part4_endpoint.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'http://5e070320-2fcf-4b74-b0c5-00c728febae3.northcentralus.azurecontainer.io/score'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Set up the Endpoint from a prior deployment\n",
    "scoring_uri = 'http://5e070320-2fcf-4b74-b0c5-00c728febae3.northcentralus.azurecontainer.io/score'\n",
    "scoring_uri"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[25.08131977502827]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "# Test the endpoint by having the Blue Jackets host the Rangers in the regular season\n",
    "data = {\n",
    "  \"Inputs\": {\n",
    "    \"data\": [{\"type\": \"R\", \"homeTeam\": \"Blue Jackets\", \"awayTeam\": \"Rangers\"}]\n",
    "  },\n",
    "  \"GlobalParameters\": 1.0\n",
    "}\n",
    "\n",
    "# Convert to JSON string\n",
    "input_data = json.dumps(data)\n",
    "\n",
    "# Set the content type\n",
    "headers = {'Content-Type': 'application/json'}\n",
    "\n",
    "# Make the request and display the response\n",
    "resp = requests.post(scoring_uri, input_data, headers=headers)\n",
    "results = resp.json()['Results']\n",
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating all Matchups"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Devils', 'Flyers', 'Kings', 'Lightning', 'Bruins', 'Rangers',\n",
       "       'Penguins', 'Red Wings', 'Sharks', 'Predators', 'Canucks',\n",
       "       'Blackhawks', 'Senators', 'Canadiens', 'Wild', 'Capitals', 'Blues',\n",
       "       'Ducks', 'Coyotes', 'Islanders', 'Maple Leafs', 'Panthers',\n",
       "       'Sabres', 'Flames', 'Avalanche', 'Stars', 'Blue Jackets', 'Jets',\n",
       "       'Oilers', 'Golden Knights', 'Hurricanes', 'Thrashers'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# We need a list of teams to iterate through\n",
    "df = pd.read_csv('data/team_info.csv')\n",
    "teams = df['teamName'].unique()\n",
    "teams"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Devils', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Devils', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Flyers', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Flyers', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Kings', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Kings', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Lightning', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Lightning', 'awayTeam': 'Jets'},\n",
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       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Senators', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Senators', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Canadiens', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Canadiens', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Capitals'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Capitals'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Wild', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Wild', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Lightning'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Bruins'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Bruins'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Rangers'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Rangers'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Penguins'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Penguins'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Red Wings'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Sharks'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Sharks'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Predators'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Predators'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Canucks'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Canucks'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Blackhawks'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Senators'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Senators'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Canadiens'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Wild'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Wild'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Blues'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Blues'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Ducks'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Ducks'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Coyotes'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Islanders'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Islanders'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Maple Leafs'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Panthers'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Panthers'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Sabres'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Sabres'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Flames'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Flames'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Avalanche'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Stars'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Stars'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Blue Jackets'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Jets'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Jets'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Oilers'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Oilers'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Golden Knights'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Hurricanes'},\n",
       " {'type': 'R', 'homeTeam': 'Capitals', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'P', 'homeTeam': 'Capitals', 'awayTeam': 'Thrashers'},\n",
       " {'type': 'R', 'homeTeam': 'Blues', 'awayTeam': 'Devils'},\n",
       " {'type': 'P', 'homeTeam': 'Blues', 'awayTeam': 'Devils'},\n",
       " {'type': 'R', 'homeTeam': 'Blues', 'awayTeam': 'Flyers'},\n",
       " {'type': 'P', 'homeTeam': 'Blues', 'awayTeam': 'Flyers'},\n",
       " {'type': 'R', 'homeTeam': 'Blues', 'awayTeam': 'Kings'},\n",
       " {'type': 'P', 'homeTeam': 'Blues', 'awayTeam': 'Kings'},\n",
       " {'type': 'R', 'homeTeam': 'Blues', 'awayTeam': 'Lightning'},\n",
       " {'type': 'P', 'homeTeam': 'Blues', 'awayTeam': 'Lightning'},\n",
       " ...]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loop over all home and away matchups to build a list of the penalties we should expect\n",
    "matchups = []\n",
    "scenarios = []\n",
    "for homeTeam in teams:\n",
    "  for awayTeam in teams:\n",
    "\n",
    "    # Don't allow teams to play themselves\n",
    "    if homeTeam == awayTeam:\n",
    "      continue\n",
    "\n",
    "    matchups.append({\n",
    "        \"homeTeam\": homeTeam,\n",
    "        \"awayTeam\": awayTeam\n",
    "    })\n",
    "    scenarios.append(      \n",
    "      {\n",
    "        \"type\": \"R\", # Regular Season\n",
    "        \"homeTeam\": homeTeam,\n",
    "        \"awayTeam\": awayTeam\n",
    "      }) \n",
    "    scenarios.append(      \n",
    "      {\n",
    "        \"type\": \"P\", # Playoff game\n",
    "        \"homeTeam\": homeTeam,\n",
    "        \"awayTeam\": awayTeam\n",
    "      }) \n",
    "\n",
    "scenarios"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " ...]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Make a request containing every scenario we care about\n",
    "data = {\n",
    "  \"Inputs\": {\n",
    "    \"data\": scenarios\n",
    "  },\n",
    "  \"GlobalParameters\": 1.0\n",
    "}\n",
    "\n",
    "# Convert to JSON string\n",
    "input_data = json.dumps(data)\n",
    "\n",
    "# Set the content type\n",
    "headers = {'Content-Type': 'application/json'}\n",
    "\n",
    "# Make the request and display the response\n",
    "resp = requests.post(scoring_uri, input_data, headers=headers)\n",
    "results = resp.json()['Results']\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "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",
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       "        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>homeTeam</th>\n",
       "      <th>awayTeam</th>\n",
       "      <th>penaltyMinutesRegularSeason</th>\n",
       "      <th>penaltyMinutesPlayoffs</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Devils</td>\n",
       "      <td>Flyers</td>\n",
       "      <td>36.622670</td>\n",
       "      <td>41.624281</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Devils</td>\n",
       "      <td>Kings</td>\n",
       "      <td>25.217130</td>\n",
       "      <td>35.006036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Devils</td>\n",
       "      <td>Lightning</td>\n",
       "      <td>31.969214</td>\n",
       "      <td>55.001409</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Devils</td>\n",
       "      <td>Bruins</td>\n",
       "      <td>27.532368</td>\n",
       "      <td>37.271534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Devils</td>\n",
       "      <td>Rangers</td>\n",
       "      <td>40.227946</td>\n",
       "      <td>44.142898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  homeTeam   awayTeam  penaltyMinutesRegularSeason  penaltyMinutesPlayoffs\n",
       "0   Devils     Flyers                    36.622670               41.624281\n",
       "1   Devils      Kings                    25.217130               35.006036\n",
       "2   Devils  Lightning                    31.969214               55.001409\n",
       "3   Devils     Bruins                    27.532368               37.271534\n",
       "4   Devils    Rangers                    40.227946               44.142898"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Aggregate the predictions into the matchups objects\n",
    "i = 0\n",
    "for matchup in matchups:\n",
    "    matchup['penaltyMinutesRegularSeason'] = results[i]\n",
    "    matchup['penaltyMinutesPlayoffs'] =  results[i + 1]\n",
    "    i += 2\n",
    "\n",
    "# Move our matchup predictions to a dataframe and save them for visualization later\n",
    "df_outcomes = pd.DataFrame(matchups)\n",
    "df_outcomes.to_csv('data/matchup_predictions.csv')\n",
    "\n",
    "# Display the top few rows\n",
    "df_outcomes.head()"
   ]
  }
 ],
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