find_close_pitch_different_call.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from bs4 import BeautifulSoup\n",
    "import urllib\n",
    "import itertools\n",
    "import os\n",
    "import re\n",
    "import functools\n",
    "from multiprocessing.dummy import Pool as ThreadPool"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "base_url = \"http://gd2.mlb.com/components/game/mlb/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "date_tuples = [(6,19,2019)] # put the dates to download pitchfx, as tuples (month, day, year)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This builds a list of games url paths to download\n",
    "games = []\n",
    "for date in date_tuples:\n",
    "    month, day, year = date\n",
    "    try:\n",
    "        day_url = base_url+f\"year_{year}/month_{str(month).zfill(2)}/day_{str(day).zfill(2)}\"\n",
    "        soup = BeautifulSoup(requests.get(day_url).text)\n",
    "        games += [ f\"{day_url}/{node.get('href').split('/')[1]}\" for node in soup.find_all('a') if 'gid' in node.get('href')]\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_anamlb_tormlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_balmlb_oakmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_bosmlb_minmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_chamlb_chnmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_clemlb_texmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_colmlb_arimlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_detmlb_pitmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_houmlb_cinmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_kcamlb_seamlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_miamlb_slnmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_milmlb_sdnmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_nynmlb_atlmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_phimlb_wasmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_phimlb_wasmlb_2',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_sfnmlb_lanmlb_1',\n",
       " 'http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_tbamlb_nyamlb_1']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "games # just a check to see if there's data here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this code downloads the pitchfx xml for the games discovered on the date\n",
    "# it uses multi-threading to download faster(a lot)\n",
    "pool = ThreadPool(4)\n",
    "results = pool.map(lambda x: urllib.request.urlretrieve(f\"{x}/inning/inning_all.xml\", f\"{x.split('/')[9]}.xml\") if not os.path.isfile(f\"{x.split('/')[9]}.xml\") else None, games)\n",
    "pool.close()\n",
    "pool.join()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Code below is meant to parse the xml files downloaded above and put into a pandas dataframe and also get the homeplate ump"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import xml.etree.ElementTree as ET\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os\n",
    "from scipy.spatial import distance\n",
    "from scipy.spatial.distance import cdist\n",
    "pd.set_option('display.max_columns', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# this is later used to find the center of the strike zone\n",
    "def to_inches(height_string):\n",
    "    feet, inches = re.findall(re.compile(\"(\\d+)['] ?(\\d\\d?)\"),height_string)[0]\n",
    "    return int(feet) * 12 + int(inches)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# well use this later to make the highlights easier to get to\n",
    "pd.set_option(\"display.max_rows\",300)\n",
    "def make_clickable(val):\n",
    "    # target _blank to open new window\n",
    "    return '<a target=\"_blank\" href=\"{}\">{}</a>'.format(val, val)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_ump(game):\n",
    "    urllib.request.urlretrieve(f\"{game}/players.xml\",\"players.xml\")\n",
    "    with open(\"players.xml\", 'r') as file:\n",
    "        root = ET.parse(file).getroot()\n",
    "    for ump in root.iter(tag=\"umpire\"):\n",
    "        if ump.attrib[\"position\"] == \"home\":\n",
    "            return ump.attrib[\"name\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Mike Estabrook'"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "get_ump(games[1]) # test if get_ump works"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_anamlb_tormlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_balmlb_oakmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_bosmlb_minmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_chamlb_chnmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_clemlb_texmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_colmlb_arimlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_detmlb_pitmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_houmlb_cinmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_kcamlb_seamlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_miamlb_slnmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_milmlb_sdnmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_nynmlb_atlmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_phimlb_wasmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_phimlb_wasmlb_2\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_sfnmlb_lanmlb_1\n",
      "http://gd2.mlb.com/components/game/mlb/year_2019/month_06/day_19/gid_2019_06_19_tbamlb_nyamlb_1\n"
     ]
    }
   ],
   "source": [
    "# builds a list for each game\n",
    "at_bats = []\n",
    "for game in games:\n",
    "    print(game)\n",
    "    with open(f\"{game.split('/')[9]}.xml\", 'r') as file:\n",
    "        root = ET.parse(file).getroot()\n",
    "    home_ump = get_ump(game)\n",
    "    for atbat in root.iter(tag='atbat'):\n",
    "        for pitch in atbat.iter(tag='pitch'):\n",
    "            data = pitch.attrib\n",
    "            data[\"home_ump\"] = home_ump\n",
    "            data[\"batter\"] = atbat.attrib[\"batter\"]\n",
    "            data[\"pitcher\"] = atbat.attrib[\"pitcher\"]\n",
    "            data[\"atbat_result\"] = atbat.attrib[\"event\"]\n",
    "            data[\"atbat_des\"] = atbat.attrib[\"des\"]\n",
    "            data[\"atbat_num\"] = atbat.attrib[\"num\"]\n",
    "            data[\"atbat_b_height_inches\"] = to_inches(atbat.attrib[\"b_height\"])\n",
    "            data[\"game_id\"] = f\"{game.split('/')[9]}\"\n",
    "            at_bats.append(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## umpire closeness starts here"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ab = pd.DataFrame(at_bats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_ab.dropna(inplace=True)\n",
    "df_ab[\"player_z_adjust\"] = df_ab[\"atbat_b_height_inches\"] / 24.0\n",
    "df_ab[[\"px\",\"pz\"]] = df_ab[[\"px\",\"pz\"]].apply(pd.to_numeric)\n",
    "df_ab[\"x_from_origin\"] = df_ab.px\n",
    "df_ab[\"z_from_origin\"] = (df_ab.player_z_adjust * .80) - df_ab.pz\n",
    "df_ab[\"distance_from_center\"] = df_ab.apply(lambda row: distance.euclidean((row.px * 1.1,row.pz),(0,row.player_z_adjust * .82)), axis=1)\n",
    "df_ab[\"simple_pitch\"] = df_ab.pitch_type.map({\n",
    "    'SI': 'fastball', 'FC': 'fastball', 'CH' : 'changeup', 'FF': 'fastball', 'CU': 'breaking', 'SL': 'breaking', 'FS': 'fastball', 'FT': 'fastball', 'KC': 'breaking'\n",
    "})\n",
    "df_ab[\"url\"] = df_ab.play_guid.apply(lambda x: f\"https://baseballsavant.mlb.com/sporty-videos?playId={x}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "called_strikes = df_ab.query(\"des == 'Called Strike'\").copy()\n",
    "called_balls = df_ab.query(\"des == 'Ball'\").copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mike Winters\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >4</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >3.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2c1fa3f0-1b42-4c28-874f-c3c83ad182a6\">https://baseballsavant.mlb.com/sporty-videos?playId=2c1fa3f0-1b42-4c28-874f-c3c83ad182a6</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=26f21fdf-7750-4a1b-8676-9daca31e6a1c\">https://baseballsavant.mlb.com/sporty-videos?playId=26f21fdf-7750-4a1b-8676-9daca31e6a1c</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.38578</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >75</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d91d921e-f114-4af9-8839-ecb1ac4dc01b\">https://baseballsavant.mlb.com/sporty-videos?playId=d91d921e-f114-4af9-8839-ecb1ac4dc01b</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1c2857cd-20c1-4082-93c6-041306d30b93\">https://baseballsavant.mlb.com/sporty-videos?playId=1c2857cd-20c1-4082-93c6-041306d30b93</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >1.42632</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >68</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=21d56fee-f4d4-4c86-a95f-ce69f521308f\">https://baseballsavant.mlb.com/sporty-videos?playId=21d56fee-f4d4-4c86-a95f-ce69f521308f</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7\">https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >1.67332</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >158</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >changeup</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >9.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >9.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2a8d3c05-0d76-4be3-ac58-037add2e8684\">https://baseballsavant.mlb.com/sporty-videos?playId=2a8d3c05-0d76-4be3-ac58-037add2e8684</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e3f87ca2-a880-415b-a156-414194cc9d6c\">https://baseballsavant.mlb.com/sporty-videos?playId=e3f87ca2-a880-415b-a156-414194cc9d6c</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >1.70282</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >110</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >10.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >10.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=8dba623d-1d30-438e-aba2-6d8ef8e5fc76\">https://baseballsavant.mlb.com/sporty-videos?playId=8dba623d-1d30-438e-aba2-6d8ef8e5fc76</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4a1ae13c-2b75-4f35-a66b-02f78d03d644\">https://baseballsavant.mlb.com/sporty-videos?playId=4a1ae13c-2b75-4f35-a66b-02f78d03d644</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >1.70294</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >268</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=5c4db0ef-e46c-4a1c-b27d-2d15fadd392b\">https://baseballsavant.mlb.com/sporty-videos?playId=5c4db0ef-e46c-4a1c-b27d-2d15fadd392b</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2a7a6f08-e040-448e-9335-3f8030e36523\">https://baseballsavant.mlb.com/sporty-videos?playId=2a7a6f08-e040-448e-9335-3f8030e36523</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >1.73494</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >240</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=336dc0ca-ed04-4aee-87bf-4562bd59cffe\">https://baseballsavant.mlb.com/sporty-videos?playId=336dc0ca-ed04-4aee-87bf-4562bd59cffe</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=cf808118-3e46-45b0-b9c4-15176de0903d\">https://baseballsavant.mlb.com/sporty-videos?playId=cf808118-3e46-45b0-b9c4-15176de0903d</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >1.80544</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >10</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >changeup</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >7.2</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e6f37d1f-d99b-4434-8cf1-b0390faf8c0e\">https://baseballsavant.mlb.com/sporty-videos?playId=e6f37d1f-d99b-4434-8cf1-b0390faf8c0e</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7\">https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >1.89621</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >148</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c8ec12f3-35d3-48f1-870e-cd2efe5b5697\">https://baseballsavant.mlb.com/sporty-videos?playId=c8ec12f3-35d3-48f1-870e-cd2efe5b5697</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=3fa7ad37-081b-4d3e-a994-a477bbf2ec60\">https://baseballsavant.mlb.com/sporty-videos?playId=3fa7ad37-081b-4d3e-a994-a477bbf2ec60</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >1.91426</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >33</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f0aa0c24-3258-40ae-850a-2a5066c2c673\">https://baseballsavant.mlb.com/sporty-videos?playId=f0aa0c24-3258-40ae-850a-2a5066c2c673</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fdf3f8f0-f6a9-43ac-ad8c-144d6f1f1931\">https://baseballsavant.mlb.com/sporty-videos?playId=fdf3f8f0-f6a9-43ac-ad8c-144d6f1f1931</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >2.31206</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >160</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=cab2fe62-ea56-476f-8163-74636fc02aba\">https://baseballsavant.mlb.com/sporty-videos?playId=cab2fe62-ea56-476f-8163-74636fc02aba</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7\">https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >2.36592</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >327</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >3.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=021c8950-f22f-4c31-8e32-41fe98ddbe97\">https://baseballsavant.mlb.com/sporty-videos?playId=021c8950-f22f-4c31-8e32-41fe98ddbe97</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a10c88b6-1c48-4c0d-8913-7ede6ce0a691\">https://baseballsavant.mlb.com/sporty-videos?playId=a10c88b6-1c48-4c0d-8913-7ede6ce0a691</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >2.44696</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >274</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >changeup</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >10.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >9.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=50cd338d-e34f-42a7-a928-fa13b3fbfdfe\">https://baseballsavant.mlb.com/sporty-videos?playId=50cd338d-e34f-42a7-a928-fa13b3fbfdfe</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f4933dd1-da39-4911-869b-82f05799cd12\">https://baseballsavant.mlb.com/sporty-videos?playId=f4933dd1-da39-4911-869b-82f05799cd12</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >2.51722</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >101</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >3.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0c08dbd4-b095-453e-8a22-df8ac84db39d\">https://baseballsavant.mlb.com/sporty-videos?playId=0c08dbd4-b095-453e-8a22-df8ac84db39d</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=26f21fdf-7750-4a1b-8676-9daca31e6a1c\">https://baseballsavant.mlb.com/sporty-videos?playId=26f21fdf-7750-4a1b-8676-9daca31e6a1c</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >2.53014</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >67</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >6.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=15973464-ebcf-4214-8e16-5597ba204a06\">https://baseballsavant.mlb.com/sporty-videos?playId=15973464-ebcf-4214-8e16-5597ba204a06</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7\">https://baseballsavant.mlb.com/sporty-videos?playId=d545bd59-2848-4b80-94e0-46b3337266c7</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >2.53369</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >34</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=03f5b96d-b4b2-48e3-b469-e31f0945c234\">https://baseballsavant.mlb.com/sporty-videos?playId=03f5b96d-b4b2-48e3-b469-e31f0945c234</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fdf3f8f0-f6a9-43ac-ad8c-144d6f1f1931\">https://baseballsavant.mlb.com/sporty-videos?playId=fdf3f8f0-f6a9-43ac-ad8c-144d6f1f1931</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >2.60737</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >236</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >12.0</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >10.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4e4bbae2-2912-430e-9a29-e5c94d907c31\">https://baseballsavant.mlb.com/sporty-videos?playId=4e4bbae2-2912-430e-9a29-e5c94d907c31</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4a1ae13c-2b75-4f35-a66b-02f78d03d644\">https://baseballsavant.mlb.com/sporty-videos?playId=4a1ae13c-2b75-4f35-a66b-02f78d03d644</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >2.79063</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >278</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >breaking</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >changeup</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >9.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >8.4</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e9f53d59-9646-43f0-9b78-4140f74b2830\">https://baseballsavant.mlb.com/sporty-videos?playId=e9f53d59-9646-43f0-9b78-4140f74b2830</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c766da7e-1fb5-434a-8d2b-143f1cd37e39\">https://baseballsavant.mlb.com/sporty-videos?playId=c766da7e-1fb5-434a-8d2b-143f1cd37e39</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >2.89005</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >292</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >2.4</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >3.6</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b704f8f2-487c-4a5b-962b-ab1f9da5c935\">https://baseballsavant.mlb.com/sporty-videos?playId=b704f8f2-487c-4a5b-962b-ab1f9da5c935</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a10c88b6-1c48-4c0d-8913-7ede6ce0a691\">https://baseballsavant.mlb.com/sporty-videos?playId=a10c88b6-1c48-4c0d-8913-7ede6ce0a691</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >3.11699</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >145</th>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >fastball</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >4.8</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_anamlb_tormlb_1</td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b7165d0f-ee3c-4d94-a187-b2817b682c92\">https://baseballsavant.mlb.com/sporty-videos?playId=b7165d0f-ee3c-4d94-a187-b2817b682c92</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=56f531a9-d480-4666-9134-af8496420640\">https://baseballsavant.mlb.com/sporty-videos?playId=56f531a9-d480-4666-9134-af8496420640</a></td>\n",
       "                        <td id=\"T_5779f6e6_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >3.12083</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a4ff60b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mike Estabrook\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_57cc047c_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >581</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec653438-5f4a-4456-a4bd-8e5a2ef1d31d\">https://baseballsavant.mlb.com/sporty-videos?playId=ec653438-5f4a-4456-a4bd-8e5a2ef1d31d</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570\">https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.81813</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >574</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=09649e48-a2a5-454f-86dc-5edd84b7abaa\">https://baseballsavant.mlb.com/sporty-videos?playId=09649e48-a2a5-454f-86dc-5edd84b7abaa</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=67333235-c002-4006-9e1d-68edf301c429\">https://baseballsavant.mlb.com/sporty-videos?playId=67333235-c002-4006-9e1d-68edf301c429</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >2.196</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >506</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >changeup</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=68cccea3-87a7-463e-b8ad-c8fc3f0bebfa\">https://baseballsavant.mlb.com/sporty-videos?playId=68cccea3-87a7-463e-b8ad-c8fc3f0bebfa</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7\">https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >2.20762</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >572</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=01448f74-9ca9-419c-89f5-ccca39a908e4\">https://baseballsavant.mlb.com/sporty-videos?playId=01448f74-9ca9-419c-89f5-ccca39a908e4</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7\">https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >2.23437</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >554</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2a1eccb2-f0a4-4cbb-a385-2de748107ba9\">https://baseballsavant.mlb.com/sporty-videos?playId=2a1eccb2-f0a4-4cbb-a385-2de748107ba9</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=831e045d-2a0c-4ea6-a0bc-c5eec736124c\">https://baseballsavant.mlb.com/sporty-videos?playId=831e045d-2a0c-4ea6-a0bc-c5eec736124c</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >2.76615</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >434</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >changeup</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4e3ccffc-6db4-4cd7-8c7d-412db0310c9c\">https://baseballsavant.mlb.com/sporty-videos?playId=4e3ccffc-6db4-4cd7-8c7d-412db0310c9c</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7\">https://baseballsavant.mlb.com/sporty-videos?playId=a38ffebb-3748-4e1c-82ef-6f353d4f55c7</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >2.80179</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >499</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >changeup</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >breaking</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >9.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e87d32da-a46e-4ebf-bfe0-ccf53bdbc38b\">https://baseballsavant.mlb.com/sporty-videos?playId=e87d32da-a46e-4ebf-bfe0-ccf53bdbc38b</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=cf5b916c-80c1-4f46-8b99-568186136dcd\">https://baseballsavant.mlb.com/sporty-videos?playId=cf5b916c-80c1-4f46-8b99-568186136dcd</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >2.8859</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >627</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2815423a-50c7-455b-b412-905540d0fe43\">https://baseballsavant.mlb.com/sporty-videos?playId=2815423a-50c7-455b-b412-905540d0fe43</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1e351d57-d5aa-4463-8bc2-2216981c7bc6\">https://baseballsavant.mlb.com/sporty-videos?playId=1e351d57-d5aa-4463-8bc2-2216981c7bc6</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >3.07415</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >387</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0211f845-8904-44cf-87a0-3a6143d417ea\">https://baseballsavant.mlb.com/sporty-videos?playId=0211f845-8904-44cf-87a0-3a6143d417ea</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=98c8353f-489f-4e08-b733-517b20dd817b\">https://baseballsavant.mlb.com/sporty-videos?playId=98c8353f-489f-4e08-b733-517b20dd817b</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >3.14541</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >361</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >changeup</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fddf7581-3ec6-4f67-a5ad-33224f37e0ae\">https://baseballsavant.mlb.com/sporty-videos?playId=fddf7581-3ec6-4f67-a5ad-33224f37e0ae</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4e6f120e-56e8-4c9a-9a69-3b194a4ea697\">https://baseballsavant.mlb.com/sporty-videos?playId=4e6f120e-56e8-4c9a-9a69-3b194a4ea697</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >3.21521</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >420</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=be83b93b-0d9c-4a4c-89f4-fe83f677ef85\">https://baseballsavant.mlb.com/sporty-videos?playId=be83b93b-0d9c-4a4c-89f4-fe83f677ef85</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570\">https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >3.32602</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >616</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c2329ce3-bc86-4779-930c-f4a0d260fb20\">https://baseballsavant.mlb.com/sporty-videos?playId=c2329ce3-bc86-4779-930c-f4a0d260fb20</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570\">https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >3.43942</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >638</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >breaking</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c48ed954-7283-412a-bebe-1e283cfd6d31\">https://baseballsavant.mlb.com/sporty-videos?playId=c48ed954-7283-412a-bebe-1e283cfd6d31</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=360cff37-bfff-4747-8591-d2467ac3bf3f\">https://baseballsavant.mlb.com/sporty-videos?playId=360cff37-bfff-4747-8591-d2467ac3bf3f</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >3.48574</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >582</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=518c8dc2-1dbd-4b7f-b789-05e0eeb88fd7\">https://baseballsavant.mlb.com/sporty-videos?playId=518c8dc2-1dbd-4b7f-b789-05e0eeb88fd7</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570\">https://baseballsavant.mlb.com/sporty-videos?playId=ec509c17-19b8-4f4c-ac51-8bcd6dfc9570</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >3.49794</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >602</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >changeup</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >7.2</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=9a70cf65-7322-473e-9d81-72bc09c89665\">https://baseballsavant.mlb.com/sporty-videos?playId=9a70cf65-7322-473e-9d81-72bc09c89665</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=08747dc7-47c5-4cae-820b-8816d85b9f57\">https://baseballsavant.mlb.com/sporty-videos?playId=08747dc7-47c5-4cae-820b-8816d85b9f57</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >3.58809</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >621</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ed22663e-5445-404d-9ece-3fe4976f247a\">https://baseballsavant.mlb.com/sporty-videos?playId=ed22663e-5445-404d-9ece-3fe4976f247a</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6f3e4a3f-9f40-4d0b-95f8-ae039ab3c39c\">https://baseballsavant.mlb.com/sporty-videos?playId=6f3e4a3f-9f40-4d0b-95f8-ae039ab3c39c</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >3.65103</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >378</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=dfe5c70f-99ad-4af0-9119-5f2034d07381\">https://baseballsavant.mlb.com/sporty-videos?playId=dfe5c70f-99ad-4af0-9119-5f2034d07381</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e6bdbfbc-2bd0-408e-9180-4d5d5e3b9883\">https://baseballsavant.mlb.com/sporty-videos?playId=e6bdbfbc-2bd0-408e-9180-4d5d5e3b9883</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >3.65645</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >409</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=eaba325a-1687-42c6-bb82-eba301602c7c\">https://baseballsavant.mlb.com/sporty-videos?playId=eaba325a-1687-42c6-bb82-eba301602c7c</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f763b694-333b-4c0e-873a-e0ccefb2cb37\">https://baseballsavant.mlb.com/sporty-videos?playId=f763b694-333b-4c0e-873a-e0ccefb2cb37</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >3.71882</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >492</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >6.0</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d209c931-eec0-4a51-a80f-d261d5103d29\">https://baseballsavant.mlb.com/sporty-videos?playId=d209c931-eec0-4a51-a80f-d261d5103d29</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e6bdbfbc-2bd0-408e-9180-4d5d5e3b9883\">https://baseballsavant.mlb.com/sporty-videos?playId=e6bdbfbc-2bd0-408e-9180-4d5d5e3b9883</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >3.74412</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_57cc047c_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >539</th>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >fastball</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >3.6</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >4.8</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_balmlb_oakmlb_1</td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4900bf09-93bc-44d2-b3e8-3b2c03f7cbdf\">https://baseballsavant.mlb.com/sporty-videos?playId=4900bf09-93bc-44d2-b3e8-3b2c03f7cbdf</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6f3e4a3f-9f40-4d0b-95f8-ae039ab3c39c\">https://baseballsavant.mlb.com/sporty-videos?playId=6f3e4a3f-9f40-4d0b-95f8-ae039ab3c39c</a></td>\n",
       "                        <td id=\"T_57cc047c_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >3.74961</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a3d3e1390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Jim Reynolds\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_5837ae70_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >913</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >9.6</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >9.6</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=3529490a-f5d2-4ab7-99d0-67979ce01965\">https://baseballsavant.mlb.com/sporty-videos?playId=3529490a-f5d2-4ab7-99d0-67979ce01965</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=790a7e7d-c6f2-405b-a7ea-6f139f6c289c\">https://baseballsavant.mlb.com/sporty-videos?playId=790a7e7d-c6f2-405b-a7ea-6f139f6c289c</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.36543</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >929</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >7.2</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=8b42888f-9f2b-4018-8270-e3ad896e5a94\">https://baseballsavant.mlb.com/sporty-videos?playId=8b42888f-9f2b-4018-8270-e3ad896e5a94</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be\">https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >1.85429</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >789</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=07f629ac-e2b1-4e69-81e6-2e66db4a1957\">https://baseballsavant.mlb.com/sporty-videos?playId=07f629ac-e2b1-4e69-81e6-2e66db4a1957</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2f1436e7-0e34-4cfb-aefa-1486e1d41344\">https://baseballsavant.mlb.com/sporty-videos?playId=2f1436e7-0e34-4cfb-aefa-1486e1d41344</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >2.53527</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >941</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >7.2</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0164f5d0-d902-4ded-93fe-5d83a8ce8584\">https://baseballsavant.mlb.com/sporty-videos?playId=0164f5d0-d902-4ded-93fe-5d83a8ce8584</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=30609550-05fe-4168-9c08-65aabdbea0f5\">https://baseballsavant.mlb.com/sporty-videos?playId=30609550-05fe-4168-9c08-65aabdbea0f5</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >2.63924</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >855</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0c04cdc5-bf52-4ea1-b30c-955ab2f7e329\">https://baseballsavant.mlb.com/sporty-videos?playId=0c04cdc5-bf52-4ea1-b30c-955ab2f7e329</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3\">https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >2.80007</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >782</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >9.6</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >10.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d7a91d6d-4eec-4d1f-9dc2-24e2da96f671\">https://baseballsavant.mlb.com/sporty-videos?playId=d7a91d6d-4eec-4d1f-9dc2-24e2da96f671</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd\">https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >2.92582</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >838</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >12.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >9.6</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6afee28d-24a5-47c2-8220-0720134521d3\">https://baseballsavant.mlb.com/sporty-videos?playId=6afee28d-24a5-47c2-8220-0720134521d3</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=790a7e7d-c6f2-405b-a7ea-6f139f6c289c\">https://baseballsavant.mlb.com/sporty-videos?playId=790a7e7d-c6f2-405b-a7ea-6f139f6c289c</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >2.93264</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >833</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=00c8031b-d8b3-42cb-8db8-c5ca42dfcaff\">https://baseballsavant.mlb.com/sporty-videos?playId=00c8031b-d8b3-42cb-8db8-c5ca42dfcaff</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be\">https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >3.12724</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >860</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d414c96d-d9e1-4698-a33c-755f000ec986\">https://baseballsavant.mlb.com/sporty-videos?playId=d414c96d-d9e1-4698-a33c-755f000ec986</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3\">https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >3.36862</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >730</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=aa0b0543-a407-4b35-94df-8e3fde80c1f2\">https://baseballsavant.mlb.com/sporty-videos?playId=aa0b0543-a407-4b35-94df-8e3fde80c1f2</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be\">https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >3.37787</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >731</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=9f8d02a5-13e9-4f1a-981d-a1211fc47772\">https://baseballsavant.mlb.com/sporty-videos?playId=9f8d02a5-13e9-4f1a-981d-a1211fc47772</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2cc93d1e-20b8-4c94-b95e-b460e4d6ca58\">https://baseballsavant.mlb.com/sporty-videos?playId=2cc93d1e-20b8-4c94-b95e-b460e4d6ca58</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >3.40406</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >930</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6ab405ac-f650-4638-b9b4-fd31556eecfb\">https://baseballsavant.mlb.com/sporty-videos?playId=6ab405ac-f650-4638-b9b4-fd31556eecfb</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3\">https://baseballsavant.mlb.com/sporty-videos?playId=b885e490-be8a-473f-a809-c7a72b5e4ef3</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >3.43796</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >811</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >8.4</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=613eba93-9d8f-4e7a-89fc-9543e5b42a86\">https://baseballsavant.mlb.com/sporty-videos?playId=613eba93-9d8f-4e7a-89fc-9543e5b42a86</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0027f63e-cd4e-4f05-9f82-fbf9ea55df5e\">https://baseballsavant.mlb.com/sporty-videos?playId=0027f63e-cd4e-4f05-9f82-fbf9ea55df5e</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >3.46554</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >836</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >8.4</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=31ad27cf-fbb6-4f40-bcc1-965de1bfc1eb\">https://baseballsavant.mlb.com/sporty-videos?playId=31ad27cf-fbb6-4f40-bcc1-965de1bfc1eb</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=496e0056-7b0c-4301-b4e9-0a0dab949c80\">https://baseballsavant.mlb.com/sporty-videos?playId=496e0056-7b0c-4301-b4e9-0a0dab949c80</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >3.57888</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >859</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >changeup</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >7.2</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >9.6</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=be2a25a6-7448-48bc-8c6f-75ebc604bfbf\">https://baseballsavant.mlb.com/sporty-videos?playId=be2a25a6-7448-48bc-8c6f-75ebc604bfbf</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=68778183-ea24-47ee-b734-88d6fcc26775\">https://baseballsavant.mlb.com/sporty-videos?playId=68778183-ea24-47ee-b734-88d6fcc26775</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >3.61685</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >900</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >changeup</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >8.4</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >8.4</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2402b106-0e6a-452b-9850-357c8082b86f\">https://baseballsavant.mlb.com/sporty-videos?playId=2402b106-0e6a-452b-9850-357c8082b86f</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=496e0056-7b0c-4301-b4e9-0a0dab949c80\">https://baseballsavant.mlb.com/sporty-videos?playId=496e0056-7b0c-4301-b4e9-0a0dab949c80</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >3.62</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >950</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >10.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >10.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c09ad941-981d-45e5-88a8-ba5714839d62\">https://baseballsavant.mlb.com/sporty-videos?playId=c09ad941-981d-45e5-88a8-ba5714839d62</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd\">https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >3.68179</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >817</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >breaking</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >8.4</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >10.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=73cd3478-f560-4708-a136-d5ae083bc61b\">https://baseballsavant.mlb.com/sporty-videos?playId=73cd3478-f560-4708-a136-d5ae083bc61b</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd\">https://baseballsavant.mlb.com/sporty-videos?playId=ed31efae-12df-4207-8858-09f9f210cbdd</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >3.71408</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >666</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=5d667426-eb5c-4a50-8761-b4bad83db8f1\">https://baseballsavant.mlb.com/sporty-videos?playId=5d667426-eb5c-4a50-8761-b4bad83db8f1</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=30609550-05fe-4168-9c08-65aabdbea0f5\">https://baseballsavant.mlb.com/sporty-videos?playId=30609550-05fe-4168-9c08-65aabdbea0f5</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >3.73556</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5837ae70_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >673</th>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >fastball</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >4.8</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >6.0</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_bosmlb_minmlb_1</td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=7402c6c1-3ae3-48be-9a05-5308ed22d16e\">https://baseballsavant.mlb.com/sporty-videos?playId=7402c6c1-3ae3-48be-9a05-5308ed22d16e</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be\">https://baseballsavant.mlb.com/sporty-videos?playId=a4885dd8-faf1-4e12-a645-bbc5cc0fc6be</a></td>\n",
       "                        <td id=\"T_5837ae70_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >3.83667</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a3d3edc88>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Cory Blaser\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >1043</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d727deb6-5c18-4a80-8351-f4af2bd65d94\">https://baseballsavant.mlb.com/sporty-videos?playId=d727deb6-5c18-4a80-8351-f4af2bd65d94</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4\">https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.68808</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >1020</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >changeup</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=66ee23f2-7ccc-4604-9719-0fb574ea5978\">https://baseballsavant.mlb.com/sporty-videos?playId=66ee23f2-7ccc-4604-9719-0fb574ea5978</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >1.81395</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >1013</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >changeup</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6c145247-ff83-4e21-b0c8-a086d86aafe9\">https://baseballsavant.mlb.com/sporty-videos?playId=6c145247-ff83-4e21-b0c8-a086d86aafe9</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >1.91008</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >1054</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4ced5634-60c0-491d-91e6-3109ade59a56\">https://baseballsavant.mlb.com/sporty-videos?playId=4ced5634-60c0-491d-91e6-3109ade59a56</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=010d4aff-14ef-4de9-b6cc-39aed8fdc325\">https://baseballsavant.mlb.com/sporty-videos?playId=010d4aff-14ef-4de9-b6cc-39aed8fdc325</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >1.99088</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >1215</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >changeup</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=16412869-666b-45b8-a3cc-188d3d38a9c6\">https://baseballsavant.mlb.com/sporty-videos?playId=16412869-666b-45b8-a3cc-188d3d38a9c6</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=218e282e-b16b-40d6-a34b-0e5b846450be\">https://baseballsavant.mlb.com/sporty-videos?playId=218e282e-b16b-40d6-a34b-0e5b846450be</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >2.06</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >1275</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >breaking</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fc0bd182-8e19-4622-9fc6-92d0b9c44726\">https://baseballsavant.mlb.com/sporty-videos?playId=fc0bd182-8e19-4622-9fc6-92d0b9c44726</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >2.18257</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >988</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=30338020-b133-4756-9830-e3b9267d6aef\">https://baseballsavant.mlb.com/sporty-videos?playId=30338020-b133-4756-9830-e3b9267d6aef</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=13db382e-24bb-412e-9f41-bebb23436b18\">https://baseballsavant.mlb.com/sporty-videos?playId=13db382e-24bb-412e-9f41-bebb23436b18</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >2.22926</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >1016</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >changeup</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=5475e081-0ccf-43c5-a8c9-094a00f558b3\">https://baseballsavant.mlb.com/sporty-videos?playId=5475e081-0ccf-43c5-a8c9-094a00f558b3</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >2.26883</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >1036</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0a36a227-6615-4928-8436-ac32811f3e60\">https://baseballsavant.mlb.com/sporty-videos?playId=0a36a227-6615-4928-8436-ac32811f3e60</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=92e760a4-c7c1-4cb4-a195-171617f6061a\">https://baseballsavant.mlb.com/sporty-videos?playId=92e760a4-c7c1-4cb4-a195-171617f6061a</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >2.4779</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >1229</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >7.2</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=84be26bb-8dab-415d-bdce-73a462f17346\">https://baseballsavant.mlb.com/sporty-videos?playId=84be26bb-8dab-415d-bdce-73a462f17346</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=13ac1ab8-3317-49ef-8632-1973891440f2\">https://baseballsavant.mlb.com/sporty-videos?playId=13ac1ab8-3317-49ef-8632-1973891440f2</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >2.63522</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >1099</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=db6d7ddc-ee0c-49fb-a680-46f0591d4709\">https://baseballsavant.mlb.com/sporty-videos?playId=db6d7ddc-ee0c-49fb-a680-46f0591d4709</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >2.8124</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >1108</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c2fbc31a-025e-46c2-990b-283bb38934aa\">https://baseballsavant.mlb.com/sporty-videos?playId=c2fbc31a-025e-46c2-990b-283bb38934aa</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4\">https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >3.00406</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >1070</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >2.4</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=487db172-c886-4a81-a06a-21f5cfd3c505\">https://baseballsavant.mlb.com/sporty-videos?playId=487db172-c886-4a81-a06a-21f5cfd3c505</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4e651842-3255-4969-a07e-bcf798352377\">https://baseballsavant.mlb.com/sporty-videos?playId=4e651842-3255-4969-a07e-bcf798352377</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >3.08707</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >989</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=30007bdf-94e2-4d67-a5d5-3aefe65986d4\">https://baseballsavant.mlb.com/sporty-videos?playId=30007bdf-94e2-4d67-a5d5-3aefe65986d4</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d8f1e975-a93c-4d89-bafb-1ef0f5f6d6c9\">https://baseballsavant.mlb.com/sporty-videos?playId=d8f1e975-a93c-4d89-bafb-1ef0f5f6d6c9</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >3.15144</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >1134</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >changeup</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >7.2</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1cf1f886-3ed8-4f1f-9544-56455bb66daa\">https://baseballsavant.mlb.com/sporty-videos?playId=1cf1f886-3ed8-4f1f-9544-56455bb66daa</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124\">https://baseballsavant.mlb.com/sporty-videos?playId=64374069-4fa4-477e-a3ce-04df4bad9124</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >3.17799</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >1176</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2cf13bce-ba20-4769-9e4c-579ec007cf6d\">https://baseballsavant.mlb.com/sporty-videos?playId=2cf13bce-ba20-4769-9e4c-579ec007cf6d</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e885b9b3-6553-4b40-899e-719cd13c81f6\">https://baseballsavant.mlb.com/sporty-videos?playId=e885b9b3-6553-4b40-899e-719cd13c81f6</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >3.23691</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >1065</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=902b78f0-4783-48a0-8d92-d7d4352bb574\">https://baseballsavant.mlb.com/sporty-videos?playId=902b78f0-4783-48a0-8d92-d7d4352bb574</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=13db382e-24bb-412e-9f41-bebb23436b18\">https://baseballsavant.mlb.com/sporty-videos?playId=13db382e-24bb-412e-9f41-bebb23436b18</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >3.3388</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >1094</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b1d5588e-0f3b-47b8-8cb2-00d389729889\">https://baseballsavant.mlb.com/sporty-videos?playId=b1d5588e-0f3b-47b8-8cb2-00d389729889</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4\">https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >3.36309</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >1248</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >3.6</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >6.0</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=9e3a14c6-2eba-433c-b9f5-98b4604d691e\">https://baseballsavant.mlb.com/sporty-videos?playId=9e3a14c6-2eba-433c-b9f5-98b4604d691e</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4\">https://baseballsavant.mlb.com/sporty-videos?playId=f652bf56-90db-4b5f-b551-772a10a155a4</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >3.40623</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >1047</th>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >fastball</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >4.8</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >7.2</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_chamlb_chnmlb_1</td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=4594e095-506c-4b0b-b61e-3100d2994ab5\">https://baseballsavant.mlb.com/sporty-videos?playId=4594e095-506c-4b0b-b61e-3100d2994ab5</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=13ac1ab8-3317-49ef-8632-1973891440f2\">https://baseballsavant.mlb.com/sporty-videos?playId=13ac1ab8-3317-49ef-8632-1973891440f2</a></td>\n",
       "                        <td id=\"T_5899c5f6_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >3.52727</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a3db27780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bill Miller\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >1557</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=412e6f74-bd02-4381-aad5-d7f468853b96\">https://baseballsavant.mlb.com/sporty-videos?playId=412e6f74-bd02-4381-aad5-d7f468853b96</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=ec6d661e-fa62-4bee-8722-457c536d57a7\">https://baseballsavant.mlb.com/sporty-videos?playId=ec6d661e-fa62-4bee-8722-457c536d57a7</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.74402</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >1382</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >2.4</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d78aa720-2d34-4fb2-97f5-f7b559301224\">https://baseballsavant.mlb.com/sporty-videos?playId=d78aa720-2d34-4fb2-97f5-f7b559301224</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7\">https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >1.87254</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >1575</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >changeup</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >8.4</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=af9fd0f7-9239-49b5-b497-ef2f70ec2550\">https://baseballsavant.mlb.com/sporty-videos?playId=af9fd0f7-9239-49b5-b497-ef2f70ec2550</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d\">https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >2.13129</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >1444</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=5e450822-a567-44c2-b3e1-6ff925f8fa49\">https://baseballsavant.mlb.com/sporty-videos?playId=5e450822-a567-44c2-b3e1-6ff925f8fa49</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c7ee448b-94ff-4926-8c59-59dbd4d93a81\">https://baseballsavant.mlb.com/sporty-videos?playId=c7ee448b-94ff-4926-8c59-59dbd4d93a81</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >2.38126</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >1528</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >2.4</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6e94035e-abf0-479f-82b1-981c2bf6ee93\">https://baseballsavant.mlb.com/sporty-videos?playId=6e94035e-abf0-479f-82b1-981c2bf6ee93</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=aba8d865-a279-4a51-b141-94c9e82868f8\">https://baseballsavant.mlb.com/sporty-videos?playId=aba8d865-a279-4a51-b141-94c9e82868f8</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >2.4418</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >1460</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=cc383e59-619f-4657-a698-8109839f2424\">https://baseballsavant.mlb.com/sporty-videos?playId=cc383e59-619f-4657-a698-8109839f2424</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a09faaad-ad4a-4675-9809-364135bf34d0\">https://baseballsavant.mlb.com/sporty-videos?playId=a09faaad-ad4a-4675-9809-364135bf34d0</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >2.4703</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >1488</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=800f824a-083e-41f2-9855-9afe90e46c24\">https://baseballsavant.mlb.com/sporty-videos?playId=800f824a-083e-41f2-9855-9afe90e46c24</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e963811c-140d-42ff-8f50-1f4795935aa0\">https://baseballsavant.mlb.com/sporty-videos?playId=e963811c-140d-42ff-8f50-1f4795935aa0</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >2.79292</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >1384</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6fbe6433-a074-42ca-892e-97ecefb5a416\">https://baseballsavant.mlb.com/sporty-videos?playId=6fbe6433-a074-42ca-892e-97ecefb5a416</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7\">https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >2.8015</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >1307</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1be5d6ea-d796-4b0c-aa76-011e8476de26\">https://baseballsavant.mlb.com/sporty-videos?playId=1be5d6ea-d796-4b0c-aa76-011e8476de26</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b2b2d682-82cd-4d29-adbf-a44ea96df510\">https://baseballsavant.mlb.com/sporty-videos?playId=b2b2d682-82cd-4d29-adbf-a44ea96df510</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >2.82057</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >1576</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6b2fb015-210c-49e5-8235-e440cc4983e2\">https://baseballsavant.mlb.com/sporty-videos?playId=6b2fb015-210c-49e5-8235-e440cc4983e2</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7\">https://baseballsavant.mlb.com/sporty-videos?playId=150068b7-ac14-42a6-bea5-c2c87c5885b7</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >2.82814</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >1371</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >changeup</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >6.0</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e2358d0e-4016-4e0b-b2f6-5f0c88f5844e\">https://baseballsavant.mlb.com/sporty-videos?playId=e2358d0e-4016-4e0b-b2f6-5f0c88f5844e</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce\">https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >2.86838</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >1549</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >6.0</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1364013f-d354-4854-955f-2696b9789fe2\">https://baseballsavant.mlb.com/sporty-videos?playId=1364013f-d354-4854-955f-2696b9789fe2</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1a30ee96-2586-41d0-9c10-edf9e3de6318\">https://baseballsavant.mlb.com/sporty-videos?playId=1a30ee96-2586-41d0-9c10-edf9e3de6318</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >2.86873</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >1616</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >9.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=39d317e0-8dbe-4e81-b0e0-ba96bb269d52\">https://baseballsavant.mlb.com/sporty-videos?playId=39d317e0-8dbe-4e81-b0e0-ba96bb269d52</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce\">https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >2.88264</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >1345</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b27af0f0-b547-411c-97de-233e691d73f2\">https://baseballsavant.mlb.com/sporty-videos?playId=b27af0f0-b547-411c-97de-233e691d73f2</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a09faaad-ad4a-4675-9809-364135bf34d0\">https://baseballsavant.mlb.com/sporty-videos?playId=a09faaad-ad4a-4675-9809-364135bf34d0</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >2.97214</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >1429</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d0bc2eb6-521b-4ea2-94fe-6163348b3cdb\">https://baseballsavant.mlb.com/sporty-videos?playId=d0bc2eb6-521b-4ea2-94fe-6163348b3cdb</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=c7ee448b-94ff-4926-8c59-59dbd4d93a81\">https://baseballsavant.mlb.com/sporty-videos?playId=c7ee448b-94ff-4926-8c59-59dbd4d93a81</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >3.11699</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >1308</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >changeup</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >changeup</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >6.0</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=b41869c1-2204-42e3-9ccb-38dd5552d998\">https://baseballsavant.mlb.com/sporty-videos?playId=b41869c1-2204-42e3-9ccb-38dd5552d998</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fc8abcff-adb8-4855-b0d9-3250b9726ae0\">https://baseballsavant.mlb.com/sporty-videos?playId=fc8abcff-adb8-4855-b0d9-3250b9726ae0</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >3.24598</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >1522</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >9.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=3b22169c-3756-48a5-95cb-798603195fc2\">https://baseballsavant.mlb.com/sporty-videos?playId=3b22169c-3756-48a5-95cb-798603195fc2</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce\">https://baseballsavant.mlb.com/sporty-videos?playId=a17cd199-f9f2-4d92-9d72-b3e0764904ce</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >3.25115</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >1433</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >changeup</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >6.0</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >8.4</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=86565539-f7b3-4970-a979-d051300e17f4\">https://baseballsavant.mlb.com/sporty-videos?playId=86565539-f7b3-4970-a979-d051300e17f4</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d\">https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >3.31355</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >1423</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >breaking</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >7.2</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >8.4</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=e40166db-1f75-4631-80e4-0e449dc3e8a0\">https://baseballsavant.mlb.com/sporty-videos?playId=e40166db-1f75-4631-80e4-0e449dc3e8a0</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d\">https://baseballsavant.mlb.com/sporty-videos?playId=f9198c79-7049-4e06-8320-bbd8895d225d</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >3.56432</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >1306</th>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >fastball</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >3.6</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >4.8</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_clemlb_texmlb_1</td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2bd3fd09-4e5a-41d6-8287-621dbeed75cf\">https://baseballsavant.mlb.com/sporty-videos?playId=2bd3fd09-4e5a-41d6-8287-621dbeed75cf</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=72f0eee7-6b16-4aa7-82a6-b7ca2fda6481\">https://baseballsavant.mlb.com/sporty-videos?playId=72f0eee7-6b16-4aa7-82a6-b7ca2fda6481</a></td>\n",
       "                        <td id=\"T_58fa2c0c_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >3.57737</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a3d3edc50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Angel Hernandez\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_593c14dc_d973_11e9_9d30_250a945baa9e\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >simple_pitch</th>        <th class=\"col_heading level0 col1\" >close_simple_pitch</th>        <th class=\"col_heading level0 col2\" >break_length</th>        <th class=\"col_heading level0 col3\" >close_break_length</th>        <th class=\"col_heading level0 col4\" >game_id</th>        <th class=\"col_heading level0 col5\" >close_game</th>        <th class=\"col_heading level0 col6\" >url</th>        <th class=\"col_heading level0 col7\" >close_url</th>        <th class=\"col_heading level0 col8\" >distance_to_strike</th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row0\" class=\"row_heading level0 row0\" >1666</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col0\" class=\"data row0 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col1\" class=\"data row0 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col2\" class=\"data row0 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col3\" class=\"data row0 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col4\" class=\"data row0 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col5\" class=\"data row0 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col6\" class=\"data row0 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=efb40e55-57a1-4447-abae-095581d88d0d\">https://baseballsavant.mlb.com/sporty-videos?playId=efb40e55-57a1-4447-abae-095581d88d0d</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col7\" class=\"data row0 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=3fc6c02f-e20d-4425-9086-1026bb87ccd9\">https://baseballsavant.mlb.com/sporty-videos?playId=3fc6c02f-e20d-4425-9086-1026bb87ccd9</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow0_col8\" class=\"data row0 col8\" >1.76873</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row1\" class=\"row_heading level0 row1\" >1688</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col0\" class=\"data row1 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col1\" class=\"data row1 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col2\" class=\"data row1 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col3\" class=\"data row1 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col4\" class=\"data row1 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col5\" class=\"data row1 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col6\" class=\"data row1 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fee3e813-66eb-45db-885c-93d0fc44b08c\">https://baseballsavant.mlb.com/sporty-videos?playId=fee3e813-66eb-45db-885c-93d0fc44b08c</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col7\" class=\"data row1 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=47bea139-f978-4b2b-a223-9790b0a5cd44\">https://baseballsavant.mlb.com/sporty-videos?playId=47bea139-f978-4b2b-a223-9790b0a5cd44</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow1_col8\" class=\"data row1 col8\" >1.78539</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row2\" class=\"row_heading level0 row2\" >1669</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col0\" class=\"data row2 col0\" >changeup</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col1\" class=\"data row2 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col2\" class=\"data row2 col2\" >7.2</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col3\" class=\"data row2 col3\" >7.2</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col4\" class=\"data row2 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col5\" class=\"data row2 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col6\" class=\"data row2 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=7276eaf0-26b4-4cbf-908e-ed1eaa1f2271\">https://baseballsavant.mlb.com/sporty-videos?playId=7276eaf0-26b4-4cbf-908e-ed1eaa1f2271</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col7\" class=\"data row2 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=211f66a7-bb04-46e1-9ebc-8a95716e1ad1\">https://baseballsavant.mlb.com/sporty-videos?playId=211f66a7-bb04-46e1-9ebc-8a95716e1ad1</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow2_col8\" class=\"data row2 col8\" >2.29399</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row3\" class=\"row_heading level0 row3\" >1675</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col0\" class=\"data row3 col0\" >breaking</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col1\" class=\"data row3 col1\" >breaking</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col2\" class=\"data row3 col2\" >8.4</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col3\" class=\"data row3 col3\" >7.2</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col4\" class=\"data row3 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col5\" class=\"data row3 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col6\" class=\"data row3 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fbdbcc1b-9050-41bd-9233-f10bc1f6cea5\">https://baseballsavant.mlb.com/sporty-videos?playId=fbdbcc1b-9050-41bd-9233-f10bc1f6cea5</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col7\" class=\"data row3 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=beb64d87-2eb2-4c56-9656-32e9a45ba5eb\">https://baseballsavant.mlb.com/sporty-videos?playId=beb64d87-2eb2-4c56-9656-32e9a45ba5eb</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow3_col8\" class=\"data row3 col8\" >2.68991</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row4\" class=\"row_heading level0 row4\" >1692</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col0\" class=\"data row4 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col1\" class=\"data row4 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col2\" class=\"data row4 col2\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col3\" class=\"data row4 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col4\" class=\"data row4 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col5\" class=\"data row4 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col6\" class=\"data row4 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=1429cf1b-c990-44f0-be44-2efb896913bf\">https://baseballsavant.mlb.com/sporty-videos?playId=1429cf1b-c990-44f0-be44-2efb896913bf</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col7\" class=\"data row4 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=212fb63a-d258-4691-b3ea-4f02a3111288\">https://baseballsavant.mlb.com/sporty-videos?playId=212fb63a-d258-4691-b3ea-4f02a3111288</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow4_col8\" class=\"data row4 col8\" >3.12243</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row5\" class=\"row_heading level0 row5\" >1620</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col0\" class=\"data row5 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col1\" class=\"data row5 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col2\" class=\"data row5 col2\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col3\" class=\"data row5 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col4\" class=\"data row5 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col5\" class=\"data row5 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col6\" class=\"data row5 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=24e9c4b8-b0e9-4df6-9519-c0d918f3a294\">https://baseballsavant.mlb.com/sporty-videos?playId=24e9c4b8-b0e9-4df6-9519-c0d918f3a294</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col7\" class=\"data row5 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659\">https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow5_col8\" class=\"data row5 col8\" >3.37289</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row6\" class=\"row_heading level0 row6\" >1707</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col0\" class=\"data row6 col0\" >changeup</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col1\" class=\"data row6 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col2\" class=\"data row6 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col3\" class=\"data row6 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col4\" class=\"data row6 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col5\" class=\"data row6 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col6\" class=\"data row6 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a7b6f5b5-84bf-4e75-9dee-dadd2eff845c\">https://baseballsavant.mlb.com/sporty-videos?playId=a7b6f5b5-84bf-4e75-9dee-dadd2eff845c</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col7\" class=\"data row6 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=47bea139-f978-4b2b-a223-9790b0a5cd44\">https://baseballsavant.mlb.com/sporty-videos?playId=47bea139-f978-4b2b-a223-9790b0a5cd44</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow6_col8\" class=\"data row6 col8\" >3.77576</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row7\" class=\"row_heading level0 row7\" >1826</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col0\" class=\"data row7 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col1\" class=\"data row7 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col2\" class=\"data row7 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col3\" class=\"data row7 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col4\" class=\"data row7 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col5\" class=\"data row7 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col6\" class=\"data row7 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=299604fb-bec4-485c-82fb-6a97a47f821c\">https://baseballsavant.mlb.com/sporty-videos?playId=299604fb-bec4-485c-82fb-6a97a47f821c</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col7\" class=\"data row7 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f63b5dad-86fd-4378-b341-fb4b7fe8d037\">https://baseballsavant.mlb.com/sporty-videos?playId=f63b5dad-86fd-4378-b341-fb4b7fe8d037</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow7_col8\" class=\"data row7 col8\" >3.79479</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row8\" class=\"row_heading level0 row8\" >1633</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col0\" class=\"data row8 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col1\" class=\"data row8 col1\" >changeup</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col2\" class=\"data row8 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col3\" class=\"data row8 col3\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col4\" class=\"data row8 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col5\" class=\"data row8 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col6\" class=\"data row8 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=a64c1bcc-2579-4b36-bff0-651a6fe6a001\">https://baseballsavant.mlb.com/sporty-videos?playId=a64c1bcc-2579-4b36-bff0-651a6fe6a001</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col7\" class=\"data row8 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=dc7d8665-5ffd-4c45-8dcb-ee268034634d\">https://baseballsavant.mlb.com/sporty-videos?playId=dc7d8665-5ffd-4c45-8dcb-ee268034634d</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow8_col8\" class=\"data row8 col8\" >3.79605</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row9\" class=\"row_heading level0 row9\" >1792</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col0\" class=\"data row9 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col1\" class=\"data row9 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col2\" class=\"data row9 col2\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col3\" class=\"data row9 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col4\" class=\"data row9 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col5\" class=\"data row9 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col6\" class=\"data row9 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=5b5b5298-a45a-485e-ab82-8177a116a36b\">https://baseballsavant.mlb.com/sporty-videos?playId=5b5b5298-a45a-485e-ab82-8177a116a36b</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col7\" class=\"data row9 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f7d6cf6e-0c5f-44fe-bc8a-de717a93a4dd\">https://baseballsavant.mlb.com/sporty-videos?playId=f7d6cf6e-0c5f-44fe-bc8a-de717a93a4dd</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow9_col8\" class=\"data row9 col8\" >4.02114</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row10\" class=\"row_heading level0 row10\" >1801</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col0\" class=\"data row10 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col1\" class=\"data row10 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col2\" class=\"data row10 col2\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col3\" class=\"data row10 col3\" >7.2</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col4\" class=\"data row10 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col5\" class=\"data row10 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col6\" class=\"data row10 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=62559b2c-c894-44dc-9e17-a4779fab9ac1\">https://baseballsavant.mlb.com/sporty-videos?playId=62559b2c-c894-44dc-9e17-a4779fab9ac1</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col7\" class=\"data row10 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=211f66a7-bb04-46e1-9ebc-8a95716e1ad1\">https://baseballsavant.mlb.com/sporty-videos?playId=211f66a7-bb04-46e1-9ebc-8a95716e1ad1</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow10_col8\" class=\"data row10 col8\" >4.1132</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row11\" class=\"row_heading level0 row11\" >1646</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col0\" class=\"data row11 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col1\" class=\"data row11 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col2\" class=\"data row11 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col3\" class=\"data row11 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col4\" class=\"data row11 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col5\" class=\"data row11 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col6\" class=\"data row11 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d50e1641-f8f0-4987-ab85-e36eb07c5d22\">https://baseballsavant.mlb.com/sporty-videos?playId=d50e1641-f8f0-4987-ab85-e36eb07c5d22</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col7\" class=\"data row11 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659\">https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow11_col8\" class=\"data row11 col8\" >4.12921</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row12\" class=\"row_heading level0 row12\" >1668</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col0\" class=\"data row12 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col1\" class=\"data row12 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col2\" class=\"data row12 col2\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col3\" class=\"data row12 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col4\" class=\"data row12 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col5\" class=\"data row12 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col6\" class=\"data row12 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=2985e6d0-deaa-40e3-b8b8-a71aa7e6c2fe\">https://baseballsavant.mlb.com/sporty-videos?playId=2985e6d0-deaa-40e3-b8b8-a71aa7e6c2fe</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col7\" class=\"data row12 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=31fe45c7-2305-4d4f-ac3d-0b1a4d6b6262\">https://baseballsavant.mlb.com/sporty-videos?playId=31fe45c7-2305-4d4f-ac3d-0b1a4d6b6262</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow12_col8\" class=\"data row12 col8\" >4.17488</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row13\" class=\"row_heading level0 row13\" >1730</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col0\" class=\"data row13 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col1\" class=\"data row13 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col2\" class=\"data row13 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col3\" class=\"data row13 col3\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col4\" class=\"data row13 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col5\" class=\"data row13 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col6\" class=\"data row13 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d94120d1-c732-4437-97f9-f50a11a63fc8\">https://baseballsavant.mlb.com/sporty-videos?playId=d94120d1-c732-4437-97f9-f50a11a63fc8</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col7\" class=\"data row13 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=83d38cdb-c35e-41e2-9e9b-4c23ce9023bc\">https://baseballsavant.mlb.com/sporty-videos?playId=83d38cdb-c35e-41e2-9e9b-4c23ce9023bc</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow13_col8\" class=\"data row13 col8\" >4.1823</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row14\" class=\"row_heading level0 row14\" >1808</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col0\" class=\"data row14 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col1\" class=\"data row14 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col2\" class=\"data row14 col2\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col3\" class=\"data row14 col3\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col4\" class=\"data row14 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col5\" class=\"data row14 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col6\" class=\"data row14 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=0b92c1e1-d2b2-4916-b954-e8cfea7ef9bd\">https://baseballsavant.mlb.com/sporty-videos?playId=0b92c1e1-d2b2-4916-b954-e8cfea7ef9bd</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col7\" class=\"data row14 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=83d38cdb-c35e-41e2-9e9b-4c23ce9023bc\">https://baseballsavant.mlb.com/sporty-videos?playId=83d38cdb-c35e-41e2-9e9b-4c23ce9023bc</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow14_col8\" class=\"data row14 col8\" >4.22062</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row15\" class=\"row_heading level0 row15\" >1674</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col0\" class=\"data row15 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col1\" class=\"data row15 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col2\" class=\"data row15 col2\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col3\" class=\"data row15 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col4\" class=\"data row15 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col5\" class=\"data row15 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col6\" class=\"data row15 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fdb2358c-dee4-427f-bf54-62c45e6cb044\">https://baseballsavant.mlb.com/sporty-videos?playId=fdb2358c-dee4-427f-bf54-62c45e6cb044</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col7\" class=\"data row15 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fe7c3747-637c-4e1d-9cf2-f09659e958b5\">https://baseballsavant.mlb.com/sporty-videos?playId=fe7c3747-637c-4e1d-9cf2-f09659e958b5</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow15_col8\" class=\"data row15 col8\" >4.33617</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row16\" class=\"row_heading level0 row16\" >1827</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col0\" class=\"data row16 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col1\" class=\"data row16 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col2\" class=\"data row16 col2\" >6.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col3\" class=\"data row16 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col4\" class=\"data row16 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col5\" class=\"data row16 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col6\" class=\"data row16 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=398b1fdd-6af0-4550-8f22-7be6a6f6aa9c\">https://baseballsavant.mlb.com/sporty-videos?playId=398b1fdd-6af0-4550-8f22-7be6a6f6aa9c</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col7\" class=\"data row16 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659\">https://baseballsavant.mlb.com/sporty-videos?playId=35ffdc2f-a922-4b54-84f2-783cac774659</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow16_col8\" class=\"data row16 col8\" >4.37264</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row17\" class=\"row_heading level0 row17\" >1835</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col0\" class=\"data row17 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col1\" class=\"data row17 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col2\" class=\"data row17 col2\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col3\" class=\"data row17 col3\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col4\" class=\"data row17 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col5\" class=\"data row17 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col6\" class=\"data row17 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=f8bf6455-85ef-49b4-b542-a9629225a1ce\">https://baseballsavant.mlb.com/sporty-videos?playId=f8bf6455-85ef-49b4-b542-a9629225a1ce</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col7\" class=\"data row17 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=6e300b5c-ecb2-437a-a4f2-fbd98be84fca\">https://baseballsavant.mlb.com/sporty-videos?playId=6e300b5c-ecb2-437a-a4f2-fbd98be84fca</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow17_col8\" class=\"data row17 col8\" >4.62973</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row18\" class=\"row_heading level0 row18\" >1720</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col0\" class=\"data row18 col0\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col1\" class=\"data row18 col1\" >fastball</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col2\" class=\"data row18 col2\" >4.8</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col3\" class=\"data row18 col3\" >3.6</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col4\" class=\"data row18 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col5\" class=\"data row18 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col6\" class=\"data row18 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=3debbc7d-3d32-48a8-af91-b0b747e8c349\">https://baseballsavant.mlb.com/sporty-videos?playId=3debbc7d-3d32-48a8-af91-b0b747e8c349</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col7\" class=\"data row18 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=fe7c3747-637c-4e1d-9cf2-f09659e958b5\">https://baseballsavant.mlb.com/sporty-videos?playId=fe7c3747-637c-4e1d-9cf2-f09659e958b5</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow18_col8\" class=\"data row18 col8\" >4.74536</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_593c14dc_d973_11e9_9d30_250a945baa9elevel0_row19\" class=\"row_heading level0 row19\" >1848</th>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col0\" class=\"data row19 col0\" >breaking</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col1\" class=\"data row19 col1\" >breaking</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col2\" class=\"data row19 col2\" >12.0</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col3\" class=\"data row19 col3\" >14.4</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col4\" class=\"data row19 col4\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col5\" class=\"data row19 col5\" >gid_2019_06_19_colmlb_arimlb_1</td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col6\" class=\"data row19 col6\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=7a008f9a-931a-462c-a4d0-7e33460db051\">https://baseballsavant.mlb.com/sporty-videos?playId=7a008f9a-931a-462c-a4d0-7e33460db051</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col7\" class=\"data row19 col7\" ><a target=\"_blank\" href=\"https://baseballsavant.mlb.com/sporty-videos?playId=d2435cb9-2d4a-446f-bd10-4cc72a7e6013\">https://baseballsavant.mlb.com/sporty-videos?playId=d2435cb9-2d4a-446f-bd10-4cc72a7e6013</a></td>\n",
       "                        <td id=\"T_593c14dc_d973_11e9_9d30_250a945baa9erow19_col8\" class=\"data row19 col8\" >4.93352</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7f9a3d3e1358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# this code will list through all the umpires and put their top pairs of different calls based on how alike they were. both break length and break angle are taken into account for likeness\n",
    "\n",
    "def closest_point(point, points):\n",
    "    \"\"\" Find closest point from a list of points. \"\"\"\n",
    "    return points[cdist([point], points).argmin()]\n",
    "\n",
    "def match_value(df, col1, x, col2):\n",
    "    \"\"\" Match value x from col1 row to value in col2. \"\"\"\n",
    "    return df[df[col1] == x][col2].values[0]\n",
    "\n",
    "# this is where the magic happens\n",
    "for ump in df_ab[\"home_ump\"].unique():\n",
    "    print(ump)\n",
    "    df1 = called_strikes.query(f'home_ump == \"{ump}\"').copy()\n",
    "    df2 = called_balls.query(f'home_ump == \"{ump}\"').copy()\n",
    "\n",
    "    df1['point'] = [(x, y, a,b) for x,y,a,b in zip(df1['px'] * 10, df1['pz'] * 10,df1['break_length'].astype(float),df1['break_angle'].astype(float)/10)]\n",
    "    df2['point'] = [(x, y, a,b) for x,y,a,b in zip(df2['px'] * 10, df2['pz'] * 10,df2['break_length'].astype(float),df2['break_angle'].astype(float)/10)]\n",
    "\n",
    "    df2['closest'] = [closest_point(x, list(df1['point'])) for x in df2['point']]\n",
    "    df2['close_guid'] = [match_value(df1, 'point', x, 'play_guid') for x in df2['closest']]\n",
    "    df2['close_url'] = df2.close_guid.apply(lambda x: f\"https://baseballsavant.mlb.com/sporty-videos?playId={x}\")\n",
    "    df2['close_game'] = [match_value(df1, 'point', x, 'game_id') for x in df2['closest']]\n",
    "    df2['close_simple_pitch'] = [match_value(df1, 'point', x, 'simple_pitch') for x in df2['closest']]\n",
    "    df2['close_break_length'] = [match_value(df1, 'point', x, 'break_length') for x in df2['closest']]\n",
    "    df2['close_break_angle'] = [match_value(df1, 'point', x, 'break_angle') for x in df2['closest']]\n",
    "    \n",
    "    df2[\"distance_to_strike\"] = df2.apply(lambda row: distance.euclidean(row.point,row.closest), axis=1)\n",
    "    display(df2[df2.game_id == df2.close_game][\"simple_pitch,close_simple_pitch,break_length,close_break_length,game_id,close_game,url,close_url,distance_to_strike\".split(\",\")].sort_values([\"game_id\",\"distance_to_strike\"]).head(20).style.format({'url': make_clickable,'close_url': make_clickable}))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
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  "language_info": {
   "codemirror_mode": {
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   "nbconvert_exporter": "python",
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