictionary, we update the player's Axis Football attribute with the *average* of the player's corresponding Madden NFL attributes.\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a5466677",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'FIRST': 'firstName', 'LAST': 'lastName', 'NUMBER': 'jerseyNum', 'HEIGHT': 'height', 'WEIGHT': 'weight', 'POS': 'position', 'SPEED': 'speed_rating', 'TLK BRK': 'breakTackle_rating', 'FUMBLE': 'carrying_rating', 'CATCH': ['catching_rating', 'spectacularCatch_rating', 'catchInTraffic_rating'], 'BLKING': ['runBlock_rating', 'passBlockFinesse_rating', 'leadBlock_rating', 'runBlockPower_rating', 'passBlockPower_rating', 'impactBlocking_rating', 'passBlock_rating', 'runBlockFinesse_rating'], 'THR ACC': ['throwAccuracyMid_rating', 'throwUnderPressure_rating', 'throwAccuracyShort_rating', 'throwOnTheRun_rating', 'throwAccuracyDeep_rating'], 'KCK PWR': 'kickPower_rating', 'KCK ACC': 'kickAccuracy_rating', 'BLK BRK': 'blockShedding_rating', 'TACKLE': 'tackle_rating', 'THR PWR': 'throwPower_rating', 'FITNESS': 'stamina_rating', 'AWARE': 'awareness_rating', 'AGIL': 'agility_rating', 'COVER': ['zoneCoverage_rating', 'manCoverage_rating'], 'HIT PWR': 'hitPower_rating', 'ENDUR': 'injury_rating', 'AGE': 'age'}\n",
      " \n",
      "REVERTED TO EARLIER AXIS ROSTER FOR Chicago Bears\n",
      "REVERTED TO EARLIER AXIS ROSTER FOR Kansas City Chiefs\n"
     ]
    }
   ],
   "source": [
    "print(axis_to_madden_attributes_dict)\n",
    "print(\" \")\n",
    "for team_name in NFL_team_names:\n",
    "    RosterGenerator(team_name,week_num).get_new_axis_roster_df()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dc0d7a4",
   "metadata": {},
   "source": [
    "Follow the instructions of the Readme in order to load these updated rosters into Axis Football game!"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "handmade-federation",
   "metadata": {},
   "source": [
    "# References \n",
    "\n",
    "* [Discussion Thread about Axis Player Attributes](https://steamcommunity.com/app/932980/discussions/0/1739968490571334749/) \n",
    "* [Detailed information about Madden NFL attributes](https://madden.fandom.com/wiki/Attributes)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.11.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}