nb_comparecast_baseball.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "c5c30333",
   "metadata": {},
   "source": [
    "# Comparing Forecasts on Major League Baseball (MLB) Games\n",
    "\n",
    "We compare probability forecasts on the outcome of all MLB games from 2010 to 2019, culminating with the [2019 World Series](https://en.wikipedia.org/wiki/2019_World_Series) between Houston Astros and Washington Nationals. \n",
    "\n",
    "The 2019 World Series was a challenging forecasting problem, as the underdog Nationals defied the odds given by many professional forecasters and baseball experts and won 4-3.\n",
    "It was also [the only major championship series in the four North American sports where the visiting team won all games](https://www.cbssports.com/mlb/news/nationals-vs-astros-road-team-wins-all-seven-games-of-2019-world-series-to-make-history-and-defy-odds/), explaining why both forecasters performed poorly on these games. \n",
    "We compare various forecasters that made forecasts game-by-game and compare their performances.\n",
    "\n",
    "\n",
    "YJ Choe [yjchoe@cmu.edu]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9f5f636e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import itertools\n",
    "import os.path\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "import comparecast as cc\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "de415aa6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# significance level\n",
    "ALPHA = 0.05\n",
    "\n",
    "# intrinsic time at which CS width is optimized\n",
    "V_OPT = 100"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef01fd90",
   "metadata": {},
   "source": [
    "## Data\n",
    "\n",
    "We use three sets of forecasts on the outcome of MLB games from 2010 to 2019, leading up to the final seven World Series games. \n",
    "The three forecasts are:\n",
    "- FiveThirtyEight's win probability projection using the new method (`fivethirtyeight`);\n",
    "- Closing odds converted to probabilities (source: [Vegas-Odds.com](Vegas-Odds.com)) (`vegas`);\n",
    "- Various simple baselines from our synthetic experiments (`random`, `laplace`, `k29`).\n",
    "\n",
    "We make use of [FiveThirtyEight's MLB records](https://github.com/fivethirtyeight/data/tree/6f5b4898481a71cd85ea3c03bb1613dd4a43275b/mlb-elo) as well as its predictions.\n",
    "The event of interest is defined as whether the Nationals win each game.  \n",
    "For forecasting algorithms, we use all Nationals games (regular season & postseason) from 2010 to 2019."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7441bc67",
   "metadata": {},
   "source": [
    "## Retrieve FiveThirtyEight Data + Precompute Baselines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3908c4d0",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>season</th>\n",
       "      <th>neutral</th>\n",
       "      <th>playoff</th>\n",
       "      <th>team1</th>\n",
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       "      <th>elo_prob1</th>\n",
       "      <th>elo_prob2</th>\n",
       "      <th>...</th>\n",
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       "      <th>constant_log5_prob2</th>\n",
       "      <th>laplace_prob1</th>\n",
       "      <th>laplace_prob2</th>\n",
       "      <th>laplace_log5_prob1</th>\n",
       "      <th>laplace_log5_prob2</th>\n",
       "      <th>k29_prob1</th>\n",
       "      <th>k29_prob2</th>\n",
       "      <th>k29_log5_prob1</th>\n",
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       "      <td>2010-04-04</td>\n",
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       "      <th>12</th>\n",
       "      <td>2010-04-05</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ARI</td>\n",
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       "      <td>1484.224000</td>\n",
       "      <td>1482.275000</td>\n",
       "      <td>0.537274</td>\n",
       "      <td>0.462726</td>\n",
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       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "      <td>CHC</td>\n",
       "      <td>1519.750000</td>\n",
       "      <td>1505.513000</td>\n",
       "      <td>0.554806</td>\n",
       "      <td>0.445194</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2010-04-05</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CHW</td>\n",
       "      <td>CLE</td>\n",
       "      <td>1507.788000</td>\n",
       "      <td>1480.701000</td>\n",
       "      <td>0.572995</td>\n",
       "      <td>0.427005</td>\n",
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       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2010-04-05</td>\n",
       "      <td>2010</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CIN</td>\n",
       "      <td>STL</td>\n",
       "      <td>1492.738000</td>\n",
       "      <td>1515.010000</td>\n",
       "      <td>0.502487</td>\n",
       "      <td>0.497513</td>\n",
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       "      <td>WSN</td>\n",
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       "      <td>0.562584</td>\n",
       "      <td>0.508571</td>\n",
       "      <td>0.491429</td>\n",
       "      <td>0.527073</td>\n",
       "      <td>0.472927</td>\n",
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       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
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       "      <td>1593.920627</td>\n",
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       "      <td>0.461575</td>\n",
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       "      <td>2019</td>\n",
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       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
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       "      <td>0.595209</td>\n",
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       "      <td>0.578848</td>\n",
       "      <td>0.421152</td>\n",
       "      <td>0.501092</td>\n",
       "      <td>0.498908</td>\n",
       "      <td>0.503315</td>\n",
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       "      <th>24652</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>0</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
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       "<p>24653 rows × 44 columns</p>\n",
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      ],
      "text/plain": [
       "            date  season  neutral playoff team1 team2     elo1_pre  \\\n",
       "0     2010-04-04    2010        0     NaN   BOS   NYY  1537.262000   \n",
       "12    2010-04-05    2010        0     NaN   ARI   SDP  1484.224000   \n",
       "11    2010-04-05    2010        0     NaN   ATL   CHC  1519.750000   \n",
       "10    2010-04-05    2010        0     NaN   CHW   CLE  1507.788000   \n",
       "9     2010-04-05    2010        0     NaN   CIN   STL  1492.738000   \n",
       "...          ...     ...      ...     ...   ...   ...          ...   \n",
       "24648 2019-10-25    2019        0       w   WSN   HOU  1593.827376   \n",
       "24649 2019-10-26    2019        0       w   WSN   HOU  1589.985555   \n",
       "24650 2019-10-27    2019        0       w   WSN   HOU  1584.005206   \n",
       "24651 2019-10-29    2019        0       w   HOU   WSN  1605.069000   \n",
       "24652 2019-10-30    2019        0       w   HOU   WSN  1599.542804   \n",
       "\n",
       "          elo2_pre  elo_prob1  elo_prob2  ...  constant_log5_prob1  \\\n",
       "0      1568.875000   0.489046   0.510954  ...                  0.5   \n",
       "12     1482.275000   0.537274   0.462726  ...                  0.5   \n",
       "11     1505.513000   0.554806   0.445194  ...                  0.5   \n",
       "10     1480.701000   0.572995   0.427005  ...                  0.5   \n",
       "9      1515.010000   0.502487   0.497513  ...                  0.5   \n",
       "...            ...        ...        ...  ...                  ...   \n",
       "24648  1590.078806   0.553044   0.446956  ...                  0.5   \n",
       "24649  1593.920627   0.538425   0.461575  ...                  0.5   \n",
       "24650  1599.900976   0.515546   0.484454  ...                  0.5   \n",
       "24651  1578.837182   0.595209   0.404791  ...                  0.5   \n",
       "24652  1584.363378   0.574617   0.425383  ...                  0.5   \n",
       "\n",
       "       constant_log5_prob2  laplace_prob1  laplace_prob2 laplace_log5_prob1  \\\n",
       "0                      0.5       0.500000       0.500000           0.500000   \n",
       "12                     0.5       0.500000       0.500000           0.500000   \n",
       "11                     0.5       0.500000       0.500000           0.500000   \n",
       "10                     0.5       0.500000       0.500000           0.500000   \n",
       "9                      0.5       0.500000       0.500000           0.500000   \n",
       "...                    ...            ...            ...                ...   \n",
       "24648                  0.5       0.475988       0.524012           0.437416   \n",
       "24649                  0.5       0.473813       0.526187           0.431914   \n",
       "24650                  0.5       0.471658       0.528342           0.426493   \n",
       "24651                  0.5       0.530477       0.469523           0.578848   \n",
       "24652                  0.5       0.528089       0.471911           0.572617   \n",
       "\n",
       "      laplace_log5_prob2  k29_prob1  k29_prob2  k29_log5_prob1  k29_log5_prob2  \n",
       "0               0.500000   0.500000   0.500000        0.500000        0.500000  \n",
       "12              0.500000   0.500000   0.500000        0.500000        0.500000  \n",
       "11              0.500000   0.500000   0.500000        0.500000        0.500000  \n",
       "10              0.500000   0.500000   0.500000        0.500000        0.500000  \n",
       "9               0.500000   0.500000   0.500000        0.500000        0.500000  \n",
       "...                  ...        ...        ...             ...             ...  \n",
       "24648           0.562584   0.508571   0.491429        0.527073        0.472927  \n",
       "24649           0.568086   0.516476   0.483524        0.551632        0.448368  \n",
       "24650           0.573507   0.507236   0.492764        0.522241        0.477759  \n",
       "24651           0.421152   0.501092   0.498908        0.503315        0.496685  \n",
       "24652           0.427383   0.508798   0.491202        0.526325        0.473675  \n",
       "\n",
       "[24653 rows x 44 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
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   ],
   "source": [
    "team = \"MLB\"\n",
    "start_year, end_year = 2010, 2019\n",
    "plots_dir = f\"./plots/{team.lower()}_{start_year}_{end_year}\"\n",
    "os.makedirs(plots_dir, exist_ok=True)\n",
    "\n",
    "save_file = \"data/mlb_elo_538_with_baselines.csv\"\n",
    "data = cc.data_utils.baseball.preprocess_mlb_baselines(2010, 2019, save_file=save_file)  # all years, all teams\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "88b7ec5b",
   "metadata": {},
   "outputs": [
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       "      <th>win</th>\n",
       "      <th>fivethirtyeight</th>\n",
       "      <th>fivethirtyeight_old</th>\n",
       "      <th>constant</th>\n",
       "      <th>laplace</th>\n",
       "      <th>k29</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24639</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>24377</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.572595</td>\n",
       "      <td>0.539407</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.503955</td>\n",
       "      <td>0.520325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24640</th>\n",
       "      <td>2019-10-14</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>WSN</td>\n",
       "      <td>STL</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.548193</td>\n",
       "      <td>0.597434</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.511365</td>\n",
       "      <td>0.530884</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24642</th>\n",
       "      <td>2019-10-15</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24379</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.487959</td>\n",
       "      <td>0.545260</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.493778</td>\n",
       "      <td>0.487732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24641</th>\n",
       "      <td>2019-10-15</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>WSN</td>\n",
       "      <td>STL</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24380</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.630898</td>\n",
       "      <td>0.612518</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.513871</td>\n",
       "      <td>0.538824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24643</th>\n",
       "      <td>2019-10-17</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24381</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.567884</td>\n",
       "      <td>0.531325</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.491531</td>\n",
       "      <td>0.480209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24644</th>\n",
       "      <td>2019-10-18</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24382</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.491436</td>\n",
       "      <td>0.513249</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.489304</td>\n",
       "      <td>0.471826</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24645</th>\n",
       "      <td>2019-10-19</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24383</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.543097</td>\n",
       "      <td>0.566291</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.508401</td>\n",
       "      <td>0.536715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24646</th>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24384</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.620572</td>\n",
       "      <td>0.576279</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528860</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24647</th>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>24385</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590066</td>\n",
       "      <td>0.566903</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.526425</td>\n",
       "      <td>0.499644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24648</th>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24386</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.526852</td>\n",
       "      <td>0.553044</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.475988</td>\n",
       "      <td>0.508571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24649</th>\n",
       "      <td>2019-10-26</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586974</td>\n",
       "      <td>0.538425</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.473813</td>\n",
       "      <td>0.516476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24650</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.373102</td>\n",
       "      <td>0.515546</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.471658</td>\n",
       "      <td>0.507236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24651</th>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594638</td>\n",
       "      <td>0.595209</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.530477</td>\n",
       "      <td>0.501092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24652</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>24390</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.515172</td>\n",
       "      <td>0.574617</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528089</td>\n",
       "      <td>0.508798</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            date  season playoff team1 team2  score1  score2   time  y  win  \\\n",
       "24639 2019-10-13    2019       l   HOU   NYY     3.0     2.0  24377  1    1   \n",
       "24640 2019-10-14    2019       l   WSN   STL     8.0     1.0  24378  1    1   \n",
       "24642 2019-10-15    2019       l   NYY   HOU     1.0     4.0  24379  0    0   \n",
       "24641 2019-10-15    2019       l   WSN   STL     7.0     4.0  24380  1    1   \n",
       "24643 2019-10-17    2019       l   NYY   HOU     3.0     8.0  24381  0    0   \n",
       "24644 2019-10-18    2019       l   NYY   HOU     4.0     1.0  24382  1    1   \n",
       "24645 2019-10-19    2019       l   HOU   NYY     6.0     4.0  24383  1    1   \n",
       "24646 2019-10-22    2019       w   HOU   WSN     4.0     5.0  24384  0    0   \n",
       "24647 2019-10-23    2019       w   HOU   WSN     3.0    12.0  24385  0    0   \n",
       "24648 2019-10-25    2019       w   WSN   HOU     1.0     4.0  24386  0    0   \n",
       "24649 2019-10-26    2019       w   WSN   HOU     1.0     8.0  24387  0    0   \n",
       "24650 2019-10-27    2019       w   WSN   HOU     1.0     7.0  24388  0    0   \n",
       "24651 2019-10-29    2019       w   HOU   WSN     2.0     7.0  24389  0    0   \n",
       "24652 2019-10-30    2019       w   HOU   WSN     2.0     6.0  24390  0    0   \n",
       "\n",
       "       fivethirtyeight  fivethirtyeight_old  constant   laplace       k29  \n",
       "24639         0.572595             0.539407       0.5  0.503955  0.520325  \n",
       "24640         0.548193             0.597434       0.5  0.511365  0.530884  \n",
       "24642         0.487959             0.545260       0.5  0.493778  0.487732  \n",
       "24641         0.630898             0.612518       0.5  0.513871  0.538824  \n",
       "24643         0.567884             0.531325       0.5  0.491531  0.480209  \n",
       "24644         0.491436             0.513249       0.5  0.489304  0.471826  \n",
       "24645         0.543097             0.566291       0.5  0.508401  0.536715  \n",
       "24646         0.620572             0.576279       0.5  0.528860  0.500000  \n",
       "24647         0.590066             0.566903       0.5  0.526425  0.499644  \n",
       "24648         0.526852             0.553044       0.5  0.475988  0.508571  \n",
       "24649         0.586974             0.538425       0.5  0.473813  0.516476  \n",
       "24650         0.373102             0.515546       0.5  0.471658  0.507236  \n",
       "24651         0.594638             0.595209       0.5  0.530477  0.501092  \n",
       "24652         0.515172             0.574617       0.5  0.528089  0.508798  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# home win probability\n",
    "data[\"win\"] = (data[\"score1\"] >= data[\"score2\"]).astype(int)\n",
    "data[\"y\"] = data[\"win\"]\n",
    "data[\"time\"] = data.groupby([\"date\", \"team1\", \"team2\"]).ngroup(ascending=True) + 1\n",
    "data.sort_values(\"time\", inplace=True)\n",
    "\n",
    "forecasters = [f + \"_prob1\" for f in [\"rating\", \"elo\", \"constant\", \"laplace\", \"k29\"]]\n",
    "data = data[[\"date\", \"season\", \"playoff\", \"team1\", \"team2\", \n",
    "             \"score1\", \"score2\", \"time\", \"y\", \"win\"] + forecasters].copy()\n",
    "data.rename(lambda x: {\n",
    "    \"rating_prob1\": \"fivethirtyeight\",\n",
    "    \"elo_prob1\": \"fivethirtyeight_old\",\n",
    "    \"constant_prob1\": \"constant\",\n",
    "    \"laplace_prob1\": \"laplace\",\n",
    "    \"k29_prob1\": \"k29\",\n",
    "}.get(x, x), axis=1, inplace=True)\n",
    "data.tail(14)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c33630d4",
   "metadata": {},
   "source": [
    "## Process Vegas Odds & Combine with the FiveThirtyEight Data\n",
    "\n",
    "Source: https://sports-statistics.com/sports-data/mlb-historical-odds-scores-datasets/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a310e2ed",
   "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>date</th>\n",
       "      <th>team1</th>\n",
       "      <th>pitcher1</th>\n",
       "      <th>final1</th>\n",
       "      <th>open1</th>\n",
       "      <th>close1</th>\n",
       "      <th>team2</th>\n",
       "      <th>pitcher2</th>\n",
       "      <th>final2</th>\n",
       "      <th>open2</th>\n",
       "      <th>...</th>\n",
       "      <th>open_prob1</th>\n",
       "      <th>open_prob2</th>\n",
       "      <th>open_log5_prob1</th>\n",
       "      <th>open_log5_prob2</th>\n",
       "      <th>close_iprob1</th>\n",
       "      <th>close_iprob2</th>\n",
       "      <th>close_prob1</th>\n",
       "      <th>close_prob2</th>\n",
       "      <th>close_log5_prob1</th>\n",
       "      <th>close_log5_prob2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24642</th>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>HOU</td>\n",
       "      <td>GCOLE-R</td>\n",
       "      <td>4</td>\n",
       "      <td>-200</td>\n",
       "      <td>-200.0</td>\n",
       "      <td>WAS</td>\n",
       "      <td>MSCHERZER-R</td>\n",
       "      <td>5</td>\n",
       "      <td>179</td>\n",
       "      <td>...</td>\n",
       "      <td>0.650350</td>\n",
       "      <td>0.349650</td>\n",
       "      <td>0.775765</td>\n",
       "      <td>0.224235</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.357143</td>\n",
       "      <td>0.651163</td>\n",
       "      <td>0.348837</td>\n",
       "      <td>0.777007</td>\n",
       "      <td>0.222993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24643</th>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>HOU</td>\n",
       "      <td>JVERLANDER-R</td>\n",
       "      <td>3</td>\n",
       "      <td>-175</td>\n",
       "      <td>-172.0</td>\n",
       "      <td>WAS</td>\n",
       "      <td>SSTRASBURG-R</td>\n",
       "      <td>12</td>\n",
       "      <td>157</td>\n",
       "      <td>...</td>\n",
       "      <td>0.620559</td>\n",
       "      <td>0.379441</td>\n",
       "      <td>0.727870</td>\n",
       "      <td>0.272130</td>\n",
       "      <td>0.632353</td>\n",
       "      <td>0.383142</td>\n",
       "      <td>0.622704</td>\n",
       "      <td>0.377296</td>\n",
       "      <td>0.731468</td>\n",
       "      <td>0.268532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24644</th>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>WAS</td>\n",
       "      <td>ASANCHEZ-R</td>\n",
       "      <td>1</td>\n",
       "      <td>110</td>\n",
       "      <td>140.0</td>\n",
       "      <td>HOU</td>\n",
       "      <td>ZGREINKE-R</td>\n",
       "      <td>4</td>\n",
       "      <td>-121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.465165</td>\n",
       "      <td>0.534835</td>\n",
       "      <td>0.430667</td>\n",
       "      <td>0.569333</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.409836</td>\n",
       "      <td>0.590164</td>\n",
       "      <td>0.325351</td>\n",
       "      <td>0.674649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24645</th>\n",
       "      <td>2019-10-26</td>\n",
       "      <td>WAS</td>\n",
       "      <td>PCORBIN-L</td>\n",
       "      <td>1</td>\n",
       "      <td>-115</td>\n",
       "      <td>-108.0</td>\n",
       "      <td>HOU</td>\n",
       "      <td>JURQUIDY-R</td>\n",
       "      <td>8</td>\n",
       "      <td>105</td>\n",
       "      <td>...</td>\n",
       "      <td>0.523017</td>\n",
       "      <td>0.476983</td>\n",
       "      <td>0.545937</td>\n",
       "      <td>0.454063</td>\n",
       "      <td>0.519231</td>\n",
       "      <td>0.504950</td>\n",
       "      <td>0.506972</td>\n",
       "      <td>0.493028</td>\n",
       "      <td>0.513940</td>\n",
       "      <td>0.486060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24646</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>WAS</td>\n",
       "      <td>MSCHERZER-R</td>\n",
       "      <td>1</td>\n",
       "      <td>140</td>\n",
       "      <td>190.0</td>\n",
       "      <td>HOU</td>\n",
       "      <td>GCOLE-R</td>\n",
       "      <td>7</td>\n",
       "      <td>-155</td>\n",
       "      <td>...</td>\n",
       "      <td>0.406699</td>\n",
       "      <td>0.593301</td>\n",
       "      <td>0.319676</td>\n",
       "      <td>0.680324</td>\n",
       "      <td>0.344828</td>\n",
       "      <td>0.677419</td>\n",
       "      <td>0.337323</td>\n",
       "      <td>0.662677</td>\n",
       "      <td>0.205790</td>\n",
       "      <td>0.794210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24647</th>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>HOU</td>\n",
       "      <td>JVERLANDER-R</td>\n",
       "      <td>2</td>\n",
       "      <td>-180</td>\n",
       "      <td>-176.0</td>\n",
       "      <td>WAS</td>\n",
       "      <td>SSTRASBURG-R</td>\n",
       "      <td>7</td>\n",
       "      <td>162</td>\n",
       "      <td>...</td>\n",
       "      <td>0.627461</td>\n",
       "      <td>0.372539</td>\n",
       "      <td>0.739367</td>\n",
       "      <td>0.260633</td>\n",
       "      <td>0.637681</td>\n",
       "      <td>0.380228</td>\n",
       "      <td>0.626462</td>\n",
       "      <td>0.373538</td>\n",
       "      <td>0.737717</td>\n",
       "      <td>0.262283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24648</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>HOU</td>\n",
       "      <td>ZGREINKE-R</td>\n",
       "      <td>2</td>\n",
       "      <td>-135</td>\n",
       "      <td>-138.0</td>\n",
       "      <td>WAS</td>\n",
       "      <td>MSCHERZER-R</td>\n",
       "      <td>6</td>\n",
       "      <td>122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.560501</td>\n",
       "      <td>0.439499</td>\n",
       "      <td>0.619256</td>\n",
       "      <td>0.380744</td>\n",
       "      <td>0.579832</td>\n",
       "      <td>0.438596</td>\n",
       "      <td>0.569340</td>\n",
       "      <td>0.430660</td>\n",
       "      <td>0.636063</td>\n",
       "      <td>0.363937</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date team1      pitcher1 final1 open1  close1 team2      pitcher2  \\\n",
       "24642 2019-10-22   HOU       GCOLE-R      4  -200  -200.0   WAS   MSCHERZER-R   \n",
       "24643 2019-10-23   HOU  JVERLANDER-R      3  -175  -172.0   WAS  SSTRASBURG-R   \n",
       "24644 2019-10-25   WAS    ASANCHEZ-R      1   110   140.0   HOU    ZGREINKE-R   \n",
       "24645 2019-10-26   WAS     PCORBIN-L      1  -115  -108.0   HOU    JURQUIDY-R   \n",
       "24646 2019-10-27   WAS   MSCHERZER-R      1   140   190.0   HOU       GCOLE-R   \n",
       "24647 2019-10-29   HOU  JVERLANDER-R      2  -180  -176.0   WAS  SSTRASBURG-R   \n",
       "24648 2019-10-30   HOU    ZGREINKE-R      2  -135  -138.0   WAS   MSCHERZER-R   \n",
       "\n",
       "      final2 open2  ...  open_prob1  open_prob2  open_log5_prob1  \\\n",
       "24642      5   179  ...    0.650350    0.349650         0.775765   \n",
       "24643     12   157  ...    0.620559    0.379441         0.727870   \n",
       "24644      4  -121  ...    0.465165    0.534835         0.430667   \n",
       "24645      8   105  ...    0.523017    0.476983         0.545937   \n",
       "24646      7  -155  ...    0.406699    0.593301         0.319676   \n",
       "24647      7   162  ...    0.627461    0.372539         0.739367   \n",
       "24648      6   122  ...    0.560501    0.439499         0.619256   \n",
       "\n",
       "       open_log5_prob2  close_iprob1  close_iprob2  close_prob1  close_prob2  \\\n",
       "24642         0.224235      0.666667      0.357143     0.651163     0.348837   \n",
       "24643         0.272130      0.632353      0.383142     0.622704     0.377296   \n",
       "24644         0.569333      0.416667      0.600000     0.409836     0.590164   \n",
       "24645         0.454063      0.519231      0.504950     0.506972     0.493028   \n",
       "24646         0.680324      0.344828      0.677419     0.337323     0.662677   \n",
       "24647         0.260633      0.637681      0.380228     0.626462     0.373538   \n",
       "24648         0.380744      0.579832      0.438596     0.569340     0.430660   \n",
       "\n",
       "       close_log5_prob1  close_log5_prob2  \n",
       "24642          0.777007          0.222993  \n",
       "24643          0.731468          0.268532  \n",
       "24644          0.325351          0.674649  \n",
       "24645          0.513940          0.486060  \n",
       "24646          0.205790          0.794210  \n",
       "24647          0.737717          0.262283  \n",
       "24648          0.636063          0.363937  \n",
       "\n",
       "[7 rows x 23 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vegas_odds = cc.data_utils.baseball.read_vegas_odds(start_year, end_year, team)\n",
    "vegas_odds.tail(7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "da6e2c1a",
   "metadata": {},
   "outputs": [],
   "source": [
    "map_teamcodes = {\n",
    "    v: t for t, vs in cc.data_utils.baseball.TEAM_CODES.items() \n",
    "    for v in vs\n",
    "}\n",
    "for column in [\"team1\", \"team2\"]:\n",
    "    vegas_odds[column] = vegas_odds[column].apply(lambda x: map_teamcodes[x])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "28c34d9a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>date</th>\n",
       "      <th>team1</th>\n",
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       "      <th>vegas_open</th>\n",
       "      <th>vegas</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24635</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
       "      <td>0.600246</td>\n",
       "      <td>0.624596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24636</th>\n",
       "      <td>2019-10-14</td>\n",
       "      <td>WSN</td>\n",
       "      <td>STL</td>\n",
       "      <td>0.544024</td>\n",
       "      <td>0.546330</td>\n",
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       "      <th>24638</th>\n",
       "      <td>2019-10-15</td>\n",
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       "      <th>24637</th>\n",
       "      <td>2019-10-15</td>\n",
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       "      <td>0.399754</td>\n",
       "      <td>0.401733</td>\n",
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       "    <tr>\n",
       "      <th>24639</th>\n",
       "      <td>2019-10-17</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>0.544024</td>\n",
       "      <td>0.560037</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24640</th>\n",
       "      <td>2019-10-18</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>0.431344</td>\n",
       "      <td>0.427046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24641</th>\n",
       "      <td>2019-10-19</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
       "      <td>0.568656</td>\n",
       "      <td>0.529605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24642</th>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>0.650350</td>\n",
       "      <td>0.651163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24643</th>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>0.620559</td>\n",
       "      <td>0.622704</td>\n",
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       "    <tr>\n",
       "      <th>24644</th>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>0.465165</td>\n",
       "      <td>0.409836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24645</th>\n",
       "      <td>2019-10-26</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>0.523017</td>\n",
       "      <td>0.506972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24646</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>0.406699</td>\n",
       "      <td>0.337323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24647</th>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>0.627461</td>\n",
       "      <td>0.626462</td>\n",
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       "    <tr>\n",
       "      <th>24648</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>HOU</td>\n",
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      ],
      "text/plain": [
       "            date team1 team2  vegas_open     vegas\n",
       "24635 2019-10-13   HOU   NYY    0.600246  0.624596\n",
       "24636 2019-10-14   WSN   STL    0.544024  0.546330\n",
       "24638 2019-10-15   WSN   STL    0.593301  0.606061\n",
       "24637 2019-10-15   NYY   HOU    0.399754  0.401733\n",
       "24639 2019-10-17   NYY   HOU    0.544024  0.560037\n",
       "24640 2019-10-18   NYY   HOU    0.431344  0.427046\n",
       "24641 2019-10-19   HOU   NYY    0.568656  0.529605\n",
       "24642 2019-10-22   HOU   WSN    0.650350  0.651163\n",
       "24643 2019-10-23   HOU   WSN    0.620559  0.622704\n",
       "24644 2019-10-25   WSN   HOU    0.465165  0.409836\n",
       "24645 2019-10-26   WSN   HOU    0.523017  0.506972\n",
       "24646 2019-10-27   WSN   HOU    0.406699  0.337323\n",
       "24647 2019-10-29   HOU   WSN    0.627461  0.626462\n",
       "24648 2019-10-30   HOU   WSN    0.560501  0.569340"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "forecasters = [f + \"_prob1\" for f in [\"open\", \"close\"]]\n",
    "vegas_odds = vegas_odds[[\"date\", \"team1\", \"team2\",] + forecasters].copy()\n",
    "vegas_odds.rename(lambda x: {\n",
    "    \"open_prob1\": \"vegas_open\",\n",
    "    \"close_prob1\": \"vegas\",\n",
    "}.get(x, x), axis=1, inplace=True)\n",
    "vegas_odds.tail(14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f1732928",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>vegas</th>\n",
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       "      <th>25151</th>\n",
       "      <td>2019-10-13</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
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       "    <tr>\n",
       "      <th>25152</th>\n",
       "      <td>2019-10-14</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>WSN</td>\n",
       "      <td>STL</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24378</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.548193</td>\n",
       "      <td>0.597434</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.511365</td>\n",
       "      <td>0.530884</td>\n",
       "      <td>0.544024</td>\n",
       "      <td>0.546330</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25153</th>\n",
       "      <td>2019-10-15</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
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       "      <td>24379</td>\n",
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       "      <td>0.487732</td>\n",
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       "      <td>0.401733</td>\n",
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       "      <th>25154</th>\n",
       "      <td>2019-10-15</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>WSN</td>\n",
       "      <td>STL</td>\n",
       "      <td>7.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24380</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.630898</td>\n",
       "      <td>0.612518</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.513871</td>\n",
       "      <td>0.538824</td>\n",
       "      <td>0.593301</td>\n",
       "      <td>0.606061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25155</th>\n",
       "      <td>2019-10-17</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>3.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24381</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.567884</td>\n",
       "      <td>0.531325</td>\n",
       "      <td>0.5</td>\n",
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       "      <td>0.480209</td>\n",
       "      <td>0.544024</td>\n",
       "      <td>0.560037</td>\n",
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       "    <tr>\n",
       "      <th>25156</th>\n",
       "      <td>2019-10-18</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>NYY</td>\n",
       "      <td>HOU</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24382</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.491436</td>\n",
       "      <td>0.513249</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.489304</td>\n",
       "      <td>0.471826</td>\n",
       "      <td>0.431344</td>\n",
       "      <td>0.427046</td>\n",
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       "    <tr>\n",
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       "      <td>2019-10-19</td>\n",
       "      <td>2019</td>\n",
       "      <td>l</td>\n",
       "      <td>HOU</td>\n",
       "      <td>NYY</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24383</td>\n",
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       "      <th>25158</th>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>24384</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.620572</td>\n",
       "      <td>0.576279</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528860</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.650350</td>\n",
       "      <td>0.651163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25159</th>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>24385</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590066</td>\n",
       "      <td>0.566903</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.526425</td>\n",
       "      <td>0.499644</td>\n",
       "      <td>0.620559</td>\n",
       "      <td>0.622704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25160</th>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>24386</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.526852</td>\n",
       "      <td>0.553044</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.475988</td>\n",
       "      <td>0.508571</td>\n",
       "      <td>0.465165</td>\n",
       "      <td>0.409836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25161</th>\n",
       "      <td>2019-10-26</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>24387</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586974</td>\n",
       "      <td>0.538425</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.473813</td>\n",
       "      <td>0.516476</td>\n",
       "      <td>0.523017</td>\n",
       "      <td>0.506972</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25162</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>WSN</td>\n",
       "      <td>HOU</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24388</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.373102</td>\n",
       "      <td>0.515546</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.471658</td>\n",
       "      <td>0.507236</td>\n",
       "      <td>0.406699</td>\n",
       "      <td>0.337323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25163</th>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>24389</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594638</td>\n",
       "      <td>0.595209</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.530477</td>\n",
       "      <td>0.501092</td>\n",
       "      <td>0.627461</td>\n",
       "      <td>0.626462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25164</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>2019</td>\n",
       "      <td>w</td>\n",
       "      <td>HOU</td>\n",
       "      <td>WSN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>24390</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.515172</td>\n",
       "      <td>0.574617</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528089</td>\n",
       "      <td>0.508798</td>\n",
       "      <td>0.560501</td>\n",
       "      <td>0.569340</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            date  season playoff team1 team2  score1  score2   time  y  win  \\\n",
       "25151 2019-10-13    2019       l   HOU   NYY     3.0     2.0  24377  1    1   \n",
       "25152 2019-10-14    2019       l   WSN   STL     8.0     1.0  24378  1    1   \n",
       "25153 2019-10-15    2019       l   NYY   HOU     1.0     4.0  24379  0    0   \n",
       "25154 2019-10-15    2019       l   WSN   STL     7.0     4.0  24380  1    1   \n",
       "25155 2019-10-17    2019       l   NYY   HOU     3.0     8.0  24381  0    0   \n",
       "25156 2019-10-18    2019       l   NYY   HOU     4.0     1.0  24382  1    1   \n",
       "25157 2019-10-19    2019       l   HOU   NYY     6.0     4.0  24383  1    1   \n",
       "25158 2019-10-22    2019       w   HOU   WSN     4.0     5.0  24384  0    0   \n",
       "25159 2019-10-23    2019       w   HOU   WSN     3.0    12.0  24385  0    0   \n",
       "25160 2019-10-25    2019       w   WSN   HOU     1.0     4.0  24386  0    0   \n",
       "25161 2019-10-26    2019       w   WSN   HOU     1.0     8.0  24387  0    0   \n",
       "25162 2019-10-27    2019       w   WSN   HOU     1.0     7.0  24388  0    0   \n",
       "25163 2019-10-29    2019       w   HOU   WSN     2.0     7.0  24389  0    0   \n",
       "25164 2019-10-30    2019       w   HOU   WSN     2.0     6.0  24390  0    0   \n",
       "\n",
       "       fivethirtyeight  fivethirtyeight_old  constant   laplace       k29  \\\n",
       "25151         0.572595             0.539407       0.5  0.503955  0.520325   \n",
       "25152         0.548193             0.597434       0.5  0.511365  0.530884   \n",
       "25153         0.487959             0.545260       0.5  0.493778  0.487732   \n",
       "25154         0.630898             0.612518       0.5  0.513871  0.538824   \n",
       "25155         0.567884             0.531325       0.5  0.491531  0.480209   \n",
       "25156         0.491436             0.513249       0.5  0.489304  0.471826   \n",
       "25157         0.543097             0.566291       0.5  0.508401  0.536715   \n",
       "25158         0.620572             0.576279       0.5  0.528860  0.500000   \n",
       "25159         0.590066             0.566903       0.5  0.526425  0.499644   \n",
       "25160         0.526852             0.553044       0.5  0.475988  0.508571   \n",
       "25161         0.586974             0.538425       0.5  0.473813  0.516476   \n",
       "25162         0.373102             0.515546       0.5  0.471658  0.507236   \n",
       "25163         0.594638             0.595209       0.5  0.530477  0.501092   \n",
       "25164         0.515172             0.574617       0.5  0.528089  0.508798   \n",
       "\n",
       "       vegas_open     vegas  \n",
       "25151    0.600246  0.624596  \n",
       "25152    0.544024  0.546330  \n",
       "25153    0.399754  0.401733  \n",
       "25154    0.593301  0.606061  \n",
       "25155    0.544024  0.560037  \n",
       "25156    0.431344  0.427046  \n",
       "25157    0.568656  0.529605  \n",
       "25158    0.650350  0.651163  \n",
       "25159    0.620559  0.622704  \n",
       "25160    0.465165  0.409836  \n",
       "25161    0.523017  0.506972  \n",
       "25162    0.406699  0.337323  \n",
       "25163    0.627461  0.626462  \n",
       "25164    0.560501  0.569340  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = data.merge(vegas_odds, on=[\"date\", \"team1\", \"team2\"], sort=True)\n",
    "data.tail(14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e674da62",
   "metadata": {},
   "outputs": [],
   "source": [
    "data.to_csv(f\"forecasts/{team.lower()}_{start_year}_{end_year}.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b6131fe",
   "metadata": {},
   "source": [
    "## Comparing All Forecasters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "6d1845ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "scoring_rule = \"brier\"  # \"logarithmic\"\n",
    "\n",
    "forecasters = [\"fivethirtyeight\", \"vegas\", \"constant\", \"laplace\", \"k29\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "17abb532",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cc.plot_mlb_forecasts(\n",
    "    data,\n",
    "    team,\n",
    "    [2019],\n",
    "    forecasters,\n",
    "    no_playoffs=False,\n",
    "    window=(\"2019-10-01\", \"2019-10-30\"),  # playoffs\n",
    "    n_games=100,\n",
    "    save_filename=os.path.join(plots_dir, f\"forecasters.pdf\"),\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9d280c68",
   "metadata": {},
   "source": [
    "## Main Comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f430f33e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fivethirtyeight vs. vegas   : (-0.00265, -0.00061),\t e_pq     0.09, e_qp  2979.04\n",
      "fivethirtyeight vs. constant: ( 0.00565,  0.00936),\t e_pq 10000000.00, e_qp     0.03\n",
      "fivethirtyeight vs. laplace : ( 0.00456,  0.00794),\t e_pq 10000000.00, e_qp     0.03\n",
      "fivethirtyeight vs. k29     : ( 0.00761,  0.01209),\t e_pq 10000000.00, e_qp     0.02\n",
      "vegas           vs. constant: ( 0.00713,  0.01115),\t e_pq 10000000.00, e_qp     0.02\n",
      "vegas           vs. laplace : ( 0.00596,  0.00980),\t e_pq 10000000.00, e_qp     0.02\n",
      "vegas           vs. k29     : ( 0.00905,  0.01392),\t e_pq 10000000.00, e_qp     0.02\n",
      "constant        vs. laplace : (-0.00295,  0.00044),\t e_pq     0.07, e_qp     6.37\n",
      "constant        vs. k29     : ( 0.00005,  0.00464),\t e_pq    48.88, e_qp     0.04\n",
      "laplace         vs. k29     : ( 0.00197,  0.00524),\t e_pq 5384731.42, e_qp     0.03\n"
     ]
    }
   ],
   "source": [
    "for name_p, name_q in itertools.combinations(forecasters, 2):\n",
    "    results_pq = cc.compare_forecasts(\n",
    "            data,\n",
    "            name_p,\n",
    "            name_q,\n",
    "            scoring_rule=scoring_rule,\n",
    "            alpha=ALPHA,\n",
    "            v_opt=V_OPT,\n",
    "            compute_e=True,\n",
    "        )\n",
    "    lcb, ucb, e_pq, e_qp = [results_pq[key].tail(1).item() \n",
    "                            for key in [\"lcb\", \"ucb\", \"e_pq\", \"e_qp\"]]\n",
    "    print(f\"{name_p:15} vs. {name_q:8}: ({lcb:8.5f}, {ucb:8.5f}),\\t e_pq {e_pq:8.2f}, e_qp {e_qp:8.2f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f1ed9964",
   "metadata": {},
   "source": [
    "## Sample Pair Comparison"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5574e279",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scoring_rule = \"brier\"\n",
    "\n",
    "results, axes = cc.plot_comparison(\n",
    "    data, \n",
    "    \"fivethirtyeight\",\n",
    "    \"vegas\",\n",
    "    scoring_rule=scoring_rule,\n",
    "    alpha=ALPHA,\n",
    "    v_opt=V_OPT,\n",
    "    plots_dir=plots_dir,\n",
    "    baselines=(),\n",
    "    use_logx=False,\n",
    "    ylim_scale=0.01,\n",
    "    font_scale=1.75,\n",
    "    plot_width=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "78b6d3f6",
   "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>time</th>\n",
       "      <th>lcb</th>\n",
       "      <th>ucb</th>\n",
       "      <th>e_pq</th>\n",
       "      <th>e_qp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25164</th>\n",
       "      <td>25165</td>\n",
       "      <td>-0.002652</td>\n",
       "      <td>-0.000615</td>\n",
       "      <td>0.09131</td>\n",
       "      <td>2979.039872</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        time       lcb       ucb     e_pq         e_qp\n",
       "25164  25165 -0.002652 -0.000615  0.09131  2979.039872"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# final-game values\n",
    "results.tail(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa7fd969",
   "metadata": {},
   "source": [
    "### All Pairwise Comparisons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f982fef6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x1440 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cc.plot_pairwise_comparisons(\n",
    "    data, \n",
    "    forecasters, \n",
    "    scoring_rule=\"brier\",\n",
    "    alpha=ALPHA,\n",
    "    v_opt=V_OPT,\n",
    "    plots_dir=plots_dir,\n",
    "    baselines=(\"acs\"),\n",
    "    use_logx=False,\n",
    "    ylim_scale=0.0205,\n",
    "    font_scale=1.75,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83fe455d",
   "metadata": {},
   "source": [
    "### Comparison Against Laplace, i.e., the Rolling Season Average"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d0f490ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "def compare_against_baseline(data, forecasters, baseline, scoring_rule, save_csv=True, **kwargs):\n",
    "    compdata = data[[\"date\", \"time\", \"y\"] + forecasters].copy()\n",
    "    for forecaster in forecasters:\n",
    "        if forecaster == baseline:\n",
    "            continue\n",
    "        results = cc.compare_forecasts(\n",
    "            data, \n",
    "            forecaster, \n",
    "            baseline, \n",
    "            scoring_rule=scoring_rule,\n",
    "            **kwargs\n",
    "        )\n",
    "        compdata[f\"{forecaster}_lcb\"] = results[\"lcb\"].values\n",
    "        compdata[f\"{forecaster}_ucb\"] = results[\"ucb\"].values\n",
    "        compdata[f\"{forecaster}_epq\"] = results[\"e_pq\"].values\n",
    "        compdata[f\"{forecaster}_eqp\"] = results[\"e_qp\"].values\n",
    "    if save_csv:\n",
    "        compdata.to_csv(\n",
    "            os.path.join(plots_dir, f\"{scoring_rule}_against_{baseline}.csv\")\n",
    "        )\n",
    "    return compdata"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e8276d9e",
   "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>date</th>\n",
       "      <th>time</th>\n",
       "      <th>y</th>\n",
       "      <th>fivethirtyeight</th>\n",
       "      <th>vegas</th>\n",
       "      <th>constant</th>\n",
       "      <th>laplace</th>\n",
       "      <th>k29</th>\n",
       "      <th>fivethirtyeight_lcb</th>\n",
       "      <th>fivethirtyeight_ucb</th>\n",
       "      <th>...</th>\n",
       "      <th>vegas_epq</th>\n",
       "      <th>vegas_eqp</th>\n",
       "      <th>constant_lcb</th>\n",
       "      <th>constant_ucb</th>\n",
       "      <th>constant_epq</th>\n",
       "      <th>constant_eqp</th>\n",
       "      <th>k29_lcb</th>\n",
       "      <th>k29_ucb</th>\n",
       "      <th>k29_epq</th>\n",
       "      <th>k29_eqp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25158</th>\n",
       "      <td>2019-10-22</td>\n",
       "      <td>24384</td>\n",
       "      <td>0</td>\n",
       "      <td>0.620572</td>\n",
       "      <td>0.651163</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528860</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.004573</td>\n",
       "      <td>0.007947</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024546</td>\n",
       "      <td>-0.002954</td>\n",
       "      <td>0.000443</td>\n",
       "      <td>0.070680</td>\n",
       "      <td>6.384300</td>\n",
       "      <td>-0.005235</td>\n",
       "      <td>-0.001965</td>\n",
       "      <td>0.034049</td>\n",
       "      <td>5.339657e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25159</th>\n",
       "      <td>2019-10-23</td>\n",
       "      <td>24385</td>\n",
       "      <td>0</td>\n",
       "      <td>0.590066</td>\n",
       "      <td>0.622704</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.526425</td>\n",
       "      <td>0.499644</td>\n",
       "      <td>0.004570</td>\n",
       "      <td>0.007944</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024545</td>\n",
       "      <td>-0.002953</td>\n",
       "      <td>0.000445</td>\n",
       "      <td>0.070731</td>\n",
       "      <td>6.358593</td>\n",
       "      <td>-0.005234</td>\n",
       "      <td>-0.001964</td>\n",
       "      <td>0.034048</td>\n",
       "      <td>5.298197e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25160</th>\n",
       "      <td>2019-10-25</td>\n",
       "      <td>24386</td>\n",
       "      <td>0</td>\n",
       "      <td>0.526852</td>\n",
       "      <td>0.409836</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.475988</td>\n",
       "      <td>0.508571</td>\n",
       "      <td>0.004568</td>\n",
       "      <td>0.007942</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024544</td>\n",
       "      <td>-0.002954</td>\n",
       "      <td>0.000444</td>\n",
       "      <td>0.070687</td>\n",
       "      <td>6.380670</td>\n",
       "      <td>-0.005235</td>\n",
       "      <td>-0.001965</td>\n",
       "      <td>0.034048</td>\n",
       "      <td>5.345911e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25161</th>\n",
       "      <td>2019-10-26</td>\n",
       "      <td>24387</td>\n",
       "      <td>0</td>\n",
       "      <td>0.586974</td>\n",
       "      <td>0.506972</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.473813</td>\n",
       "      <td>0.516476</td>\n",
       "      <td>0.004563</td>\n",
       "      <td>0.007937</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024544</td>\n",
       "      <td>-0.002955</td>\n",
       "      <td>0.000443</td>\n",
       "      <td>0.070639</td>\n",
       "      <td>6.404785</td>\n",
       "      <td>-0.005236</td>\n",
       "      <td>-0.001967</td>\n",
       "      <td>0.034048</td>\n",
       "      <td>5.409253e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25162</th>\n",
       "      <td>2019-10-27</td>\n",
       "      <td>24388</td>\n",
       "      <td>0</td>\n",
       "      <td>0.373102</td>\n",
       "      <td>0.337323</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.471658</td>\n",
       "      <td>0.507236</td>\n",
       "      <td>0.004566</td>\n",
       "      <td>0.007940</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024543</td>\n",
       "      <td>-0.002956</td>\n",
       "      <td>0.000441</td>\n",
       "      <td>0.070588</td>\n",
       "      <td>6.430937</td>\n",
       "      <td>-0.005238</td>\n",
       "      <td>-0.001968</td>\n",
       "      <td>0.034048</td>\n",
       "      <td>5.462140e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25163</th>\n",
       "      <td>2019-10-29</td>\n",
       "      <td>24389</td>\n",
       "      <td>0</td>\n",
       "      <td>0.594638</td>\n",
       "      <td>0.626462</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.530477</td>\n",
       "      <td>0.501092</td>\n",
       "      <td>0.004563</td>\n",
       "      <td>0.007936</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024541</td>\n",
       "      <td>-0.002955</td>\n",
       "      <td>0.000443</td>\n",
       "      <td>0.070646</td>\n",
       "      <td>6.400921</td>\n",
       "      <td>-0.005236</td>\n",
       "      <td>-0.001967</td>\n",
       "      <td>0.034047</td>\n",
       "      <td>5.415325e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25164</th>\n",
       "      <td>2019-10-30</td>\n",
       "      <td>24390</td>\n",
       "      <td>0</td>\n",
       "      <td>0.515172</td>\n",
       "      <td>0.569340</td>\n",
       "      <td>0.5</td>\n",
       "      <td>0.528089</td>\n",
       "      <td>0.508798</td>\n",
       "      <td>0.004563</td>\n",
       "      <td>0.007937</td>\n",
       "      <td>...</td>\n",
       "      <td>10000000.0</td>\n",
       "      <td>0.024541</td>\n",
       "      <td>-0.002953</td>\n",
       "      <td>0.000444</td>\n",
       "      <td>0.070700</td>\n",
       "      <td>6.373469</td>\n",
       "      <td>-0.005235</td>\n",
       "      <td>-0.001966</td>\n",
       "      <td>0.034047</td>\n",
       "      <td>5.384731e+06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date   time  y  fivethirtyeight     vegas  constant   laplace  \\\n",
       "25158 2019-10-22  24384  0         0.620572  0.651163       0.5  0.528860   \n",
       "25159 2019-10-23  24385  0         0.590066  0.622704       0.5  0.526425   \n",
       "25160 2019-10-25  24386  0         0.526852  0.409836       0.5  0.475988   \n",
       "25161 2019-10-26  24387  0         0.586974  0.506972       0.5  0.473813   \n",
       "25162 2019-10-27  24388  0         0.373102  0.337323       0.5  0.471658   \n",
       "25163 2019-10-29  24389  0         0.594638  0.626462       0.5  0.530477   \n",
       "25164 2019-10-30  24390  0         0.515172  0.569340       0.5  0.528089   \n",
       "\n",
       "            k29  fivethirtyeight_lcb  fivethirtyeight_ucb  ...   vegas_epq  \\\n",
       "25158  0.500000             0.004573             0.007947  ...  10000000.0   \n",
       "25159  0.499644             0.004570             0.007944  ...  10000000.0   \n",
       "25160  0.508571             0.004568             0.007942  ...  10000000.0   \n",
       "25161  0.516476             0.004563             0.007937  ...  10000000.0   \n",
       "25162  0.507236             0.004566             0.007940  ...  10000000.0   \n",
       "25163  0.501092             0.004563             0.007936  ...  10000000.0   \n",
       "25164  0.508798             0.004563             0.007937  ...  10000000.0   \n",
       "\n",
       "       vegas_eqp  constant_lcb  constant_ucb  constant_epq  constant_eqp  \\\n",
       "25158   0.024546     -0.002954      0.000443      0.070680      6.384300   \n",
       "25159   0.024545     -0.002953      0.000445      0.070731      6.358593   \n",
       "25160   0.024544     -0.002954      0.000444      0.070687      6.380670   \n",
       "25161   0.024544     -0.002955      0.000443      0.070639      6.404785   \n",
       "25162   0.024543     -0.002956      0.000441      0.070588      6.430937   \n",
       "25163   0.024541     -0.002955      0.000443      0.070646      6.400921   \n",
       "25164   0.024541     -0.002953      0.000444      0.070700      6.373469   \n",
       "\n",
       "        k29_lcb   k29_ucb   k29_epq       k29_eqp  \n",
       "25158 -0.005235 -0.001965  0.034049  5.339657e+06  \n",
       "25159 -0.005234 -0.001964  0.034048  5.298197e+06  \n",
       "25160 -0.005235 -0.001965  0.034048  5.345911e+06  \n",
       "25161 -0.005236 -0.001967  0.034048  5.409253e+06  \n",
       "25162 -0.005238 -0.001968  0.034048  5.462140e+06  \n",
       "25163 -0.005236 -0.001967  0.034047  5.415325e+06  \n",
       "25164 -0.005235 -0.001966  0.034047  5.384731e+06  \n",
       "\n",
       "[7 rows x 24 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compdata = compare_against_baseline(\n",
    "    data, \n",
    "    forecasters, \n",
    "    baseline=\"laplace\", \n",
    "    scoring_rule=scoring_rule,\n",
    "    alpha=ALPHA,\n",
    "    v_opt=V_OPT,\n",
    ")\n",
    "compdata.tail(7)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e681ba97",
   "metadata": {},
   "source": [
    "$\\LaTeX$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "2f8d2312",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\texttt{fivethirtyeight} & (-0.00265, -0.00061) &  2979.04 \\\\\n",
      "\\texttt{constant       } & (-0.01115, -0.00713) & 10000000.00 \\\\\n",
      "\\texttt{laplace        } & (-0.00980, -0.00596) & 10000000.00 \\\\\n",
      "\\texttt{k29            } & (-0.01392, -0.00905) & 10000000.00 \\\\\n"
     ]
    }
   ],
   "source": [
    "# Brier against laplace (Table 4a)\n",
    "scoring_rule = \"brier\"\n",
    "baseline = \"vegas\"\n",
    "\n",
    "compdata = compare_against_baseline(\n",
    "    data, \n",
    "    forecasters, \n",
    "    baseline=baseline, \n",
    "    scoring_rule=scoring_rule,\n",
    "    save_csv=False,\n",
    "    alpha=ALPHA,\n",
    "    v_opt=V_OPT,\n",
    ")\n",
    "\n",
    "for forecaster in forecasters:\n",
    "    if forecaster != baseline:\n",
    "        lcb = compdata[forecaster + \"_lcb\"].tail(1).item()\n",
    "        ucb = compdata[forecaster + \"_ucb\"].tail(1).item()\n",
    "        e_pq = compdata[forecaster + \"_epq\"].tail(1).item()\n",
    "        e_qp = compdata[forecaster + \"_eqp\"].tail(1).item()\n",
    "        print(\"\\\\texttt{{{:15s}}} & ({:8.5f}, {:8.5f}) & {:8.2f} \\\\\\\\\".format(\n",
    "            forecaster, lcb, ucb, e_qp\n",
    "        ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b6e95937",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\\texttt{fivethirtyeight} & (    -inf, -0.01012) & 15443.10 \\\\\n",
      "\\texttt{constant       } & (    -inf, -0.05165) & 10000000.00 \\\\\n",
      "\\texttt{laplace        } & (    -inf, -0.04723) & 10000000.00 \\\\\n",
      "\\texttt{k29            } & (    -inf, -0.14684) & 10000000.00 \\\\\n"
     ]
    }
   ],
   "source": [
    "# Winkler against baseline (Table 4b)\n",
    "scoring_rule = \"winkler\"\n",
    "baseline = \"vegas\"\n",
    "\n",
    "compdata = compare_against_baseline(\n",
    "    data, \n",
    "    forecasters, \n",
    "    baseline=baseline, \n",
    "    scoring_rule=scoring_rule,\n",
    "    save_csv=False,\n",
    "    alpha=ALPHA,\n",
    "    v_opt=V_OPT,\n",
    "    ucb_only=True,\n",
    "    c=2,\n",
    ")\n",
    "\n",
    "for forecaster in forecasters:\n",
    "    if forecaster != baseline:\n",
    "        lcb = compdata[forecaster + \"_lcb\"].tail(1).item()\n",
    "        ucb = compdata[forecaster + \"_ucb\"].tail(1).item()\n",
    "        e_pq = compdata[forecaster + \"_epq\"].tail(1).item()\n",
    "        e_qp = compdata[forecaster + \"_eqp\"].tail(1).item()\n",
    "        print(\"\\\\texttt{{{:15s}}} & ({:8.5f}, {:8.5f}) & {:8.2f} \\\\\\\\\".format(\n",
    "            forecaster, lcb, ucb, e_qp\n",
    "        ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "b90e4345",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fivethirtyeight 37.9\\% & 41.0\\% & 52.7\\% & 58.7\\% & 37.3\\% & 40.5\\% & 48.5\\%\n",
      "vegas           34.9\\% & 37.7\\% & 41.0\\% & 50.7\\% & 33.7\\% & 37.4\\% & 43.1\\%\n",
      "constant        50.0\\% & 50.0\\% & 50.0\\% & 50.0\\% & 50.0\\% & 50.0\\% & 50.0\\%\n",
      "laplace         47.1\\% & 47.4\\% & 47.6\\% & 47.4\\% & 47.2\\% & 47.0\\% & 47.2\\%\n",
      "k29             50.0\\% & 50.0\\% & 50.9\\% & 51.6\\% & 50.7\\% & 49.9\\% & 49.1\\%\n"
     ]
    }
   ],
   "source": [
    "# WSN forecasts for WS (Table 1)\n",
    "for forecaster in forecasters:\n",
    "    print(f\"{forecaster:15s}\", \" & \".join(\n",
    "        [(f\"{100*p:.1f}\\%\" if i in [2, 3, 4] else f\"{100*(1-p):.1f}\\%\")\n",
    "         for i, p in enumerate(compdata[forecaster].tail(7).values)]\n",
    "    ))"
   ]
  }
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