30 Ranking Series Values.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The <code>rank()</code> Method\n",
    "By:<a href='https://www.youtube.com/wonkyCode'>WonkyCode</a>\n",
    "\n",
    "Pandas <code>Dataframe.rank()</code> method returns a rank of every respective index of a series passed. The rank is returned on the basis of position after sorting.\n",
    "\n",
    "By default, equal values are assigned a rank that is the average of the ranks of those values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "data = pd.read_csv(\"datasets/basketball.csv\").dropna(how=\"all\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>League</th>\n",
       "      <th>Season</th>\n",
       "      <th>Stage</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MIN</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>3PM</th>\n",
       "      <th>...</th>\n",
       "      <th>PTS</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>birth_month</th>\n",
       "      <th>birth_date</th>\n",
       "      <th>height</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>nationality</th>\n",
       "      <th>high_school</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>HOU</td>\n",
       "      <td>68</td>\n",
       "      <td>2482.6</td>\n",
       "      <td>672</td>\n",
       "      <td>1514</td>\n",
       "      <td>299</td>\n",
       "      <td>...</td>\n",
       "      <td>2335</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Aug</td>\n",
       "      <td>Aug 26, 1989</td>\n",
       "      <td>06-May</td>\n",
       "      <td>196.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Artesia High School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>POR</td>\n",
       "      <td>66</td>\n",
       "      <td>2473.7</td>\n",
       "      <td>624</td>\n",
       "      <td>1349</td>\n",
       "      <td>270</td>\n",
       "      <td>...</td>\n",
       "      <td>1978</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Jul</td>\n",
       "      <td>Jul 15, 1990</td>\n",
       "      <td>06-Mar</td>\n",
       "      <td>191.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Oakland High School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Devin Booker</td>\n",
       "      <td>PHX</td>\n",
       "      <td>70</td>\n",
       "      <td>2511.8</td>\n",
       "      <td>627</td>\n",
       "      <td>1283</td>\n",
       "      <td>141</td>\n",
       "      <td>...</td>\n",
       "      <td>1863</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Oct 30, 1996</td>\n",
       "      <td>06-Jun</td>\n",
       "      <td>198.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Moss Point High School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>MIL</td>\n",
       "      <td>63</td>\n",
       "      <td>1916.9</td>\n",
       "      <td>685</td>\n",
       "      <td>1238</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>1857</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Dec</td>\n",
       "      <td>Dec 6, 1994</td>\n",
       "      <td>06-Nov</td>\n",
       "      <td>211.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Greece / Nigeria</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Trae Young</td>\n",
       "      <td>ATL</td>\n",
       "      <td>60</td>\n",
       "      <td>2120.1</td>\n",
       "      <td>546</td>\n",
       "      <td>1249</td>\n",
       "      <td>205</td>\n",
       "      <td>...</td>\n",
       "      <td>1778</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Sep</td>\n",
       "      <td>Sep 19, 1998</td>\n",
       "      <td>06-Feb</td>\n",
       "      <td>188.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Norman High School</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  League       Season           Stage                 Player Team  GP     MIN  \\\n",
       "0    NBA  2019 - 2020  Regular_Season           James Harden  HOU  68  2482.6   \n",
       "1    NBA  2019 - 2020  Regular_Season         Damian Lillard  POR  66  2473.7   \n",
       "2    NBA  2019 - 2020  Regular_Season           Devin Booker  PHX  70  2511.8   \n",
       "3    NBA  2019 - 2020  Regular_Season  Giannis Antetokounmpo  MIL  63  1916.9   \n",
       "4    NBA  2019 - 2020  Regular_Season             Trae Young  ATL  60  2120.1   \n",
       "\n",
       "   FGM   FGA  3PM  ...   PTS  birth_year  birth_month    birth_date  height  \\\n",
       "0  672  1514  299  ...  2335      1989.0          Aug  Aug 26, 1989  06-May   \n",
       "1  624  1349  270  ...  1978      1990.0          Jul  Jul 15, 1990  06-Mar   \n",
       "2  627  1283  141  ...  1863      1996.0          Oct  Oct 30, 1996  06-Jun   \n",
       "3  685  1238   89  ...  1857      1994.0          Dec   Dec 6, 1994  06-Nov   \n",
       "4  546  1249  205  ...  1778      1998.0          Sep  Sep 19, 1998  06-Feb   \n",
       "\n",
       "   height_cm  weight  weight_kg       nationality             high_school  \n",
       "0      196.0   220.0      100.0     United States     Artesia High School  \n",
       "1      191.0   195.0       88.0     United States     Oakland High School  \n",
       "2      198.0   206.0       93.0     United States  Moss Point High School  \n",
       "3      211.0   242.0      110.0  Greece / Nigeria                     NaN  \n",
       "4      188.0   180.0       82.0     United States      Norman High School  \n",
       "\n",
       "[5 rows x 31 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
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    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"PTS\"] = data[\"PTS\"].fillna(0).astype(\"int\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
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       "      <th>Stage</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
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       "      <th>birth_year</th>\n",
       "      <th>birth_month</th>\n",
       "      <th>birth_date</th>\n",
       "      <th>height</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>HOU</td>\n",
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       "      <td>1989.0</td>\n",
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       "      <td>06-May</td>\n",
       "      <td>196.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>POR</td>\n",
       "      <td>66</td>\n",
       "      <td>2473.7</td>\n",
       "      <td>624</td>\n",
       "      <td>1349</td>\n",
       "      <td>270</td>\n",
       "      <td>...</td>\n",
       "      <td>1978</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Jul</td>\n",
       "      <td>Jul 15, 1990</td>\n",
       "      <td>06-Mar</td>\n",
       "      <td>191.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Oakland High School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Devin Booker</td>\n",
       "      <td>PHX</td>\n",
       "      <td>70</td>\n",
       "      <td>2511.8</td>\n",
       "      <td>627</td>\n",
       "      <td>1283</td>\n",
       "      <td>141</td>\n",
       "      <td>...</td>\n",
       "      <td>1863</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Oct 30, 1996</td>\n",
       "      <td>06-Jun</td>\n",
       "      <td>198.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Moss Point High School</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>MIL</td>\n",
       "      <td>63</td>\n",
       "      <td>1916.9</td>\n",
       "      <td>685</td>\n",
       "      <td>1238</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>1857</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Dec</td>\n",
       "      <td>Dec 6, 1994</td>\n",
       "      <td>06-Nov</td>\n",
       "      <td>211.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Greece / Nigeria</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Trae Young</td>\n",
       "      <td>ATL</td>\n",
       "      <td>60</td>\n",
       "      <td>2120.1</td>\n",
       "      <td>546</td>\n",
       "      <td>1249</td>\n",
       "      <td>205</td>\n",
       "      <td>...</td>\n",
       "      <td>1778</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Sep</td>\n",
       "      <td>Sep 19, 1998</td>\n",
       "      <td>06-Feb</td>\n",
       "      <td>188.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Norman High School</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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       "<p>5 rows × 31 columns</p>\n",
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       "  League       Season           Stage                 Player Team  GP     MIN  \\\n",
       "0    NBA  2019 - 2020  Regular_Season           James Harden  HOU  68  2482.6   \n",
       "1    NBA  2019 - 2020  Regular_Season         Damian Lillard  POR  66  2473.7   \n",
       "2    NBA  2019 - 2020  Regular_Season           Devin Booker  PHX  70  2511.8   \n",
       "3    NBA  2019 - 2020  Regular_Season  Giannis Antetokounmpo  MIL  63  1916.9   \n",
       "4    NBA  2019 - 2020  Regular_Season             Trae Young  ATL  60  2120.1   \n",
       "\n",
       "   FGM   FGA  3PM  ...   PTS  birth_year  birth_month    birth_date  height  \\\n",
       "0  672  1514  299  ...  2335      1989.0          Aug  Aug 26, 1989  06-May   \n",
       "1  624  1349  270  ...  1978      1990.0          Jul  Jul 15, 1990  06-Mar   \n",
       "2  627  1283  141  ...  1863      1996.0          Oct  Oct 30, 1996  06-Jun   \n",
       "3  685  1238   89  ...  1857      1994.0          Dec   Dec 6, 1994  06-Nov   \n",
       "4  546  1249  205  ...  1778      1998.0          Sep  Sep 19, 1998  06-Feb   \n",
       "\n",
       "   height_cm  weight  weight_kg       nationality             high_school  \n",
       "0      196.0   220.0      100.0     United States     Artesia High School  \n",
       "1      191.0   195.0       88.0     United States     Oakland High School  \n",
       "2      198.0   206.0       93.0     United States  Moss Point High School  \n",
       "3      211.0   242.0      110.0  Greece / Nigeria                     NaN  \n",
       "4      188.0   180.0       82.0     United States      Norman High School  \n",
       "\n",
       "[5 rows x 31 columns]"
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     "execution_count": 5,
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     "data": {
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       "2832"
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     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "data[\"PTS\"].max()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "0"
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "data[\"PTS\"].min()"
   ]
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  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "0        53781.0\n",
       "1        53708.5\n",
       "2        53662.0\n",
       "3        53659.5\n",
       "4        53607.0\n",
       "          ...   \n",
       "53793      585.0\n",
       "53794      522.0\n",
       "53795      464.5\n",
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       "Name: PTS, Length: 53798, dtype: float64"
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     "metadata": {},
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   "source": [
    "data[\"PTS\"].rank()"
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   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           18.0\n",
       "1           90.5\n",
       "2          137.0\n",
       "3          139.5\n",
       "4          192.0\n",
       "          ...   \n",
       "53793    53214.0\n",
       "53794    53277.0\n",
       "53795    53334.5\n",
       "53796    53385.0\n",
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       "Name: PTS, Length: 53798, dtype: float64"
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   "source": [
    "data[\"PTS\"].rank(ascending=False)"
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  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0           18\n",
       "1           90\n",
       "2          137\n",
       "3          139\n",
       "4          192\n",
       "         ...  \n",
       "53793    53214\n",
       "53794    53277\n",
       "53795    53334\n",
       "53796    53385\n",
       "53797    53465\n",
       "Name: PTS, Length: 53798, dtype: int32"
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     "execution_count": 10,
     "metadata": {},
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   "source": [
    "data[\"PTS\"].rank(ascending=False).astype(\"int\")"
   ]
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  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "data[\"Rank by PTS\"] = data[\"PTS\"].rank(ascending=False).astype(\"int\")"
   ]
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  {
   "cell_type": "code",
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   "metadata": {},
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>League</th>\n",
       "      <th>Season</th>\n",
       "      <th>Stage</th>\n",
       "      <th>Player</th>\n",
       "      <th>Team</th>\n",
       "      <th>GP</th>\n",
       "      <th>MIN</th>\n",
       "      <th>FGM</th>\n",
       "      <th>FGA</th>\n",
       "      <th>3PM</th>\n",
       "      <th>...</th>\n",
       "      <th>birth_year</th>\n",
       "      <th>birth_month</th>\n",
       "      <th>birth_date</th>\n",
       "      <th>height</th>\n",
       "      <th>height_cm</th>\n",
       "      <th>weight</th>\n",
       "      <th>weight_kg</th>\n",
       "      <th>nationality</th>\n",
       "      <th>high_school</th>\n",
       "      <th>Rank by PTS</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>James Harden</td>\n",
       "      <td>HOU</td>\n",
       "      <td>68</td>\n",
       "      <td>2482.6</td>\n",
       "      <td>672</td>\n",
       "      <td>1514</td>\n",
       "      <td>299</td>\n",
       "      <td>...</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>Aug</td>\n",
       "      <td>Aug 26, 1989</td>\n",
       "      <td>06-May</td>\n",
       "      <td>196.0</td>\n",
       "      <td>220.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Artesia High School</td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Damian Lillard</td>\n",
       "      <td>POR</td>\n",
       "      <td>66</td>\n",
       "      <td>2473.7</td>\n",
       "      <td>624</td>\n",
       "      <td>1349</td>\n",
       "      <td>270</td>\n",
       "      <td>...</td>\n",
       "      <td>1990.0</td>\n",
       "      <td>Jul</td>\n",
       "      <td>Jul 15, 1990</td>\n",
       "      <td>06-Mar</td>\n",
       "      <td>191.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Oakland High School</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Devin Booker</td>\n",
       "      <td>PHX</td>\n",
       "      <td>70</td>\n",
       "      <td>2511.8</td>\n",
       "      <td>627</td>\n",
       "      <td>1283</td>\n",
       "      <td>141</td>\n",
       "      <td>...</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>Oct</td>\n",
       "      <td>Oct 30, 1996</td>\n",
       "      <td>06-Jun</td>\n",
       "      <td>198.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Moss Point High School</td>\n",
       "      <td>137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Giannis Antetokounmpo</td>\n",
       "      <td>MIL</td>\n",
       "      <td>63</td>\n",
       "      <td>1916.9</td>\n",
       "      <td>685</td>\n",
       "      <td>1238</td>\n",
       "      <td>89</td>\n",
       "      <td>...</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>Dec</td>\n",
       "      <td>Dec 6, 1994</td>\n",
       "      <td>06-Nov</td>\n",
       "      <td>211.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>Greece / Nigeria</td>\n",
       "      <td>NaN</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NBA</td>\n",
       "      <td>2019 - 2020</td>\n",
       "      <td>Regular_Season</td>\n",
       "      <td>Trae Young</td>\n",
       "      <td>ATL</td>\n",
       "      <td>60</td>\n",
       "      <td>2120.1</td>\n",
       "      <td>546</td>\n",
       "      <td>1249</td>\n",
       "      <td>205</td>\n",
       "      <td>...</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>Sep</td>\n",
       "      <td>Sep 19, 1998</td>\n",
       "      <td>06-Feb</td>\n",
       "      <td>188.0</td>\n",
       "      <td>180.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>United States</td>\n",
       "      <td>Norman High School</td>\n",
       "      <td>192</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  League       Season           Stage                 Player Team  GP     MIN  \\\n",
       "0    NBA  2019 - 2020  Regular_Season           James Harden  HOU  68  2482.6   \n",
       "1    NBA  2019 - 2020  Regular_Season         Damian Lillard  POR  66  2473.7   \n",
       "2    NBA  2019 - 2020  Regular_Season           Devin Booker  PHX  70  2511.8   \n",
       "3    NBA  2019 - 2020  Regular_Season  Giannis Antetokounmpo  MIL  63  1916.9   \n",
       "4    NBA  2019 - 2020  Regular_Season             Trae Young  ATL  60  2120.1   \n",
       "\n",
       "   FGM   FGA  3PM  ...  birth_year  birth_month    birth_date  height  \\\n",
       "0  672  1514  299  ...      1989.0          Aug  Aug 26, 1989  06-May   \n",
       "1  624  1349  270  ...      1990.0          Jul  Jul 15, 1990  06-Mar   \n",
       "2  627  1283  141  ...      1996.0          Oct  Oct 30, 1996  06-Jun   \n",
       "3  685  1238   89  ...      1994.0          Dec   Dec 6, 1994  06-Nov   \n",
       "4  546  1249  205  ...      1998.0          Sep  Sep 19, 1998  06-Feb   \n",
       "\n",
       "   height_cm  weight  weight_kg       nationality             high_school  \\\n",
       "0      196.0   220.0      100.0     United States     Artesia High School   \n",
       "1      191.0   195.0       88.0     United States     Oakland High School   \n",
       "2      198.0   206.0       93.0     United States  Moss Point High School   \n",
       "3      211.0   242.0      110.0  Greece / Nigeria                     NaN   \n",
       "4      188.0   180.0       82.0     United States      Norman High School   \n",
       "\n",
       "   Rank by PTS  \n",
       "0           18  \n",
       "1           90  \n",
       "2          137  \n",
       "3          139  \n",
       "4          192  \n",
       "\n",
       "[5 rows x 32 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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