Kobe_data.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据分析——科比职业生涯的投篮"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "作为科比的球迷，即使科比退役了，但是还是时不时的会提到他，作为一代人的篮球偶像，科比影响了很多人的打球方式。上一次写了一篇也是科比的数据分析，不过重点是在得分上。这一次，让我们聚焦于进攻方式，用数据来呈现科比职业生涯的打球方式吧！然后来看看如何防守才能最大化阻碍科比的进攻！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "和往常一样，第一步是导入数据，查看数据的基本情况.因为是篮球领域的数据，所以可能有一些小伙伴看不懂，不过没关系，后面如果有涉及到的维度，我都会进行简短的说明的。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>game_event_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>loc_x</th>\n",
       "      <th>loc_y</th>\n",
       "      <th>lon</th>\n",
       "      <th>minutes_remaining</th>\n",
       "      <th>period</th>\n",
       "      <th>...</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>shot_zone_area</th>\n",
       "      <th>shot_zone_basic</th>\n",
       "      <th>shot_zone_range</th>\n",
       "      <th>team_id</th>\n",
       "      <th>team_name</th>\n",
       "      <th>game_date</th>\n",
       "      <th>matchup</th>\n",
       "      <th>opponent</th>\n",
       "      <th>shot_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>10</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>167</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.1028</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>12</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-157</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4268</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>35</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9093</td>\n",
       "      <td>-101</td>\n",
       "      <td>135</td>\n",
       "      <td>-118.3708</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>43</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.8693</td>\n",
       "      <td>138</td>\n",
       "      <td>175</td>\n",
       "      <td>-118.1318</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>155</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>244</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0553</td>\n",
       "      <td>-145</td>\n",
       "      <td>-11</td>\n",
       "      <td>-118.4148</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>251</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>254</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0163</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>265</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9363</td>\n",
       "      <td>-65</td>\n",
       "      <td>108</td>\n",
       "      <td>-118.3348</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>294</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9193</td>\n",
       "      <td>-33</td>\n",
       "      <td>125</td>\n",
       "      <td>-118.3028</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>309</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.8063</td>\n",
       "      <td>-94</td>\n",
       "      <td>238</td>\n",
       "      <td>-118.3638</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>4</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9173</td>\n",
       "      <td>121</td>\n",
       "      <td>127</td>\n",
       "      <td>-118.1488</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>27</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9343</td>\n",
       "      <td>-67</td>\n",
       "      <td>110</td>\n",
       "      <td>-118.3368</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>66</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0403</td>\n",
       "      <td>-94</td>\n",
       "      <td>4</td>\n",
       "      <td>-118.3638</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>80</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9973</td>\n",
       "      <td>-23</td>\n",
       "      <td>47</td>\n",
       "      <td>-118.2928</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>86</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8523</td>\n",
       "      <td>62</td>\n",
       "      <td>192</td>\n",
       "      <td>-118.2078</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>100</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>138</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8183</td>\n",
       "      <td>-117</td>\n",
       "      <td>226</td>\n",
       "      <td>-118.3868</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>244</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9473</td>\n",
       "      <td>-132</td>\n",
       "      <td>97</td>\n",
       "      <td>-118.4018</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>249</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>255</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9003</td>\n",
       "      <td>3</td>\n",
       "      <td>144</td>\n",
       "      <td>-118.2668</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>265</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9173</td>\n",
       "      <td>134</td>\n",
       "      <td>127</td>\n",
       "      <td>-118.1358</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>274</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9343</td>\n",
       "      <td>-16</td>\n",
       "      <td>110</td>\n",
       "      <td>-118.2858</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>299</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8943</td>\n",
       "      <td>-109</td>\n",
       "      <td>150</td>\n",
       "      <td>-118.3788</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>307</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9813</td>\n",
       "      <td>-46</td>\n",
       "      <td>63</td>\n",
       "      <td>-118.3158</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>332</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>345</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8483</td>\n",
       "      <td>-58</td>\n",
       "      <td>196</td>\n",
       "      <td>-118.3278</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>369</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8583</td>\n",
       "      <td>-183</td>\n",
       "      <td>186</td>\n",
       "      <td>-118.4528</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>400</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8713</td>\n",
       "      <td>85</td>\n",
       "      <td>173</td>\n",
       "      <td>-118.1848</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>429</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9573</td>\n",
       "      <td>3</td>\n",
       "      <td>87</td>\n",
       "      <td>-118.2668</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>368</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.7943</td>\n",
       "      <td>40</td>\n",
       "      <td>250</td>\n",
       "      <td>-118.2298</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30668</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>386</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.8223</td>\n",
       "      <td>-23</td>\n",
       "      <td>222</td>\n",
       "      <td>-118.2928</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30669</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30669</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>425</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.9913</td>\n",
       "      <td>171</td>\n",
       "      <td>53</td>\n",
       "      <td>-118.0988</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>15</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0283</td>\n",
       "      <td>-74</td>\n",
       "      <td>16</td>\n",
       "      <td>-118.3438</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>25</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>29</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9893</td>\n",
       "      <td>89</td>\n",
       "      <td>55</td>\n",
       "      <td>-118.1808</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>36</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.1528</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>81</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>117</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.1528</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30675</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>84</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>-134</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.4038</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>98</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-141</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>101</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9013</td>\n",
       "      <td>-113</td>\n",
       "      <td>143</td>\n",
       "      <td>-118.3828</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>181</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0283</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>-118.2558</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>212</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30680</th>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>213</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>218</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7833</td>\n",
       "      <td>-18</td>\n",
       "      <td>261</td>\n",
       "      <td>-118.2878</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30682</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>226</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9963</td>\n",
       "      <td>-68</td>\n",
       "      <td>48</td>\n",
       "      <td>-118.3378</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>228</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>1</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>231</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9553</td>\n",
       "      <td>-96</td>\n",
       "      <td>89</td>\n",
       "      <td>-118.3658</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>249</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7943</td>\n",
       "      <td>81</td>\n",
       "      <td>250</td>\n",
       "      <td>-118.1888</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30686</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>268</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9513</td>\n",
       "      <td>16</td>\n",
       "      <td>93</td>\n",
       "      <td>-118.2538</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>284</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9443</td>\n",
       "      <td>40</td>\n",
       "      <td>100</td>\n",
       "      <td>-118.2298</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>308</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9833</td>\n",
       "      <td>-126</td>\n",
       "      <td>61</td>\n",
       "      <td>-118.3958</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>326</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.3653</td>\n",
       "      <td>-12</td>\n",
       "      <td>679</td>\n",
       "      <td>-118.2818</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>331</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9443</td>\n",
       "      <td>-113</td>\n",
       "      <td>100</td>\n",
       "      <td>-118.3828</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>382</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30692</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>397</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9963</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30693</th>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>398</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>426</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8783</td>\n",
       "      <td>-134</td>\n",
       "      <td>166</td>\n",
       "      <td>-118.4038</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>448</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7773</td>\n",
       "      <td>31</td>\n",
       "      <td>267</td>\n",
       "      <td>-118.2388</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>471</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>30697 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              action_type combined_shot_type  game_event_id   game_id  \\\n",
       "0               Jump Shot          Jump Shot             10  20000012   \n",
       "1               Jump Shot          Jump Shot             12  20000012   \n",
       "2               Jump Shot          Jump Shot             35  20000012   \n",
       "3               Jump Shot          Jump Shot             43  20000012   \n",
       "4       Driving Dunk Shot               Dunk            155  20000012   \n",
       "5               Jump Shot          Jump Shot            244  20000012   \n",
       "6              Layup Shot              Layup            251  20000012   \n",
       "7               Jump Shot          Jump Shot            254  20000012   \n",
       "8               Jump Shot          Jump Shot            265  20000012   \n",
       "9       Running Jump Shot          Jump Shot            294  20000012   \n",
       "10              Jump Shot          Jump Shot            309  20000012   \n",
       "11              Jump Shot          Jump Shot              4  20000019   \n",
       "12      Running Jump Shot          Jump Shot             27  20000019   \n",
       "13              Jump Shot          Jump Shot             66  20000019   \n",
       "14              Jump Shot          Jump Shot             80  20000019   \n",
       "15              Jump Shot          Jump Shot             86  20000019   \n",
       "16     Driving Layup Shot              Layup            100  20000019   \n",
       "17              Jump Shot          Jump Shot            138  20000019   \n",
       "18              Jump Shot          Jump Shot            244  20000019   \n",
       "19     Driving Layup Shot              Layup            249  20000019   \n",
       "20              Jump Shot          Jump Shot            255  20000019   \n",
       "21              Jump Shot          Jump Shot            265  20000019   \n",
       "22      Running Jump Shot          Jump Shot            274  20000019   \n",
       "23      Running Jump Shot          Jump Shot            299  20000019   \n",
       "24      Running Jump Shot          Jump Shot            307  20000019   \n",
       "25             Layup Shot              Layup            332  20000019   \n",
       "26              Jump Shot          Jump Shot            345  20000019   \n",
       "27              Jump Shot          Jump Shot            369  20000019   \n",
       "28              Jump Shot          Jump Shot            400  20000019   \n",
       "29              Jump Shot          Jump Shot            429  20000019   \n",
       "...                   ...                ...            ...       ...   \n",
       "30667           Jump Shot          Jump Shot            368  49900087   \n",
       "30668           Jump Shot          Jump Shot            386  49900087   \n",
       "30669           Jump Shot          Jump Shot            425  49900087   \n",
       "30670   Running Jump Shot          Jump Shot             15  49900088   \n",
       "30671  Driving Layup Shot              Layup             25  49900088   \n",
       "30672           Jump Shot          Jump Shot             29  49900088   \n",
       "30673           Jump Shot          Jump Shot             36  49900088   \n",
       "30674           Jump Shot          Jump Shot             81  49900088   \n",
       "30675           Jump Shot          Jump Shot             84  49900088   \n",
       "30676   Running Jump Shot          Jump Shot             98  49900088   \n",
       "30677           Jump Shot          Jump Shot            101  49900088   \n",
       "30678  Driving Layup Shot              Layup            181  49900088   \n",
       "30679          Layup Shot              Layup            212  49900088   \n",
       "30680            Tip Shot           Tip Shot            213  49900088   \n",
       "30681           Jump Shot          Jump Shot            218  49900088   \n",
       "30682   Running Jump Shot          Jump Shot            226  49900088   \n",
       "30683           Jump Shot          Jump Shot            228  49900088   \n",
       "30684           Jump Shot          Jump Shot            231  49900088   \n",
       "30685           Jump Shot          Jump Shot            249  49900088   \n",
       "30686   Running Jump Shot          Jump Shot            268  49900088   \n",
       "30687           Jump Shot          Jump Shot            284  49900088   \n",
       "30688           Jump Shot          Jump Shot            308  49900088   \n",
       "30689           Jump Shot          Jump Shot            326  49900088   \n",
       "30690           Jump Shot          Jump Shot            331  49900088   \n",
       "30691  Driving Layup Shot              Layup            382  49900088   \n",
       "30692           Jump Shot          Jump Shot            397  49900088   \n",
       "30693            Tip Shot           Tip Shot            398  49900088   \n",
       "30694   Running Jump Shot          Jump Shot            426  49900088   \n",
       "30695           Jump Shot          Jump Shot            448  49900088   \n",
       "30696           Jump Shot          Jump Shot            471  49900088   \n",
       "\n",
       "           lat  loc_x  loc_y       lon  minutes_remaining  period   ...     \\\n",
       "0      33.9723    167     72 -118.1028                 10       1   ...      \n",
       "1      34.0443   -157      0 -118.4268                 10       1   ...      \n",
       "2      33.9093   -101    135 -118.3708                  7       1   ...      \n",
       "3      33.8693    138    175 -118.1318                  6       1   ...      \n",
       "4      34.0443      0      0 -118.2698                  6       2   ...      \n",
       "5      34.0553   -145    -11 -118.4148                  9       3   ...      \n",
       "6      34.0443      0      0 -118.2698                  8       3   ...      \n",
       "7      34.0163      1     28 -118.2688                  8       3   ...      \n",
       "8      33.9363    -65    108 -118.3348                  6       3   ...      \n",
       "9      33.9193    -33    125 -118.3028                  3       3   ...      \n",
       "10     33.8063    -94    238 -118.3638                  1       3   ...      \n",
       "11     33.9173    121    127 -118.1488                 11       1   ...      \n",
       "12     33.9343    -67    110 -118.3368                  7       1   ...      \n",
       "13     34.0403    -94      4 -118.3638                  2       1   ...      \n",
       "14     33.9973    -23     47 -118.2928                  1       1   ...      \n",
       "15     33.8523     62    192 -118.2078                  0       1   ...      \n",
       "16     34.0443      0      0 -118.2698                  0       1   ...      \n",
       "17     33.8183   -117    226 -118.3868                  8       2   ...      \n",
       "18     33.9473   -132     97 -118.4018                 11       3   ...      \n",
       "19     34.0443      0      0 -118.2698                 10       3   ...      \n",
       "20     33.9003      3    144 -118.2668                 10       3   ...      \n",
       "21     33.9173    134    127 -118.1358                  9       3   ...      \n",
       "22     33.9343    -16    110 -118.2858                  7       3   ...      \n",
       "23     33.8943   -109    150 -118.3788                  5       3   ...      \n",
       "24     33.9813    -46     63 -118.3158                  5       3   ...      \n",
       "25     34.0443      0      0 -118.2698                  2       3   ...      \n",
       "26     33.8483    -58    196 -118.3278                  2       3   ...      \n",
       "27     33.8583   -183    186 -118.4528                  0       3   ...      \n",
       "28     33.8713     85    173 -118.1848                  8       4   ...      \n",
       "29     33.9573      3     87 -118.2668                  6       4   ...      \n",
       "...        ...    ...    ...       ...                ...     ...   ...      \n",
       "30667  33.7943     40    250 -118.2298                  9       4   ...      \n",
       "30668  33.8223    -23    222 -118.2928                  7       4   ...      \n",
       "30669  33.9913    171     53 -118.0988                  3       4   ...      \n",
       "30670  34.0283    -74     16 -118.3438                  9       1   ...      \n",
       "30671  34.0443      0      0 -118.2698                  8       1   ...      \n",
       "30672  33.9893     89     55 -118.1808                  8       1   ...      \n",
       "30673  34.0443    117      0 -118.1528                  7       1   ...      \n",
       "30674  33.8283    117    216 -118.1528                  2       1   ...      \n",
       "30675  33.8283   -134    216 -118.4038                  2       1   ...      \n",
       "30676  34.0443   -141      0 -118.4108                  0       1   ...      \n",
       "30677  33.9013   -113    143 -118.3828                  0       1   ...      \n",
       "30678  34.0283     14     16 -118.2558                  3       2   ...      \n",
       "30679  34.0443      0      0 -118.2698                  0       2   ...      \n",
       "30680  34.0443      0      0 -118.2698                  0       2   ...      \n",
       "30681  33.7833    -18    261 -118.2878                  0       2   ...      \n",
       "30682  33.9963    -68     48 -118.3378                 11       3   ...      \n",
       "30683  33.8283      1    216 -118.2688                 10       3   ...      \n",
       "30684  33.9553    -96     89 -118.3658                 10       3   ...      \n",
       "30685  33.7943     81    250 -118.1888                  7       3   ...      \n",
       "30686  33.9513     16     93 -118.2538                  5       3   ...      \n",
       "30687  33.9443     40    100 -118.2298                  3       3   ...      \n",
       "30688  33.9833   -126     61 -118.3958                  1       3   ...      \n",
       "30689  33.3653    -12    679 -118.2818                  0       3   ...      \n",
       "30690  33.9443   -113    100 -118.3828                 11       4   ...      \n",
       "30691  34.0443      0      0 -118.2698                  7       4   ...      \n",
       "30692  33.9963      1     48 -118.2688                  6       4   ...      \n",
       "30693  34.0443      0      0 -118.2698                  6       4   ...      \n",
       "30694  33.8783   -134    166 -118.4038                  3       4   ...      \n",
       "30695  33.7773     31    267 -118.2388                  2       4   ...      \n",
       "30696  33.9723      1     72 -118.2688                  0       4   ...      \n",
       "\n",
       "            shot_type         shot_zone_area        shot_zone_basic  \\\n",
       "0      2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "1      2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "2      2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "3      2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "4      2PT Field Goal              Center(C)        Restricted Area   \n",
       "5      2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "6      2PT Field Goal              Center(C)        Restricted Area   \n",
       "7      2PT Field Goal              Center(C)        Restricted Area   \n",
       "8      2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "9      2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "10     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "11     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "12     2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "13     2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "14     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "15     2PT Field Goal              Center(C)              Mid-Range   \n",
       "16     2PT Field Goal              Center(C)        Restricted Area   \n",
       "17     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "18     2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "19     2PT Field Goal              Center(C)        Restricted Area   \n",
       "20     2PT Field Goal              Center(C)              Mid-Range   \n",
       "21     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "22     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "23     2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "24     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "25     2PT Field Goal              Center(C)        Restricted Area   \n",
       "26     2PT Field Goal              Center(C)              Mid-Range   \n",
       "27     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "28     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "29     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "...               ...                    ...                    ...   \n",
       "30667  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30668  2PT Field Goal              Center(C)              Mid-Range   \n",
       "30669  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30670  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30671  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30672  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30673  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30674  3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "30675  3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "30676  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30677  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30678  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30679  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30680  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30681  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30682  2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "30683  2PT Field Goal              Center(C)              Mid-Range   \n",
       "30684  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30685  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30686  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30687  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30688  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30689  3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "30690  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30691  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30692  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30693  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30694  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30695  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30696  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "\n",
       "       shot_zone_range     team_id           team_name   game_date  \\\n",
       "0            16-24 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "1             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "2            16-24 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "3            16-24 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "4      Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "5             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "6      Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "7      Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "8             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "9             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "10             24+ ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "11           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "12            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "13            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "14     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "15           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "16     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "17             24+ ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "18           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "19     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "20            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "21           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "22            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "23           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "24     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "25     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "26           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "27             24+ ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "28           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "29            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "...                ...         ...                 ...         ...   \n",
       "30667          24+ ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30668        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30669        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30670  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30671  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30672         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30673         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30674          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30675          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30676         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30677        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30678  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30679  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30680  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30681          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30682         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30683        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30684         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30685          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30686         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30687         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30688         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30689  Back Court Shot  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30690         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30691  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30692  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30693  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30694        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30695          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30696  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "\n",
       "           matchup opponent  shot_id  \n",
       "0        LAL @ POR      POR        1  \n",
       "1        LAL @ POR      POR        2  \n",
       "2        LAL @ POR      POR        3  \n",
       "3        LAL @ POR      POR        4  \n",
       "4        LAL @ POR      POR        5  \n",
       "5        LAL @ POR      POR        6  \n",
       "6        LAL @ POR      POR        7  \n",
       "7        LAL @ POR      POR        8  \n",
       "8        LAL @ POR      POR        9  \n",
       "9        LAL @ POR      POR       10  \n",
       "10       LAL @ POR      POR       11  \n",
       "11     LAL vs. UTA      UTA       12  \n",
       "12     LAL vs. UTA      UTA       13  \n",
       "13     LAL vs. UTA      UTA       14  \n",
       "14     LAL vs. UTA      UTA       15  \n",
       "15     LAL vs. UTA      UTA       16  \n",
       "16     LAL vs. UTA      UTA       17  \n",
       "17     LAL vs. UTA      UTA       18  \n",
       "18     LAL vs. UTA      UTA       19  \n",
       "19     LAL vs. UTA      UTA       20  \n",
       "20     LAL vs. UTA      UTA       21  \n",
       "21     LAL vs. UTA      UTA       22  \n",
       "22     LAL vs. UTA      UTA       23  \n",
       "23     LAL vs. UTA      UTA       24  \n",
       "24     LAL vs. UTA      UTA       25  \n",
       "25     LAL vs. UTA      UTA       26  \n",
       "26     LAL vs. UTA      UTA       27  \n",
       "27     LAL vs. UTA      UTA       28  \n",
       "28     LAL vs. UTA      UTA       29  \n",
       "29     LAL vs. UTA      UTA       30  \n",
       "...            ...      ...      ...  \n",
       "30667    LAL @ IND      IND    30668  \n",
       "30668    LAL @ IND      IND    30669  \n",
       "30669    LAL @ IND      IND    30670  \n",
       "30670  LAL vs. IND      IND    30671  \n",
       "30671  LAL vs. IND      IND    30672  \n",
       "30672  LAL vs. IND      IND    30673  \n",
       "30673  LAL vs. IND      IND    30674  \n",
       "30674  LAL vs. IND      IND    30675  \n",
       "30675  LAL vs. IND      IND    30676  \n",
       "30676  LAL vs. IND      IND    30677  \n",
       "30677  LAL vs. IND      IND    30678  \n",
       "30678  LAL vs. IND      IND    30679  \n",
       "30679  LAL vs. IND      IND    30680  \n",
       "30680  LAL vs. IND      IND    30681  \n",
       "30681  LAL vs. IND      IND    30682  \n",
       "30682  LAL vs. IND      IND    30683  \n",
       "30683  LAL vs. IND      IND    30684  \n",
       "30684  LAL vs. IND      IND    30685  \n",
       "30685  LAL vs. IND      IND    30686  \n",
       "30686  LAL vs. IND      IND    30687  \n",
       "30687  LAL vs. IND      IND    30688  \n",
       "30688  LAL vs. IND      IND    30689  \n",
       "30689  LAL vs. IND      IND    30690  \n",
       "30690  LAL vs. IND      IND    30691  \n",
       "30691  LAL vs. IND      IND    30692  \n",
       "30692  LAL vs. IND      IND    30693  \n",
       "30693  LAL vs. IND      IND    30694  \n",
       "30694  LAL vs. IND      IND    30695  \n",
       "30695  LAL vs. IND      IND    30696  \n",
       "30696  LAL vs. IND      IND    30697  \n",
       "\n",
       "[30697 rows x 25 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "data = pd.read_csv(r'F:\\Python Workspace\\kobe_data.csv')\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>game_event_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>loc_x</th>\n",
       "      <th>loc_y</th>\n",
       "      <th>lon</th>\n",
       "      <th>minutes_remaining</th>\n",
       "      <th>period</th>\n",
       "      <th>playoffs</th>\n",
       "      <th>seconds_remaining</th>\n",
       "      <th>shot_distance</th>\n",
       "      <th>shot_made_flag</th>\n",
       "      <th>team_id</th>\n",
       "      <th>shot_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>30697.000000</td>\n",
       "      <td>3.069700e+04</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>30697.000000</td>\n",
       "      <td>25697.000000</td>\n",
       "      <td>3.069700e+04</td>\n",
       "      <td>30697.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>249.190800</td>\n",
       "      <td>2.476407e+07</td>\n",
       "      <td>33.953192</td>\n",
       "      <td>7.110499</td>\n",
       "      <td>91.107535</td>\n",
       "      <td>-118.262690</td>\n",
       "      <td>4.885624</td>\n",
       "      <td>2.519432</td>\n",
       "      <td>0.146562</td>\n",
       "      <td>28.365085</td>\n",
       "      <td>13.437437</td>\n",
       "      <td>0.446161</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>15349.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>150.003712</td>\n",
       "      <td>7.755175e+06</td>\n",
       "      <td>0.087791</td>\n",
       "      <td>110.124578</td>\n",
       "      <td>87.791361</td>\n",
       "      <td>0.110125</td>\n",
       "      <td>3.449897</td>\n",
       "      <td>1.153665</td>\n",
       "      <td>0.353674</td>\n",
       "      <td>17.478949</td>\n",
       "      <td>9.374189</td>\n",
       "      <td>0.497103</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>8861.604943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2.000001e+07</td>\n",
       "      <td>33.253300</td>\n",
       "      <td>-250.000000</td>\n",
       "      <td>-44.000000</td>\n",
       "      <td>-118.519800</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>110.000000</td>\n",
       "      <td>2.050008e+07</td>\n",
       "      <td>33.884300</td>\n",
       "      <td>-68.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>-118.337800</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.000000</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>7675.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>253.000000</td>\n",
       "      <td>2.090035e+07</td>\n",
       "      <td>33.970300</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>74.000000</td>\n",
       "      <td>-118.269800</td>\n",
       "      <td>5.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>28.000000</td>\n",
       "      <td>15.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>15349.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>368.000000</td>\n",
       "      <td>2.960047e+07</td>\n",
       "      <td>34.040300</td>\n",
       "      <td>95.000000</td>\n",
       "      <td>160.000000</td>\n",
       "      <td>-118.174800</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>43.000000</td>\n",
       "      <td>21.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>23023.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>659.000000</td>\n",
       "      <td>4.990009e+07</td>\n",
       "      <td>34.088300</td>\n",
       "      <td>248.000000</td>\n",
       "      <td>791.000000</td>\n",
       "      <td>-118.021800</td>\n",
       "      <td>11.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>59.000000</td>\n",
       "      <td>79.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.610613e+09</td>\n",
       "      <td>30697.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       game_event_id       game_id           lat         loc_x         loc_y  \\\n",
       "count   30697.000000  3.069700e+04  30697.000000  30697.000000  30697.000000   \n",
       "mean      249.190800  2.476407e+07     33.953192      7.110499     91.107535   \n",
       "std       150.003712  7.755175e+06      0.087791    110.124578     87.791361   \n",
       "min         2.000000  2.000001e+07     33.253300   -250.000000    -44.000000   \n",
       "25%       110.000000  2.050008e+07     33.884300    -68.000000      4.000000   \n",
       "50%       253.000000  2.090035e+07     33.970300      0.000000     74.000000   \n",
       "75%       368.000000  2.960047e+07     34.040300     95.000000    160.000000   \n",
       "max       659.000000  4.990009e+07     34.088300    248.000000    791.000000   \n",
       "\n",
       "                lon  minutes_remaining        period      playoffs  \\\n",
       "count  30697.000000       30697.000000  30697.000000  30697.000000   \n",
       "mean    -118.262690           4.885624      2.519432      0.146562   \n",
       "std        0.110125           3.449897      1.153665      0.353674   \n",
       "min     -118.519800           0.000000      1.000000      0.000000   \n",
       "25%     -118.337800           2.000000      1.000000      0.000000   \n",
       "50%     -118.269800           5.000000      3.000000      0.000000   \n",
       "75%     -118.174800           8.000000      3.000000      0.000000   \n",
       "max     -118.021800          11.000000      7.000000      1.000000   \n",
       "\n",
       "       seconds_remaining  shot_distance  shot_made_flag       team_id  \\\n",
       "count       30697.000000   30697.000000    25697.000000  3.069700e+04   \n",
       "mean           28.365085      13.437437        0.446161  1.610613e+09   \n",
       "std            17.478949       9.374189        0.497103  0.000000e+00   \n",
       "min             0.000000       0.000000        0.000000  1.610613e+09   \n",
       "25%            13.000000       5.000000        0.000000  1.610613e+09   \n",
       "50%            28.000000      15.000000        0.000000  1.610613e+09   \n",
       "75%            43.000000      21.000000        1.000000  1.610613e+09   \n",
       "max            59.000000      79.000000        1.000000  1.610613e+09   \n",
       "\n",
       "            shot_id  \n",
       "count  30697.000000  \n",
       "mean   15349.000000  \n",
       "std     8861.604943  \n",
       "min        1.000000  \n",
       "25%     7675.000000  \n",
       "50%    15349.000000  \n",
       "75%    23023.000000  \n",
       "max    30697.000000  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，科比职业生涯出手投篮了三万多次，确实是厉害！大致先了解一下这份数据，主要是收集了科比每一次进攻的位置，投篮方式和得分，这三个维度也是我们重点关注的，其他的其实影响不是太大。另外，因为这是kaggle上的一个比赛数据，会用于预测，所以在“shot_made_flag”这一列上会有空值（即预测科比这一次投篮是否能投进），后面的部分分析会先剔除掉这些空值的数据，所以科密们，如果见到后面一些分析不太合理的话，要考虑到这一点哦！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>game_event_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>loc_x</th>\n",
       "      <th>loc_y</th>\n",
       "      <th>lon</th>\n",
       "      <th>minutes_remaining</th>\n",
       "      <th>period</th>\n",
       "      <th>...</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>shot_zone_area</th>\n",
       "      <th>shot_zone_basic</th>\n",
       "      <th>shot_zone_range</th>\n",
       "      <th>team_id</th>\n",
       "      <th>team_name</th>\n",
       "      <th>game_date</th>\n",
       "      <th>matchup</th>\n",
       "      <th>opponent</th>\n",
       "      <th>shot_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>12</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-157</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4268</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>35</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9093</td>\n",
       "      <td>-101</td>\n",
       "      <td>135</td>\n",
       "      <td>-118.3708</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>43</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.8693</td>\n",
       "      <td>138</td>\n",
       "      <td>175</td>\n",
       "      <td>-118.1318</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>155</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>244</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0553</td>\n",
       "      <td>-145</td>\n",
       "      <td>-11</td>\n",
       "      <td>-118.4148</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>251</td>\n",
       "      <td>20000012</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>265</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9363</td>\n",
       "      <td>-65</td>\n",
       "      <td>108</td>\n",
       "      <td>-118.3348</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>294</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.9193</td>\n",
       "      <td>-33</td>\n",
       "      <td>125</td>\n",
       "      <td>-118.3028</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>309</td>\n",
       "      <td>20000012</td>\n",
       "      <td>33.8063</td>\n",
       "      <td>-94</td>\n",
       "      <td>238</td>\n",
       "      <td>-118.3638</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-10-31</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>4</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9173</td>\n",
       "      <td>121</td>\n",
       "      <td>127</td>\n",
       "      <td>-118.1488</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>27</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9343</td>\n",
       "      <td>-67</td>\n",
       "      <td>110</td>\n",
       "      <td>-118.3368</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>66</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0403</td>\n",
       "      <td>-94</td>\n",
       "      <td>4</td>\n",
       "      <td>-118.3638</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>80</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9973</td>\n",
       "      <td>-23</td>\n",
       "      <td>47</td>\n",
       "      <td>-118.2928</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>86</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8523</td>\n",
       "      <td>62</td>\n",
       "      <td>192</td>\n",
       "      <td>-118.2078</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>138</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8183</td>\n",
       "      <td>-117</td>\n",
       "      <td>226</td>\n",
       "      <td>-118.3868</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>244</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9473</td>\n",
       "      <td>-132</td>\n",
       "      <td>97</td>\n",
       "      <td>-118.4018</td>\n",
       "      <td>11</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>255</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9003</td>\n",
       "      <td>3</td>\n",
       "      <td>144</td>\n",
       "      <td>-118.2668</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>265</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9173</td>\n",
       "      <td>134</td>\n",
       "      <td>127</td>\n",
       "      <td>-118.1358</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>274</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9343</td>\n",
       "      <td>-16</td>\n",
       "      <td>110</td>\n",
       "      <td>-118.2858</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>299</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8943</td>\n",
       "      <td>-109</td>\n",
       "      <td>150</td>\n",
       "      <td>-118.3788</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>307</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9813</td>\n",
       "      <td>-46</td>\n",
       "      <td>63</td>\n",
       "      <td>-118.3158</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>332</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>345</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8483</td>\n",
       "      <td>-58</td>\n",
       "      <td>196</td>\n",
       "      <td>-118.3278</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>369</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8583</td>\n",
       "      <td>-183</td>\n",
       "      <td>186</td>\n",
       "      <td>-118.4528</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>400</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8713</td>\n",
       "      <td>85</td>\n",
       "      <td>173</td>\n",
       "      <td>-118.1848</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>429</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.9573</td>\n",
       "      <td>3</td>\n",
       "      <td>87</td>\n",
       "      <td>-118.2668</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>488</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0403</td>\n",
       "      <td>121</td>\n",
       "      <td>4</td>\n",
       "      <td>-118.1488</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>499</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0103</td>\n",
       "      <td>127</td>\n",
       "      <td>34</td>\n",
       "      <td>-118.1428</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>184</td>\n",
       "      <td>20000047</td>\n",
       "      <td>33.8603</td>\n",
       "      <td>91</td>\n",
       "      <td>184</td>\n",
       "      <td>-118.1788</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-04</td>\n",
       "      <td>LAL @ VAN</td>\n",
       "      <td>VAN</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>202</td>\n",
       "      <td>20000047</td>\n",
       "      <td>33.7723</td>\n",
       "      <td>-27</td>\n",
       "      <td>272</td>\n",
       "      <td>-118.2968</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-04</td>\n",
       "      <td>LAL @ VAN</td>\n",
       "      <td>VAN</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30661</th>\n",
       "      <td>Slam Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>245</td>\n",
       "      <td>49900087</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30662</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>259</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.9913</td>\n",
       "      <td>-8</td>\n",
       "      <td>53</td>\n",
       "      <td>-118.2778</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30663</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>270</td>\n",
       "      <td>49900087</td>\n",
       "      <td>34.0193</td>\n",
       "      <td>106</td>\n",
       "      <td>25</td>\n",
       "      <td>-118.1638</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30665</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>280</td>\n",
       "      <td>49900087</td>\n",
       "      <td>34.0263</td>\n",
       "      <td>-14</td>\n",
       "      <td>18</td>\n",
       "      <td>-118.2838</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30666</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>295</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.8733</td>\n",
       "      <td>-81</td>\n",
       "      <td>171</td>\n",
       "      <td>-118.3508</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30667</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>368</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.7943</td>\n",
       "      <td>40</td>\n",
       "      <td>250</td>\n",
       "      <td>-118.2298</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30669</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>425</td>\n",
       "      <td>49900087</td>\n",
       "      <td>33.9913</td>\n",
       "      <td>171</td>\n",
       "      <td>53</td>\n",
       "      <td>-118.0988</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-16</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30670</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>15</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0283</td>\n",
       "      <td>-74</td>\n",
       "      <td>16</td>\n",
       "      <td>-118.3438</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30671</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>25</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30672</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>29</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9893</td>\n",
       "      <td>89</td>\n",
       "      <td>55</td>\n",
       "      <td>-118.1808</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30673</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30673</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>36</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.1528</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30674</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>81</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>117</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.1528</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30675</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>84</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>-134</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.4038</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30676</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>98</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-141</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>101</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9013</td>\n",
       "      <td>-113</td>\n",
       "      <td>143</td>\n",
       "      <td>-118.3828</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30678</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>181</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0283</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>-118.2558</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>212</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>218</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7833</td>\n",
       "      <td>-18</td>\n",
       "      <td>261</td>\n",
       "      <td>-118.2878</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30683</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>228</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8283</td>\n",
       "      <td>1</td>\n",
       "      <td>216</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30684</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>231</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9553</td>\n",
       "      <td>-96</td>\n",
       "      <td>89</td>\n",
       "      <td>-118.3658</td>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30685</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>249</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7943</td>\n",
       "      <td>81</td>\n",
       "      <td>250</td>\n",
       "      <td>-118.1888</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30686</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30687</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>284</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9443</td>\n",
       "      <td>40</td>\n",
       "      <td>100</td>\n",
       "      <td>-118.2298</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30688</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30688</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>308</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9833</td>\n",
       "      <td>-126</td>\n",
       "      <td>61</td>\n",
       "      <td>-118.3958</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>326</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.3653</td>\n",
       "      <td>-12</td>\n",
       "      <td>679</td>\n",
       "      <td>-118.2818</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30690</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>331</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9443</td>\n",
       "      <td>-113</td>\n",
       "      <td>100</td>\n",
       "      <td>-118.3828</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30691</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>382</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30692</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>397</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9963</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30694</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>426</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.8783</td>\n",
       "      <td>-134</td>\n",
       "      <td>166</td>\n",
       "      <td>-118.4038</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30695</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>448</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7773</td>\n",
       "      <td>31</td>\n",
       "      <td>267</td>\n",
       "      <td>-118.2388</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>471</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25697 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              action_type combined_shot_type  game_event_id   game_id  \\\n",
       "1               Jump Shot          Jump Shot             12  20000012   \n",
       "2               Jump Shot          Jump Shot             35  20000012   \n",
       "3               Jump Shot          Jump Shot             43  20000012   \n",
       "4       Driving Dunk Shot               Dunk            155  20000012   \n",
       "5               Jump Shot          Jump Shot            244  20000012   \n",
       "6              Layup Shot              Layup            251  20000012   \n",
       "8               Jump Shot          Jump Shot            265  20000012   \n",
       "9       Running Jump Shot          Jump Shot            294  20000012   \n",
       "10              Jump Shot          Jump Shot            309  20000012   \n",
       "11              Jump Shot          Jump Shot              4  20000019   \n",
       "12      Running Jump Shot          Jump Shot             27  20000019   \n",
       "13              Jump Shot          Jump Shot             66  20000019   \n",
       "14              Jump Shot          Jump Shot             80  20000019   \n",
       "15              Jump Shot          Jump Shot             86  20000019   \n",
       "17              Jump Shot          Jump Shot            138  20000019   \n",
       "18              Jump Shot          Jump Shot            244  20000019   \n",
       "20              Jump Shot          Jump Shot            255  20000019   \n",
       "21              Jump Shot          Jump Shot            265  20000019   \n",
       "22      Running Jump Shot          Jump Shot            274  20000019   \n",
       "23      Running Jump Shot          Jump Shot            299  20000019   \n",
       "24      Running Jump Shot          Jump Shot            307  20000019   \n",
       "25             Layup Shot              Layup            332  20000019   \n",
       "26              Jump Shot          Jump Shot            345  20000019   \n",
       "27              Jump Shot          Jump Shot            369  20000019   \n",
       "28              Jump Shot          Jump Shot            400  20000019   \n",
       "29              Jump Shot          Jump Shot            429  20000019   \n",
       "30      Running Jump Shot          Jump Shot            488  20000019   \n",
       "31              Jump Shot          Jump Shot            499  20000019   \n",
       "38              Jump Shot          Jump Shot            184  20000047   \n",
       "39              Jump Shot          Jump Shot            202  20000047   \n",
       "...                   ...                ...            ...       ...   \n",
       "30661      Slam Dunk Shot               Dunk            245  49900087   \n",
       "30662           Jump Shot          Jump Shot            259  49900087   \n",
       "30663           Jump Shot          Jump Shot            270  49900087   \n",
       "30665          Layup Shot              Layup            280  49900087   \n",
       "30666           Jump Shot          Jump Shot            295  49900087   \n",
       "30667           Jump Shot          Jump Shot            368  49900087   \n",
       "30669           Jump Shot          Jump Shot            425  49900087   \n",
       "30670   Running Jump Shot          Jump Shot             15  49900088   \n",
       "30671  Driving Layup Shot              Layup             25  49900088   \n",
       "30672           Jump Shot          Jump Shot             29  49900088   \n",
       "30673           Jump Shot          Jump Shot             36  49900088   \n",
       "30674           Jump Shot          Jump Shot             81  49900088   \n",
       "30675           Jump Shot          Jump Shot             84  49900088   \n",
       "30676   Running Jump Shot          Jump Shot             98  49900088   \n",
       "30677           Jump Shot          Jump Shot            101  49900088   \n",
       "30678  Driving Layup Shot              Layup            181  49900088   \n",
       "30679          Layup Shot              Layup            212  49900088   \n",
       "30681           Jump Shot          Jump Shot            218  49900088   \n",
       "30683           Jump Shot          Jump Shot            228  49900088   \n",
       "30684           Jump Shot          Jump Shot            231  49900088   \n",
       "30685           Jump Shot          Jump Shot            249  49900088   \n",
       "30687           Jump Shot          Jump Shot            284  49900088   \n",
       "30688           Jump Shot          Jump Shot            308  49900088   \n",
       "30689           Jump Shot          Jump Shot            326  49900088   \n",
       "30690           Jump Shot          Jump Shot            331  49900088   \n",
       "30691  Driving Layup Shot              Layup            382  49900088   \n",
       "30692           Jump Shot          Jump Shot            397  49900088   \n",
       "30694   Running Jump Shot          Jump Shot            426  49900088   \n",
       "30695           Jump Shot          Jump Shot            448  49900088   \n",
       "30696           Jump Shot          Jump Shot            471  49900088   \n",
       "\n",
       "           lat  loc_x  loc_y       lon  minutes_remaining  period   ...     \\\n",
       "1      34.0443   -157      0 -118.4268                 10       1   ...      \n",
       "2      33.9093   -101    135 -118.3708                  7       1   ...      \n",
       "3      33.8693    138    175 -118.1318                  6       1   ...      \n",
       "4      34.0443      0      0 -118.2698                  6       2   ...      \n",
       "5      34.0553   -145    -11 -118.4148                  9       3   ...      \n",
       "6      34.0443      0      0 -118.2698                  8       3   ...      \n",
       "8      33.9363    -65    108 -118.3348                  6       3   ...      \n",
       "9      33.9193    -33    125 -118.3028                  3       3   ...      \n",
       "10     33.8063    -94    238 -118.3638                  1       3   ...      \n",
       "11     33.9173    121    127 -118.1488                 11       1   ...      \n",
       "12     33.9343    -67    110 -118.3368                  7       1   ...      \n",
       "13     34.0403    -94      4 -118.3638                  2       1   ...      \n",
       "14     33.9973    -23     47 -118.2928                  1       1   ...      \n",
       "15     33.8523     62    192 -118.2078                  0       1   ...      \n",
       "17     33.8183   -117    226 -118.3868                  8       2   ...      \n",
       "18     33.9473   -132     97 -118.4018                 11       3   ...      \n",
       "20     33.9003      3    144 -118.2668                 10       3   ...      \n",
       "21     33.9173    134    127 -118.1358                  9       3   ...      \n",
       "22     33.9343    -16    110 -118.2858                  7       3   ...      \n",
       "23     33.8943   -109    150 -118.3788                  5       3   ...      \n",
       "24     33.9813    -46     63 -118.3158                  5       3   ...      \n",
       "25     34.0443      0      0 -118.2698                  2       3   ...      \n",
       "26     33.8483    -58    196 -118.3278                  2       3   ...      \n",
       "27     33.8583   -183    186 -118.4528                  0       3   ...      \n",
       "28     33.8713     85    173 -118.1848                  8       4   ...      \n",
       "29     33.9573      3     87 -118.2668                  6       4   ...      \n",
       "30     34.0403    121      4 -118.1488                  1       4   ...      \n",
       "31     34.0103    127     34 -118.1428                  0       4   ...      \n",
       "38     33.8603     91    184 -118.1788                  3       2   ...      \n",
       "39     33.7723    -27    272 -118.2968                  0       2   ...      \n",
       "...        ...    ...    ...       ...                ...     ...   ...      \n",
       "30661  34.0443      0      0 -118.2698                  9       3   ...      \n",
       "30662  33.9913     -8     53 -118.2778                  8       3   ...      \n",
       "30663  34.0193    106     25 -118.1638                  6       3   ...      \n",
       "30665  34.0263    -14     18 -118.2838                  5       3   ...      \n",
       "30666  33.8733    -81    171 -118.3508                  4       3   ...      \n",
       "30667  33.7943     40    250 -118.2298                  9       4   ...      \n",
       "30669  33.9913    171     53 -118.0988                  3       4   ...      \n",
       "30670  34.0283    -74     16 -118.3438                  9       1   ...      \n",
       "30671  34.0443      0      0 -118.2698                  8       1   ...      \n",
       "30672  33.9893     89     55 -118.1808                  8       1   ...      \n",
       "30673  34.0443    117      0 -118.1528                  7       1   ...      \n",
       "30674  33.8283    117    216 -118.1528                  2       1   ...      \n",
       "30675  33.8283   -134    216 -118.4038                  2       1   ...      \n",
       "30676  34.0443   -141      0 -118.4108                  0       1   ...      \n",
       "30677  33.9013   -113    143 -118.3828                  0       1   ...      \n",
       "30678  34.0283     14     16 -118.2558                  3       2   ...      \n",
       "30679  34.0443      0      0 -118.2698                  0       2   ...      \n",
       "30681  33.7833    -18    261 -118.2878                  0       2   ...      \n",
       "30683  33.8283      1    216 -118.2688                 10       3   ...      \n",
       "30684  33.9553    -96     89 -118.3658                 10       3   ...      \n",
       "30685  33.7943     81    250 -118.1888                  7       3   ...      \n",
       "30687  33.9443     40    100 -118.2298                  3       3   ...      \n",
       "30688  33.9833   -126     61 -118.3958                  1       3   ...      \n",
       "30689  33.3653    -12    679 -118.2818                  0       3   ...      \n",
       "30690  33.9443   -113    100 -118.3828                 11       4   ...      \n",
       "30691  34.0443      0      0 -118.2698                  7       4   ...      \n",
       "30692  33.9963      1     48 -118.2688                  6       4   ...      \n",
       "30694  33.8783   -134    166 -118.4038                  3       4   ...      \n",
       "30695  33.7773     31    267 -118.2388                  2       4   ...      \n",
       "30696  33.9723      1     72 -118.2688                  0       4   ...      \n",
       "\n",
       "            shot_type         shot_zone_area        shot_zone_basic  \\\n",
       "1      2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "2      2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "3      2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "4      2PT Field Goal              Center(C)        Restricted Area   \n",
       "5      2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "6      2PT Field Goal              Center(C)        Restricted Area   \n",
       "8      2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "9      2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "10     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "11     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "12     2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "13     2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "14     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "15     2PT Field Goal              Center(C)              Mid-Range   \n",
       "17     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "18     2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "20     2PT Field Goal              Center(C)              Mid-Range   \n",
       "21     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "22     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "23     2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "24     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "25     2PT Field Goal              Center(C)        Restricted Area   \n",
       "26     2PT Field Goal              Center(C)              Mid-Range   \n",
       "27     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "28     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "29     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30     2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "31     2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "38     2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "39     3PT Field Goal              Center(C)      Above the Break 3   \n",
       "...               ...                    ...                    ...   \n",
       "30661  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30662  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30663  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30665  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30666  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30667  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30669  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30670  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30671  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30672  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30673  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30674  3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "30675  3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "30676  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30677  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30678  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30679  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30681  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30683  2PT Field Goal              Center(C)              Mid-Range   \n",
       "30684  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30685  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30687  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30688  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30689  3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "30690  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30691  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30692  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30694  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30695  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30696  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "\n",
       "       shot_zone_range     team_id           team_name   game_date  \\\n",
       "1             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "2            16-24 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "3            16-24 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "4      Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "5             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "6      Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "8             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "9             8-16 ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "10             24+ ft.  1610612747  Los Angeles Lakers  2000-10-31   \n",
       "11           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "12            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "13            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "14     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "15           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "17             24+ ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "18           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "20            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "21           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "22            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "23           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "24     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "25     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "26           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "27             24+ ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "28           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "29            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "30            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "31            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "38           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-04   \n",
       "39             24+ ft.  1610612747  Los Angeles Lakers  2000-11-04   \n",
       "...                ...         ...                 ...         ...   \n",
       "30661  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30662  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30663         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30665  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30666        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30667          24+ ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30669        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-16   \n",
       "30670  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30671  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30672         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30673         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30674          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30675          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30676         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30677        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30678  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30679  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30681          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30683        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30684         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30685          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30687         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30688         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30689  Back Court Shot  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30690         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30691  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30692  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30694        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30695          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30696  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "\n",
       "           matchup opponent  shot_id  \n",
       "1        LAL @ POR      POR        2  \n",
       "2        LAL @ POR      POR        3  \n",
       "3        LAL @ POR      POR        4  \n",
       "4        LAL @ POR      POR        5  \n",
       "5        LAL @ POR      POR        6  \n",
       "6        LAL @ POR      POR        7  \n",
       "8        LAL @ POR      POR        9  \n",
       "9        LAL @ POR      POR       10  \n",
       "10       LAL @ POR      POR       11  \n",
       "11     LAL vs. UTA      UTA       12  \n",
       "12     LAL vs. UTA      UTA       13  \n",
       "13     LAL vs. UTA      UTA       14  \n",
       "14     LAL vs. UTA      UTA       15  \n",
       "15     LAL vs. UTA      UTA       16  \n",
       "17     LAL vs. UTA      UTA       18  \n",
       "18     LAL vs. UTA      UTA       19  \n",
       "20     LAL vs. UTA      UTA       21  \n",
       "21     LAL vs. UTA      UTA       22  \n",
       "22     LAL vs. UTA      UTA       23  \n",
       "23     LAL vs. UTA      UTA       24  \n",
       "24     LAL vs. UTA      UTA       25  \n",
       "25     LAL vs. UTA      UTA       26  \n",
       "26     LAL vs. UTA      UTA       27  \n",
       "27     LAL vs. UTA      UTA       28  \n",
       "28     LAL vs. UTA      UTA       29  \n",
       "29     LAL vs. UTA      UTA       30  \n",
       "30     LAL vs. UTA      UTA       31  \n",
       "31     LAL vs. UTA      UTA       32  \n",
       "38       LAL @ VAN      VAN       39  \n",
       "39       LAL @ VAN      VAN       40  \n",
       "...            ...      ...      ...  \n",
       "30661    LAL @ IND      IND    30662  \n",
       "30662    LAL @ IND      IND    30663  \n",
       "30663    LAL @ IND      IND    30664  \n",
       "30665    LAL @ IND      IND    30666  \n",
       "30666    LAL @ IND      IND    30667  \n",
       "30667    LAL @ IND      IND    30668  \n",
       "30669    LAL @ IND      IND    30670  \n",
       "30670  LAL vs. IND      IND    30671  \n",
       "30671  LAL vs. IND      IND    30672  \n",
       "30672  LAL vs. IND      IND    30673  \n",
       "30673  LAL vs. IND      IND    30674  \n",
       "30674  LAL vs. IND      IND    30675  \n",
       "30675  LAL vs. IND      IND    30676  \n",
       "30676  LAL vs. IND      IND    30677  \n",
       "30677  LAL vs. IND      IND    30678  \n",
       "30678  LAL vs. IND      IND    30679  \n",
       "30679  LAL vs. IND      IND    30680  \n",
       "30681  LAL vs. IND      IND    30682  \n",
       "30683  LAL vs. IND      IND    30684  \n",
       "30684  LAL vs. IND      IND    30685  \n",
       "30685  LAL vs. IND      IND    30686  \n",
       "30687  LAL vs. IND      IND    30688  \n",
       "30688  LAL vs. IND      IND    30689  \n",
       "30689  LAL vs. IND      IND    30690  \n",
       "30690  LAL vs. IND      IND    30691  \n",
       "30691  LAL vs. IND      IND    30692  \n",
       "30692  LAL vs. IND      IND    30693  \n",
       "30694  LAL vs. IND      IND    30695  \n",
       "30695  LAL vs. IND      IND    30696  \n",
       "30696  LAL vs. IND      IND    30697  \n",
       "\n",
       "[25697 rows x 25 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#剔除未知命中结果的数据\n",
    "known_data = data[data['shot_made_flag'].notnull()]\n",
    "known_data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "OK，那接下来就慢慢来分析科比的投篮吧。站在一个球迷的位置，我会先关注的是科比的投篮点，有哪一些进攻的方式，哪一种又是偏多呢？在数据分析前，我先来猜测下，按照我的球迷经验，科比常用的应该是跳投多一些，毕竟江湖上有一句话说，“我科后仰美如画”。科比的投篮姿势也是教科书版的存在，所以会有很多人去模仿他的动作。因为是偶像，所以忍不住会多说两句，如果介意的小伙伴，敬请理解。好了，让我们来看看结果吧！直接上代码："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZiAPrWmJdfRM53eJUT5y8brG5LsihDh+/9/Y7uJku8l+/cZF4vjpkfzWFvpyQ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\n8+hPbRYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x101daa90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']     #用来正常显示中文\n",
    "plt.rcParams['axes.unicode_minus']=False      # 用来正常显示负号\n",
    "#绘制投篮点\n",
    "plt.scatter(known_data.loc_y, known_data.loc_x, s=5, alpha=.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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IRSU2H4jPKTYfyK6TJ44ysHRefLW6gYGBtEMoKrH5QHxOsflAdp08cTiO4zgFUdLEIalO\n0t3J7RmS/iCpN/lbmJRfJ2mVpHNzzsurzHEcxyk/JUsckg4GrgdmJ0XHATeZWXvyd5+kM4BqM1sM\n1Euan29ZqeIuBZduiG/m+JIlS9IOoajE5gPxOcXmA9l1mlHCa48Ay4Du5H4bcLqkk4FNwNuBduDW\n5PG7gFOA4/MseyD3ySQtB5YD1NfX093dPfbY6H/OypUrx8qamppYsGABPT09bN++HRhfG3/ZUSMs\nrhvvlzhvTTXz5hjLF4zvHX7zxipWP1rFZYvGZ4Xf/5i4dqCas5pGOPaQ8fMv3VDNosN2Tdh7/Jr+\nKjZv04Ql11cNiVserObshTvHJg0O74Dz186g88iRCX0lW7Zsydupvb2ddevWsWnTprFjOzo6GB4e\n5t577x0ra25uprGxccJrV1dXR1tbG319fQwNDU14TQcHByfsmdza2kptbe2EpaIbGhpoaWmht7d3\nbLJTTU0NnZ2d9Pf3T2jjLeT/qRROXV1d7uRO+7RTvpR8OK6kXjNrl/Qy4CEze1jSlcBPgS7gcjNb\nL6kDOAGYn0+ZmV2yu+estOG4ly3ayUdXFzdHpz0ct7u7m66urlRjKCax+UB8TrH5QOU55Tsct5Q1\njslsMLPtye1+QjLYBhyQlM0hNJ3lW+Y4juOkQDm/gG+Q1CypGjgdWA+sJTQ7ATQDgwWUOY7jOClQ\nzhrHhcCNgIDbzOxOSXOBuyXVA0sJ/SCWZ1lmuH1zfPtxNDU1pR1CUYnNB+Jzis0HsuuU+pIjyeir\n04Cfm9kjhZTtjkrr4ygFafdxOI4TH5lZcsTMHjezW3OTQb5lWeHCE+Pbj6OnpyftEIpKbD4Qn1Ns\nPpBdp9QTx75A7cy0Iyg+o0P5YiE2H4jPKTYfyK6TJw7HcRynIDxxlIHN29KOoPiMTpaMhdh8ID6n\n2Hwgu06pd46XAu8cdxzHKZzMdI7vCyw7Kr79OApZniALxOYD8TnF5gPZdfLEUQZy172Khdx1emIg\nNh+Izyk2H8iukycOx3EcpyA8cTiO4zgF4Z3jkyhF5/jc/YytzxR32ZG0O8efeuopDjjggOkPzAix\n+UB8TrH5QOU5eed4BTFvTnzJeXQvgFiIzQfic4rNB7Lr5ImjDORuABULuRvWxEBsPhCfU2w+kF0n\nTxyO4zhOQXjicBzHcQrCE0cZuHljfC9zc3Nz2iEUldh8ID6n2Hwgu07xfaNVIKsfje9lbmxsTDuE\nohKbD8TnFJsPZNcpvm+0CuSyRfHtx9Hd3Z12CEUlNh+Izyk2H8iukycOx3EcpyA8cTiO4zgFUdLE\nIalO0t3J7VpJt0u6Q9L3Jc2UNEPSHyT1Jn8Lk2Ovk7RK0rk513pWWVa4/7HizhqvBOrq6tIOoajE\n5gPxOcXmA9l1KlnikHQwcD0wOyl6C/AlMzsNeAToBI4DbjKz9uTvPklnANVmthiolzR/qrJSxV0K\nrh2oTjuEotPW1pZ2CEUlNh+Izyk2H8iu04wSXnsEWAZ0A5jZVTmPPR94FGgDTpd0MrAJeDvQDtya\nHHcXcApw/BRlD+Q+maTlwHKA+vr6CZ1OS5YsAWDlypVjZU1NTSxYsICenp6xfX9Hd+NadtTIhKXQ\nz1tTzbw5NmEG+M0bq1j9aNWEju/7HxPXDlRzVtMIxx5iE8rvf1ycefT4+df0V7F5m7jopPG9OlYN\niVserObshTuZNyeUDe+A89fOoPPIEZbOG7/mli1b8nZqb29n3bp1E5Zw7ujoYHh4eMLM1ebmZhob\nGye8dnV1dbS1tdHX18fQ0NCE8sMPP5z169ePlbW2tlJbW8uKFSvGyhoaGmhpaaG3t3dseYWamho6\nOzvp7+9nYGBg7NhC/p9K4dTV1cXg4KA7udM+65QvJV/kUFKvmbXn3F8EXGxmp0p6GfCQmT0s6Urg\np0AXcLmZrZfUAZwAzJ9cZmaX7O45K22Rw8sW7eSjq4ubo9Ne5LC7u5uurq5UYygmsflAfE6x+UDl\nOeW7yGEpaxzPQtIhwFeAv02KNpjZ9uR2PyFBbANGl4ucQ2hOm6rMcRzHSYGyfQFLmklobvqUmY3W\n8W6Q1CypGjgdWA+sJTRFATQDg7spcxzHcVKgbE1Vkt4PfJaQHACuBn4N3AgIuM3MzpE0F7gb+Bmw\nlNAPYpPLzGy36xFXWlNVKUi7qcpxnPiomP04Rvs3zOxqMzs4ZwTVLWZ2v5kdZ2YLzeyc5LithA7y\nPuCVZjY8VVmp4y4miw6Lb1n1wcHBtEMoKrH5QHxOsflAdp0qsq/AzB43s1vN7JE9lWWF3NFUsZA7\n+iMGYvOB+Jxi84HsOlVk4nAcx3EqF08cjuM4TkF44igD1/TH9zK3tramHUJRic0H4nOKzQey6zTt\nN5oCU/ayS3pR8UOKj83b4luranSWfSzE5gPxOcXmA9l1yvencLekL0n6UDLbG0knEobSOtOQu6xI\nLOQugxADsflAfE6x+UB2nfY4c1ySzMwk/Q74GtAALJX0VWAH8HdliNFxHMepIKZbcuR2SduAWuAY\n4ETgJOCHwEsJixU+VNIIHcdxnIpiusTxBqAR+CBwIfAw0GVmI5IagW9IOtVKPf0846waiq+Po6Gh\nIe0QikpsPhCfU2w+kF2n6RLHBwg1jf8BNgD/Cvxe0neAY4F/9KQxPbc8GN9+HC0tLWmHUFRi84H4\nnGLzgew6Tdc5Pjf5dzFQQ0g064F1hJrIr0sWWUScvXDn9AdljN7e3rRDKCqx+UB8TrH5QHadpksc\ndwC/J2yk1E9YwbaZsHvf54F/Kml0kTC6KVNMjG4iEwux+UB8TrH5QHadpkscryKMnroCaAJuAH4H\n9JnZDcDRkuKb3eY4juPslj32cZjZpyXNJoyqGkmOP9fMViWHvN/M4lvBr8gM70g7guJTU1OTdghF\nJTYfiM8pNh/IrtNe78eRjKo60MzuK2ZAxcD343Acxymcou3HIek/JP2bpNdMeuiLwEv2NsB9ic4j\n45s53t/fn3YIRSU2H4jPKTYfyK5TPv0ThwD/Qk6zlqTPAP9tZreUKK6oWDovvhHLAwMDaYdQVGLz\ngficYvOB7DrlkzgMeAA4VNJZkm4FHjOzD5c2NMdxHKcS2W3nuKTFhCVG9gdmAYcDhwHzAO8QdxzH\n2UfZU41jIyFpHEBYbuRaM/u4mS0C5ki6bLqLS6qTdHfO/eskrZJ0bjHKssKlG+KbOb5kyZK0Qygq\nsflAfE6x+UB2nXabOMxsyMwuNbPjCYsafkLSzOSxS4BaSW/c3fmSDgauB2Yn988Aqs1sMVAvaf5z\nKSuKveM4jlMw061VhaR3Ae1m9jZJ10oy4JPJ34l7OHUEWAZ0J/fbgVuT23cBpxBmpO9t2QOT4lwO\nLAeor6+nu7t77LHRrL5y5cqxsqamJhYsWEBPTw/bt28HxjdVWXbUCIvrxju0z1tTzbw5xvIF4y10\nN2+sYvWjVVy2aHw5kfsfE9cOVHNW0wjHHjKxQ/zmjVWcefT4+df0V7F5mybs1bFqSNzyYDVnL9w5\nNtt8eAecv3YGnUeOTOhk37JlS95O7e3trFu3jk2bNo0d29HRwfDwMPfee+9YWXNzM42NjRNeu7q6\nOtra2ujr62NoaGiCU3NzM+vXrx+739raSm1t7YQ9BhoaGmhpaaG3t3dslmxNTQ2dnZ309/dP6Bws\n5P+pFE5dXV0MDg66kzvts075ssd5HJI+DRwJfNTMnkzKTgUuBm40s69M+wRSr5m1S7oOuNzM1kvq\nAE4A5u9tWVLrmZJKm8dx2aKdfHT1tDm6INKex9Hd3U1XV1eqMRST2HwgPqfYfKDynPKdxzHdt9kX\nzWxbboGZ/UzSauC1Bca0jdBfAjCH0Ez2XMocx3GcFNjjF7CZbUv2HH/LpPInzey7kk6VlG/P71pC\nExOEhRIHn2NZZrh9c3z7cTQ1NaUdQlGJzQfic4rNB7LrNG37SbJ17Ccl/QHYYGbDEEZMAV8GTgae\nyOO5fgDcLakeWAq0EeaI7G1ZZuh5KL5RVQsWLEg7hKISmw/E5xSbD2TXKd8mnyrgL4GrJN0m6U2E\nPcjfbWZ7TBpm1p78u5XQQd4HvNLMhp9LWSGSaXPhifHtx9HT05N2CEUlNh+Izyk2H8iu0x5rHJJe\nZGa/B/5oZv+clC0mjHBaZWa/LOTJzOxxxkdHPeeyrFA7M+0Iis/oiIxYiM0H4nOKzQey6zRdjeNt\nknqBIyS9T9K/Aa8jDI/9dVLzcBzHcfYhpuscvwB4J2Gv8b8FNprZPwELgYuAD0iqLXmUGWfztumP\nyRqjc15iITYfiM8pNh/IrtO0+3EktYo/m9ltko4xs99JugI4j1DzWGdmj5Uh1ryptHkcpSDteRyO\n48RH0fbjICxoeIGkFcDVku4AlhA6qe+qtKRRiSw7Kr79OAqZZZoFYvOB+Jxi84HsOuWTOKqBT5tZ\nh5mdZmanEZYS+evShhYPucuXxELucgsxEJsPxOcUmw9k1ymfxLEJWJtMBPzLpGwAuEfSmyTFN7vN\ncRzH2S35JI5/MbM/JsdeAGBmI2Z2HfDPhKXXHcdxnH2E6eZxXEpYxvyzgIDGnNsbgT/hmzpNy3lr\n4ps53tHRkXYIRSU2H4jPKTYfyK7TdDWO7wP/DXw3+RtK/v0e8AtC4olvWnSRmTcnvj6O0SWdYyE2\nH4jPKTYfyK7TdImjk7Bd7KmEvTdqgB1m9ksz+w2w3cziGzJUZHL38YiF3H0HYiA2H4jPKTYfyK7T\ndInjdsIChv9FqG3MBj4i6ReSXkV+ixs6juM4EbHHPg4zWy3pV4Rd96qAD5rZcknzCPuQbyhDjI7j\nOE4FMV3n+POBHjPblWzN+h1JbyN0jrcAby5DjJnn5o3x7TvV3NycdghFJTYfiM8pNh/IrtN032if\nAp6UNAP4BPAMYS/xnYSmq5eUNrw4WP1ofImjsbEx7RCKSmw+EJ9TbD6QXafpFjn8mJndTthI6SIz\nu9HMvmNm3yHMHj+iHEFmncsWxTfwrLu7O+0QikpsPhCfU2w+kF2naXcAhDDhD/jWpLJh4IoSxOQ4\njuNUMPG1oTiO4zglxRNHGbj/sfiW86qrq0s7hKISmw/E5xSbD2TXadr9OIr2RNL7Cf0iAAcBa4HT\ngAeTsg+b2X2SrgP+AviJmV2cnPussj3h+3E4juMUTjH34ygKZna1mbWbWTtwN/A14KbRsiRpnAFU\nm9liwhpZ86cqK1fMxeKspvgm1/f19aUdQlGJzQfic4rNB7LrlFfneDGR9ALgcOAk4HRJJxOWbn87\n0A7cmhx6F3AKYZfByWUPTHHd5cBygPr6+gmjFZYsWQLAypUrx8qamppYsGABPT09YxvGj27juOyo\nkQl7aJy3ppp5c2zC0iE3b6xi9aNVE0ZM3f+YuHagmrOaRjj2kIk1uUWH7eLMo8fPv6a/is3bxEUn\njSeVVUPilgerOXvhTubNCWXDO+D8tTPoPHKEpfPGr7lly5a8ndrb21m3bt2Etf87OjoYHh6esORB\nc3MzjY2NE167uro62tra6OvrY2hoaILT4OAg69evH7vf2tpKbW0tK1asGCtraGigpaWF3t7esXV5\nampq6OzspL+/n4GBgbFjC/l/cqd906m7u5uuri53KpFTvpStqWrsCcPquncSlit5yMwelnQl8FOg\nC7jczNZL6gBOAOZPLjOzS/b0HJXWVHXZop18dHVxc3TaTVWjb/ZYiM0H4nOKzQcqz6nimqoAJFUB\nrwL+E9hgZg8nD/UTEsQ24ICkbE4S31RljuM4TkqU+0v4FUCfhWrODZKaJVUDpwPrCR3mpyTHNgOD\nuynLFMWubVQClfQrqRjE5gPxOcXmA9l1KnfieA3w8+T2hcANwDpgtZndCfwA+HtJXwLeCPx4N2WZ\nYtFh8S2rPjg4mHYIRSU2H4jPKTYfyK5TWROHmf2TmX0vuX2/mR1nZgvN7JykbCuhg7wPeKWZDU9V\nVs6Yi0Fup3gs5HbixUBsPhCfU2w+kF2nimtDMbPHGR9Ftdsyx3EcJx28o9lxHMcpCE8cZeCa/vhe\n5tbW1rRDKCqx+UB8TrH5QHad4vtGq0A2b4tvrarRyZKxEJsPxOcUmw9k18kTRxnInR0eC7mzWWMg\nNh+Izylx358ZAAAVvElEQVQ2H8iukycOx3EcpyA8cTiO4zgF4YmjDKwaiq+Po6GhIe0QikpsPhCf\nU2w+kF0nTxxl4JYHq9MOoei0tLSkHUJRic0H4nOKzQey6+SJowycvXDn9AdljN7e3rRDKCqx+UB8\nTrH5QHadPHGUgdG9NWJidC+AWIjNB+Jzis0HsuvkicNxHMcpCE8cZWB4R9oRFJ+ampq0QygqsflA\nfE6x+UB2ncq+A2A5qLQdAEtB2jsAOo4THxW5A+C+SueR8c0c7+/vTzuEohKbD8TnFJsPZNfJE0cZ\nWDovvlrdwMBA2iEUldh8ID6n2Hwgu06eOBzHcZyC8MThOI7jFIQnjjJw6Yb4Zo4vWbIk7RCKSmw+\nEJ9TbD6QXSdPHI7jOE5BlC1xSJoh6Q+SepO/hZKuk7RK0rk5x+VVliU+cVx8o6pWrlyZdghFJTYf\niM8pNh/IrlM5axzHATeZWbuZtQPzgWozWwzUS5ov6Yx8ysoYs+M4jjOJGWV8rjbgdEknA5uAYeDW\n5LG7gFOA4/Mse2DyxSUtB5YD1NfX093dPfbYaDtibnZvampiwYIF9PT0sH37dmB8G8dlR42wuG58\nCO15a6qZN8dYvmDXWNnNG6tY/WgVly0aX8Dw/sfEtQPVnNU0wrGHTByCu+iwXZx59Pj51/RXsXmb\nJuwOuGpI3PJgNWcv3Dm2vtXwDjh/7Qw6jxyZMKx3y5YteTu1t7ezbt06Nm3aNHZsR0cHw8PD3Hvv\nvWNlzc3NNDY2Tnjt6urqaGtro6+vj6GhoQlOg4ODrF+/fux+a2srtbW1E3Y1a2hooKWlhd7e3rF1\neWpqaujs7KS/v3/CcMRC/p/cad906u7upqury51K5JQvZZs5LullwENm9rCkK4HXAn9jZusldQAn\nEGohl09XZmaX7Om5Km3meOeRI/Q8VNwO8rRnjvf397NgwYJUYygmsflAfE6x+UDlOVXizPENZvZw\ncrsfOBQ4ILk/J4llW55lmaLYSaMSqKQ3ezGIzQfic4rNB7LrVM4v4RskNUuqBk4HPkhodgJoBgaB\ntXmWZYoLT4xvP46enp60QygqsflAfE6x+UB2ncrZx3EhcCMg4DbgB8DdkuqBpYQ+EMuzLFPUzkw7\nguIz2j4aC7H5QHxOsflAdp3KljjM7H7CyKoxJLUDpwGfN7PhQsqc/ClFv81li4p/3bT7bRzHyY9y\n1jiehZk9zviIqYLKssTmbWlHUHxicxodURcTsTnF5gPZdcpcR3MW+cJ9qebnkhCbU3t7e9ohFJ3Y\nnGLzgew6eeIoA8uOim/meGxOhYxhzwqxOcXmA9l18sRRBnInE8ZCbE65k7liITan2Hwgu06eOBzH\ncZyC8MThOI7jFIQnjjJw3pr4Zo7H5tTR0ZF2CEUnNqfYfCC7Tp44ysC8OXH1B0B8TqMLxsVEbE6x\n+UB2nTxxlIHcVXVjITan3FVNYyE2p9h8ILtOnjgcx3GcgvDE4TiO4xSEJ44ycPPG+F7m2Jyam5vT\nDqHoxOYUmw9k1ymuT3+FsvrR+F7m2JwaGxvTDqHoxOYUmw9k1ymuT3+Fkru9bCzE5pS7vWcsxOYU\nmw9k18kTh+M4jlMQnjgcx3GcgvDEUQbuf0xph1B0YnOqq6tLO4SiE5tTbD6QXSdPHGXg2oG4lueA\n+Jza2jK3I/G0xOYUmw9k18kTRxk4qymuvSsgPqe+vr60Qyg6sTnF5gPZdSpb4pBUK+l2SXdI+r6k\nmZL+IKk3+VuYHHedpFWSzs0591llWeLYQ+Ja1wnicxoaGko7hKITm1NsPpBdp3LWON4CfMnMTgMe\nAT4J3GRm7cnffZLOAKrNbDFQL2n+VGVljNlxHMeZRNk2jjazq3LuPh/YDJwu6WRgE/B2oB24NTnm\nLuAU4Pgpyh6YfH1Jy4HlAPX19RPGRy9ZsgSAlStXjpU1NTWxYMECenp62L59OzC+cfyyo0Ym7HB3\n3ppq5s2xCQv73byxitWPVk2Yz3D/Y+LagWrOahp51i/yRYft4syjx8+/pr+KzdvERSeNN/msGhK3\nPFjN2Qt3Mm9OKBveAeevnUHnkSMsnTd+zS1btuzTTu3t7axbt27CDmodHR0MDw9PWDiuubmZxsbG\nCe+Huro62tra6Ovre9YvvsHBQdavXz92v7W1ldraWlasWDFW1tDQQEtLC729vWOrm9bU1NDZ2Ul/\nfz8DAwNjxxby3nOn6Z26u7vp6upypxI55YvMytvkIGkRcDGhxvGQmT0s6Urgp0AXcLmZrZfUAZwA\nzJ9cZmaX7Ok5TjrpJFuzZs1exdf4yR/v1XnlZvCSv8r72BidHMcpPpLWmtlJ0x1X1s5xSYcAXwHe\nBWwws4eTh/oJCWIbcEBSNieJb6qyTLHosLiWIIf4nAYHB9MOoejE5hSbD2TXqZyd4zMJTU6fMrNN\nwA2SmiVVA6cD64G1hKYogGZgcDdlmSK3OScWYnPKbSKIhdicYvOB7DqVrY8DeDdwInCOpHOA/wRu\nAATcZmZ3SpoL3C2pHlgKtAE2RZnjOI6TEuXsHL8auHpS8QWTjtkqqR04Dfi8mQ0DTFXmOI7jpEM5\naxx5YWaPMz6KardlWeKa/sx1y0xLbE6tra1ph1B0YnOKzQey6xTXp79C2bwtrnWdID6n0WHLMRGb\nU2w+kF0nTxxlIHdeQyzE5pQ7Vj4WYnOKzQey6+SJw3EcxykITxyO4zhOQXjiKAOrhuLqD4D4nBoa\nGtIOoejE5hSbD2TXyRNHGbjlwbj2roD4nFpaWtIOoejE5hSbD2TXyRNHGTh74c7pD8oYsTn19vam\nHULRic0pNh/IrpMnjjIwuipsTMTmNLrSaEzE5hSbD2TXqeImADrOdJRitd/LFhX/ur7arxMrXuMo\nA8M70o6g+MTmFJsPhH0aYiI2H8iukyeOMnD+2vgqdrE5xeYD0NnZmXYIRSU2H8iukyeOMtB5ZFyz\nrCE+p9h8APr7+9MOoajE5gPZdfLEUQZyt0eNhdicYvMBJmwjGgOx+UB2nTxxOI7jOAXhicNxHMcp\nCE8cZeDSDXHNsob4nGLzAViyZEnaIRSV2Hwgu06eOBzHcZyC8MRRBj5xXHwjdmJzis0HYOXKlWmH\nUFRi84HsOmVm8Lqk64C/AH5iZhenHY/jFBOfDe9kiUwkDklnANVmtljSVZLmm9kDacflOM7UxJgI\nY3TaW2RW+ePXJV0O9JjZTyS9ATjQzL456ZjlwPLkbhNQSQOkDwX+lHYQRSY2p9h8ID6n2Hyg8pwa\nzOz50x2UiRoHMBv4Y3J7K3DM5APM7BrgmnIGlS+S1pjZSWnHUUxic4rNB+Jzis0HsuuUlc7xbcAB\nye05ZCdux3Gc6MjKF/Ba4JTkdjMwmF4ojuM4+zZZaar6AXC3pHpgKdCWcjyFUpFNaM+R2Jxi84H4\nnGLzgYw6ZaJzHEDSwcBpwM/N7JG043Ecx9lXyUzicBzHcSqDrPRxOI4zCUkz044hXyQdKOnwtOMo\nBZKqJB2SdhzlxBPHc0TSwZL+W9Kdku5Jyv5J0pmSbpL0vKTsBZK+ndw+SNJjyTnryhRnlQIXSjol\nie9/STpe0qeTxw+UdGjyd1DOuXdKeq+kKVdkk9S7uy8xSTMk3SHpecntGZK+l7xuklS21QUlXSPp\nVXt4vGJizZNvSToWQNILJd2e+2CF+bwZ+PjuHpS0f/L+O0zSMZLaJC2T9FlJp+Qcl9fnqJTuyWfn\nfZKaJJ0JvBu4Jyk/U9KRyXE/S/49Ljn+PElflfTt0c9LJfjsDVnpHK9kdgIrzOwdkm6R9D1gNWG+\nyQjwb5L+gTDJZ6ekGcBc4B4ze72kH5UpzlcBnwFeALwOqAFmAn8PPA94DfBT4AhgHvANSe8hDINe\nSHivVEl6h5k9OOnaB5vZs3btTt7MlwP7A/8X+BVhaHUdcD+wHrgW+H4xRaeIY/QH0jOE/4Nq4BPA\nscDThElYVwNdacdaIJ9l/Mffk4T3G1A5r30Sy0zgH4CtSn5cTeINwOuBtzM+9H4WcBNwH/A/yXWq\nCZ+3PX6OSukuaVYSXzXhc3Q08GvgG8AO4GVAtaTfATMltQKvBjYCN5vZlklxpuqzt3gfx3NEodP+\nF8AK4DjgQWA78F3gK8A64FbgbGA+4cv5V8BsM/ucpFXA7cA3zOyPz36Gosf7kSTeg4FDCG+6djP7\nWvJ4O3CSmX1B0n6EN/YPzex1o/dt0ptG0joza0lui7A8zE5Ji4CXAN8BLgUuICSoncAWYH05BjpI\nWkpIFPOBR4FbgKOAr5vZGkmfAQx4KO1Y80HSy4AvERLF84DjgYOAbwH/Bvw7YeRh6q99Eu8nCQnu\nEjPbNemxXwCnA48BJO+bduANZvahJOlXm9kzkl5PHp8j4IWUyF2hxvoBwo+uCwjJ+wjgN4T/g9mE\nBPhG4G3A5wk/TM4EHk8u8wcze1cl+OwtXuN47mwl/CdeQfjV9AzwUcIv2QHgQ2a2JXkjfCGpmXwB\nuCg5/2+BwyjxsgOS/pLwq2ULcMYUj78f+DDhA67kF9CngUsYf598nPCltHGK8/uSm1XAGuADZrZa\n0nGEIdSPAS8CWoAlwH8DB0r6oJmVdONlM7sduF3SFcDNhA/5hZMO+zXhSzjVWPPBzH4JvELS2cAQ\n8GJCQgRoBQ43s8sr4bWXNJ/wuVgCvFNSrZl9KeeQ2YTPyl8BH5H0DOEHTZ2kYwjvp3uAC83stnw+\nR2b2x1K5m9ldCv0ZBxJq8X8C/h/wVUKymGlmGyUNAcOE1ocuwg/Kywk1hiuTa6Xus7d44njuHA58\njlB9/TzhF9/HgTuADuCdwJcJy6S0S7qWUA3fIOn3QD1wnZmtL3Gc+wPfNrMvAEj6ALDDzL6e3D+b\n8EY9jzA7/2FC4usCjk+arV6RuDwLM9vd3JoRwq95I0zePJrwi6zVzL5VFLM8UOgLeCkhYXw+iWcy\nFRFrPiis2fY54GLCF9g5yUPnEt5bt1MBPmb2gKROwi/0dwKvk/Rm4E4ze5TwWdgO/MjMuhO3dpIa\nR3JfkvYzs2fI/3NUEndJDYTP9SLgLEJz5/OSh+cBv09qScsISe/rwH8Sag+nEhLO/8m5ZKo+e4sn\njufOdkKVcSvwRULiuIdQLb0NaJV0PuFX4a+A9xJe91vM7HRJNwLfLnWQZrZC0kOSNhNqDPXALklv\nJbx5lyS/lP6H0FQ12mF3QeL4UeDlZra9wKfeQGiPPYjwgbke2AV8QNK3zWxnMfz2ROJ4KvAU8Fkz\nu0fS31RirPmgsKDnW4CfE/4fHyK0r2NmT0n6GOGXfEX4mNlWSZcB/5jUvquA84EPEfoKXg38b0mj\n8eTWOCB8Ad+WnPdy8vsclcq9KbnuF4HFhC/yKwkJ5GpCLeCtwCpCf8fZieuXgRsItYULYKzZOG2f\nvcITR3HZRKhyrwAeIbyp3mxmuyQdSqiS7gJ2SPqjpM8B95WjbyNhF/CzpFr8PuBpM/uWpJvJ6VgF\n9kuqxi8k1Kg2AHcS2my/VuBzvhT4JOGLbSbhNRkhfBm8ey+uVzBJEvx20lQ1SjVwpaQnCP0d/1gJ\nsebJXYQvoX8H3kf44h3DzH4IIOmdVICPpNMJiW6hpP2TOI6V9EXgGTP7MfDjnOPbyalxTLpWvp+j\nkvxfJj/A5hJq5d2Ez8j7gRMJSyP1E5qjvkvo2xwAnmdmj0nqBV49OrgkaU5M1Wdv8cTx3JlF2GDq\n+YRO1/8gtGsCCFiSNJPcMnpC8uHZRlgG/jxJc81saxlifdbw66QD+8XANknNjP8KHCZ06HUQPgSX\nA9+V9CfCB8bMbMpt85JRIEp+BT1D6NB7hJCEdhLc96f877/ZhOQJ4YP/wZzO8RkVFutuMbPfAUgi\nGahwh6SplsKuFJ+fA68Ffk9oszdJLyd8drZNcfwspm5KhJz38DSfo1K6K/n3YULH97mEWsXtwJNm\ntiaJrxr4O2CdpJcQ+hYfTvojrqwgn4KpmA9DhjmdMHLqy4R+jusJbc47CB1YXyWMvFgJfF3Smwh9\nIF8hDKd7J7AiqW5e8ezLF5VNhM5ugP0IH84DgYvM7E+SZgMfN7NNAJK+Ruikq0lqTW9Nzn0HsFzS\n6Jfw0zmd4xA+DF9RGLr4XsKbfKpfSvtLmjHaz1JKJF1KGFY82oF4I/CH5PbnCcOSKyLWApghaWYy\nFLqGnM+zpPdSIT5m9j8kQ2pzuBBoJHzpjqEw0uhS4GOTryOpDuhlms8R4Uu2JO5Jgj4P+CBhbso3\nE49awmf/XyXdaWb/j/BD5RXA9wh9HcsIzYpfUhjp96u0ffYWH45bRJJfDIea2UNTPFaVfPnOAEYm\nD2mtVCS9kPArqpI2m3H2USrhcySpJrevT2FI/nYze3IP51RPVUOvBJ+9wROH4ziOUxC+5IjjOI5T\nEJ44HMdxnILwxOE4KSJJ0x81dmxNKWNxnHzxxOE4eSDpy8moHiQtlnSRpJMVlonY3TmfkXT0NJde\noTyWG08mvw1JOlrSRdMd7zilxIfjOk5+3An8paTXACcQVjI9FThC0mLCBMIXEoZIVhPm8ryS8VnC\nIoz/F+NzXCBsHfoXhPH5owli9Lhdo4sCJiNvhglrHs2W9EIzGx1O7DhlxUdVOc40JEMlRRhHX02Y\np3M88DPCDOdPSppHSCgXEJavPxT434RJYvWEcfeXEBbEO58wEfE4wqz8XKoIi0u+AHgX4xMWSa7/\nq+T2fsArbYrl7B2n1HiNw3Gm5+8Jk76+QNj3YBZhlWFgLLH80cw2S/qwmf1A0p3AlWZ2laRzgbvN\nbGVySk9y3iozO4XdIOmG0bH/yXN8F/iwmW0ugaPj5I0nDseZBjP7psJy3zOAnxBmCj9JWA68jrBS\n6qcJs4CR9GLCnieLgasIeylcOfm6QKMmbmx0JPB6Mxuthfwg6SOpImzY81+E1Qg8cTip4onDcQrA\nzE5TWAL7K4SlH95gZp+cdMxvgU9LukTSycBcM3s89xhJ9cCvzOx1OWU/YnxfDczsryW9A9jfzL4q\nqQ14D/DDEuk5Tl74qCrHKYBkCZZjk1rBaEf26J7QLwEOl3SVpFcTdum7lbAF6mTeC/xgUtnzyEkc\nk573MOAB4CWSjlDYY9x/+Dmp4G88x5kGSQcR+jkOB9oJ/R0QVif9XXL7HYQF7T5D2LhnS3LcamCZ\npJ9Zsr1nsiLxUuDknOeYS6hZ7EruH0rYROtvCXswNAP/QuhnuY6wXPcgcFnRhR1nGnxUleNMg6QP\nE4bL/l/C3gfHEZZl358w0upQ4Bwz+05y/KmE0VVXm9l3kiXEv0EYZfVbwgY9f5eTSK4i9IdckbMj\nYy1hn/QbzGxgUjyfIuwB8Uoze9Y2vo5TajxxOM5eImk/Qq29irAp1ugIqEMJK50+nnNsLWGV4WeS\nJbArYjdBx9kbPHE4juM4BeGd447jOE5BeOJwHMdxCsITh+M4jlMQnjgcx3Gcgvj/GA1kztjRxIUA\nAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x496f8d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#常用的进攻方式\n",
    "attack_method = known_data['combined_shot_type'].value_counts()\n",
    "a=np.array([1,2,3,4,5,6])\n",
    "plt.bar(a,attack_method,align='center')\n",
    "plt.xlabel('进攻方式')\n",
    "plt.ylabel('进攻次数')\n",
    "plt.title('科比的进攻方式')\n",
    "plt.grid(linestyle='--', linewidth=1)\n",
    "plt.ylim(0,20000)\n",
    "plt.xticks(a,('跳投','带球上篮','扣篮','补篮','勾手投篮','擦板投篮'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "哈哈哈，果然，跳投是最多的，最少的是擦板（嗯，这个让我想起了另外一位巨星——邓肯，他的擦板肯定不少！）这里用到的是“combined_shot_type”这一列，然后我把结果转为中文了，看起来顺眼一点。然后我们可以计算命中率（这里其实就不是很准确了，因为被我删除一部分数据），看看哪种进攻方式的命中率最高。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Bank Shot    0.791667\n",
      "Dunk         0.928030\n",
      "Hook Shot    0.535433\n",
      "Jump Shot    0.391071\n",
      "Layup        0.565093\n",
      "Tip Shot     0.348684\n",
      "Name: combined_shot_type, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x104df978>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAEfCAYAAABVpe33AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAE4xJREFUeJzt3X+U5Xdd3/Hni03AZYOSNJu0sYRgSVFQIrClJg1hQw0a\n1JOaCgQ1UAzdeozVU9paOKSGaCoabXpQQdi6kAgFTfEYxAO1pCEQTvi1Wwk2Vo6engSNJ7DIJkuI\ngsK7f9w7mZvZmZ07s3fmO/e9z8c5e+Z773xm7/ue73de87mf7+f7+aaqkCT18aihC5AkzZbBLknN\nGOyS1IzBLknNGOyS1IzBLknNGOyS1IzBLknNGOyS1MwJQ7zoqaeeWmedddYQLy1Jc+vAgQOfr6qd\nq7UbJNjPOuss9u/fP8RLS9LcSnLPNO0cipGkZgx2SWrGYJekZgx2SWrGYJekZgx2SWrGYJekZgx2\nSWrGYJekZga58lTLyzXZ1Nerq72RudSRPXZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZg\nl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6Rm\nDHZJasZgl6RmDHZJasZgl6RmDHZJamaqYE+yL8kdSa5a4fsnJ3lvktuTvGm2JUqS1mLVYE9yKbCt\nqs4Dzkhy9jLNLgfeXlXPAR6XZNeM65QkTWmaHvtu4Kbx9q3A+cu0+UvgKUkeDzwB+MzSBkn2JNmf\nZP/BgwfXWa4kaTXTBPsO4N7x9mHg9GXafBg4G/gJ4I+BQ0sbVNXeqtpVVbt27ty5znIlSas5YYo2\nDwLbx9snsfwfg58DfrSqDid5JfByYO9sSlyUazLr//Ko6ura1NeTpFmYpsd+gMXhl3OAu5dp81jg\n25JsA/4xYCJK0kCmCfabgcuTXA+8CLgrybVL2ryOUQ/9AeAU4J0zrVKSNLVVh2LGwyu7gYuA66rq\nPuDOJW0+DjxtQyqUJK3JNGPsVNUhFmfGSJK2MK88laRmDHZJasZgl6RmDHZJasZgl6RmDHZJasZg\nl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6Rm\nDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJasZgl6RmDHZJ\nasZgl6RmDHZJasZgl6Rmpgr2JPuS3JHkqlXavTHJ982mNEnSeqwa7EkuBbZV1XnAGUnOXqHdc4C/\nW1XvmXGNkqQ1mKbHvhu4abx9K3D+0gZJTgT+K3B3kktmVp0kac2mCfYdwL3j7cPA6cu0eSnwR8B1\nwLOT/OulDZLsSbI/yf6DBw+ut15J0iqmCfYHge3j7ZNW+JlnAHur6j7g7cCFSxtU1d6q2lVVu3bu\n3LneeiVJq5gm2A+wOPxyDnD3Mm3+FPim8fYu4J5jrkyStC4nTNHmZuD2JGcAFwOXJbm2qiZnyOwD\n3pLkMuBE4AdmX6okaRqrBntVHU6yG7gIuG483HLnkjZfBF64IRVKktZkmh47VXWIxZkxkqQtzCtP\nJakZg12SmplqKEbS8S3XZFNfr66uTX29buyxS1IzBrskNWOwS1IzBrskNWOwS1IzzorRpnFmhbQ5\n7LFLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BL\nUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMG\nuyQ1Y7BLUjNTBXuSfUnuSHLVKu1OT/IHsylNkrQeqwZ7kkuBbVV1HnBGkrOP0vyXgO2zKk6StHbT\n9Nh3AzeNt28Fzl+uUZLnAV8C7ptJZZKkdZkm2HcA9463DwOnL22Q5NHATwOvWuk/SbInyf4k+w8e\nPLieWiVJU5gm2B9kcXjlpBV+5lXAG6rq/pX+k6raW1W7qmrXzp07116pJGkqJ0zR5gCj4ZePAucA\nn16mzXcCz0tyJfDtSX69ql4xuzKlrS/XZNNeq66uTXstzZ9pgv1m4PYkZwAXA5clubaqHp4hU1UX\nLGwnuc1Ql6ThrBrsVXU4yW7gIuC6qroPuPMo7XfPrDpJ0ppN02Onqg6xODNGkrSFeeWpJDVjsEtS\nMwa7JDVjsEtSMwa7JDUz1awYSepsMy8ug42/wMweuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMG\nuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1\nY7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjMGuyQ1Y7BLUjNTBXuSfUnu\nSHLVCt//hiTvS/L+JL+T5NGzLVOSNK1Vgz3JpcC2qjoPOCPJ2cs0+yHg+qq6CLgP+O7ZlilJmtYJ\nU7TZDdw03r4VOB/4k8kGVfXGiYc7gc8t/U+S7AH2AJx55pnrKFWSNI1phmJ2APeOtw8Dp6/UMMm5\nwMlV9dGl36uqvVW1q6p27dy5c13FSpJWN02P/UFg+3j7JFb4Y5DkFOBXgH8+m9IkSesxTY/9AKPh\nF4BzgLuXNhifLL0JeHVV3TOz6iRJazZNsN8MXJ7keuBFwF1Jrl3S5grgWcBrktyW5MUzrlOSNKVV\nh2Kq6nCS3cBFwHVVdR9w55I2vwb82oZUKElak2nG2KmqQyzOjJEkbWFeeSpJzRjsktSMwS5JzRjs\nktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSM\nwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5J\nzRjsktSMwS5JzRjsktSMwS5JzRjsktSMwS5JzUwV7En2JbkjyVXH0kaStPFWDfYklwLbquo84Iwk\nZ6+njSRpc0zTY98N3DTevhU4f51tJEmb4IQp2uwA7h1vHwaevJ42SfYAe8YPH0zy6bWVekxOBT6/\n1h/Ka7MBpWwI398y5uT9dX5v4Ptb1jG8vydO02iaYH8Q2D7ePonle/mrtqmqvcDeaYqatST7q2rX\nEK+9GXx/86vzewPf31CmGYo5wOLQyjnA3etsI0naBNP02G8Gbk9yBnAxcFmSa6vqqqO0+Y7ZlypJ\nmsaqPfaqOszo5OhHgQur6s4lob5cmwdmX+oxGWQIaBP5/uZX5/cGvr9BpKqGrkGSNENeeSpJzRjs\nktTMcRPsSbxoao4l+aaha9goHpvzJcnfWfL4RUPVspK2wZ7k/Uueet0ghWyQJNuWPH76ULVshCRv\nW/LU2wcpZAN0PzYBkjwqyfcn+TdJvm/oembsvy95fOUgVRzFNNMd58o44J4BfGOSl46f3gH89XBV\nbYh3JXkJoyvfrgW+Hrh02JKOXZIzgScBT0tywfjpHcDfDFfVbBxHxybAbwKfAz4FvCDJS6rqBweu\n6ZgkeS6j2X9nJfnp8dM7gEODFbWCdsEOZJmvfwlsuY9Lx+j1wIeA+4HXVNUnBq5nVp7E6Jfn5PHX\nAH8F/MhwJc3M8XJsApxWVQ+/ryQfGLKYGbkbuA34Z8AHx8/9FfAHA9WzonbBXlV3AncmeUpV/cbQ\n9czaRC/2a8ANjD4Gnpzkgqr60GCFzUhVfRD4YJInVtXPDF3PLHU/Npd4KMmrGF2V/mzggXk/Rqvq\nHuCeJG8dH6dbVtt57ElOBF4OfAtwF3BDVf3tsFUduyRXr/Ct6haESZ7PeP9V1S1D1zMrXY/NSRPH\nabH4CaXFMZrk8cB/AL6Z0f77xa12UWbnYH8b8CfAxxgtcfDkqrp82KpmJ8nXMRqvPZHRL07Nc29o\nqSTXA49ncf8dqqpXDlvVbHQ/NgGSvIzFUC+ALp9Skrwb+G0W99+lVXXJsFU9UruhmAlPmPhl+f0k\ntw1ZzAa4BfgkcHD8uBiNuXfxrKp67nj7zUk6vbfux+aCMFr19bsZLW3bItiBkyf+SH06yRWDVrOM\nzsH+F0lezeiv6rnAXwxcz6x9rap+fOgiNtDh8ayfhf23pT7qHqPuxyZVdePEwzcleeNgxczeJ5O8\nmcX998mB6zlC56GYRwP/ksVxzF+vqrmfMrcgyX9kNNXqRuBLAFX1mUGLmqEkpwCvZnH/va6q7h+2\nqtnofmzCI07yAzwO+KmJT2BzL8n3sHj+531D17NU52A/DfinwKPHT1WXMT6AJG8dbz48jllVHaYE\nApDkMcAzeeT+azEc0/3YhCNO8n8F+N2qumuoemYpyVOBSxjtv4XzB1vqpHDnoZj/AbyDxTHoubnX\n1pRuYMnJqWb+F33PIXQ/NgH+L3BzVX1l6EI2wE3Aa1ncf1tO52A/XFW/NHQRG2j3+Ot24CJGsyy6\nBB/0PofQ/diE0VTA25L8IXBjVd0xdEEz9Fngd6rqq0MXspJ2QzETY3vPB/4BozPxC2PQnYLvYeN1\nY95QVT86dC3HarykAMDLaHYO4Tg9Np8LvIXRBXX/qapuGLai9ZtYBuLbgV3AO1ncf1tqKK1jj/3C\n8de/Af6Y0VVv0Ouj/GQAwujk1NlD1TJj1yx5/FPjr8X8LytwXBybAEleDLyE0bH5C4zmfb+X0RDi\nvFoYMrtz/G/yuS2lXY8dIMmzqupAkkcBPww8BnhbVbVYbCnJtwIfAL4B+AKjseifr6rbhqxrVpKc\nVlWfG29fADymqpauiDiXuh+bC5K8FviNqvp/E889tar+aLiqjs34hP7FVXVzku3Av2e0/16/cLxu\nFe2W7U1yI/Cvxg+vB74L2MnoY9PcS/IK4H2MekC/yOhG4t8MnDZkXbOS5OcY9+rGa438DPDCJG8Z\nsq5Z6H5sTqqq1wJfTHLm+N+58xzqY+8CvnW8vQ94LKPpqkuXmB5cx6GYM6vqwiRPBp4HnFNVleTW\noQubkT2M3tMXFp4Yr13xXkZn6+fdBVV1fpIzGK2n8vSq+nKTqzO7H5sPS7KP0UqdJwMPMRpumvcb\nipxUVdcmeSbwpIVliJPsGbiuI3QM9kNJ/h3w/cDPAjuSzP065RNOBJ6SZOnY3mOGKGYDPJjkBxgN\nU/wX4Kvj4ZgThy1rJrofm5OeyGgpgf/GaKy9wx+vu5P8KqM/yleO76R0JfDFYcs6Usdg/2HgckZX\nKv7euHf0VOCHhi1rZj7JqNe+1Kc2u5AN8i+AnwRuqao3jc8n/BjLv+d50/3YnPRlRhdhbQNeyGhB\nt3l3BaOpxXur6lNJnsDoZiKXDVvWkVqePJU0rCQ7gL/HaAbQFcBXquraYas6fhjskjZcko9X1bNX\nb6lZaDcrRpKOdx3H2CUNJMlyN6wOcMpm13I8M9glzdJKV0BvubnenbUdY0+yo6q+NPH4e6vq94as\nSdNLsm1ykaUkT6+qLjN/SPIM4CzgT6vqDwcuR2swvmr4Ehb333uGrehIncfY351kZ5JnJ/l94DuH\nLkhr8q4kX5fk7ye5gdEyqS0k+WVG89j/EfALSf7zwCVpbX6T0VTOLwEvSPKOges5QuehmJ8A/ifw\nZ8AVVfXnA9ejtXk9o4Wx7gdeU1WfGLieWXpmVT18FWaS24csRmt2WlW9aOFBkg8MWcxy2gX7xNKa\nAL8F/Dijv6p/vdWW1tSRJpa2/RqjNWOuBE5OckGjpW0/m+Qy4ACjFR7/PMmZ874s8XHkofE6Rgv7\n74Gtdny2G2NP8rIVvtXu9mMdLbml2qTaarcfW6/xbQ0nf/Ha3dqwsxWO0S11fLYL9gUT95U8kcVf\nHIN9jiT5LkYrV95VVbcMXc+sJPlJ4BwW1/I21DVTnYP9f/PI+0pSVTcOV5HWIsn1jNab/zjwHcAX\nqurfDlvVbCT5CPCDwMOzfhyG0Sy1G2OfcDzcV7KzZ1XVc8fbb06yZcYvZ+CzwC3APSzejPx5g1ak\nVSW5vqpeOT5ZutAjXhgN2FL7r3OwfzjJOzkO7ivZ1OEkLwE+BpwLPDBwPbN0IvBtVfXQ0IVoelX1\nyvHXC1drO7TOwd7+vpLNvQx4NaMlbe8CXnr05nPldOATST678MRW6/FpvrUN9qq6JslOYPv4qW8c\nsh6tTVV9IcktwL3A/6mqQ0PXNEO/MnQBWrskl1TVu4euYxqdT54ecWuuyYtCtLUtc/L00MJH4Xk3\nMSV3O6O7DH2+ql4xYEmaQpJb5+WTVedgvwV4ARO35qqqC47+U9oqknxw4uQpST7Udf8leWNV/djQ\ndejokjwELL2CfeHk6T8coKQVtR2K4chbc508bDlao7YnTyeurgV4HPC0oWrRmnxsHk6cQu8e+9Jb\nc72/qlyTY04kOYXRydNvYXTy9HVVdf+wVc3G+MrFYtTb+zLwnqq6a9iqtJokV1bVG4auYxrtgj1J\ngOczmuL4EeBVjHpFb6iqPxuyNq1uyVo/8MirM+f6yuFlbkLxVeAzVfWRIepRXx2HYt7BaEXAU4Gf\nBz4BHBo//5wB69J0njCx/SPAPhbDfd4tdxOKi5PsqaqXb3o1aqtjj/3hM9dJPlVVTx9vf9hZMfMl\nyQfmZUzzWBwv71Obp2OP/fFJzmXUy/vb8fajWJzPri0syXkTD79+8nFV3TFASRtmfBL1nzCajivN\nTMce+1tX+p4fd7e+o+y/disgJnkx8Fjgt1xeQLPULtgl6XjX+Z6nknRcMtglqRmDXZKaMdglqRmD\nXZKa+f/3kWRBvny9UgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104ec048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 计算命中率\n",
    "%matplotlib inline\n",
    "#shot_made_flag：1表示进球，0表示投丢\n",
    "#\n",
    "hits = known_data[known_data['shot_made_flag']==1]['combined_shot_type'].value_counts()\n",
    "hits = hits/attack_method\n",
    "print(hits)\n",
    "hits.plot.bar(color = 'g')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，扣篮的命中率最高（废话。。。），然后是擦板，带球上篮，勾手，跳投，最后居然是补篮命中率最低（有点难以置信，有可能是数据的缺失的原因，我其实更偏向跳投才是最低的）？"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在数据集里的第一列，是投篮更加具体的方式，有兴趣的同学可以仿照上面的做法，看看科比哪一种进攻方式命中率最高。考虑到科密们津津乐道的“后仰跳投”，这里就只算下科比用后仰投篮的命中率（数据集细致地分为了后仰擦板，转身后仰等等，这里都统一起来）："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5841897233201581\n"
     ]
    }
   ],
   "source": [
    "#后仰命中率\n",
    "print(len(known_data[(known_data['action_type'].str.contains('Fadeaway')) & (known_data['shot_made_flag']==1)])/len(known_data[known_data['action_type'].str.contains('Fadeaway')]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "看来唠嗑的后仰还真是不好防守呢！接着我们继续看看，除了进攻方式，科比每一节的命中率和两分球，三分球的命中率分别是多少，先来看看每一节的情况："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1    0.465672\n",
      "2    0.448802\n",
      "3    0.453442\n",
      "4    0.413702\n",
      "5    0.442857\n",
      "6    0.466667\n",
      "7    0.428571\n",
      "Name: period, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10207d68>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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exIhApqRG81ahzLm3h+5uzTOrikmJDmbW+ESj44jT5GZaMClY6IRpmH2Wvda6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\nhPACUvZCCOEFpOyFEMIL/H+oLUKr+GrQXwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x104e8080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#每一节命中率情况\n",
    "#period：表示在第几节出手投篮\n",
    "period_accuracy = known_data[known_data['shot_made_flag']==1]['period'].value_counts() / known_data['period'].value_counts()\n",
    "print(period_accuracy)\n",
    "period_accuracy.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从折线的走势可以看出，第一节平均命中率最高，然后经过第二节下降一点，第三节回来又有所上升，最后一节命中率最低。一般来说，是因为体力和技战术的问题，第三节会比第二节高是因为有一个中场休息，球员可以得到更多的休息和调整的时间，而打到最后一节，体力肯定没有之前好，所以命中率最低。另外对手也会根据你的表现而调整防守策略。这也符合大多数球员的情况吧。最后的5,6,7是加时赛，也可以看出，科比职业生涯打过的最长比赛是经历了三个加时赛。（注意：这里看起来变动幅度很大，如果你仔细看下右边的刻度，会发现什么？最低的第四节其实也就0.41左右！这也提示了我们，在可视化的时候，不同的刻度会给人不同的视觉效果！）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2PT Field Goal    0.477348\n",
       "3PT Field Goal    0.329268\n",
       "Name: shot_type, dtype: float64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#两分球和三分球命中率\n",
    "point_accuracy = known_data[known_data['shot_made_flag']==1]['shot_type'].value_counts() / known_data['shot_type'].value_counts()\n",
    "point_accuracy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如此看来，科比的三分球有三成多的命中率，相对来说还是可以的（查了一下，进不了前100，目前最高有47%的命中率）。这里可以给出一个防守建议，适当放科比投三分。其实这个还算合理，结合科比打球的时代，人们更偏向于内线和防守，投三分求其实不会太多。所以可以放出一点空间，避免贴身防守太紧被科比直接突破。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "分析完科比的进攻方式，再来看看他喜欢在哪一些地方投篮，终结的效果又是如何。同样，数据集里面对投篮区域的描述也有两列，这里我选取描述更具体的“shot_zone_basic”一列来分析。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "先来看看他在不同区域的出手情况："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mid-Range                10532\n",
      "Restricted Area           5932\n",
      "Above the Break 3         4720\n",
      "In The Paint (Non-RA)     3880\n",
      "Right Corner 3             333\n",
      "Left Corner 3              240\n",
      "Backcourt                   60\n",
      "Name: shot_zone_basic, dtype: int64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x107bd6d8>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x101dabe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "area = known_data['shot_zone_basic'].value_counts()\n",
    "print(area)\n",
    "area.plot.barh()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "可以看到，科比更多的进攻范围是在中距离，中投多一点。那命中率有如何呢？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Above the Break 3        0.329237\n",
      "Backcourt                0.016667\n",
      "In The Paint (Non-RA)    0.454381\n",
      "Left Corner 3            0.370833\n",
      "Mid-Range                0.406286\n",
      "Restricted Area          0.618004\n",
      "Right Corner 3           0.339339\n",
      "Name: shot_zone_basic, dtype: float64\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1079be80>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1085b0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#区域命中率\n",
    "area_accuracy = known_data[known_data['shot_made_flag']==1]['shot_zone_basic'].value_counts() / known_data['shot_zone_basic'].value_counts()\n",
    "print(area_accuracy)\n",
    "area_accuracy.plot.barh(color = 'r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "但是这样看似乎不太方便，究竟哪里是Mid-Range（中距离），哪里是In The Paint （油漆区）。那就换一种方式来可视化吧！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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JOJ1ObrjhBqZMmYLL5ULUZab4PnsihGD58uWkpKRgMpnYv38/GzZsoHPnznTr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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10970160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()  \n",
    "axes = plt.subplot(111)  \n",
    "\n",
    "Above3_df = known_data[known_data['shot_zone_basic'] == 'Above the Break 3']\n",
    "Backcourt_df = known_data[known_data['shot_zone_basic'] == 'Backcourt']\n",
    "Paint_df = known_data[known_data['shot_zone_basic'] == 'In The Paint (Non-RA)']\n",
    "Left3_df = known_data[known_data['shot_zone_basic'] == 'Left Corner 3']\n",
    "Mid_Range_df = known_data[known_data['shot_zone_basic'] == 'Mid-Range']\n",
    "Restricted_df = known_data[known_data['shot_zone_basic'] == 'Restricted Area']\n",
    "Right3_df = known_data[known_data['shot_zone_basic'] == 'Right Corner 3']\n",
    "       \n",
    "type1 = axes.scatter(Above3_df['loc_y'], Above3_df['loc_x'], s=20,c='red')  \n",
    "type2 = axes.scatter(Backcourt_df['loc_y'], Backcourt_df['loc_x'] ,s=20,c='orange')  \n",
    "type3 = axes.scatter(Paint_df['loc_y'], Paint_df['loc_x'],s=20,c='yellow')  \n",
    "type4 = axes.scatter(Left3_df['loc_y'], Left3_df['loc_x'], s=20,c='green') \n",
    "type5 = axes.scatter(Mid_Range_df['loc_y'], Mid_Range_df['loc_x'], s=20,c='blue') \n",
    "type6 = axes.scatter(Restricted_df['loc_y'], Restricted_df['loc_x'],s=20,c='gray') \n",
    "type7 = axes.scatter(Right3_df['loc_y'], Right3_df['loc_x'],s=20,c='purple') \n",
    "  \n",
    "plt.legend((type1,type2,type3,type4,type5,type6,type7),\n",
    "           ('弧顶3分', '后场', '油漆区','左侧3分','中距离','禁区','右侧3分')) \n",
    "plt.xlim((-100, 1000))\n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "这样就清楚很多了吧，再结合各区域的命中率，我们可以提出，尝试逼迫科比往右走，因为数据显示，他的右侧三分比左侧的命中率要低，并且不要让他轻易突破到禁区（灰色）和油漆区（黄色）投篮，可以在这里安排第二个甚至更多人去协防，让他往外走。当然了，其实篮球场上防守并没有想象中那样简单，还需要队友的配合。不过，对于科比来说，更可能的是，不管你多少人防守，我也不会传球，还是要硬上。。。没办法，谁让他是科比呢！"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "再来看看关键时刻的科比，这里我用了每一节最后的1分钟，来看看科比是如何尽显“杀手”本色的！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>action_type</th>\n",
       "      <th>combined_shot_type</th>\n",
       "      <th>game_event_id</th>\n",
       "      <th>game_id</th>\n",
       "      <th>lat</th>\n",
       "      <th>loc_x</th>\n",
       "      <th>loc_y</th>\n",
       "      <th>lon</th>\n",
       "      <th>minutes_remaining</th>\n",
       "      <th>period</th>\n",
       "      <th>...</th>\n",
       "      <th>shot_type</th>\n",
       "      <th>shot_zone_area</th>\n",
       "      <th>shot_zone_basic</th>\n",
       "      <th>shot_zone_range</th>\n",
       "      <th>team_id</th>\n",
       "      <th>team_name</th>\n",
       "      <th>game_date</th>\n",
       "      <th>matchup</th>\n",
       "      <th>opponent</th>\n",
       "      <th>shot_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>86</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8523</td>\n",
       "      <td>62</td>\n",
       "      <td>192</td>\n",
       "      <td>-118.2078</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>369</td>\n",
       "      <td>20000019</td>\n",
       "      <td>33.8583</td>\n",
       "      <td>-183</td>\n",
       "      <td>186</td>\n",
       "      <td>-118.4528</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>499</td>\n",
       "      <td>20000019</td>\n",
       "      <td>34.0103</td>\n",
       "      <td>127</td>\n",
       "      <td>34</td>\n",
       "      <td>-118.1428</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-01</td>\n",
       "      <td>LAL vs. UTA</td>\n",
       "      <td>UTA</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>202</td>\n",
       "      <td>20000047</td>\n",
       "      <td>33.7723</td>\n",
       "      <td>-27</td>\n",
       "      <td>272</td>\n",
       "      <td>-118.2968</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-04</td>\n",
       "      <td>LAL @ VAN</td>\n",
       "      <td>VAN</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>232</td>\n",
       "      <td>20000049</td>\n",
       "      <td>33.9953</td>\n",
       "      <td>22</td>\n",
       "      <td>49</td>\n",
       "      <td>-118.2478</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-05</td>\n",
       "      <td>LAL vs. LAC</td>\n",
       "      <td>LAC</td>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>353</td>\n",
       "      <td>20000049</td>\n",
       "      <td>34.0233</td>\n",
       "      <td>56</td>\n",
       "      <td>21</td>\n",
       "      <td>-118.2138</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-05</td>\n",
       "      <td>LAL vs. LAC</td>\n",
       "      <td>LAC</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>369</td>\n",
       "      <td>20000049</td>\n",
       "      <td>34.0183</td>\n",
       "      <td>121</td>\n",
       "      <td>26</td>\n",
       "      <td>-118.1488</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-05</td>\n",
       "      <td>LAL vs. LAC</td>\n",
       "      <td>LAC</td>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>201</td>\n",
       "      <td>20000058</td>\n",
       "      <td>33.8543</td>\n",
       "      <td>167</td>\n",
       "      <td>190</td>\n",
       "      <td>-118.1028</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-07</td>\n",
       "      <td>LAL @ HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>306</td>\n",
       "      <td>20000058</td>\n",
       "      <td>34.0023</td>\n",
       "      <td>-71</td>\n",
       "      <td>42</td>\n",
       "      <td>-118.3408</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-07</td>\n",
       "      <td>LAL @ HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>425</td>\n",
       "      <td>20000058</td>\n",
       "      <td>33.8883</td>\n",
       "      <td>1</td>\n",
       "      <td>156</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-07</td>\n",
       "      <td>LAL @ HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>82</td>\n",
       "      <td>20000068</td>\n",
       "      <td>34.0403</td>\n",
       "      <td>-151</td>\n",
       "      <td>4</td>\n",
       "      <td>-118.4208</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-08</td>\n",
       "      <td>LAL @ SAS</td>\n",
       "      <td>SAS</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>215</td>\n",
       "      <td>20000068</td>\n",
       "      <td>33.8943</td>\n",
       "      <td>-193</td>\n",
       "      <td>150</td>\n",
       "      <td>-118.4628</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-08</td>\n",
       "      <td>LAL @ SAS</td>\n",
       "      <td>SAS</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>217</td>\n",
       "      <td>20000068</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>140</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.1298</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-08</td>\n",
       "      <td>LAL @ SAS</td>\n",
       "      <td>SAS</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>314</td>\n",
       "      <td>20000068</td>\n",
       "      <td>34.0023</td>\n",
       "      <td>-193</td>\n",
       "      <td>42</td>\n",
       "      <td>-118.4628</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-08</td>\n",
       "      <td>LAL @ SAS</td>\n",
       "      <td>SAS</td>\n",
       "      <td>106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>322</td>\n",
       "      <td>20000068</td>\n",
       "      <td>33.9893</td>\n",
       "      <td>-166</td>\n",
       "      <td>55</td>\n",
       "      <td>-118.4358</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-08</td>\n",
       "      <td>LAL @ SAS</td>\n",
       "      <td>SAS</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>130</td>\n",
       "      <td>20000098</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-12</td>\n",
       "      <td>LAL vs. HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>135</td>\n",
       "      <td>20000098</td>\n",
       "      <td>33.9033</td>\n",
       "      <td>85</td>\n",
       "      <td>141</td>\n",
       "      <td>-118.1848</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-12</td>\n",
       "      <td>LAL vs. HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Running Hook Shot</td>\n",
       "      <td>Hook Shot</td>\n",
       "      <td>236</td>\n",
       "      <td>20000098</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-12</td>\n",
       "      <td>LAL vs. HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>240</td>\n",
       "      <td>20000098</td>\n",
       "      <td>33.7683</td>\n",
       "      <td>1</td>\n",
       "      <td>276</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-12</td>\n",
       "      <td>LAL vs. HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>362</td>\n",
       "      <td>20000098</td>\n",
       "      <td>33.9113</td>\n",
       "      <td>-119</td>\n",
       "      <td>133</td>\n",
       "      <td>-118.3888</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-12</td>\n",
       "      <td>LAL vs. HOU</td>\n",
       "      <td>HOU</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>93</td>\n",
       "      <td>20000108</td>\n",
       "      <td>33.9473</td>\n",
       "      <td>-98</td>\n",
       "      <td>97</td>\n",
       "      <td>-118.3678</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-14</td>\n",
       "      <td>LAL vs. DEN</td>\n",
       "      <td>DEN</td>\n",
       "      <td>147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>219</td>\n",
       "      <td>20000108</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-14</td>\n",
       "      <td>LAL vs. DEN</td>\n",
       "      <td>DEN</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Driving Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>352</td>\n",
       "      <td>20000108</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-14</td>\n",
       "      <td>LAL vs. DEN</td>\n",
       "      <td>DEN</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>200</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.8883</td>\n",
       "      <td>91</td>\n",
       "      <td>156</td>\n",
       "      <td>-118.1788</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>209</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.9513</td>\n",
       "      <td>134</td>\n",
       "      <td>93</td>\n",
       "      <td>-118.1358</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>212</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.5673</td>\n",
       "      <td>47</td>\n",
       "      <td>477</td>\n",
       "      <td>-118.2228</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>323</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.8083</td>\n",
       "      <td>77</td>\n",
       "      <td>236</td>\n",
       "      <td>-118.1928</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>437</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.7973</td>\n",
       "      <td>-31</td>\n",
       "      <td>247</td>\n",
       "      <td>-118.3008</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>498</td>\n",
       "      <td>20000124</td>\n",
       "      <td>33.8443</td>\n",
       "      <td>-73</td>\n",
       "      <td>200</td>\n",
       "      <td>-118.3428</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-16</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>238</td>\n",
       "      <td>20000140</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>167</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.1028</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-11-18</td>\n",
       "      <td>LAL @ DEN</td>\n",
       "      <td>DEN</td>\n",
       "      <td>200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30369</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>531</td>\n",
       "      <td>49900024</td>\n",
       "      <td>33.6723</td>\n",
       "      <td>16</td>\n",
       "      <td>372</td>\n",
       "      <td>-118.2538</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-04-30</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>30370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30387</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>342</td>\n",
       "      <td>49900028</td>\n",
       "      <td>33.9963</td>\n",
       "      <td>-12</td>\n",
       "      <td>48</td>\n",
       "      <td>-118.2818</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-02</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>30388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30397</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>494</td>\n",
       "      <td>49900028</td>\n",
       "      <td>33.7983</td>\n",
       "      <td>10</td>\n",
       "      <td>246</td>\n",
       "      <td>-118.2598</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-02</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>30398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30398</th>\n",
       "      <td>Driving Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>504</td>\n",
       "      <td>49900028</td>\n",
       "      <td>34.0363</td>\n",
       "      <td>-25</td>\n",
       "      <td>8</td>\n",
       "      <td>-118.2948</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-02</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>30399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30399</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>508</td>\n",
       "      <td>49900028</td>\n",
       "      <td>33.8303</td>\n",
       "      <td>184</td>\n",
       "      <td>214</td>\n",
       "      <td>-118.0858</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-02</td>\n",
       "      <td>LAL @ SAC</td>\n",
       "      <td>SAC</td>\n",
       "      <td>30400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30475</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>268</td>\n",
       "      <td>49900058</td>\n",
       "      <td>33.7023</td>\n",
       "      <td>29</td>\n",
       "      <td>342</td>\n",
       "      <td>-118.2408</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-14</td>\n",
       "      <td>LAL @ PHX</td>\n",
       "      <td>PHX</td>\n",
       "      <td>30476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30513</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>241</td>\n",
       "      <td>49900070</td>\n",
       "      <td>33.9333</td>\n",
       "      <td>57</td>\n",
       "      <td>111</td>\n",
       "      <td>-118.2128</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-22</td>\n",
       "      <td>LAL vs. POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30516</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>350</td>\n",
       "      <td>49900070</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>-21</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.2908</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-22</td>\n",
       "      <td>LAL vs. POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30524</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>71</td>\n",
       "      <td>49900071</td>\n",
       "      <td>33.9983</td>\n",
       "      <td>164</td>\n",
       "      <td>46</td>\n",
       "      <td>-118.1058</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-26</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30525</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>75</td>\n",
       "      <td>49900071</td>\n",
       "      <td>33.8953</td>\n",
       "      <td>1</td>\n",
       "      <td>149</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-05-26</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30573</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>199</td>\n",
       "      <td>49900074</td>\n",
       "      <td>33.8673</td>\n",
       "      <td>175</td>\n",
       "      <td>177</td>\n",
       "      <td>-118.0948</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-02</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30574</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>201</td>\n",
       "      <td>49900074</td>\n",
       "      <td>33.4553</td>\n",
       "      <td>-3</td>\n",
       "      <td>589</td>\n",
       "      <td>-118.2728</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-02</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30579</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>323</td>\n",
       "      <td>49900074</td>\n",
       "      <td>33.8503</td>\n",
       "      <td>-199</td>\n",
       "      <td>194</td>\n",
       "      <td>-118.4688</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-02</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30586</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>434</td>\n",
       "      <td>49900074</td>\n",
       "      <td>33.8883</td>\n",
       "      <td>-220</td>\n",
       "      <td>156</td>\n",
       "      <td>-118.4898</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-02</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30587</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>440</td>\n",
       "      <td>49900074</td>\n",
       "      <td>33.9293</td>\n",
       "      <td>-227</td>\n",
       "      <td>115</td>\n",
       "      <td>-118.4968</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-02</td>\n",
       "      <td>LAL @ POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30592</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>108</td>\n",
       "      <td>49900075</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-04</td>\n",
       "      <td>LAL vs. POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30597</th>\n",
       "      <td>Slam Dunk Shot</td>\n",
       "      <td>Dunk</td>\n",
       "      <td>220</td>\n",
       "      <td>49900075</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-04</td>\n",
       "      <td>LAL vs. POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30599</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>317</td>\n",
       "      <td>49900075</td>\n",
       "      <td>33.8393</td>\n",
       "      <td>-21</td>\n",
       "      <td>205</td>\n",
       "      <td>-118.2908</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-04</td>\n",
       "      <td>LAL vs. POR</td>\n",
       "      <td>POR</td>\n",
       "      <td>30600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30612</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>100</td>\n",
       "      <td>49900083</td>\n",
       "      <td>33.5473</td>\n",
       "      <td>158</td>\n",
       "      <td>497</td>\n",
       "      <td>-118.1118</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-07</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30618</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>334</td>\n",
       "      <td>49900083</td>\n",
       "      <td>33.9163</td>\n",
       "      <td>29</td>\n",
       "      <td>128</td>\n",
       "      <td>-118.2408</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-07</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30619</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>452</td>\n",
       "      <td>49900083</td>\n",
       "      <td>33.8393</td>\n",
       "      <td>143</td>\n",
       "      <td>205</td>\n",
       "      <td>-118.1268</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Right Side Center(RC)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-07</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30639</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>326</td>\n",
       "      <td>49900086</td>\n",
       "      <td>33.9663</td>\n",
       "      <td>-6</td>\n",
       "      <td>78</td>\n",
       "      <td>-118.2758</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-14</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30640</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>336</td>\n",
       "      <td>49900086</td>\n",
       "      <td>33.9873</td>\n",
       "      <td>108</td>\n",
       "      <td>57</td>\n",
       "      <td>-118.1618</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Right Side(R)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-14</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30641</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30649</th>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>Tip Shot</td>\n",
       "      <td>492</td>\n",
       "      <td>49900086</td>\n",
       "      <td>34.0323</td>\n",
       "      <td>1</td>\n",
       "      <td>12</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-14</td>\n",
       "      <td>LAL @ IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30676</th>\n",
       "      <td>Running Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>98</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>-141</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.4108</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side(L)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>8-16 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30677</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30677</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>101</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9013</td>\n",
       "      <td>-113</td>\n",
       "      <td>143</td>\n",
       "      <td>-118.3828</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Left Side Center(LC)</td>\n",
       "      <td>Mid-Range</td>\n",
       "      <td>16-24 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30679</th>\n",
       "      <td>Layup Shot</td>\n",
       "      <td>Layup</td>\n",
       "      <td>212</td>\n",
       "      <td>49900088</td>\n",
       "      <td>34.0443</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-118.2698</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Restricted Area</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30681</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>218</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.7833</td>\n",
       "      <td>-18</td>\n",
       "      <td>261</td>\n",
       "      <td>-118.2878</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>Above the Break 3</td>\n",
       "      <td>24+ ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30689</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>326</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.3653</td>\n",
       "      <td>-12</td>\n",
       "      <td>679</td>\n",
       "      <td>-118.2818</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>3PT Field Goal</td>\n",
       "      <td>Back Court(BC)</td>\n",
       "      <td>Backcourt</td>\n",
       "      <td>Back Court Shot</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30696</th>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>Jump Shot</td>\n",
       "      <td>471</td>\n",
       "      <td>49900088</td>\n",
       "      <td>33.9723</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>-118.2688</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>2PT Field Goal</td>\n",
       "      <td>Center(C)</td>\n",
       "      <td>In The Paint (Non-RA)</td>\n",
       "      <td>Less Than 8 ft.</td>\n",
       "      <td>1610612747</td>\n",
       "      <td>Los Angeles Lakers</td>\n",
       "      <td>2000-06-19</td>\n",
       "      <td>LAL vs. IND</td>\n",
       "      <td>IND</td>\n",
       "      <td>30697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3248 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              action_type combined_shot_type  game_event_id   game_id  \\\n",
       "15              Jump Shot          Jump Shot             86  20000019   \n",
       "27              Jump Shot          Jump Shot            369  20000019   \n",
       "31              Jump Shot          Jump Shot            499  20000019   \n",
       "39              Jump Shot          Jump Shot            202  20000047   \n",
       "61             Layup Shot              Layup            232  20000049   \n",
       "63     Driving Layup Shot              Layup            353  20000049   \n",
       "64      Running Jump Shot          Jump Shot            369  20000049   \n",
       "74              Jump Shot          Jump Shot            201  20000058   \n",
       "78              Jump Shot          Jump Shot            306  20000058   \n",
       "81              Jump Shot          Jump Shot            425  20000058   \n",
       "91              Jump Shot          Jump Shot             82  20000068   \n",
       "97              Jump Shot          Jump Shot            215  20000068   \n",
       "98              Jump Shot          Jump Shot            217  20000068   \n",
       "105             Jump Shot          Jump Shot            314  20000068   \n",
       "106             Jump Shot          Jump Shot            322  20000068   \n",
       "118    Driving Layup Shot              Layup            130  20000098   \n",
       "119             Jump Shot          Jump Shot            135  20000098   \n",
       "123     Running Hook Shot          Hook Shot            236  20000098   \n",
       "124             Jump Shot          Jump Shot            240  20000098   \n",
       "134             Jump Shot          Jump Shot            362  20000098   \n",
       "146             Jump Shot          Jump Shot             93  20000108   \n",
       "154    Driving Layup Shot              Layup            219  20000108   \n",
       "159     Driving Dunk Shot               Dunk            352  20000108   \n",
       "175             Jump Shot          Jump Shot            200  20000124   \n",
       "176             Jump Shot          Jump Shot            209  20000124   \n",
       "177             Jump Shot          Jump Shot            212  20000124   \n",
       "180             Jump Shot          Jump Shot            323  20000124   \n",
       "184             Jump Shot          Jump Shot            437  20000124   \n",
       "187             Jump Shot          Jump Shot            498  20000124   \n",
       "199             Jump Shot          Jump Shot            238  20000140   \n",
       "...                   ...                ...            ...       ...   \n",
       "30369           Jump Shot          Jump Shot            531  49900024   \n",
       "30387          Layup Shot              Layup            342  49900028   \n",
       "30397           Jump Shot          Jump Shot            494  49900028   \n",
       "30398  Driving Layup Shot              Layup            504  49900028   \n",
       "30399           Jump Shot          Jump Shot            508  49900028   \n",
       "30475           Jump Shot          Jump Shot            268  49900058   \n",
       "30513           Jump Shot          Jump Shot            241  49900070   \n",
       "30516           Jump Shot          Jump Shot            350  49900070   \n",
       "30524           Jump Shot          Jump Shot             71  49900071   \n",
       "30525           Jump Shot          Jump Shot             75  49900071   \n",
       "30573           Jump Shot          Jump Shot            199  49900074   \n",
       "30574           Jump Shot          Jump Shot            201  49900074   \n",
       "30579           Jump Shot          Jump Shot            323  49900074   \n",
       "30586           Jump Shot          Jump Shot            434  49900074   \n",
       "30587           Jump Shot          Jump Shot            440  49900074   \n",
       "30592   Running Jump Shot          Jump Shot            108  49900075   \n",
       "30597      Slam Dunk Shot               Dunk            220  49900075   \n",
       "30599           Jump Shot          Jump Shot            317  49900075   \n",
       "30612           Jump Shot          Jump Shot            100  49900083   \n",
       "30618   Running Jump Shot          Jump Shot            334  49900083   \n",
       "30619           Jump Shot          Jump Shot            452  49900083   \n",
       "30639           Jump Shot          Jump Shot            326  49900086   \n",
       "30640           Jump Shot          Jump Shot            336  49900086   \n",
       "30649            Tip Shot           Tip Shot            492  49900086   \n",
       "30676   Running Jump Shot          Jump Shot             98  49900088   \n",
       "30677           Jump Shot          Jump Shot            101  49900088   \n",
       "30679          Layup Shot              Layup            212  49900088   \n",
       "30681           Jump Shot          Jump Shot            218  49900088   \n",
       "30689           Jump Shot          Jump Shot            326  49900088   \n",
       "30696           Jump Shot          Jump Shot            471  49900088   \n",
       "\n",
       "           lat  loc_x  loc_y       lon  minutes_remaining  period   ...     \\\n",
       "15     33.8523     62    192 -118.2078                  0       1   ...      \n",
       "27     33.8583   -183    186 -118.4528                  0       3   ...      \n",
       "31     34.0103    127     34 -118.1428                  0       4   ...      \n",
       "39     33.7723    -27    272 -118.2968                  0       2   ...      \n",
       "61     33.9953     22     49 -118.2478                  0       2   ...      \n",
       "63     34.0233     56     21 -118.2138                  0       3   ...      \n",
       "64     34.0183    121     26 -118.1488                  0       3   ...      \n",
       "74     33.8543    167    190 -118.1028                  0       2   ...      \n",
       "78     34.0023    -71     42 -118.3408                  0       3   ...      \n",
       "81     33.8883      1    156 -118.2688                  0       4   ...      \n",
       "91     34.0403   -151      4 -118.4208                  0       1   ...      \n",
       "97     33.8943   -193    150 -118.4628                  0       2   ...      \n",
       "98     34.0443    140      0 -118.1298                  0       2   ...      \n",
       "105    34.0023   -193     42 -118.4628                  0       3   ...      \n",
       "106    33.9893   -166     55 -118.4358                  0       3   ...      \n",
       "118    34.0443      0      0 -118.2698                  0       1   ...      \n",
       "119    33.9033     85    141 -118.1848                  0       1   ...      \n",
       "123    34.0443      0      0 -118.2698                  0       2   ...      \n",
       "124    33.7683      1    276 -118.2688                  0       2   ...      \n",
       "134    33.9113   -119    133 -118.3888                  0       3   ...      \n",
       "146    33.9473    -98     97 -118.3678                  0       1   ...      \n",
       "154    34.0443      0      0 -118.2698                  0       2   ...      \n",
       "159    34.0443      0      0 -118.2698                  0       3   ...      \n",
       "175    33.8883     91    156 -118.1788                  0       2   ...      \n",
       "176    33.9513    134     93 -118.1358                  0       2   ...      \n",
       "177    33.5673     47    477 -118.2228                  0       2   ...      \n",
       "180    33.8083     77    236 -118.1928                  0       3   ...      \n",
       "184    33.7973    -31    247 -118.3008                  0       4   ...      \n",
       "187    33.8443    -73    200 -118.3428                  0       5   ...      \n",
       "199    34.0443    167      0 -118.1028                  0       2   ...      \n",
       "...        ...    ...    ...       ...                ...     ...   ...      \n",
       "30369  33.6723     16    372 -118.2538                  0       4   ...      \n",
       "30387  33.9963    -12     48 -118.2818                  0       3   ...      \n",
       "30397  33.7983     10    246 -118.2598                  0       4   ...      \n",
       "30398  34.0363    -25      8 -118.2948                  0       4   ...      \n",
       "30399  33.8303    184    214 -118.0858                  0       4   ...      \n",
       "30475  33.7023     29    342 -118.2408                  0       2   ...      \n",
       "30513  33.9333     57    111 -118.2128                  0       2   ...      \n",
       "30516  33.9723    -21     72 -118.2908                  0       3   ...      \n",
       "30524  33.9983    164     46 -118.1058                  0       1   ...      \n",
       "30525  33.8953      1    149 -118.2688                  0       1   ...      \n",
       "30573  33.8673    175    177 -118.0948                  0       2   ...      \n",
       "30574  33.4553     -3    589 -118.2728                  0       2   ...      \n",
       "30579  33.8503   -199    194 -118.4688                  0       3   ...      \n",
       "30586  33.8883   -220    156 -118.4898                  0       4   ...      \n",
       "30587  33.9293   -227    115 -118.4968                  0       4   ...      \n",
       "30592  33.9723      1     72 -118.2688                  0       1   ...      \n",
       "30597  34.0443      0      0 -118.2698                  0       2   ...      \n",
       "30599  33.8393    -21    205 -118.2908                  0       3   ...      \n",
       "30612  33.5473    158    497 -118.1118                  0       1   ...      \n",
       "30618  33.9163     29    128 -118.2408                  0       3   ...      \n",
       "30619  33.8393    143    205 -118.1268                  0       4   ...      \n",
       "30639  33.9663     -6     78 -118.2758                  0       3   ...      \n",
       "30640  33.9873    108     57 -118.1618                  0       3   ...      \n",
       "30649  34.0323      1     12 -118.2688                  0       5   ...      \n",
       "30676  34.0443   -141      0 -118.4108                  0       1   ...      \n",
       "30677  33.9013   -113    143 -118.3828                  0       1   ...      \n",
       "30679  34.0443      0      0 -118.2698                  0       2   ...      \n",
       "30681  33.7833    -18    261 -118.2878                  0       2   ...      \n",
       "30689  33.3653    -12    679 -118.2818                  0       3   ...      \n",
       "30696  33.9723      1     72 -118.2688                  0       4   ...      \n",
       "\n",
       "            shot_type         shot_zone_area        shot_zone_basic  \\\n",
       "15     2PT Field Goal              Center(C)              Mid-Range   \n",
       "27     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "31     2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "39     3PT Field Goal              Center(C)      Above the Break 3   \n",
       "61     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "63     2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "64     2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "74     3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "78     2PT Field Goal           Left Side(L)  In The Paint (Non-RA)   \n",
       "81     2PT Field Goal              Center(C)              Mid-Range   \n",
       "91     2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "97     3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "98     2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "105    2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "106    2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "118    2PT Field Goal              Center(C)        Restricted Area   \n",
       "119    2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "123    2PT Field Goal              Center(C)        Restricted Area   \n",
       "124    3PT Field Goal              Center(C)      Above the Break 3   \n",
       "134    2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "146    2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "154    2PT Field Goal              Center(C)        Restricted Area   \n",
       "159    2PT Field Goal              Center(C)        Restricted Area   \n",
       "175    2PT Field Goal  Right Side Center(RC)              Mid-Range   \n",
       "176    2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "177    3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "180    3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "184    3PT Field Goal              Center(C)      Above the Break 3   \n",
       "187    2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "199    2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "...               ...                    ...                    ...   \n",
       "30369  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30387  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30397  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30398  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30399  3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "30475  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30513  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30516  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30524  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30525  2PT Field Goal              Center(C)              Mid-Range   \n",
       "30573  3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "30574  3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "30579  3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "30586  3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "30587  3PT Field Goal   Left Side Center(LC)      Above the Break 3   \n",
       "30592  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30597  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30599  2PT Field Goal              Center(C)              Mid-Range   \n",
       "30612  3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "30618  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30619  3PT Field Goal  Right Side Center(RC)      Above the Break 3   \n",
       "30639  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "30640  2PT Field Goal          Right Side(R)              Mid-Range   \n",
       "30649  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30676  2PT Field Goal           Left Side(L)              Mid-Range   \n",
       "30677  2PT Field Goal   Left Side Center(LC)              Mid-Range   \n",
       "30679  2PT Field Goal              Center(C)        Restricted Area   \n",
       "30681  3PT Field Goal              Center(C)      Above the Break 3   \n",
       "30689  3PT Field Goal         Back Court(BC)              Backcourt   \n",
       "30696  2PT Field Goal              Center(C)  In The Paint (Non-RA)   \n",
       "\n",
       "       shot_zone_range     team_id           team_name   game_date  \\\n",
       "15           16-24 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "27             24+ ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "31            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-01   \n",
       "39             24+ ft.  1610612747  Los Angeles Lakers  2000-11-04   \n",
       "61     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-05   \n",
       "63     Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-05   \n",
       "64            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-05   \n",
       "74             24+ ft.  1610612747  Los Angeles Lakers  2000-11-07   \n",
       "78            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-07   \n",
       "81            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-07   \n",
       "91            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-08   \n",
       "97             24+ ft.  1610612747  Los Angeles Lakers  2000-11-08   \n",
       "98            8-16 ft.  1610612747  Los Angeles Lakers  2000-11-08   \n",
       "105          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-08   \n",
       "106          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-08   \n",
       "118    Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-12   \n",
       "119          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-12   \n",
       "123    Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-12   \n",
       "124            24+ ft.  1610612747  Los Angeles Lakers  2000-11-12   \n",
       "134          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-12   \n",
       "146           8-16 ft.  1610612747  Los Angeles Lakers  2000-11-14   \n",
       "154    Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-14   \n",
       "159    Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-11-14   \n",
       "175          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "176          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "177    Back Court Shot  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "180            24+ ft.  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "184            24+ ft.  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "187          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-16   \n",
       "199          16-24 ft.  1610612747  Los Angeles Lakers  2000-11-18   \n",
       "...                ...         ...                 ...         ...   \n",
       "30369          24+ ft.  1610612747  Los Angeles Lakers  2000-04-30   \n",
       "30387  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-05-02   \n",
       "30397          24+ ft.  1610612747  Los Angeles Lakers  2000-05-02   \n",
       "30398  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-05-02   \n",
       "30399          24+ ft.  1610612747  Los Angeles Lakers  2000-05-02   \n",
       "30475          24+ ft.  1610612747  Los Angeles Lakers  2000-05-14   \n",
       "30513         8-16 ft.  1610612747  Los Angeles Lakers  2000-05-22   \n",
       "30516  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-05-22   \n",
       "30524        16-24 ft.  1610612747  Los Angeles Lakers  2000-05-26   \n",
       "30525         8-16 ft.  1610612747  Los Angeles Lakers  2000-05-26   \n",
       "30573          24+ ft.  1610612747  Los Angeles Lakers  2000-06-02   \n",
       "30574  Back Court Shot  1610612747  Los Angeles Lakers  2000-06-02   \n",
       "30579          24+ ft.  1610612747  Los Angeles Lakers  2000-06-02   \n",
       "30586          24+ ft.  1610612747  Los Angeles Lakers  2000-06-02   \n",
       "30587          24+ ft.  1610612747  Los Angeles Lakers  2000-06-02   \n",
       "30592  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-04   \n",
       "30597  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-04   \n",
       "30599        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-04   \n",
       "30612  Back Court Shot  1610612747  Los Angeles Lakers  2000-06-07   \n",
       "30618         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-07   \n",
       "30619          24+ ft.  1610612747  Los Angeles Lakers  2000-06-07   \n",
       "30639  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-14   \n",
       "30640         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-14   \n",
       "30649  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-14   \n",
       "30676         8-16 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30677        16-24 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30679  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30681          24+ ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30689  Back Court Shot  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "30696  Less Than 8 ft.  1610612747  Los Angeles Lakers  2000-06-19   \n",
       "\n",
       "           matchup opponent  shot_id  \n",
       "15     LAL vs. UTA      UTA       16  \n",
       "27     LAL vs. UTA      UTA       28  \n",
       "31     LAL vs. UTA      UTA       32  \n",
       "39       LAL @ VAN      VAN       40  \n",
       "61     LAL vs. LAC      LAC       62  \n",
       "63     LAL vs. LAC      LAC       64  \n",
       "64     LAL vs. LAC      LAC       65  \n",
       "74       LAL @ HOU      HOU       75  \n",
       "78       LAL @ HOU      HOU       79  \n",
       "81       LAL @ HOU      HOU       82  \n",
       "91       LAL @ SAS      SAS       92  \n",
       "97       LAL @ SAS      SAS       98  \n",
       "98       LAL @ SAS      SAS       99  \n",
       "105      LAL @ SAS      SAS      106  \n",
       "106      LAL @ SAS      SAS      107  \n",
       "118    LAL vs. HOU      HOU      119  \n",
       "119    LAL vs. HOU      HOU      120  \n",
       "123    LAL vs. HOU      HOU      124  \n",
       "124    LAL vs. HOU      HOU      125  \n",
       "134    LAL vs. HOU      HOU      135  \n",
       "146    LAL vs. DEN      DEN      147  \n",
       "154    LAL vs. DEN      DEN      155  \n",
       "159    LAL vs. DEN      DEN      160  \n",
       "175      LAL @ SAC      SAC      176  \n",
       "176      LAL @ SAC      SAC      177  \n",
       "177      LAL @ SAC      SAC      178  \n",
       "180      LAL @ SAC      SAC      181  \n",
       "184      LAL @ SAC      SAC      185  \n",
       "187      LAL @ SAC      SAC      188  \n",
       "199      LAL @ DEN      DEN      200  \n",
       "...            ...      ...      ...  \n",
       "30369    LAL @ SAC      SAC    30370  \n",
       "30387    LAL @ SAC      SAC    30388  \n",
       "30397    LAL @ SAC      SAC    30398  \n",
       "30398    LAL @ SAC      SAC    30399  \n",
       "30399    LAL @ SAC      SAC    30400  \n",
       "30475    LAL @ PHX      PHX    30476  \n",
       "30513  LAL vs. POR      POR    30514  \n",
       "30516  LAL vs. POR      POR    30517  \n",
       "30524    LAL @ POR      POR    30525  \n",
       "30525    LAL @ POR      POR    30526  \n",
       "30573    LAL @ POR      POR    30574  \n",
       "30574    LAL @ POR      POR    30575  \n",
       "30579    LAL @ POR      POR    30580  \n",
       "30586    LAL @ POR      POR    30587  \n",
       "30587    LAL @ POR      POR    30588  \n",
       "30592  LAL vs. POR      POR    30593  \n",
       "30597  LAL vs. POR      POR    30598  \n",
       "30599  LAL vs. POR      POR    30600  \n",
       "30612  LAL vs. IND      IND    30613  \n",
       "30618  LAL vs. IND      IND    30619  \n",
       "30619  LAL vs. IND      IND    30620  \n",
       "30639    LAL @ IND      IND    30640  \n",
       "30640    LAL @ IND      IND    30641  \n",
       "30649    LAL @ IND      IND    30650  \n",
       "30676  LAL vs. IND      IND    30677  \n",
       "30677  LAL vs. IND      IND    30678  \n",
       "30679  LAL vs. IND      IND    30680  \n",
       "30681  LAL vs. IND      IND    30682  \n",
       "30689  LAL vs. IND      IND    30690  \n",
       "30696  LAL vs. IND      IND    30697  \n",
       "\n",
       "[3248 rows x 25 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#选取最后一分钟的数据\n",
    "last_min_df = known_data[known_data['minutes_remaining']==0]\n",
    "last_min_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "16.148706896551722"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#平均进攻距离\n",
    "avg_dis = last_min_df['shot_distance'].mean()\n",
    "avg_dis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Lti1zF+UJRgC1ZtN3HbdUWdyRRYFmwqkSBROpbT4YP4j+7P+KRKEbReBJUMvw\n7ZfDssXQlAtbrocJVytlEAQC4VWZzWQwRU0ABTMTDpSlNBYrhEhWHvGwzevP/q9IFLpUBOZCc7Pi\nKs2ovkRTAqD9rL5EKYIgmDBwAuU7yqlvqscojMwYOSOqAqi1mbDvLDg/Oz8mK4RorDziEd2k9wgq\nRXzQhbPYl/N6nIfJ0IqOK/gAMuq01xl12nudIohOdEO2KZuawzWUnFbCoC6DuHPUne4Q0njhmgVP\nPWcqiycsprahNiZFZPRenMZV6CcUJ7ZCv+huRVC6qpQnNz7ZeoqJ/v/WzEFp4CPwNOVEQoOtgc17\nN7N572aAhGX19J0F+7OTR+pQ1pv93bckaCr4WRTxQ1eKoHRVKQ+ufTD4C/r/W9cKINYkQ6SKPzt5\ntMw6erG/+z6P0b1Hq2gjJ4cPH+aMM85g4MCBNDQ0sG7dOh588EH69u3L22+/zfz58+nYsSN79uzh\nzjvv5OWXX+bIkSP07duXs88+m4MHD7Jly5ZE30bE6Mo0pJa58ae14j+WKgtFC4s4dd6plK4qjckY\nfOPko2XW0Uv8ve/zAFQpTicmk4ni4mJWrFhBjx49uPLKK8nIyKBt27YYjUZ++9vf8uWXX2IymTCZ\nTNhsNo4ePcqoUaNYsWIFPXv2TPQtRAVdKYL+nfoneghpx2PrH2ux0PyEJRPYvHczu2t38+DaB2Om\nDDxRNYe98bfh0tPPkmqKLpr+DZvNxscff8z06dM5cOAAHTp04JtvvqFNmzZs2bKF9u3bU11dzaRJ\nk3j//fe54YYbeOuttzj//PMBLefQAw88wJ49eyIeSyLRlWmo3lrf+kmKqGK1W5slkHOZIfzVVrZU\nWWLuYPY06+Rn57daxEbvBDJzpeLziPY+krZt2/L+++8zbdo0LBYLGRkZPPHEE2RnZ1NYWMj8+fNp\n164dI0aM4Pbbb+fFF1/k9ttv59577wVg2bJl/PDDD3Tq1Clat5gQdLMisFRZWFmzMtHDSDsyjZle\nM25PM4TNYWsWsRQv4eNKXDdvw7yw0jwkO6HOivVq5oo0mmvfvn3cfffdnDhxghkzZvDpp58yZ84c\nsrOzqaioYNGiRQDs3LmT1atXc+ONN7J3716GDBnC6NGjufDCC3nvvffIysqK+N4SiW4UQUV1hVd+\nfEXsaZfVjsFdBjNrzSz6PdmPU+edyv66/V5miLsvuJth3YfRO78391xwT1zDTWMVApro0MtI8hil\nOtE2+2Utk3/gAAAgAElEQVRlZWEymWjbti233XYbt912G6NGjaJ9+/aYzWY2btzoTkd99tlnU1ZW\nxqJFizj77LNZvXo1RUVFXHvttdG4tYSiG9OQZ7ifIj4caTziDiV1sbt2NxMHTqRrble3GSLeew1c\nxCIENBlSXKRzjqFYRnP17t2b5cuXU1xcTLdu3RBC8Oqrr2IwGDh48CC33347BoOBzMxMevTowd13\n383gwYPp0aNH1MaQKHSzInD9ggzqMijRQ0l7th/cnhRmCN/NZ9EYj68QLl1VGvcZebo7w6Np5qqv\nr+err77ik08+4aqrrqK8vNztCJZSsmbNGp566ikcjpP1TRoaGsjLy2PhwoXk5+dz9OjRQN2nDLpR\nBIB79un6I1EkhkQrAE+ibRv3FMIAW3/YGnfzTCwUXLry5ptvMnToUMrLy/nzn//MQw89xL333ktm\nZiZbtmzhD3/4A23btuXCCy9k8ODBLF68mFGjRjFgwAD2799PRkYGxcXFKV+gRkgZnV2nkVJUVCQr\nKyuj0pelysKsNbP4ZO8nUdtVqwhMQfsCQHMOXzPkmoSZguKFq/SmZz6rqedMZX5JaguDRPDVV18x\nYMCARA8D0Gb6Bw8e9Ls3wOFwYDAYsNlsGI3GhBWl8fe8hBCbpZRFkfSrGx+BJxv3bOSz/Z8pJRAn\nmhxNPDXuqYTW5o1Xv3ByxePyFaSjeUaPZGdnB9wgZjBoxhNXzWK9oSvTEGgC4OF1D7eea0gRNb6t\n/TYs80isol9a6jdaET/KPKPQE7pTBBXVFdilPdHDSDvCCc+MVXhnoH6jrXj0EpsfLRIdVqsIH90p\nAk9nnkF/t5e0GDC0mnfIl1hFvwTqV++ppRNJOu9t0ANhS0ohRFchxFqP9y8IIdYLIf7cUlus8Vyy\nv/mrN+mW2y1eH52WuHYOO3AwZ/2ckARArMwrgfpN97BLiN2sPZWVrMPhQErJzJkzWbduHa+99hrz\n5s3j008/5f7778fhcHDs2DEOHjzIwYMHOXLkiPvasWPHUlZWxpo1a/z2PXr0aKxWq99jNpuNSy65\nhEOHDmGz2bDZbFx55ZUcPnwYKSV2e/wsG2F5PoQQ7YGXgFzn+ysBo5RyhBDiaSHEacBg3zYp5Y6o\njbwFPPPVz1ozK7j6xYqw8HTIN9obQ97cFEqFrVAcwP761VNq6XCI5Wa4VK7fsGrVKv7yl7+wZ88e\n3nnnHRobG7Farfzzn//k0KFDvP/++/z85z9n7969fPfdd1x//fU8//zznDhxgi+++AKbzYbD4eDF\nF1+kb9++Xn0fPnyYzMzMZp9pt9u5+eabaWhoYODAgZx99tnk5eWxf/9+Bg0axJlnnsmNN97I+PHj\n4/IMwnWB24GrgLed70cDS5yvVwGjgLP8tHkpAiHETcBNAL169QpzKC3TNbdrTPrVC741iCMhmvWL\nfYmWEEvn0o6x3JGcykp27NixjB07lieffJKRI0dy+PBhfvzxR84880xWr17NlClTAFi9ejWVlZVM\nmDABs9mMyWTi8ssv55133qGpqclvRJFnmKlrlm8ymfj4448ZNmwYc+fO5Y477uC+++7j/fffx2Qy\n0a5dO84880y6dYufNSMsRSClPApeN5kLuPKwHgX6BWjz7WchsBC0fQThjKU1hnYfSvnO8lh0rQtS\nJcQ2ndMqRItYz9rjpWQtFqiogOJiMEfh4/773/9y8803065dO/71r381O/7MM8+4dxdLKbHZbNx/\n//3cdddd2GxadOKcOXOYNGkSBQUFza4fPnw4oJmgioqKePrppzn//PP5/PPPeffdd+nQoQM1NTVs\n2bKFNWvWcMopp3Ds2DEWLFhA//7xSa0fraDY40Ab5+s8NN+Dv7a4U9tQm4iPTUtsDhtllWUxEQap\nYHqI5d6FaJDKs3YXFgtcfTXU18OiRbB4ceTKoKGhgWuvvZbbb78dgKeffprMzExuuOEGAB577DF+\n+OEHHnjgAY4fP0737t0pLCzk7bff5tNPP+X5559n7dq13HLLLX7737Bhg99218Y0IQSfffYZ1dXV\nvPTSS2zcuJHrrrsuspsKkWgpgs1opp8NwJlAFfC9n7a4U1xQzLOVz6qQ0jixsmYllipLTDZxRSrE\nXHmBYpEILxmS0QVDqpvGKio0JQDaz4qKyBVBcXExPXv25Kc//SkFBQX873//w2Aw8PLLL7Nz507W\nrFlDQUEBHTt2pLKy0p1t9L777iMrK4snnniCjz/+OORU1EOGDCEvL48jR45w7rnn8rvf/Q6DwcDT\nTz/NtddeG9fNa9H6pLeAtUKIU4BxwHBA+mmLO+ZCM+MHjGfZtmUpYwZJZcJxGAdLJELMs561KzVE\nNJWBMl3Fh+JibSVQXw85Odr7aGAwGLj44ot58cUXefbZZ8nOzua6667jV7/6FUaj0X1eU1MTn3/+\nOd9++y379u1jyJAhjB07ln/84x9uX0KwfPnllzz00ENkZmZitVoRQmA0GnE4HLzwwgsh9xcJESkC\nKeVo58+jQojRwCXAI1LKWgB/bbHGd3luqbJQvqNcKYE4kcxmG9/30VQEqWC60gNms2YOiqaPAPDK\nLurio48+4uuvvyYvL4/PPvuM+fPnY7fbyc/P57XXXqOiooKJEydy8803M3HiRDp16sQVV1zhFuj+\nsNvtSCkxmUxkZGRwxx130K1bN/bt24fJZCIvL4+Ghga37yFeRG3tIaU8zMkooYBtscTf8rysskzV\nKIgTHbI7sOiXi9wKOJls0eZCs1eSuGQ0XSmCw2yOngJw0bt3b+666y5Am/ULITh27Bj33nsvnTp1\noq6ujjlz5tC7d28ApkyZwrJly2hsbHSbkQBefPFFFi5c6M5NlJ2d7XYWg6Zw/vSnP1FfX09ZWRkm\nk8nvisClDFx+ilijq+yj08qnsWDTAvf7kn4lrKhZgdXuf0OHIroM6z6MmRfOZOOejTy87mHs0k5O\nRk7S2Mtj6SNQhEcyZR8NlW+//ZacnJy41itW2UeDwHd5DngpgYL2BdQcrsFB82Vgi2y/HKovgYIP\noP+/ozlk3SAQbN67mUlLJ2F32N3O+WSyl88eM1spAEXUiNXep0SgK0XguzwH3CuCTGMmc38+F4Bb\n37+V6sPVwXW6/XJYthiacmHL9TDhal0rg7aZbTlqDb3ikssH47v6MgqjspcrFEmO7rKy+WaEdOXC\ncf0EuLTfpYz46YjgOqy+RFMCoP2sviSq4002wlECnng+Z4DxA8YnxWogXVAZQBXhoKsVgS8V1RU0\n2hsBLayxrLKM1btXU99U30xgBaTgA20l0JQLGXXae0VAcjNzOW497n6vUnzEj1TZy5CMWK1WvzmB\n0gXdrQg88c02CbgjiIIOJ+3/b80cdM5TujcLRYMhXYekfYbPRJHKGUATzXXXXcfWrVpU2bfffsu4\nceO8jidTptBYoOsVgT+fgWtFEBIu4e8yCyWzMkiwY7vyf5WYC81sP7i91Q1gyRZimmyE+nyC3cug\nnntz7rnnHvdegpycHK99AMmWKTQW6Cp8NBhKV43k4XXrsYdy254O44y65F0ZJMk4DcKAQzpaDB31\nNGMkU4hpsuD7fKYPn05tQ22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vW2aq0cbUhiZrZIogUJppf0I/HjNbpWwUCm/SUhG067kP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\nYuOZIr6E5CMQQuQDr6EpkOPAVVJKqxDiBWAAUC6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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10acb0f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#进攻方式绘制\n",
    "plt.figure()  \n",
    "axes = plt.subplot(111)  \n",
    "\n",
    "bank_shot_df = known_data[known_data['combined_shot_type'] == 'Bank Shot']\n",
    "Dunk_df = known_data[known_data['combined_shot_type'] == 'Dunk']\n",
    "hook_shot_df = known_data[known_data['combined_shot_type'] == 'Hook Shot']\n",
    "junp_shot_df = known_data[known_data['combined_shot_type'] == 'Jump Shot']\n",
    "layup_df = known_data[known_data['combined_shot_type'] == 'Layup']\n",
    "tip_shot_df = known_data[known_data['combined_shot_type'] == 'Tip Shot']\n",
    "       \n",
    "type1 = axes.scatter(bank_shot_df['loc_y'], bank_shot_df['loc_x'], s=10,c='red')  \n",
    "type2 = axes.scatter(Dunk_df['loc_y'], Dunk_df['loc_x'] ,s=10,c='orange')  \n",
    "type3 = axes.scatter(hook_shot_df['loc_y'], hook_shot_df['loc_x'],s=10,c='yellow')  \n",
    "type4 = axes.scatter(junp_shot_df['loc_y'], junp_shot_df['loc_x'], s=10,c='green') \n",
    "type5 = axes.scatter(layup_df['loc_y'], layup_df['loc_x'], s=10,c='blue') \n",
    "type6 = axes.scatter(tip_shot_df['loc_y'], tip_shot_df['loc_x'],s=10,c='gray') \n",
    "\n",
    "plt.title('科比最后一分钟终结方式')\n",
    "plt.legend((type1,type2,type3,type4,type5,type6),\n",
    "           ('擦板', '扣篮', '勾手','跳投','带球上篮','补篮')) \n",
    "plt.xlim((-100, 1000))\n",
    "plt.show()  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到，还是中距离的跳投居多，还有一些距离看起来很远的，一般都是时间快到点了，然后乱扔出去的。最为球队领袖，还是有很多出手权的。最后，这是一份很好可以用来练习的数据集，你可以用来练习pandas数据分析，matplotlib可视化，sklearn数据挖掘，希望大家可以学习和挖掘更多信息（科密们）！"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  },
  "toc": {
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}