week1_recap.ipynb

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    "# Week 1 recap\n",
    "\n",
    "[nbviewer](https://nbviewer.jupyter.org/github/joeeoj/fantasy-football/blob/main/week1_recap.ipynb)"
   ]
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   "source": [
    "import json\n",
    "from pathlib import Path\n",
    "from typing import List\n",
    "\n",
    "import altair as alt\n",
    "from espn_api.football import League\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9d99c484-4e56-47aa-825d-c35f0c342d03",
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   "source": [
    "FNAME = './data/week_01_points.json'\n",
    "DATA_DIR = Path.cwd() / 'data'\n",
    "\n",
    "TEAMS = {\n",
    "    1: 'Fully  Maccinated',\n",
    "    2: \"Rippin' Swigs\",\n",
    "    3: 'Seattle Fantasy Team',\n",
    "    10: 'Spenny Willy',\n",
    "    11: 'Raiders Are Good',\n",
    "    12: 'Herb Your Enthusiasm',\n",
    "    13: 'Too Many Cooks',\n",
    "    15: 'Elite starts  with Eli',\n",
    "    16: 'Draftin Herbert First Pick',\n",
    "    17: 'Scooty Lewis and the News',\n",
    "    18: 'Team Daktus Jack',\n",
    "    19: 'Federal Way Yu',\n",
    "}\n",
    "\n",
    "LEAGUE_ID = 17588244\n",
    "YEAR = 2021"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "be0747c2-1c54-4eab-8b93-654230881d23",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading file on disk\n"
     ]
    }
   ],
   "source": [
    "def load_or_query_draft_amounts() -> dict:\n",
    "    \"\"\"Loads draft data from ESPN and saves or loads from file\"\"\"\n",
    "    fout = DATA_DIR / 'draft_bid_amounts.json'\n",
    "\n",
    "    if fout.exists():\n",
    "        print('loading file on disk')\n",
    "        with open(fout) as f:\n",
    "            draft_amounts = json.load(f)\n",
    "    else:\n",
    "        print('pulling data from ESPN')\n",
    "        league = League(league_id=LEAGUE_ID, year=YEAR)\n",
    "        draft = league.draft\n",
    "        draft_amounts = {str(p.playerId): p.bid_amount for p in draft}\n",
    "        assert len(draft_amounts) == 180\n",
    "\n",
    "        with open(fout, 'wt') as f:\n",
    "            json.dump(draft_amounts, f)\n",
    "\n",
    "    return draft_amounts\n",
    "\n",
    "DRAFT_AMOUNTS = load_or_query_draft_amounts()"
   ]
  },
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   "execution_count": 4,
   "id": "d744c050-d0a6-44e3-bf2d-f66a117414ac",
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   "source": [
    "def flatten_json(teams: List[dict]) -> pd.DataFrame:\n",
    "    flattened = []\n",
    "    for team_id, team in teams.items():\n",
    "        for pos, players in team.items():\n",
    "            for p in players:\n",
    "                row = []\n",
    "                row = [team_id] + list(p.values())\n",
    "                flattened.append(row)\n",
    "\n",
    "    df = pd.DataFrame(flattened, columns=['fantasy_team_id', 'player_id', 'name', 'team', 'pos',\n",
    "                                          'slot_position', 'injury_status', 'actual_points',\n",
    "                                          'projected_points', 'points_breakdown'])\n",
    "    # drop for now\n",
    "    df = df.drop('points_breakdown', axis=1)\n",
    "    df['points_diff'] = df['actual_points'] - df['projected_points']\n",
    "    df['fantasy_team_name'] = df['fantasy_team_id'].apply(lambda s: TEAMS.get(int(s)))\n",
    "    df['draft_price'] = df['player_id'].apply(lambda s: DRAFT_AMOUNTS.get(str(s), 0))\n",
    "\n",
    "    reordered = ['fantasy_team_id', 'fantasy_team_name', 'player_id', 'name', 'team',\n",
    "                 'pos', 'slot_position', 'injury_status', 'actual_points',\n",
    "                 'projected_points', 'points_diff', 'draft_price']\n",
    "\n",
    "    return df[reordered]"
   ]
  },
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   "execution_count": 5,
   "id": "122b1136-afb5-4118-8346-76a1727dae3b",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>fantasy_team_id</th>\n",
       "      <th>fantasy_team_name</th>\n",
       "      <th>player_id</th>\n",
       "      <th>name</th>\n",
       "      <th>team</th>\n",
       "      <th>pos</th>\n",
       "      <th>slot_position</th>\n",
       "      <th>injury_status</th>\n",
       "      <th>actual_points</th>\n",
       "      <th>projected_points</th>\n",
       "      <th>points_diff</th>\n",
       "      <th>draft_price</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>Draftin Herbert First Pick</td>\n",
       "      <td>3043078</td>\n",
       "      <td>Derrick Henry</td>\n",
       "      <td>TEN</td>\n",
       "      <td>RB</td>\n",
       "      <td>RB</td>\n",
       "      <td>ACTIVE</td>\n",
       "      <td>9.2</td>\n",
       "      <td>16.53</td>\n",
       "      <td>-7.33</td>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "      <td>Draftin Herbert First Pick</td>\n",
       "      <td>4259545</td>\n",
       "      <td>D'Andre Swift</td>\n",
       "      <td>DET</td>\n",
       "      <td>RB</td>\n",
       "      <td>RB</td>\n",
       "      <td>ACTIVE</td>\n",
       "      <td>20.4</td>\n",
       "      <td>11.63</td>\n",
       "      <td>8.77</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16</td>\n",
       "      <td>Draftin Herbert First Pick</td>\n",
       "      <td>4035538</td>\n",
       "      <td>David Montgomery</td>\n",
       "      <td>CHI</td>\n",
       "      <td>RB</td>\n",
       "      <td>RB/WR/TE</td>\n",
       "      <td>ACTIVE</td>\n",
       "      <td>18.3</td>\n",
       "      <td>13.47</td>\n",
       "      <td>4.83</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>16</td>\n",
       "      <td>Draftin Herbert First Pick</td>\n",
       "      <td>16733</td>\n",
       "      <td>Odell Beckham Jr.</td>\n",
       "      <td>CLE</td>\n",
       "      <td>WR</td>\n",
       "      <td>WR</td>\n",
       "      <td>OUT</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16</td>\n",
       "      <td>Draftin Herbert First Pick</td>\n",
       "      <td>4239993</td>\n",
       "      <td>Tee Higgins</td>\n",
       "      <td>CIN</td>\n",
       "      <td>WR</td>\n",
       "      <td>WR</td>\n",
       "      <td>ACTIVE</td>\n",
       "      <td>13.8</td>\n",
       "      <td>10.26</td>\n",
       "      <td>3.54</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  fantasy_team_id           fantasy_team_name  player_id               name  \\\n",
       "0              16  Draftin Herbert First Pick    3043078      Derrick Henry   \n",
       "1              16  Draftin Herbert First Pick    4259545      D'Andre Swift   \n",
       "2              16  Draftin Herbert First Pick    4035538   David Montgomery   \n",
       "3              16  Draftin Herbert First Pick      16733  Odell Beckham Jr.   \n",
       "4              16  Draftin Herbert First Pick    4239993        Tee Higgins   \n",
       "\n",
       "  team pos slot_position injury_status  actual_points  projected_points  \\\n",
       "0  TEN  RB            RB        ACTIVE            9.2             16.53   \n",
       "1  DET  RB            RB        ACTIVE           20.4             11.63   \n",
       "2  CHI  RB      RB/WR/TE        ACTIVE           18.3             13.47   \n",
       "3  CLE  WR            WR           OUT            0.0              0.00   \n",
       "4  CIN  WR            WR        ACTIVE           13.8             10.26   \n",
       "\n",
       "   points_diff  draft_price  \n",
       "0        -7.33           68  \n",
       "1         8.77           22  \n",
       "2         4.83           27  \n",
       "3         0.00           15  \n",
       "4         3.54           14  "
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   "source": [
    "with open(FNAME) as f:\n",
    "    teams = json.load(f)\n",
    "\n",
    "df = flatten_json(teams)\n",
    "\n",
    "df.head()"
   ]
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  {
   "cell_type": "markdown",
   "id": "acf4f776-62cf-4c43-9da6-30080ee19a28",
   "metadata": {},
   "source": [
    "## Projects and actual points\n",
    "\n",
    "Binned by original draft price"
   ]
  },
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   "execution_count": 6,
   "id": "d9ec69f7-9c0f-4ea2-bcef-f95982839f39",
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\"actual_points\": 14.6, \"projected_points\": 14.36, \"points_diff\": 0.2400000000000002, \"draft_price\": 52}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 4242214, \"name\": \"Clyde Edwards-Helaire\", \"team\": \"KC\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 8.7, \"projected_points\": 12.22, \"points_diff\": -3.5200000000000014, \"draft_price\": 34}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 3915511, \"name\": \"Joe Burrow\", \"team\": \"CIN\", \"pos\": \"QB\", \"slot_position\": \"QB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 18.64, \"projected_points\": 16.36, \"points_diff\": 2.280000000000001, \"draft_price\": 3}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 3055899, \"name\": \"Harrison Butker\", \"team\": \"KC\", \"pos\": \"K\", \"slot_position\": \"K\", \"injury_status\": \"ACTIVE\", \"actual_points\": 10.0, \"projected_points\": 8.89, \"points_diff\": 1.1099999999999994, \"draft_price\": 3}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 16731, \"name\": \"Brandin Cooks\", \"team\": \"HOU\", \"pos\": \"WR\", \"slot_position\": \"RB/WR/TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 15.7, \"projected_points\": 10.18, \"points_diff\": 5.52, \"draft_price\": 7}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 4240657, \"name\": \"Michael Carter\", \"team\": \"NYJ\", \"pos\": \"RB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 2.5, \"projected_points\": 7.13, \"points_diff\": -4.63, \"draft_price\": 2}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 4035004, \"name\": \"Mecole Hardman\", \"team\": \"KC\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 3.4, \"projected_points\": 7.91, \"points_diff\": -4.51, \"draft_price\": 1}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 2570986, \"name\": \"Malcolm Brown\", \"team\": \"MIA\", \"pos\": \"RB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 1.6, \"projected_points\": 5.84, \"points_diff\": -4.24, \"draft_price\": 1}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 4240600, \"name\": \"Kadarius Toney\", \"team\": \"NYG\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 0.8, \"projected_points\": 2.91, \"points_diff\": -2.1100000000000003, \"draft_price\": 1}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 3049698, \"name\": \"Anthony Firkser\", \"team\": \"TEN\", \"pos\": \"TE\", \"slot_position\": \"TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 3.4, \"projected_points\": 5.92, \"points_diff\": -2.52, \"draft_price\": 0}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": -16009, \"name\": \"Packers D/ST\", \"team\": \"GB\", \"pos\": \"D/ST\", \"slot_position\": \"D/ST\", \"injury_status\": \"NORMAL\", \"actual_points\": -2.0, \"projected_points\": 7.79, \"points_diff\": -9.79, \"draft_price\": 0}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 15795, \"name\": \"DeAndre Hopkins\", \"team\": \"ARI\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 23.3, \"projected_points\": 14.38, \"points_diff\": 8.92, \"draft_price\": 39}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 4262921, \"name\": \"Justin Jefferson\", \"team\": \"MIN\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 10.04, \"projected_points\": 12.83, \"points_diff\": -2.790000000000001, \"draft_price\": 34}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 2574808, \"name\": \"Robby Anderson\", \"team\": \"CAR\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 12.2, \"projected_points\": 10.46, \"points_diff\": 1.7399999999999984, \"draft_price\": 14}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 3068267, \"name\": \"Austin Ekeler\", \"team\": \"LAC\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 11.7, \"projected_points\": 12.72, \"points_diff\": -1.0200000000000014, \"draft_price\": 51}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 4360294, \"name\": \"Antonio Gibson\", \"team\": \"WSH\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"QUESTIONABLE\", \"actual_points\": 10.3, \"projected_points\": 14.6, \"points_diff\": -4.299999999999999, \"draft_price\": 40}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 3115364, \"name\": \"Leonard Fournette\", \"team\": \"TB\", \"pos\": \"RB\", \"slot_position\": \"RB/WR/TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 8.4, \"projected_points\": 8.89, \"points_diff\": -0.4900000000000002, \"draft_price\": 6}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 2473037, \"name\": \"Jason Myers\", \"team\": \"SEA\", \"pos\": \"K\", \"slot_position\": \"K\", \"injury_status\": \"ACTIVE\", \"actual_points\": 4.0, \"projected_points\": 8.04, \"points_diff\": -4.039999999999999, \"draft_price\": 2}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 4239934, \"name\": \"AJ Dillon\", \"team\": \"GB\", \"pos\": \"RB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 3.1, \"projected_points\": 7.58, \"points_diff\": -4.48, \"draft_price\": 5}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 2573401, \"name\": \"Tyler Higbee\", \"team\": \"LAR\", \"pos\": \"TE\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 9.3, \"projected_points\": 6.44, \"points_diff\": 2.8600000000000003, \"draft_price\": 1}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 5536, \"name\": \"Ben Roethlisberger\", \"team\": \"PIT\", \"pos\": \"QB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 12.02, \"projected_points\": 16.34, \"points_diff\": -4.32, \"draft_price\": 1}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 2976592, \"name\": \"Sterling Shepard\", \"team\": \"NYG\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 20.8, \"projected_points\": 8.03, \"points_diff\": 12.770000000000001, \"draft_price\": 1}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 2971618, \"name\": \"Nelson Agholor\", \"team\": \"NE\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 15.7, \"projected_points\": 7.37, \"points_diff\": 8.329999999999998, \"draft_price\": 1}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": -16017, \"name\": \"Patriots D/ST\", \"team\": \"NE\", \"pos\": \"D/ST\", \"slot_position\": \"D/ST\", \"injury_status\": \"NORMAL\", \"actual_points\": 8.0, \"projected_points\": 7.76, \"points_diff\": 0.2400000000000002, \"draft_price\": 3}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 8664, \"name\": \"Ryan Fitzpatrick\", \"team\": \"WSH\", \"pos\": \"QB\", \"slot_position\": \"QB\", \"injury_status\": \"OUT\", \"actual_points\": 0.72, \"projected_points\": 17.67, \"points_diff\": -16.950000000000003, \"draft_price\": 1}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 3043275, \"name\": \"Austin Hooper\", \"team\": \"CLE\", \"pos\": \"TE\", \"slot_position\": \"TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 4.2, \"projected_points\": 6.74, \"points_diff\": -2.54, \"draft_price\": 1}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.LayerChart(...)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m = (df['projected_points'] > 0) #& (df['slot_position'] == 'WR')\n",
    "\n",
    "tooltip_cols = ['name', 'team', 'slot_position', 'projected_points', 'actual_points',\n",
    "                'points_diff', 'fantasy_team_name', 'draft_price']\n",
    "\n",
    "chart = (alt.Chart(df[m])\n",
    " .mark_point()\n",
    " .encode(x='projected_points:Q', y='actual_points:Q',\n",
    "         color='pos',\n",
    "         size='draft_price',\n",
    "         tooltip=tooltip_cols)\n",
    " .properties(width=500, height=500))\n",
    "\n",
    "chart.interactive() + chart.transform_regression('projected_points', 'actual_points').mark_line()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19466662-d4f4-473b-95c0-9c52f6f76c7b",
   "metadata": {},
   "source": [
    "## winners and losers\n",
    "\n",
    "Top 20 best and top 20 worst point diffs (actual vs projected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "27ef18d4-f5a2-4d6a-8f44-c4212ffad881",
   "metadata": {},
   "outputs": [],
   "source": [
    "# players with projected points\n",
    "m = (df['projected_points'] > 0) #& (df['slot_position'] != 'BE')\n",
    "\n",
    "top = df[m].sort_values('points_diff', ascending=False).head(20)\n",
    "bottom = df[m].sort_values('points_diff', ascending=True).head(20)\n",
    "\n",
    "winners_losers = pd.concat([top, bottom])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0d29f4d7-e058-4c31-9925-0008da20a5cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\"team\": \"OAK\", \"pos\": \"TE\", \"slot_position\": \"TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 21.5, \"projected_points\": 11.36, \"points_diff\": 10.14, \"draft_price\": 33}, {\"fantasy_team_id\": \"17\", \"fantasy_team_name\": \"Scooty Lewis and the News\", \"player_id\": 3116385, \"name\": \"Joe Mixon\", \"team\": \"CIN\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 23.0, \"projected_points\": 13.06, \"points_diff\": 9.94, \"draft_price\": 39}, {\"fantasy_team_id\": \"19\", \"fantasy_team_name\": \"Federal Way Yu\", \"player_id\": 4362628, \"name\": \"Ja'Marr Chase\", \"team\": \"CIN\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 18.4, \"projected_points\": 8.53, \"points_diff\": 9.87, \"draft_price\": 8}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": 2977187, \"name\": \"Cooper Kupp\", \"team\": \"LAR\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 20.3, \"projected_points\": 10.79, \"points_diff\": 9.510000000000002, \"draft_price\": 22}, {\"fantasy_team_id\": \"18\", \"fantasy_team_name\": \"Team Daktus Jack\", \"player_id\": 3045138, \"name\": \"Mike Williams\", \"team\": \"LAC\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 18.2, \"projected_points\": 9.06, \"points_diff\": 9.139999999999999, \"draft_price\": 3}, {\"fantasy_team_id\": \"1\", \"fantasy_team_name\": \"Fully  Maccinated\", \"player_id\": 4040715, \"name\": \"Jalen Hurts\", \"team\": \"PHI\", \"pos\": \"QB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 28.76, \"projected_points\": 19.65, \"points_diff\": 9.110000000000003, \"draft_price\": 2}, {\"fantasy_team_id\": \"19\", \"fantasy_team_name\": \"Federal Way Yu\", \"player_id\": 8439, \"name\": \"Aaron Rodgers\", \"team\": \"GB\", \"pos\": \"QB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 1.32, \"projected_points\": 19.08, \"points_diff\": -17.759999999999998, \"draft_price\": 5}, {\"fantasy_team_id\": \"3\", \"fantasy_team_name\": \"Seattle Fantasy Team\", \"player_id\": 8664, \"name\": \"Ryan Fitzpatrick\", \"team\": \"WSH\", \"pos\": \"QB\", \"slot_position\": \"QB\", \"injury_status\": \"OUT\", \"actual_points\": 0.72, \"projected_points\": 17.67, \"points_diff\": -16.950000000000003, \"draft_price\": 1}, {\"fantasy_team_id\": \"11\", \"fantasy_team_name\": \"Raiders Are Good\", \"player_id\": 4360438, \"name\": \"Brandon Aiyuk\", \"team\": \"SF\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"QUESTIONABLE\", \"actual_points\": 0.0, \"projected_points\": 11.71, \"points_diff\": -11.71, \"draft_price\": 19}, {\"fantasy_team_id\": \"16\", \"fantasy_team_name\": \"Draftin Herbert First Pick\", \"player_id\": -16030, \"name\": \"Jaguars D/ST\", \"team\": \"JAX\", \"pos\": \"D/ST\", \"slot_position\": \"D/ST\", \"injury_status\": \"NORMAL\", \"actual_points\": -4.0, \"projected_points\": 6.96, \"points_diff\": -10.96, \"draft_price\": 0}, {\"fantasy_team_id\": \"17\", \"fantasy_team_name\": \"Scooty Lewis and the News\", \"player_id\": 2576414, \"name\": \"Raheem Mostert\", \"team\": \"SF\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"OUT\", \"actual_points\": 2.0, \"projected_points\": 12.88, \"points_diff\": -10.88, \"draft_price\": 7}, {\"fantasy_team_id\": \"2\", \"fantasy_team_name\": \"Rippin' Swigs\", \"player_id\": 3042519, \"name\": \"Aaron Jones\", \"team\": \"GB\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 3.2, \"projected_points\": 13.34, \"points_diff\": -10.14, \"draft_price\": 53}, {\"fantasy_team_id\": \"15\", \"fantasy_team_name\": \"Elite starts  with Eli\", \"player_id\": -16009, \"name\": \"Packers D/ST\", \"team\": \"GB\", \"pos\": \"D/ST\", \"slot_position\": \"D/ST\", \"injury_status\": \"NORMAL\", \"actual_points\": -2.0, \"projected_points\": 7.79, \"points_diff\": -9.79, \"draft_price\": 0}, {\"fantasy_team_id\": \"10\", \"fantasy_team_name\": \"Spenny Willy\", \"player_id\": 3912550, \"name\": \"Ronald Jones II\", \"team\": \"TB\", \"pos\": \"RB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": -0.6, \"projected_points\": 8.59, \"points_diff\": -9.19, \"draft_price\": 3}, {\"fantasy_team_id\": \"10\", \"fantasy_team_name\": \"Spenny Willy\", \"player_id\": 11237, \"name\": \"Matt Ryan\", \"team\": \"ATL\", \"pos\": \"QB\", \"slot_position\": \"QB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 7.36, \"projected_points\": 16.53, \"points_diff\": -9.170000000000002, \"draft_price\": 1}, {\"fantasy_team_id\": \"18\", \"fantasy_team_name\": \"Team Daktus Jack\", \"player_id\": 3929630, \"name\": \"Saquon Barkley\", \"team\": \"NYG\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"QUESTIONABLE\", \"actual_points\": 3.2, \"projected_points\": 12.23, \"points_diff\": -9.030000000000001, \"draft_price\": 50}, {\"fantasy_team_id\": \"1\", \"fantasy_team_name\": \"Fully  Maccinated\", \"player_id\": 16737, \"name\": \"Mike Evans\", \"team\": \"TB\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 3.9, \"projected_points\": 12.69, \"points_diff\": -8.79, \"draft_price\": 25}, {\"fantasy_team_id\": \"2\", \"fantasy_team_name\": \"Rippin' Swigs\", \"player_id\": 4372414, \"name\": \"Elijah Moore\", \"team\": \"NYJ\", \"pos\": \"WR\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 0.2, \"projected_points\": 8.76, \"points_diff\": -8.56, \"draft_price\": 0}, {\"fantasy_team_id\": \"13\", \"fantasy_team_name\": \"Too Many Cooks\", \"player_id\": 16800, \"name\": \"Davante Adams\", \"team\": \"GB\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 8.1, \"projected_points\": 16.37, \"points_diff\": -8.270000000000001, \"draft_price\": 52}, {\"fantasy_team_id\": \"10\", \"fantasy_team_name\": \"Spenny Willy\", \"player_id\": 3128429, \"name\": \"Courtland Sutton\", \"team\": \"DEN\", \"pos\": \"WR\", \"slot_position\": \"WR\", \"injury_status\": \"ACTIVE\", \"actual_points\": 1.9, \"projected_points\": 9.91, \"points_diff\": -8.01, \"draft_price\": 11}, {\"fantasy_team_id\": \"2\", \"fantasy_team_name\": \"Rippin' Swigs\", \"player_id\": 3051392, \"name\": \"Ezekiel Elliott\", \"team\": \"DAL\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 4.9, \"projected_points\": 12.83, \"points_diff\": -7.93, \"draft_price\": 53}, {\"fantasy_team_id\": \"13\", \"fantasy_team_name\": \"Too Many Cooks\", \"player_id\": 4241457, \"name\": \"Najee Harris\", \"team\": \"PIT\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 5.4, \"projected_points\": 13.23, \"points_diff\": -7.83, \"draft_price\": 55}, {\"fantasy_team_id\": \"12\", \"fantasy_team_name\": \"Herb Your Enthusiasm\", \"player_id\": 3128721, \"name\": \"Sony Michel\", \"team\": \"LAR\", \"pos\": \"RB\", \"slot_position\": \"BE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 0.2, \"projected_points\": 7.62, \"points_diff\": -7.42, \"draft_price\": 3}, {\"fantasy_team_id\": \"13\", \"fantasy_team_name\": \"Too Many Cooks\", \"player_id\": 4035170, \"name\": \"Marquez Callaway\", \"team\": \"NO\", \"pos\": \"WR\", \"slot_position\": \"RB/WR/TE\", \"injury_status\": \"ACTIVE\", \"actual_points\": 1.9, \"projected_points\": 9.28, \"points_diff\": -7.379999999999999, \"draft_price\": 3}, {\"fantasy_team_id\": \"16\", \"fantasy_team_name\": \"Draftin Herbert First Pick\", \"player_id\": 3043078, \"name\": \"Derrick Henry\", \"team\": \"TEN\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 9.2, \"projected_points\": 16.53, \"points_diff\": -7.330000000000002, \"draft_price\": 68}, {\"fantasy_team_id\": \"18\", \"fantasy_team_name\": \"Team Daktus Jack\", \"player_id\": 4052042, \"name\": \"James Robinson\", \"team\": \"JAX\", \"pos\": \"RB\", \"slot_position\": \"RB\", \"injury_status\": \"ACTIVE\", \"actual_points\": 6.9, \"projected_points\": 14.21, \"points_diff\": -7.3100000000000005, \"draft_price\": 27}]}}, {\"mode\": \"vega-lite\"});\n",
       "</script>"
      ],
      "text/plain": [
       "alt.Chart(...)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tooltip_cols = ['name', 'team', 'slot_position', 'projected_points', 'actual_points',\n",
    "                'points_diff', 'fantasy_team_name', 'draft_price']\n",
    "\n",
    "(alt.Chart(winners_losers)\n",
    " .mark_bar()\n",
    " .encode(x='points_diff', y='name', color='slot_position', tooltip=tooltip_cols)\n",
    " .properties(width=400, height=600))"
   ]
  }
 ],
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