notebooks/baseball/main.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Can Atoti Predict Baseball? How will the COVID Season Impact Baseball Stats?\n",
    "\n",
    "## Introduction\n",
    "\n",
    "Credit: The original version of this notebook was created by Neil Cosgrove and it's available on https://github.com/ncosgrov/atoti_baseball_analysis.  \n",
    "\n",
    "Read more: https://medium.com/@neilcosgrove/can-atoti-predict-baseball-how-will-the-covid-season-impact-baseball-stats-ad9322e3b722"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Baseball is a game built on statistics.  There seems to be a statistic for every possible combination and permutation of events that can happen in a game or a  season.  Fans enjoy comparing stats in a perpetual game of \"who was the greatest (<i>fill in the blank</i>); creating matchups that span generations.  The availability of data analysis tool like atoti bring a whole new dimension (no pun intended) to these discussons allowing for endless analysis which <b><u> WARNING</u></b> can become addictive :-).\n",
    "\n",
    "For a game that loves its statistics, the 2020 Covid shortened season presents a nightmare.  Instead of playing 162 games, the season will only be 60 games, no doubt setting up endless \"what if\" debates in future years in regards to players active in this season who just miss key milestones.\n",
    "\n",
    "In this notebook, we decide to get a jump on the debate by looking at veterans who have diminishing season to make up those lost 102 games, focusing in on a specific example."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align: center;\" ><a href=\"https://www.atoti.io/?utm_source=gallery&utm_content=baseball\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://data.atoti.io/notebooks/banners/discover.png\" alt=\"Try atoti\"></a></div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting the atoti library\n",
    "\n",
    "We will first start by importing support libraries and [atoti](https://docs.atoti.io/latest/installation.html)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import atoti as tt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing The Data and Wrangling \n",
    "\n",
    "The dataset used comes from Sean Lahman's website at http://www.seanlahman.com/baseball-archive/statistics/. The work is licensed under a Creative Commons Attribution-ShareAlike 3.0 Unported License. This is a great site and has more types of Baseball stats than you can imagine.  For the purpose of this exercise, we will confine ourselve to Batting Statistics. For those more interested in the analaysis, you can skip to the <i> Create the Atoti Cube</i> section\n",
    "\n",
    "### Player Information\n",
    "\n",
    "We begin by importing the master table which has individual player information. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option(\"display.max_columns\", None)\n",
    "player_df = pd.read_csv(\n",
    "    \"http://data.atoti.io/notebooks/baseball/People.csv\",\n",
    "    usecols=[\n",
    "        \"playerID\",\n",
    "        \"birthYear\",\n",
    "        \"nameGiven\",\n",
    "        \"nameLast\",\n",
    "        \"nameFirst\",\n",
    "        \"bats\",\n",
    "        \"throws\",\n",
    "        \"debut\",\n",
    "        \"finalGame\",\n",
    "    ],\n",
    "    parse_dates=[\"debut\", \"finalGame\"],\n",
    "    dtype={\"birthYear\": \"Int64\"},\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>playerID</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>nameFirst</th>\n",
       "      <th>nameLast</th>\n",
       "      <th>nameGiven</th>\n",
       "      <th>bats</th>\n",
       "      <th>throws</th>\n",
       "      <th>debut</th>\n",
       "      <th>finalGame</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>aardsda01</td>\n",
       "      <td>1981</td>\n",
       "      <td>David</td>\n",
       "      <td>Aardsma</td>\n",
       "      <td>David Allan</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>2004-06-04</td>\n",
       "      <td>2015-08-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>aaronha01</td>\n",
       "      <td>1934</td>\n",
       "      <td>Hank</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Henry Louis</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1954-04-13</td>\n",
       "      <td>1976-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>aaronto01</td>\n",
       "      <td>1939</td>\n",
       "      <td>Tommie</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Tommie Lee</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1962-10-04</td>\n",
       "      <td>1971-09-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>aasedo01</td>\n",
       "      <td>1954</td>\n",
       "      <td>Don</td>\n",
       "      <td>Aase</td>\n",
       "      <td>Donald William</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1977-07-26</td>\n",
       "      <td>1990-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>abadan01</td>\n",
       "      <td>1972</td>\n",
       "      <td>Andy</td>\n",
       "      <td>Abad</td>\n",
       "      <td>Fausto Andres</td>\n",
       "      <td>L</td>\n",
       "      <td>L</td>\n",
       "      <td>2001-10-09</td>\n",
       "      <td>2006-04-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    playerID  birthYear nameFirst nameLast       nameGiven bats throws  \\\n",
       "0  aardsda01       1981     David  Aardsma     David Allan    R      R   \n",
       "1  aaronha01       1934      Hank    Aaron     Henry Louis    R      R   \n",
       "2  aaronto01       1939    Tommie    Aaron      Tommie Lee    R      R   \n",
       "3   aasedo01       1954       Don     Aase  Donald William    R      R   \n",
       "4   abadan01       1972      Andy     Abad   Fausto Andres    L      L   \n",
       "\n",
       "       debut  finalGame  \n",
       "0 2004-06-04 2015-08-23  \n",
       "1 1954-04-13 1976-03-10  \n",
       "2 1962-10-04 1971-09-26  \n",
       "3 1977-07-26 1990-03-10  \n",
       "4 2001-10-09 2006-04-13  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(19878, 9)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "playerID             object\n",
       "birthYear             Int64\n",
       "nameFirst            object\n",
       "nameLast             object\n",
       "nameGiven            object\n",
       "bats                 object\n",
       "throws               object\n",
       "debut        datetime64[ns]\n",
       "finalGame    datetime64[ns]\n",
       "dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will do some data cleanup.  The dataset has a lot of late 19th century data that is missing values (not the datasets fault, just no one recorded the values at the time)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Lets Clean up names\n",
    "# Get Rid of Blank First and Given Names, records where we dont know when player started\n",
    "player_df.dropna(subset=[\"nameFirst\", \"debut\"], inplace=True)\n",
    "player_df[\"nameGiven\"].fillna(\"Unknown\", inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "FullName = player_df[\"nameFirst\"] + \" \" + player_df[\"nameLast\"]\n",
    "player_df.insert(4, \"fullName\", FullName)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>playerID</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>nameFirst</th>\n",
       "      <th>nameLast</th>\n",
       "      <th>fullName</th>\n",
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       "      <th>debut</th>\n",
       "      <th>finalGame</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>aardsda01</td>\n",
       "      <td>1981</td>\n",
       "      <td>David</td>\n",
       "      <td>Aardsma</td>\n",
       "      <td>David Aardsma</td>\n",
       "      <td>David Allan</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>2004-06-04</td>\n",
       "      <td>2015-08-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>aaronha01</td>\n",
       "      <td>1934</td>\n",
       "      <td>Hank</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Hank Aaron</td>\n",
       "      <td>Henry Louis</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1954-04-13</td>\n",
       "      <td>1976-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>aaronto01</td>\n",
       "      <td>1939</td>\n",
       "      <td>Tommie</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Tommie Aaron</td>\n",
       "      <td>Tommie Lee</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1962-10-04</td>\n",
       "      <td>1971-09-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>aasedo01</td>\n",
       "      <td>1954</td>\n",
       "      <td>Don</td>\n",
       "      <td>Aase</td>\n",
       "      <td>Don Aase</td>\n",
       "      <td>Donald William</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1977-07-26</td>\n",
       "      <td>1990-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>abadan01</td>\n",
       "      <td>1972</td>\n",
       "      <td>Andy</td>\n",
       "      <td>Abad</td>\n",
       "      <td>Andy Abad</td>\n",
       "      <td>Fausto Andres</td>\n",
       "      <td>L</td>\n",
       "      <td>L</td>\n",
       "      <td>2001-10-09</td>\n",
       "      <td>2006-04-13</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    playerID  birthYear nameFirst nameLast       fullName       nameGiven  \\\n",
       "0  aardsda01       1981     David  Aardsma  David Aardsma     David Allan   \n",
       "1  aaronha01       1934      Hank    Aaron     Hank Aaron     Henry Louis   \n",
       "2  aaronto01       1939    Tommie    Aaron   Tommie Aaron      Tommie Lee   \n",
       "3   aasedo01       1954       Don     Aase       Don Aase  Donald William   \n",
       "4   abadan01       1972      Andy     Abad      Andy Abad   Fausto Andres   \n",
       "\n",
       "  bats throws      debut  finalGame  \n",
       "0    R      R 2004-06-04 2015-08-23  \n",
       "1    R      R 1954-04-13 1976-03-10  \n",
       "2    R      R 1962-10-04 1971-09-26  \n",
       "3    R      R 1977-07-26 1990-03-10  \n",
       "4    L      L 2001-10-09 2006-04-13  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Anticipating that in future analysis we may want to do some analysis where we compare players on \"career years\" rather than \"calendar years\" we create a dictionary of the years players debuted for use in the next table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>playerID</th>\n",
       "      <th>birthYear</th>\n",
       "      <th>nameFirst</th>\n",
       "      <th>nameLast</th>\n",
       "      <th>fullName</th>\n",
       "      <th>nameGiven</th>\n",
       "      <th>bats</th>\n",
       "      <th>throws</th>\n",
       "      <th>debut</th>\n",
       "      <th>finalGame</th>\n",
       "      <th>debutYear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>aardsda01</td>\n",
       "      <td>1981</td>\n",
       "      <td>David</td>\n",
       "      <td>Aardsma</td>\n",
       "      <td>David Aardsma</td>\n",
       "      <td>David Allan</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>2004-06-04</td>\n",
       "      <td>2015-08-23</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>aaronha01</td>\n",
       "      <td>1934</td>\n",
       "      <td>Hank</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Hank Aaron</td>\n",
       "      <td>Henry Louis</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1954-04-13</td>\n",
       "      <td>1976-03-10</td>\n",
       "      <td>1954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>aaronto01</td>\n",
       "      <td>1939</td>\n",
       "      <td>Tommie</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Tommie Aaron</td>\n",
       "      <td>Tommie Lee</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1962-10-04</td>\n",
       "      <td>1971-09-26</td>\n",
       "      <td>1962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>aasedo01</td>\n",
       "      <td>1954</td>\n",
       "      <td>Don</td>\n",
       "      <td>Aase</td>\n",
       "      <td>Don Aase</td>\n",
       "      <td>Donald William</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1977-07-26</td>\n",
       "      <td>1990-03-10</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>abadan01</td>\n",
       "      <td>1972</td>\n",
       "      <td>Andy</td>\n",
       "      <td>Abad</td>\n",
       "      <td>Andy Abad</td>\n",
       "      <td>Fausto Andres</td>\n",
       "      <td>L</td>\n",
       "      <td>L</td>\n",
       "      <td>2001-10-09</td>\n",
       "      <td>2006-04-13</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    playerID  birthYear nameFirst nameLast       fullName       nameGiven  \\\n",
       "0  aardsda01       1981     David  Aardsma  David Aardsma     David Allan   \n",
       "1  aaronha01       1934      Hank    Aaron     Hank Aaron     Henry Louis   \n",
       "2  aaronto01       1939    Tommie    Aaron   Tommie Aaron      Tommie Lee   \n",
       "3   aasedo01       1954       Don     Aase       Don Aase  Donald William   \n",
       "4   abadan01       1972      Andy     Abad      Andy Abad   Fausto Andres   \n",
       "\n",
       "  bats throws      debut  finalGame  debutYear  \n",
       "0    R      R 2004-06-04 2015-08-23       2004  \n",
       "1    R      R 1954-04-13 1976-03-10       1954  \n",
       "2    R      R 1962-10-04 1971-09-26       1962  \n",
       "3    R      R 1977-07-26 1990-03-10       1977  \n",
       "4    L      L 2001-10-09 2006-04-13       2001  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_df[\"debutYear\"] = pd.DatetimeIndex(player_df[\"debut\"]).year\n",
    "player_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Battling Information\n",
    "\n",
    "OK, the Master table of player info is done, lets import the batting table and clean it up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "battling_df = pd.read_csv(\n",
    "    \"http://data.atoti.io/notebooks/baseball/Batting.csv\",\n",
    "    dtype={\n",
    "        \"RBI\": \"Int64\",\n",
    "        \"SB\": \"Int64\",\n",
    "        \"CS\": \"Int64\",\n",
    "        \"SO\": \"Int64\",\n",
    "        \"IBB\": \"Int64\",\n",
    "        \"HBP\": \"Int64\",\n",
    "        \"SH\": \"Int64\",\n",
    "        \"SF\": \"Int64\",\n",
    "        \"GIDP\": \"Int64\",\n",
    "    },\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>playerID</th>\n",
       "      <th>yearID</th>\n",
       "      <th>stint</th>\n",
       "      <th>teamID</th>\n",
       "      <th>lgID</th>\n",
       "      <th>G</th>\n",
       "      <th>AB</th>\n",
       "      <th>R</th>\n",
       "      <th>H</th>\n",
       "      <th>2B</th>\n",
       "      <th>3B</th>\n",
       "      <th>HR</th>\n",
       "      <th>RBI</th>\n",
       "      <th>SB</th>\n",
       "      <th>CS</th>\n",
       "      <th>BB</th>\n",
       "      <th>SO</th>\n",
       "      <th>IBB</th>\n",
       "      <th>HBP</th>\n",
       "      <th>SH</th>\n",
       "      <th>SF</th>\n",
       "      <th>GIDP</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>abercda01</td>\n",
       "      <td>1871</td>\n",
       "      <td>1</td>\n",
       "      <td>TRO</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>addybo01</td>\n",
       "      <td>1871</td>\n",
       "      <td>1</td>\n",
       "      <td>RC1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>118</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>allisar01</td>\n",
       "      <td>1871</td>\n",
       "      <td>1</td>\n",
       "      <td>CL1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29</td>\n",
       "      <td>137</td>\n",
       "      <td>28</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>allisdo01</td>\n",
       "      <td>1871</td>\n",
       "      <td>1</td>\n",
       "      <td>WS3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>27</td>\n",
       "      <td>133</td>\n",
       "      <td>28</td>\n",
       "      <td>44</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ansonca01</td>\n",
       "      <td>1871</td>\n",
       "      <td>1</td>\n",
       "      <td>RC1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25</td>\n",
       "      <td>120</td>\n",
       "      <td>29</td>\n",
       "      <td>39</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    playerID  yearID  stint teamID lgID   G   AB   R   H  2B  3B  HR  RBI  SB  \\\n",
       "0  abercda01    1871      1    TRO  NaN   1    4   0   0   0   0   0    0   0   \n",
       "1   addybo01    1871      1    RC1  NaN  25  118  30  32   6   0   0   13   8   \n",
       "2  allisar01    1871      1    CL1  NaN  29  137  28  40   4   5   0   19   3   \n",
       "3  allisdo01    1871      1    WS3  NaN  27  133  28  44  10   2   2   27   1   \n",
       "4  ansonca01    1871      1    RC1  NaN  25  120  29  39  11   3   0   16   6   \n",
       "\n",
       "   CS  BB  SO   IBB   HBP    SH    SF  GIDP  \n",
       "0   0   0   0  <NA>  <NA>  <NA>  <NA>     0  \n",
       "1   1   4   0  <NA>  <NA>  <NA>  <NA>     0  \n",
       "2   1   2   5  <NA>  <NA>  <NA>  <NA>     1  \n",
       "3   1   0   2  <NA>  <NA>  <NA>  <NA>     0  \n",
       "4   2   2   1  <NA>  <NA>  <NA>  <NA>     0  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battling_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(107429, 22)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battling_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "battling_df.rename(\n",
    "    columns={\n",
    "        \"lgID\": \"League\",\n",
    "        \"G\": \"Games\",\n",
    "        \"AB\": \"At Bats\",\n",
    "        \"R\": \"Runs\",\n",
    "        \"H\": \"Hits\",\n",
    "        \"2B\": \"Doubles\",\n",
    "        \"3B\": \"Triples\",\n",
    "        \"HR\": \"Homeruns\",\n",
    "        \"RBI\": \"Runs Batted In\",\n",
    "        \"SB\": \"Stolen Bases\",\n",
    "        \"CS\": \"Caught Stealing\",\n",
    "        \"BB\": \"Base on Balls\",\n",
    "        \"SO\": \"Strikeouts\",\n",
    "        \"IBB\": \"Intentional walks\",\n",
    "        \"HBP\": \"Hit by pitch\",\n",
    "        \"SH\": \"Sacrifice hits\",\n",
    "        \"SF\": \"Sacrifice flies\",\n",
    "        \"GIDP\": \"Grounded into double plays\",\n",
    "    },\n",
    "    inplace=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan, 'NL', 'AA', 'UA', 'PL', 'AL', 'FL'], dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battling_df.League.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['NL', 'AL'], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Cull down to just NL and Al Leagues\n",
    "modern_league_names = [\"NL\", \"AL\"]\n",
    "battling_df = battling_df.loc[battling_df[\"League\"].isin(modern_league_names)].copy()\n",
    "battling_df.League.unique()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Add Career Season "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "debutDict = dict(zip(player_df.playerID, player_df.debutYear))\n",
    "battling_df[\"careerYear\"] = battling_df[\"playerID\"].map(debutDict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "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>playerID</th>\n",
       "      <th>yearID</th>\n",
       "      <th>stint</th>\n",
       "      <th>teamID</th>\n",
       "      <th>League</th>\n",
       "      <th>Games</th>\n",
       "      <th>At Bats</th>\n",
       "      <th>Runs</th>\n",
       "      <th>Hits</th>\n",
       "      <th>Doubles</th>\n",
       "      <th>Triples</th>\n",
       "      <th>Homeruns</th>\n",
       "      <th>Runs Batted In</th>\n",
       "      <th>Stolen Bases</th>\n",
       "      <th>Caught Stealing</th>\n",
       "      <th>Base on Balls</th>\n",
       "      <th>Strikeouts</th>\n",
       "      <th>Intentional walks</th>\n",
       "      <th>Hit by pitch</th>\n",
       "      <th>Sacrifice hits</th>\n",
       "      <th>Sacrifice flies</th>\n",
       "      <th>Grounded into double plays</th>\n",
       "      <th>careerYear</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>addybo01</td>\n",
       "      <td>1876</td>\n",
       "      <td>1</td>\n",
       "      <td>CHN</td>\n",
       "      <td>NL</td>\n",
       "      <td>32</td>\n",
       "      <td>142</td>\n",
       "      <td>36</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>allisar01</td>\n",
       "      <td>1876</td>\n",
       "      <td>1</td>\n",
       "      <td>LS1</td>\n",
       "      <td>NL</td>\n",
       "      <td>31</td>\n",
       "      <td>130</td>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>allisdo01</td>\n",
       "      <td>1876</td>\n",
       "      <td>1</td>\n",
       "      <td>HAR</td>\n",
       "      <td>NL</td>\n",
       "      <td>44</td>\n",
       "      <td>163</td>\n",
       "      <td>19</td>\n",
       "      <td>43</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>andrufr01</td>\n",
       "      <td>1876</td>\n",
       "      <td>1</td>\n",
       "      <td>CHN</td>\n",
       "      <td>NL</td>\n",
       "      <td>8</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>ansonca01</td>\n",
       "      <td>1876</td>\n",
       "      <td>1</td>\n",
       "      <td>CHN</td>\n",
       "      <td>NL</td>\n",
       "      <td>66</td>\n",
       "      <td>309</td>\n",
       "      <td>63</td>\n",
       "      <td>110</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>&lt;NA&gt;</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      playerID  yearID  stint teamID League  Games  At Bats  Runs  Hits  \\\n",
       "738   addybo01    1876      1    CHN     NL     32      142    36    40   \n",
       "739  allisar01    1876      1    LS1     NL     31      130     9    27   \n",
       "740  allisdo01    1876      1    HAR     NL     44      163    19    43   \n",
       "741  andrufr01    1876      1    CHN     NL      8       36     6    11   \n",
       "742  ansonca01    1876      1    CHN     NL     66      309    63   110   \n",
       "\n",
       "     Doubles  Triples  Homeruns  Runs Batted In  Stolen Bases  \\\n",
       "738        4        1         0              16          <NA>   \n",
       "739        2        1         0              10          <NA>   \n",
       "740        4        0         0              15          <NA>   \n",
       "741        3        0         0               2          <NA>   \n",
       "742        9        7         2              59          <NA>   \n",
       "\n",
       "     Caught Stealing  Base on Balls  Strikeouts  Intentional walks  \\\n",
       "738             <NA>              5           0               <NA>   \n",
       "739             <NA>              2           6               <NA>   \n",
       "740             <NA>              3           9               <NA>   \n",
       "741             <NA>              0           5               <NA>   \n",
       "742             <NA>             12           8               <NA>   \n",
       "\n",
       "     Hit by pitch  Sacrifice hits  Sacrifice flies  \\\n",
       "738          <NA>            <NA>             <NA>   \n",
       "739          <NA>            <NA>             <NA>   \n",
       "740          <NA>            <NA>             <NA>   \n",
       "741          <NA>            <NA>             <NA>   \n",
       "742          <NA>            <NA>             <NA>   \n",
       "\n",
       "     Grounded into double plays  careerYear  \n",
       "738                        <NA>           6  \n",
       "739                        <NA>           6  \n",
       "740                        <NA>           6  \n",
       "741                        <NA>           1  \n",
       "742                        <NA>           6  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "battling_df[\"careerYear\"] = battling_df[\"yearID\"] - battling_df[\"careerYear\"] + 1\n",
    "battling_df[\"careerYear\"] = battling_df[\"careerYear\"].astype(pd.Int32Dtype())\n",
    "battling_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Team Information\n",
    "\n",
    "Team ID is deceptive, it is not as \"human readable\" as you would think, lets replace with franchise names (but note that these will be the current franchise name, i.e. Babe Ruth's Boston Braves will show that the team is the current Atlanta Braves)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get Franchises and create a dictionary of Franchise ID to name "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "franchises_df = pd.read_csv(\n",
    "    \"http://data.atoti.io/notebooks/baseball/TeamsFranchises.csv\"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(120, 4)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "franchises_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2925, 4)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_df = pd.read_csv(\n",
    "    \"http://data.atoti.io/notebooks/baseball/Teams.csv\",\n",
    "    usecols=[\"yearID\", \"lgID\", \"teamID\", \"franchID\"],\n",
    ")\n",
    "team_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2925, 7)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_df = pd.merge(team_df, franchises_df, on=[\"franchID\"])\n",
    "team_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "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>yearID</th>\n",
       "      <th>lgID</th>\n",
       "      <th>teamID</th>\n",
       "      <th>franchID</th>\n",
       "      <th>teamName</th>\n",
       "      <th>active</th>\n",
       "      <th>NAassoc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1871</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BS1</td>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1872</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BS1</td>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1873</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BS1</td>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1874</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BS1</td>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1875</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BS1</td>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>NaN</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   yearID lgID teamID franchID              teamName active NAassoc\n",
       "0    1871  NaN    BS1      BNA  Boston Red Stockings    NaN     ATL\n",
       "1    1872  NaN    BS1      BNA  Boston Red Stockings    NaN     ATL\n",
       "2    1873  NaN    BS1      BNA  Boston Red Stockings    NaN     ATL\n",
       "3    1874  NaN    BS1      BNA  Boston Red Stockings    NaN     ATL\n",
       "4    1875  NaN    BS1      BNA  Boston Red Stockings    NaN     ATL"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_df.rename(columns={\"franchName\": \"teamName\"}, inplace=True)\n",
    "team_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create the atoti Cube"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "session = tt.create_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "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>birthYear</th>\n",
       "      <th>nameFirst</th>\n",
       "      <th>nameLast</th>\n",
       "      <th>fullName</th>\n",
       "      <th>nameGiven</th>\n",
       "      <th>bats</th>\n",
       "      <th>throws</th>\n",
       "      <th>debut</th>\n",
       "      <th>finalGame</th>\n",
       "      <th>debutYear</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>playerID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>aardsda01</th>\n",
       "      <td>1981</td>\n",
       "      <td>David</td>\n",
       "      <td>Aardsma</td>\n",
       "      <td>David Aardsma</td>\n",
       "      <td>David Allan</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>2004-06-04</td>\n",
       "      <td>2015-08-23</td>\n",
       "      <td>2004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aaronha01</th>\n",
       "      <td>1934</td>\n",
       "      <td>Hank</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Hank Aaron</td>\n",
       "      <td>Henry Louis</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1954-04-13</td>\n",
       "      <td>1976-03-10</td>\n",
       "      <td>1954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aaronto01</th>\n",
       "      <td>1939</td>\n",
       "      <td>Tommie</td>\n",
       "      <td>Aaron</td>\n",
       "      <td>Tommie Aaron</td>\n",
       "      <td>Tommie Lee</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1962-10-04</td>\n",
       "      <td>1971-09-26</td>\n",
       "      <td>1962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>aasedo01</th>\n",
       "      <td>1954</td>\n",
       "      <td>Don</td>\n",
       "      <td>Aase</td>\n",
       "      <td>Don Aase</td>\n",
       "      <td>Donald William</td>\n",
       "      <td>R</td>\n",
       "      <td>R</td>\n",
       "      <td>1977-07-26</td>\n",
       "      <td>1990-03-10</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>abadan01</th>\n",
       "      <td>1972</td>\n",
       "      <td>Andy</td>\n",
       "      <td>Abad</td>\n",
       "      <td>Andy Abad</td>\n",
       "      <td>Fausto Andres</td>\n",
       "      <td>L</td>\n",
       "      <td>L</td>\n",
       "      <td>2001-10-09</td>\n",
       "      <td>2006-04-13</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           birthYear nameFirst nameLast       fullName       nameGiven bats  \\\n",
       "playerID                                                                      \n",
       "aardsda01       1981     David  Aardsma  David Aardsma     David Allan    R   \n",
       "aaronha01       1934      Hank    Aaron     Hank Aaron     Henry Louis    R   \n",
       "aaronto01       1939    Tommie    Aaron   Tommie Aaron      Tommie Lee    R   \n",
       "aasedo01        1954       Don     Aase       Don Aase  Donald William    R   \n",
       "abadan01        1972      Andy     Abad      Andy Abad   Fausto Andres    L   \n",
       "\n",
       "          throws      debut  finalGame  debutYear  \n",
       "playerID                                           \n",
       "aardsda01      R 2004-06-04 2015-08-23       2004  \n",
       "aaronha01      R 1954-04-13 1976-03-10       1954  \n",
       "aaronto01      R 1962-10-04 1971-09-26       1962  \n",
       "aasedo01       R 1977-07-26 1990-03-10       1977  \n",
       "abadan01       L 2001-10-09 2006-04-13       2001  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "player_table = session.read_pandas(\n",
    "    player_df,\n",
    "    keys=[\"playerID\"],\n",
    "    table_name=\"players\",\n",
    ")\n",
    "player_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>stint</th>\n",
       "      <th>Games</th>\n",
       "      <th>At Bats</th>\n",
       "      <th>Runs</th>\n",
       "      <th>Hits</th>\n",
       "      <th>Doubles</th>\n",
       "      <th>Triples</th>\n",
       "      <th>Homeruns</th>\n",
       "      <th>Runs Batted In</th>\n",
       "      <th>Stolen Bases</th>\n",
       "      <th>Caught Stealing</th>\n",
       "      <th>Base on Balls</th>\n",
       "      <th>Strikeouts</th>\n",
       "      <th>Intentional walks</th>\n",
       "      <th>Hit by pitch</th>\n",
       "      <th>Sacrifice hits</th>\n",
       "      <th>Sacrifice flies</th>\n",
       "      <th>Grounded into double plays</th>\n",
       "      <th>careerYear</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>League</th>\n",
       "      <th>teamID</th>\n",
       "      <th>playerID</th>\n",
       "      <th>yearID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">NL</th>\n",
       "      <th>CHN</th>\n",
       "      <th>addybo01</th>\n",
       "      <th>1876</th>\n",
       "      <td>1</td>\n",
       "      <td>32</td>\n",
       "      <td>142</td>\n",
       "      <td>36</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LS1</th>\n",
       "      <th>allisar01</th>\n",
       "      <th>1876</th>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
       "      <td>130</td>\n",
       "      <td>9</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HAR</th>\n",
       "      <th>allisdo01</th>\n",
       "      <th>1876</th>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>163</td>\n",
       "      <td>19</td>\n",
       "      <td>43</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">CHN</th>\n",
       "      <th>andrufr01</th>\n",
       "      <th>1876</th>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>36</td>\n",
       "      <td>6</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ansonca01</th>\n",
       "      <th>1876</th>\n",
       "      <td>1</td>\n",
       "      <td>66</td>\n",
       "      <td>309</td>\n",
       "      <td>63</td>\n",
       "      <td>110</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                stint  Games  At Bats  Runs  Hits  Doubles  \\\n",
       "League teamID playerID  yearID                                               \n",
       "NL     CHN    addybo01  1876        1     32      142    36    40        4   \n",
       "       LS1    allisar01 1876        1     31      130     9    27        2   \n",
       "       HAR    allisdo01 1876        1     44      163    19    43        4   \n",
       "       CHN    andrufr01 1876        1      8       36     6    11        3   \n",
       "              ansonca01 1876        1     66      309    63   110        9   \n",
       "\n",
       "                                Triples  Homeruns  Runs Batted In  \\\n",
       "League teamID playerID  yearID                                      \n",
       "NL     CHN    addybo01  1876          1         0              16   \n",
       "       LS1    allisar01 1876          1         0              10   \n",
       "       HAR    allisdo01 1876          0         0              15   \n",
       "       CHN    andrufr01 1876          0         0               2   \n",
       "              ansonca01 1876          7         2              59   \n",
       "\n",
       "                                Stolen Bases  Caught Stealing  Base on Balls  \\\n",
       "League teamID playerID  yearID                                                 \n",
       "NL     CHN    addybo01  1876             NaN              NaN              5   \n",
       "       LS1    allisar01 1876             NaN              NaN              2   \n",
       "       HAR    allisdo01 1876             NaN              NaN              3   \n",
       "       CHN    andrufr01 1876             NaN              NaN              0   \n",
       "              ansonca01 1876             NaN              NaN             12   \n",
       "\n",
       "                                Strikeouts  Intentional walks  Hit by pitch  \\\n",
       "League teamID playerID  yearID                                                \n",
       "NL     CHN    addybo01  1876             0                NaN           NaN   \n",
       "       LS1    allisar01 1876             6                NaN           NaN   \n",
       "       HAR    allisdo01 1876             9                NaN           NaN   \n",
       "       CHN    andrufr01 1876             5                NaN           NaN   \n",
       "              ansonca01 1876             8                NaN           NaN   \n",
       "\n",
       "                                Sacrifice hits  Sacrifice flies  \\\n",
       "League teamID playerID  yearID                                    \n",
       "NL     CHN    addybo01  1876               NaN              NaN   \n",
       "       LS1    allisar01 1876               NaN              NaN   \n",
       "       HAR    allisdo01 1876               NaN              NaN   \n",
       "       CHN    andrufr01 1876               NaN              NaN   \n",
       "              ansonca01 1876               NaN              NaN   \n",
       "\n",
       "                                Grounded into double plays  careerYear  \n",
       "League teamID playerID  yearID                                          \n",
       "NL     CHN    addybo01  1876                           NaN           6  \n",
       "       LS1    allisar01 1876                           NaN           6  \n",
       "       HAR    allisdo01 1876                           NaN           6  \n",
       "       CHN    andrufr01 1876                           NaN           1  \n",
       "              ansonca01 1876                           NaN           6  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "batting_table = session.read_pandas(\n",
    "    battling_df,\n",
    "    keys=[\"playerID\", \"yearID\", \"teamID\", \"League\"],\n",
    "    table_name=\"batting\",\n",
    ")\n",
    "\n",
    "batting_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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></th>\n",
       "      <th></th>\n",
       "      <th>franchID</th>\n",
       "      <th>teamName</th>\n",
       "      <th>active</th>\n",
       "      <th>NAassoc</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>lgID</th>\n",
       "      <th>teamID</th>\n",
       "      <th>yearID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">N/A</th>\n",
       "      <th rowspan=\"5\" valign=\"top\">BS1</th>\n",
       "      <th>1871</th>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>N/A</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1872</th>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>N/A</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1873</th>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>N/A</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1874</th>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>N/A</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1875</th>\n",
       "      <td>BNA</td>\n",
       "      <td>Boston Red Stockings</td>\n",
       "      <td>N/A</td>\n",
       "      <td>ATL</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   franchID              teamName active NAassoc\n",
       "lgID teamID yearID                                              \n",
       "N/A  BS1    1871        BNA  Boston Red Stockings    N/A     ATL\n",
       "            1872        BNA  Boston Red Stockings    N/A     ATL\n",
       "            1873        BNA  Boston Red Stockings    N/A     ATL\n",
       "            1874        BNA  Boston Red Stockings    N/A     ATL\n",
       "            1875        BNA  Boston Red Stockings    N/A     ATL"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_table = session.read_pandas(\n",
    "    team_df,\n",
    "    keys=[\"yearID\", \"lgID\", \"teamID\"],\n",
    "    table_name=\"teams\",\n",
    ")\n",
    "\n",
    "team_table.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# atoti automatically maps columns with the same names between 2 datatables\n",
    "batting_table.join(player_table)\n",
    "batting_table.join(\n",
    "    team_table, mapping={\"League\": \"lgID\", \"yearID\": \"yearID\", \"teamID\": \"teamID\"}\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of results: 19646 rows, 11 columns\n"
     ]
    }
   ],
   "source": [
    "print(\n",
    "    f\"Number of results: {len(player_table)} rows, {len(player_table.columns)} columns\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Let's create the cube and see what the tables look like"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<!-- players -->\n",
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       "<title>players</title>\n",
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       "<!-- batting&#45;&gt;players -->\n",
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       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"424.5,-63 424.5,-87 455.5,-87 455.5,-63 424.5,-63\"/>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"455.5,-63 455.5,-87 523.5,-87 523.5,-63 455.5,-63\"/>\n",
       "<text text-anchor=\"start\" x=\"460.5\" y=\"-71.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">NAassoc</text>\n",
       "<polygon fill=\"#f5f5f5\" stroke=\"transparent\" points=\"523.5,-63 523.5,-87 566.5,-87 566.5,-63 523.5,-63\"/>\n",
       "<text text-anchor=\"start\" x=\"528.5\" y=\"-72.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-style=\"italic\" font-size=\"13.00\">String</text>\n",
       "<polygon fill=\"none\" stroke=\"black\" points=\"423.5,-62 423.5,-256 567.5,-256 567.5,-62 423.5,-62\"/>\n",
       "</g>\n",
       "<!-- batting&#45;&gt;teams -->\n",
       "<g id=\"edge1\" class=\"edge\">\n",
       "<title>batting-&gt;teams</title>\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M252.19,-247.35C302.68,-228.94 359.76,-208.13 405.83,-191.33\"/>\n",
       "<polygon fill=\"black\" stroke=\"black\" points=\"407.29,-194.52 415.49,-187.81 404.89,-187.95 407.29,-194.52\"/>\n",
       "<text text-anchor=\"middle\" x=\"327\" y=\"-269.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">League → lgID</text>\n",
       "<text text-anchor=\"middle\" x=\"327\" y=\"-255.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">teamID → teamID</text>\n",
       "<text text-anchor=\"middle\" x=\"327\" y=\"-241.6\" font-family=\"-apple-system, BlinkMacSystemFont, 'Segoe UI', Helvetica, Arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji', 'Segoe UI Symbol'\" font-size=\"13.00\">yearID → yearID</text>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cube = session.create_cube(batting_table, name=\"Stats\", mode=\"manual\")\n",
    "cube.schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now Create Hierarchies and Measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "h, l, m = cube.hierarchies, cube.levels, cube.measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/json": {
       "batting": {
        "Career Year": [
         "careerYear"
        ],
        "League": [
         "League"
        ],
        "Year": [
         "yearID"
        ]
       },
       "players": {
        "Debut": [
         "debut"
        ],
        "Final Game": [
         "finalGame"
        ],
        "Player": [
         "playerID",
         "fullName"
        ]
       },
       "teams": {
        "Team": [
         "teamName"
        ]
       }
      },
      "text/html": [
       "<ul>\n",
       "<li>Dimensions\n",
       "  <ul>\n",
       "  <li>batting\n",
       "    <ul>\n",
       "    <li>Career Year\n",
       "      <ol>\n",
       "      <li>careerYear</li>\n",
       "      </ol>    </li>\n",
       "    <li>League\n",
       "      <ol>\n",
       "      <li>League</li>\n",
       "      </ol>    </li>\n",
       "    <li>Year\n",
       "      <ol>\n",
       "      <li>yearID</li>\n",
       "      </ol>    </li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>players\n",
       "    <ul>\n",
       "    <li>Debut\n",
       "      <ol>\n",
       "      <li>debut</li>\n",
       "      </ol>    </li>\n",
       "    <li>Final Game\n",
       "      <ol>\n",
       "      <li>finalGame</li>\n",
       "      </ol>    </li>\n",
       "    <li>Player\n",
       "      <ol>\n",
       "      <li>playerID</li>\n",
       "      <li>fullName</li>\n",
       "      </ol>    </li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  <li>teams\n",
       "    <ul>\n",
       "    <li>Team\n",
       "      <ol>\n",
       "      <li>teamName</li>\n",
       "      </ol>    </li>\n",
       "    </ul>\n",
       "  </li>\n",
       "  </ul>\n",
       "</li>\n",
       "</ul>\n"
      ],
      "text/plain": [
       "Hierarchies()"
      ]
     },
     "execution_count": 31,
     "metadata": {
      "application/json": {
       "expanded": true,
       "root": "Dimensions"
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "h[\"League\"] = [batting_table[\"League\"]]\n",
    "h[\"Year\"] = [batting_table[\"yearID\"]]\n",
    "h[\"Career Year\"] = [batting_table[\"careerYear\"]]\n",
    "# players may have the same name but they will be unique by the playerId\n",
    "h[\"Player\"] = [player_table[\"playerID\"], player_table[\"fullName\"]]\n",
    "h[\"Team\"] = [team_table[\"teamName\"]]\n",
    "h[\"Debut\"] = [player_table[\"debut\"]]\n",
    "h[\"Final Game\"] = [player_table[\"finalGame\"]]\n",
    "# Lets Review the hierarchies\n",
    "h"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us create some measures. In 2020 Major League Baseball season, there are 60 games. We shall use this to project the players' performances.  \n",
    "We shall see later on how an adjustment in the season length for 2020 will impact the players' performances."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"2020 Season Length\"] = 60\n",
    "m[\"500 Home Runs\"] = 500\n",
    "m[\"Latest Season\"] = tt.total(tt.agg.max(batting_table[\"yearID\"]), h[\"Year\"])\n",
    "m[\"Latest Season\"].formatter = \"DOUBLE[####]\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.convert-query-result-to-widget.v0+json": {
       "mdx": "SELECT {[Measures].[2020 Season Length], [Measures].[500 Home Runs], [Measures].[Latest Season]} ON COLUMNS FROM [Stats]",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "widgetCreationCode": "session.visualize()"
      },
      "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>2020 Season Length</th>\n",
       "      <th>500 Home Runs</th>\n",
       "      <th>Latest Season</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>60</td>\n",
       "      <td>500</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  2020 Season Length 500 Home Runs Latest Season\n",
       "0                 60           500          2019"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cube.query(m[\"2020 Season Length\"], m[\"500 Home Runs\"], m[\"Latest Season\"])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Player's stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"birthYear\"] = tt.value(player_table[\"birthYear\"])\n",
    "\n",
    "m[\"PlayerAge\"] = tt.where(\n",
    "    l[\"playerID\"] != None,\n",
    "    m[\"Latest Season\"] - m[\"birthYear\"],\n",
    "    None,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Career Length\"] = tt.where(\n",
    "    l[\"playerID\"] != None,\n",
    "    tt.agg.sum(\n",
    "        tt.date_diff(l[\"debut\"], l[\"finalGame\"], unit=\"years\"),\n",
    "        scope=tt.scope.origin(l[\"playerID\"]),\n",
    "    ),\n",
    "    None,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Games played\"] = tt.where(\n",
    "    l[\"playerID\"] != None,\n",
    "    tt.agg.sum(batting_table[\"Games\"]),\n",
    "    None,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Player Season At Bats\"] = tt.where(\n",
    "    l[\"playerID\"] != None,\n",
    "    tt.agg.sum(batting_table[\"At Bats\"]),\n",
    "    None,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "atoti": {
     "height": 469,
     "widget": {
      "columnWidths": {
       "[Measures].[Player Season At Bats]": 142.33334350585938
      },
      "filters": [
       "{[batting].[Year].[AllMember].[2016], [batting].[Year].[AllMember].[2017], [batting].[Year].[AllMember].[2018], [batting].[Year].[AllMember].[2019], [batting].[Year].[AllMember].[2015]}",
       "{[players].[Player].[AllMember].[encared01], [players].[Player].[AllMember].[cabremi01], [players].[Player].[AllMember].[cruzne02], [players].[Player].[AllMember].[pujollu01], [players].[Player].[AllMember].[pujolal01], [players].[Player].[AllMember].[cruzne01]}"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[PlayerAge]",
        "[Measures].[Career Length]",
        "[Measures].[Games played]",
        "[Measures].[Player Season At Bats]"
       ],
       "rows": [
        "[players].[Player].[playerID] => [players].[Player].[fullName] => [batting].[Year].[yearID]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[PlayerAge], [Measures].[Career Length], [Measures].[Games played], [Measures].[Player Season At Bats]} ON COLUMNS, NON EMPTY Hierarchize(Union(Crossjoin(Hierarchize(Union(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE), Descendants({[players].[Player].[AllMember].[abadfe01]}, [players].[Player].[fullName]), Descendants({[players].[Player].[AllMember].[jacksry02]}, [players].[Player].[fullName]), Descendants({[players].[Player].[AllMember].[cabremi01]}, [players].[Player].[fullName]), Descendants({[players].[Player].[AllMember].[cruzne02]}, [players].[Player].[fullName]), Descendants({[players].[Player].[AllMember].[encared01]}, [players].[Player].[fullName]), Descendants({[players].[Player].[AllMember].[pujolal01]}, [players].[Player].[fullName]))), [batting].[Year].DefaultMember), Crossjoin([players].[Player].[AllMember].[cabremi01].[Miguel Cabrera], Hierarchize(Descendants({[batting].[Year].[AllMember]}, 1, SELF_AND_BEFORE))))) ON ROWS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Player's stats",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Player's stats\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Player's homerun stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Homeruns\"] = tt.agg.sum(batting_table[\"Homeruns\"])\n",
    "m[\"Homeruns Per Game\"] = m[\"Homeruns\"] / m[\"Games played\"]\n",
    "m[\"Player Total HR (Year)\"] = tt.agg.sum(\n",
    "    m[\"Homeruns\"], scope=tt.scope.cumulative(l[\"yearID\"])\n",
    ")\n",
    "m[\"Career HR\"] = tt.agg.sum(m[\"Homeruns\"], scope=tt.scope.cumulative(l[\"careerYear\"]))\n",
    "\n",
    "# projecting player's homerun\n",
    "m[\"Median HR\"] = tt.agg.mean(\n",
    "    m[\"Homeruns Per Game\"], scope=tt.scope.origin(l[\"playerID\"])\n",
    ")\n",
    "m[\"Projected HR\"] = tt.math.round(m[\"2020 Season Length\"] * m[\"Median HR\"])\n",
    "m[\"Projected End Of Season Career HRs\"] = (\n",
    "    m[\"Player Total HR (Year)\"] + m[\"Projected HR\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "{[batting].[Year].[AllMember].[2016], [batting].[Year].[AllMember].[2017], [batting].[Year].[AllMember].[2018], [batting].[Year].[AllMember].[2019], [batting].[Year].[AllMember].[2015]}",
       "{[players].[Player].[AllMember].[encared01], [players].[Player].[AllMember].[cabremi01], [players].[Player].[AllMember].[cruzne02], [players].[Player].[AllMember].[pujollu01], [players].[Player].[AllMember].[pujolal01], [players].[Player].[AllMember].[cruzne01]}"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Homeruns]",
        "[Measures].[Games played]",
        "[Measures].[Homeruns Per Game]",
        "[Measures].[Career HR]",
        "[Measures].[Median HR]",
        "[Measures].[Projected HR]",
        "[Measures].[Projected End Of Season Career HRs]"
       ],
       "rows": [
        "[players].[Player].[playerID] => [players].[Player].[fullName]",
        "[batting].[Year].[yearID]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Homeruns], [Measures].[Games played], [Measures].[Homeruns Per Game], [Measures].[Career HR], [Measures].[Median HR], [Measures].[Projected HR], [Measures].[Projected End Of Season Career HRs]} ON COLUMNS, NON EMPTY Crossjoin(Hierarchize(Union(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE), Descendants({[players].[Player].[AllMember].[aaronha01]}, [players].[Player].[fullName]))), Hierarchize(Descendants({[batting].[Year].[AllMember]}, 1, SELF_AND_BEFORE))) ON ROWS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Player's homerun stats",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
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x%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E15%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20720px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20308px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E375%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3Cdiv%20class%3D%22css-1uww2vi-Table%22%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2Fdiv%3E%3C%2FforeignObject%3E%3C%2Fsvg%3E\">"
      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Player's homerun stats\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Player's hits stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Hits\"] = tt.agg.sum(batting_table[\"Hits\"])\n",
    "m[\"Hits Per Game\"] = m[\"Hits\"] / m[\"Games played\"]\n",
    "m[\"Player Total Hits (Year)\"] = tt.agg.sum(\n",
    "    m[\"Hits\"], scope=tt.scope.cumulative(l[\"yearID\"])\n",
    ")\n",
    "m[\"Career Hits\"] = tt.agg.sum(m[\"Hits\"], scope=tt.scope.cumulative(l[\"careerYear\"]))\n",
    "\n",
    "# projecting player's hits\n",
    "m[\"Median Hits\"] = tt.agg.mean(m[\"Hits Per Game\"], scope=tt.scope.origin(l[\"playerID\"]))\n",
    "m[\"Projected Hits\"] = tt.math.round(\n",
    "    tt.math.round(m[\"2020 Season Length\"] * m[\"Median Hits\"])\n",
    ")\n",
    "m[\"Projected End Of Season Career Hits\"] = (\n",
    "    m[\"Player Total Hits (Year)\"] + m[\"Projected Hits\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "atoti": {
     "widget": {
      "columnWidths": {
       "[Measures].[Projected End Of Season Career HRs]": 217,
       "[Measures].[Projected End Of Season Career Hits]": 210
      },
      "filters": [
       "{[batting].[Year].[AllMember].[2016], [batting].[Year].[AllMember].[2017], [batting].[Year].[AllMember].[2018], [batting].[Year].[AllMember].[2019], [batting].[Year].[AllMember].[2015]}",
       "{[players].[Player].[AllMember].[encared01], [players].[Player].[AllMember].[cabremi01], [players].[Player].[AllMember].[cruzne02], [players].[Player].[AllMember].[pujollu01], [players].[Player].[AllMember].[pujolal01], [players].[Player].[AllMember].[cruzne01]}"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Hits]",
        "[Measures].[Hits Per Game]",
        "[Measures].[Career Hits]",
        "[Measures].[Median Hits]",
        "[Measures].[Projected Hits]",
        "[Measures].[Projected End Of Season Career Hits]"
       ],
       "rows": [
        "[players].[Player].[playerID] => [players].[Player].[fullName] => [batting].[Career Year].[careerYear]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY Hierarchize(Union(Crossjoin(Union(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE), Descendants({[players].[Player].[AllMember].[cabremi01]}, [players].[Player].[fullName])), [batting].[Career Year].DefaultMember), Crossjoin([players].[Player].[AllMember].[cabremi01].[Miguel Cabrera], Hierarchize(Descendants({[batting].[Career Year].[AllMember]}, 1, SELF_AND_BEFORE))))) ON ROWS, NON EMPTY {[Measures].[Hits], [Measures].[Hits Per Game], [Measures].[Career Hits], [Measures].[Median Hits], [Measures].[Projected Hits], [Measures].[Projected End Of Season Career Hits]} ON COLUMNS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": null,
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E781%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.08%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E781%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1.08%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E65%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20224px%3B%20width%3A%20210px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E1%2C786%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%200px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E672%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20120px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.95%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20240px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E672%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20360px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E.95%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20480px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%20right%3B%20top%3A%20252px%3B%20width%3A%20120px%3B%20background-color%3A%20transparent%3B%20border-right%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%20border-top%3A%201px%20solid%20rgb(233%2C%20233%2C%20233)%3B%22%3E57%3C%2Fdiv%3E%3Cdiv%20class%3D%22aui-table-cell%22%20style%3D%22font-size%3A%2012px%3B%20height%3A%2028px%3B%20left%3A%20600px%3B%20padding%3A%204px%204px%203px%3B%20overflow%3A%20hidden%3B%20position%3A%20absolute%3B%20text-align%3A%2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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Fun Stuff, the Analysis\n",
    "\n",
    "So let's pose a basic question: who is being impacted by the COVID shortened Baseball season of 60 rather than 162 games?  Well, certainly everyone; a missed game is an opportunity to put something in the book for the future and even a non-Hall of Famer would like to get one more hit or one more homerun in their career.  However, certainly veteran players, which we will define as 10 years in the league, have less of a career remainder left to make up for lost 2020 opportunities\n",
    "\n",
    "So let us look at players who have played over 10 years and are closing in on the respected 500 Home Run Mark "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "Filter([players].[Player].[playerID].Members, [Measures].[Career Length] > 10)",
       "Filter([players].[Player].[playerID].Members, [Measures].[Homeruns] > 200)",
       "[batting].[Year].[AllMember].[2019]"
      ],
      "mapping": {
       "columnValues": [
        "[Measures].[Player Total HR (Year)]"
       ],
       "horizontalSubplots": [],
       "lineValues": [
        "[Measures].[500 Home Runs]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[players].[Player].[playerID]"
       ]
      },
      "plotly": {
       "data": {
        "commonTraceOverride": {
         "line": {
          "color": "red"
         },
         "mode": "lines"
        }
       }
      },
      "query": {
       "mdx": "SELECT NON EMPTY Union(Hierarchize(Descendants({[players].[Player].[AllMember]}, 2, SELF_AND_BEFORE)), Hierarchize(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE))) ON ROWS, NON EMPTY {[Measures].[Player Total HR (Year)], [Measures].[500 Home Runs]} ON COLUMNS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-clustered-column-and-line-chart"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Players over 10 Years in League with over 200 Home Runs",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Players over 10 Years in League with over 200 Home Runs\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Puts into perspective how tough getting 500 Home Runs is.  Pujols is already well past the post, Miguel Cabrera is in striking distance at 477. Nelson Cruz (age 40) and Edwin Encarnación (age 37)  have a steep climb to get there, probably needing  four excellent seasons; certainly losing 60% of their potential at bats this year may put it out of reach especially for Cruz who would likely have to stay healty and maintain his production till about 44.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "{[players].[Player].[AllMember].[encared01], [players].[Player].[AllMember].[cruzne02]}"
      ],
      "mapping": {
       "horizontalSubplots": [],
       "splitBy": [
        "[players].[Player].[playerID]",
        "ALL_MEASURES"
       ],
       "values": [
        "[Measures].[Homeruns]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[batting].[Career Year].[careerYear]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY Crossjoin(Hierarchize(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE)), {[Measures].[Homeruns]}) ON COLUMNS, NON EMPTY Hierarchize(Descendants({[batting].[Career Year].[AllMember]}, 1, SELF_AND_BEFORE)) ON ROWS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-line-chart"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Nelson Cruz (age 40) and Edwin Encarnación",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Nelson Cruz (age 40) and Edwin Encarnación\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us now look at hits, focusing in on the mythical 3000 mark"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "[batting].[Year].[AllMember].[2019]",
       "Filter([players].[Player].[playerID].Members, [Measures].[Career Length] > 10)",
       "TopCount(Filter([players].[Player].Levels(1).Members, NOT IsEmpty([Measures].[Player Total Hits (Year)])), 25, [Measures].[Player Total Hits (Year)])"
      ],
      "isTextVisible": true,
      "mapping": {
       "horizontalSubplots": [],
       "splitBy": [
        "ALL_MEASURES"
       ],
       "values": [
        "[Measures].[Player Total Hits (Year)]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[players].[Player].[fullName]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Player Total Hits (Year)]} ON COLUMNS, NON EMPTY Order(Union(Hierarchize(Descendants({[players].[Player].[AllMember]}, 2, SELF_AND_BEFORE)), Hierarchize(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE))), [Measures].[Player Total Hits (Year)], BDESC) ON ROWS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-clustered-column-chart"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Players over 10 Years in League with in top 25% of Career Hits",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
       "<img 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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Players over 10 Years in League with in top 25% of Career Hits\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Suzuki has retired (he shows as his last game was last year), Pujol is in.  Cano at age 38 and 430 hits outs was facing a tough challenge.  Looking at his career hit production which is declining, the shortened 2020 season may have put is out of reach. The fact that his hit production and games played crossed last season is not a good sign."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "[players].[Player].[canoro01]"
      ],
      "mapping": {
       "horizontalSubplots": [],
       "splitBy": [
        "ALL_MEASURES"
       ],
       "values": [
        "[Measures].[Hits]",
        "[Measures].[Games played]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[batting].[Career Year].[careerYear]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY Hierarchize(Descendants({[batting].[Career Year].[AllMember]}, 1, SELF_AND_BEFORE)) ON ROWS, NON EMPTY {[Measures].[Hits], [Measures].[Games played]} ON COLUMNS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-line-chart"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Robinson Cano Hit Production VS Career Years",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Robinson Cano Hit Production VS Career Years\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "However, the most interesting is Miguel Cabrera, looking at his 2019 stats as the close of 2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "atoti": {
     "height": 145,
     "widget": {
      "columnWidths": {
       "[Measures].[Player Total Hits (Year)]": 155
      },
      "filters": [
       "[batting].[Year].[AllMember].[2019]",
       "[players].[Player].[cabremi01]"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Career Length]",
        "[Measures].[PlayerAge]",
        "[Measures].[Homeruns]",
        "[Measures].[Player Total HR (Year)]",
        "[Measures].[Hits]",
        "[Measures].[Player Total Hits (Year)]"
       ],
       "rows": []
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Career Length], [Measures].[PlayerAge], [Measures].[Homeruns], [Measures].[Player Total HR (Year)], [Measures].[Hits], [Measures].[Player Total Hits (Year)]} ON COLUMNS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "switchedTo": "kpi",
      "widgetKey": "pivot-table"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Cabera End of 2019 Stats",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
       "<img 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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Cabera End of 2019 Stats\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Cabrera is well within striking distance to joing  some excluive company the \"500 HR/3000 hits club\"! A feat attained by only 6 players in the history of Baseball."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "atoti": {
     "height": 278,
     "widget": {
      "filters": [
       "Filter([players].[Player].[fullName].Members, [Measures].[Career Hits] >= 3000)",
       "Filter([players].[Player].[fullName].Members, [Measures].[Career HR] >= 500)"
      ],
      "mapping": {
       "columns": [
        "ALL_MEASURES"
       ],
       "measures": [
        "[Measures].[Hits]",
        "[Measures].[Homeruns]"
       ],
       "rows": [
        "[players].[Player].[fullName]"
       ]
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Hits], [Measures].[Homeruns]} ON COLUMNS, NON EMPTY Hierarchize(Descendants({[players].[Player].[AllMember]}, 1, SELF_AND_BEFORE)) ON ROWS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "pivot-table"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "500 HR/3000 hits club",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"500 HR/3000 hits club\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What-if 2020 becomes a standard 162 game season?\n",
    "\n",
    "Let's run a simulation to see what the impact of the shortened 2020 season would be assuming that Cabrera \"plays to the back of his baseball card\" defined as he attains his median hits and home run per game for the season. The base will be the now accepted 60 games season versus a standard 162 game season"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The default value is the current 60 games season\n",
    "season_simulation = cube.create_parameter_simulation(\n",
    "    \"Impact 2020 Season Length Simulation\",\n",
    "    measures={\"Season length parameter\": 60},\n",
    "    base_scenario_name=\"2020 60 Game Season\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use the original measure when the simulated measure is equal to the provided default value\n",
    "m[\"Simulated 2020 Season Length\"] = tt.where(\n",
    "    m[\"Season length parameter\"] != 60,\n",
    "    m[\"Season length parameter\"],\n",
    "    m[\"2020 Season Length\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "season_simulation += (\"Full Length 2020\", 162)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Instead of using the measure `Simulated 2020 Season Length` to project the number of homeruns, we can update the formula to use the simulation parameter related measure - `Simulated 2020 Season Length`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "m[\"Projected HR\"] = tt.math.round(m[\"Simulated 2020 Season Length\"] * m[\"Median HR\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "atoti": {
     "widget": {
      "filters": [
       "Filter([players].[Player].[playerID].Members, [Measures].[Career Length] > 10)",
       "Filter([players].[Player].[playerID].Members, [Measures].[Homeruns] > 200)",
       "[batting].[Year].[AllMember].[2019]"
      ],
      "isTextVisible": true,
      "mapping": {
       "columnValues": [
        "[Measures].[Projected End Of Season Career HRs]"
       ],
       "horizontalSubplots": [
        "[Impact 2020 Season Length Simulation].[Impact 2020 Season Length Simulation].[Impact 2020 Season Length Simulation]"
       ],
       "lineValues": [
        "[Measures].[500 Home Runs]"
       ],
       "verticalSubplots": [],
       "xAxis": [
        "[players].[Player].[fullName]"
       ]
      },
      "plotly": {
       "data": {
        "commonTraceOverride": {
         "mode": "lines"
        }
       }
      },
      "query": {
       "mdx": "SELECT NON EMPTY Order(Hierarchize(Descendants({[players].[Player].[AllMember]}, 2, SELF_AND_BEFORE)), [Measures].[Projected End Of Season Career HRs], BDESC) ON ROWS, NON EMPTY Crossjoin([Impact 2020 Season Length Simulation].[Impact 2020 Season Length Simulation].[Impact 2020 Season Length Simulation].Members, {[Measures].[Projected End Of Season Career HRs], [Measures].[500 Home Runs]}) ON COLUMNS FROM [Stats]",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "plotly-clustered-column-and-line-chart"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Full length 2020 - Impact on player's end of season career hit projection",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
      "text/html": [
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\n",
    "    \"Full length 2020 - Impact on player's end of season career hit projection\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see Edwin Encarnaclon and Nelson Cruz goes closer to the 500 homeruns. The closest however is Miguel Cabrera."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h3>What do Cabrera's projected Numbers look like in the 60 game COVID season versus a normal 162 Game Season?</h3>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "atoti": {
     "height": 126,
     "widget": {
      "comparison": {
       "comparedMemberNamePath": [
        "Full Length 2020"
       ],
       "dimensionName": "Impact 2020 Season Length Simulation",
       "hierarchyName": "Impact 2020 Season Length Simulation",
       "referenceMemberNamePath": [
        "2020 60 Game Season"
       ]
      },
      "filters": [
       "[batting].[Year].[AllMember].[2019]",
       "[players].[Player].[AllMember].[cabremi01].[Miguel Cabrera]"
      ],
      "mapping": {
       "columns": [],
       "measures": [
        "[Measures].[Projected Hits]",
        "[Measures].[Projected End Of Season Career Hits]",
        "[Measures].[Projected HR]",
        "[Measures].[Projected End Of Season Career HRs]"
       ],
       "rows": []
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Projected Hits], [Measures].[Projected End Of Season Career Hits], [Measures].[Projected HR], [Measures].[Projected End Of Season Career HRs]} ON COLUMNS FROM [Stats] CELL PROPERTIES VALUE, FORMATTED_VALUE, BACK_COLOR, FORE_COLOR, FONT_FLAGS",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "kpi"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Cabrera's projected performance - full length 2020",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\"Cabrera's projected performance - full length 2020\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What happens when Covid season is followed by full length 2021?\n",
    "\n",
    "So per the assumptions of this analysis, if 2020 was a full season,  having a \"median year\" Cabrera would not get him into the \"500 HR/3000 hits club\", but  he would be <u>very close</u>.  It would certainly not be outside the realm of possibility that if he had a better than average year he could find an extra 19 hits and 9 homeruns over the course of 162 games.  Even if he missed in 2020, getting those landmarks would seem very likely even if Cabrera had an off year in 2021.\n",
    "\n",
    "The concern is that coming out of the shortened season, what would Cabrera's numbers look like if after a \"median\" full 162 game season followed a \"median\" Covid Shortened season?  Let's run another simulation, where we project a 60 game season followed by a 162 game season. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "season_simulation += (\"Covid Season followed by Full Length 2021\", 60 + 162)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "atoti": {
     "height": 150,
     "widget": {
      "filters": [
       "[batting].[Year].[AllMember].[2019]",
       "[players].[Player].[AllMember].[cabremi01].[Miguel Cabrera]"
      ],
      "mapping": {
       "columns": [],
       "measures": [
        "[Measures].[Projected Hits]",
        "[Measures].[Projected End Of Season Career Hits]",
        "[Measures].[Projected HR]",
        "[Measures].[Projected End Of Season Career HRs]"
       ],
       "rows": []
      },
      "query": {
       "mdx": "SELECT NON EMPTY {[Measures].[Projected Hits], [Measures].[Projected End Of Season Career Hits], [Measures].[Projected HR], [Measures].[Projected End Of Season Career HRs]} ON COLUMNS FROM [Stats] CELL PROPERTIES VALUE, FORMATTED_VALUE, BACK_COLOR, FORE_COLOR, FONT_FLAGS",
       "updateMode": "once"
      },
      "serverKey": "default",
      "widgetKey": "kpi"
     }
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.atoti.widget.v0+json": {
       "name": "Cabrera's projected performance - Covid season followed by full length 2021",
       "sessionId": "1c62a226-3846-401f-8dc2-a539ba16f5f8",
       "sessionLocation": {
        "https": false,
        "port": 51332
       },
       "widgetCreationCode": "session.visualize()"
      },
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      ],
      "text/plain": [
       "Open the notebook in JupyterLab with the atoti extension enabled to build this widget."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "session.visualize(\n",
    "    \"Cabrera's projected performance - Covid season followed by full length 2021\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So the COVID shortened Season turns Miguel Cabrera's highly likely induction into the \"500 HR/3000 hits club\" by the 2021 season under normal circumstanse into a far risky proposition, changing it from an optimistic \"one season away\" to a potential \"three seasons\" with all the risks that playing an additional three late career seasons entails.\n",
    "\n",
    "We will have to see the results and if atoti disproves that \"<i>You can’t predict baseball Suzyn</i>\"."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"text-align: center;\" ><a href=\"https://www.atoti.io/?utm_source=gallery&utm_content=baseball\" target=\"_blank\" rel=\"noopener noreferrer\"><img src=\"https://data.atoti.io/notebooks/banners/discover-try.png\" alt=\"Try atoti\"></a></div>"
   ]
  }
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