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Jupyter Notebook editor.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": "# My Jupyter Notebook on IBM Watson Studio"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "**Yusufu Kamara**, Data Scientist"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "*I am interested in Data Science because i love telling stories using data. It is a growing field and the possibilities are endless.*"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "### LeBron James Career Statistics - Downloaded from the ESPN Website."
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": "# LeBron James Career Stats - Regular Season Averages\nimport pandas as pd\nimport numpy as np\nurl = \"https://www.espn.com/nba/player/stats/_/id/1966/lebronjames\"\ndf = pd.read_html(url)\n# All the data is on the same page online and is imported as a list\n# so I need to select the elements of interest in the list and concatenate them to obtain the data in the format I want it\ndf_1 = df[0]\ndf_2 = df[1]\ncareer_averages = pd.concat([df_1, df_2], axis=1)"
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>season</th>\n <th>Team</th>\n <th>GP</th>\n <th>GS</th>\n <th>MIN</th>\n <th>FG</th>\n <th>FG%</th>\n <th>3PT</th>\n <th>3P%</th>\n <th>FT</th>\n <th>FT%</th>\n <th>OR</th>\n <th>DR</th>\n <th>REB</th>\n <th>AST</th>\n <th>BLK</th>\n <th>STL</th>\n <th>PF</th>\n <th>TO</th>\n <th>PTS</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2003-04</td>\n <td>CLE</td>\n <td>79</td>\n <td>79</td>\n <td>39.5</td>\n <td>7.9-18.9</td>\n <td>41.7</td>\n <td>0.8-2.7</td>\n <td>29.0</td>\n <td>4.4-5.8</td>\n <td>75.4</td>\n <td>1.3</td>\n <td>4.2</td>\n <td>5.5</td>\n <td>5.9</td>\n <td>0.7</td>\n <td>1.6</td>\n <td>1.9</td>\n <td>3.5</td>\n <td>20.9</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2004-05</td>\n <td>CLE</td>\n <td>80</td>\n <td>80</td>\n <td>42.4</td>\n <td>9.9-21.1</td>\n <td>47.2</td>\n <td>1.4-3.9</td>\n <td>35.1</td>\n <td>6.0-8.0</td>\n <td>75.0</td>\n <td>1.4</td>\n <td>6.0</td>\n <td>7.4</td>\n <td>7.2</td>\n <td>0.7</td>\n <td>2.2</td>\n <td>1.8</td>\n <td>3.3</td>\n <td>27.2</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2005-06</td>\n <td>CLE</td>\n <td>79</td>\n <td>79</td>\n <td>42.5</td>\n <td>11.1-23.1</td>\n <td>48.0</td>\n <td>1.6-4.8</td>\n <td>33.5</td>\n <td>7.6-10.3</td>\n <td>73.8</td>\n <td>0.9</td>\n <td>6.1</td>\n <td>7.0</td>\n <td>6.6</td>\n <td>0.8</td>\n <td>1.6</td>\n <td>2.3</td>\n <td>3.3</td>\n <td>31.4</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2006-07</td>\n <td>CLE</td>\n <td>78</td>\n <td>78</td>\n <td>40.9</td>\n <td>9.9-20.8</td>\n <td>47.6</td>\n <td>1.3-4.0</td>\n <td>31.9</td>\n <td>6.3-9.0</td>\n <td>69.8</td>\n <td>1.1</td>\n <td>5.7</td>\n <td>6.7</td>\n <td>6.0</td>\n <td>0.7</td>\n <td>1.6</td>\n <td>2.2</td>\n <td>3.2</td>\n <td>27.3</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2007-08</td>\n <td>CLE</td>\n <td>75</td>\n <td>74</td>\n <td>40.4</td>\n <td>10.6-21.9</td>\n <td>48.4</td>\n <td>1.5-4.8</td>\n <td>31.5</td>\n <td>7.3-10.3</td>\n <td>71.2</td>\n <td>1.8</td>\n <td>6.1</td>\n <td>7.9</td>\n <td>7.2</td>\n <td>1.1</td>\n <td>1.8</td>\n <td>2.2</td>\n <td>3.4</td>\n <td>30.0</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2008-09</td>\n <td>CLE</td>\n <td>81</td>\n <td>81</td>\n <td>37.7</td>\n <td>9.7-19.9</td>\n <td>48.9</td>\n <td>1.6-4.7</td>\n <td>34.4</td>\n <td>7.3-9.4</td>\n <td>78.0</td>\n <td>1.3</td>\n <td>6.3</td>\n <td>7.6</td>\n <td>7.2</td>\n <td>1.1</td>\n <td>1.7</td>\n <td>1.7</td>\n <td>3.0</td>\n <td>28.4</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2009-10</td>\n <td>CLE</td>\n <td>76</td>\n <td>76</td>\n <td>39.0</td>\n <td>10.1-20.1</td>\n <td>50.3</td>\n <td>1.7-5.1</td>\n <td>33.3</td>\n <td>7.8-10.2</td>\n <td>76.7</td>\n <td>0.9</td>\n <td>6.4</td>\n <td>7.3</td>\n <td>8.6</td>\n <td>1.0</td>\n <td>1.6</td>\n <td>1.6</td>\n <td>3.4</td>\n <td>29.7</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2010-11</td>\n <td>MIA</td>\n <td>79</td>\n <td>79</td>\n <td>38.8</td>\n <td>9.6-18.8</td>\n <td>51.0</td>\n <td>1.2-3.5</td>\n <td>33.0</td>\n <td>6.4-8.4</td>\n <td>75.9</td>\n <td>1.0</td>\n <td>6.5</td>\n <td>7.5</td>\n <td>7.0</td>\n <td>0.6</td>\n <td>1.6</td>\n <td>2.1</td>\n <td>3.6</td>\n <td>26.7</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2011-12</td>\n <td>MIA</td>\n <td>62</td>\n <td>62</td>\n <td>37.5</td>\n <td>10.0-18.9</td>\n <td>53.1</td>\n <td>0.9-2.4</td>\n <td>36.2</td>\n <td>6.2-8.1</td>\n <td>77.1</td>\n <td>1.5</td>\n <td>6.4</td>\n <td>7.9</td>\n <td>6.2</td>\n <td>0.8</td>\n <td>1.9</td>\n <td>1.5</td>\n <td>3.4</td>\n <td>27.1</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2012-13</td>\n <td>MIA</td>\n <td>76</td>\n <td>76</td>\n <td>37.9</td>\n <td>10.1-17.8</td>\n <td>56.5</td>\n <td>1.4-3.3</td>\n <td>40.6</td>\n <td>5.3-7.0</td>\n <td>75.3</td>\n <td>1.3</td>\n <td>6.8</td>\n <td>8.0</td>\n <td>7.3</td>\n <td>0.9</td>\n <td>1.7</td>\n <td>1.4</td>\n <td>3.0</td>\n <td>26.8</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2013-14</td>\n <td>MIA</td>\n <td>77</td>\n <td>77</td>\n <td>37.7</td>\n <td>10.0-17.6</td>\n <td>56.7</td>\n <td>1.5-4.0</td>\n <td>37.9</td>\n <td>5.7-7.6</td>\n <td>75.0</td>\n <td>1.1</td>\n <td>5.9</td>\n <td>6.9</td>\n <td>6.3</td>\n <td>0.3</td>\n <td>1.6</td>\n <td>1.6</td>\n <td>3.5</td>\n <td>27.1</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2014-15</td>\n <td>CLE</td>\n <td>69</td>\n <td>69</td>\n <td>36.1</td>\n <td>9.0-18.5</td>\n <td>48.8</td>\n <td>1.7-4.9</td>\n <td>35.4</td>\n <td>5.4-7.7</td>\n <td>71.0</td>\n <td>0.7</td>\n <td>5.3</td>\n <td>6.0</td>\n <td>7.4</td>\n <td>0.7</td>\n <td>1.6</td>\n <td>2.0</td>\n <td>3.9</td>\n <td>25.3</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2015-16</td>\n <td>CLE</td>\n <td>76</td>\n <td>76</td>\n <td>35.6</td>\n <td>9.7-18.6</td>\n <td>52.0</td>\n <td>1.1-3.7</td>\n <td>30.9</td>\n <td>4.7-6.5</td>\n <td>73.1</td>\n <td>1.5</td>\n <td>6.0</td>\n <td>7.4</td>\n <td>6.8</td>\n <td>0.6</td>\n <td>1.4</td>\n <td>1.9</td>\n <td>3.3</td>\n <td>25.3</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2016-17</td>\n <td>CLE</td>\n <td>74</td>\n <td>74</td>\n <td>37.8</td>\n <td>9.9-18.2</td>\n <td>54.8</td>\n <td>1.7-4.6</td>\n <td>36.3</td>\n <td>4.8-7.2</td>\n <td>67.4</td>\n <td>1.3</td>\n <td>7.3</td>\n <td>8.6</td>\n <td>8.7</td>\n <td>0.6</td>\n <td>1.2</td>\n <td>1.8</td>\n <td>4.1</td>\n <td>26.4</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2017-18</td>\n <td>CLE</td>\n <td>82</td>\n <td>82</td>\n <td>36.9</td>\n <td>10.5-19.3</td>\n <td>54.2</td>\n <td>1.8-5.0</td>\n <td>36.7</td>\n <td>4.7-6.5</td>\n <td>73.1</td>\n <td>1.2</td>\n <td>7.5</td>\n <td>8.6</td>\n <td>9.1</td>\n <td>0.9</td>\n <td>1.4</td>\n <td>1.7</td>\n <td>4.2</td>\n <td>27.5</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2018-19</td>\n <td>LAL</td>\n <td>55</td>\n <td>55</td>\n <td>35.2</td>\n <td>10.1-19.9</td>\n <td>51.0</td>\n <td>2.0-5.9</td>\n <td>33.9</td>\n <td>5.1-7.6</td>\n <td>66.5</td>\n <td>1.0</td>\n <td>7.4</td>\n <td>8.5</td>\n <td>8.3</td>\n <td>0.6</td>\n <td>1.3</td>\n <td>1.7</td>\n <td>3.6</td>\n <td>27.4</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2019-20</td>\n <td>LAL</td>\n <td>67</td>\n <td>67</td>\n <td>34.6</td>\n <td>9.6-19.4</td>\n <td>49.3</td>\n <td>2.2-6.3</td>\n <td>34.8</td>\n <td>3.9-5.7</td>\n <td>69.3</td>\n <td>1.0</td>\n <td>6.9</td>\n <td>7.8</td>\n <td>10.2</td>\n <td>0.5</td>\n <td>1.2</td>\n <td>1.8</td>\n <td>3.9</td>\n <td>25.3</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2020-21</td>\n <td>LAL</td>\n <td>45</td>\n <td>45</td>\n <td>33.4</td>\n <td>9.4-18.3</td>\n <td>51.3</td>\n <td>2.3-6.3</td>\n <td>36.5</td>\n <td>4.0-5.7</td>\n <td>69.8</td>\n <td>0.6</td>\n <td>7.0</td>\n <td>7.7</td>\n <td>7.8</td>\n <td>0.6</td>\n <td>1.1</td>\n <td>1.6</td>\n <td>3.7</td>\n <td>25.0</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2021-22</td>\n <td>LAL</td>\n <td>56</td>\n <td>56</td>\n <td>37.2</td>\n <td>11.4-21.8</td>\n <td>52.4</td>\n <td>2.9-8.0</td>\n <td>35.9</td>\n <td>4.5-6.0</td>\n <td>75.6</td>\n <td>1.1</td>\n <td>7.1</td>\n <td>8.2</td>\n <td>6.2</td>\n <td>1.1</td>\n <td>1.3</td>\n <td>2.2</td>\n <td>3.5</td>\n <td>30.3</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-23</td>\n <td>LAL</td>\n <td>55</td>\n <td>54</td>\n <td>35.5</td>\n <td>11.1-22.2</td>\n <td>50.0</td>\n <td>2.2-6.9</td>\n <td>32.1</td>\n <td>4.6-5.9</td>\n <td>76.8</td>\n <td>1.2</td>\n <td>7.1</td>\n <td>8.3</td>\n <td>6.8</td>\n <td>0.6</td>\n <td>0.9</td>\n <td>1.6</td>\n <td>3.2</td>\n <td>28.9</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2023-24</td>\n <td>LAL</td>\n <td>56</td>\n <td>56</td>\n <td>35.0</td>\n <td>9.6-18.1</td>\n <td>52.8</td>\n <td>2.2-5.4</td>\n <td>40.5</td>\n <td>4.0-5.4</td>\n <td>74.1</td>\n <td>0.8</td>\n <td>6.2</td>\n <td>7.1</td>\n <td>8.0</td>\n <td>0.6</td>\n <td>1.3</td>\n <td>1.2</td>\n <td>3.2</td>\n <td>25.3</td>\n </tr>\n <tr>\n <th>21</th>\n <td>Career</td>\n <td>NaN</td>\n <td>1477</td>\n <td>1475</td>\n <td>38.0</td>\n <td>9.9-19.7</td>\n <td>50.5</td>\n <td>1.6-4.6</td>\n <td>34.7</td>\n <td>5.6-7.7</td>\n <td>73.5</td>\n <td>1.2</td>\n <td>6.3</td>\n <td>7.5</td>\n <td>7.4</td>\n <td>0.7</td>\n <td>1.5</td>\n <td>1.8</td>\n <td>3.5</td>\n <td>27.1</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " season Team GP GS MIN FG FG% 3PT 3P% FT \\\n0 2003-04 CLE 79 79 39.5 7.9-18.9 41.7 0.8-2.7 29.0 4.4-5.8 \n1 2004-05 CLE 80 80 42.4 9.9-21.1 47.2 1.4-3.9 35.1 6.0-8.0 \n2 2005-06 CLE 79 79 42.5 11.1-23.1 48.0 1.6-4.8 33.5 7.6-10.3 \n3 2006-07 CLE 78 78 40.9 9.9-20.8 47.6 1.3-4.0 31.9 6.3-9.0 \n4 2007-08 CLE 75 74 40.4 10.6-21.9 48.4 1.5-4.8 31.5 7.3-10.3 \n5 2008-09 CLE 81 81 37.7 9.7-19.9 48.9 1.6-4.7 34.4 7.3-9.4 \n6 2009-10 CLE 76 76 39.0 10.1-20.1 50.3 1.7-5.1 33.3 7.8-10.2 \n7 2010-11 MIA 79 79 38.8 9.6-18.8 51.0 1.2-3.5 33.0 6.4-8.4 \n8 2011-12 MIA 62 62 37.5 10.0-18.9 53.1 0.9-2.4 36.2 6.2-8.1 \n9 2012-13 MIA 76 76 37.9 10.1-17.8 56.5 1.4-3.3 40.6 5.3-7.0 \n10 2013-14 MIA 77 77 37.7 10.0-17.6 56.7 1.5-4.0 37.9 5.7-7.6 \n11 2014-15 CLE 69 69 36.1 9.0-18.5 48.8 1.7-4.9 35.4 5.4-7.7 \n12 2015-16 CLE 76 76 35.6 9.7-18.6 52.0 1.1-3.7 30.9 4.7-6.5 \n13 2016-17 CLE 74 74 37.8 9.9-18.2 54.8 1.7-4.6 36.3 4.8-7.2 \n14 2017-18 CLE 82 82 36.9 10.5-19.3 54.2 1.8-5.0 36.7 4.7-6.5 \n15 2018-19 LAL 55 55 35.2 10.1-19.9 51.0 2.0-5.9 33.9 5.1-7.6 \n16 2019-20 LAL 67 67 34.6 9.6-19.4 49.3 2.2-6.3 34.8 3.9-5.7 \n17 2020-21 LAL 45 45 33.4 9.4-18.3 51.3 2.3-6.3 36.5 4.0-5.7 \n18 2021-22 LAL 56 56 37.2 11.4-21.8 52.4 2.9-8.0 35.9 4.5-6.0 \n19 2022-23 LAL 55 54 35.5 11.1-22.2 50.0 2.2-6.9 32.1 4.6-5.9 \n20 2023-24 LAL 56 56 35.0 9.6-18.1 52.8 2.2-5.4 40.5 4.0-5.4 \n21 Career NaN 1477 1475 38.0 9.9-19.7 50.5 1.6-4.6 34.7 5.6-7.7 \n\n FT% OR DR REB AST BLK STL PF TO PTS \n0 75.4 1.3 4.2 5.5 5.9 0.7 1.6 1.9 3.5 20.9 \n1 75.0 1.4 6.0 7.4 7.2 0.7 2.2 1.8 3.3 27.2 \n2 73.8 0.9 6.1 7.0 6.6 0.8 1.6 2.3 3.3 31.4 \n3 69.8 1.1 5.7 6.7 6.0 0.7 1.6 2.2 3.2 27.3 \n4 71.2 1.8 6.1 7.9 7.2 1.1 1.8 2.2 3.4 30.0 \n5 78.0 1.3 6.3 7.6 7.2 1.1 1.7 1.7 3.0 28.4 \n6 76.7 0.9 6.4 7.3 8.6 1.0 1.6 1.6 3.4 29.7 \n7 75.9 1.0 6.5 7.5 7.0 0.6 1.6 2.1 3.6 26.7 \n8 77.1 1.5 6.4 7.9 6.2 0.8 1.9 1.5 3.4 27.1 \n9 75.3 1.3 6.8 8.0 7.3 0.9 1.7 1.4 3.0 26.8 \n10 75.0 1.1 5.9 6.9 6.3 0.3 1.6 1.6 3.5 27.1 \n11 71.0 0.7 5.3 6.0 7.4 0.7 1.6 2.0 3.9 25.3 \n12 73.1 1.5 6.0 7.4 6.8 0.6 1.4 1.9 3.3 25.3 \n13 67.4 1.3 7.3 8.6 8.7 0.6 1.2 1.8 4.1 26.4 \n14 73.1 1.2 7.5 8.6 9.1 0.9 1.4 1.7 4.2 27.5 \n15 66.5 1.0 7.4 8.5 8.3 0.6 1.3 1.7 3.6 27.4 \n16 69.3 1.0 6.9 7.8 10.2 0.5 1.2 1.8 3.9 25.3 \n17 69.8 0.6 7.0 7.7 7.8 0.6 1.1 1.6 3.7 25.0 \n18 75.6 1.1 7.1 8.2 6.2 1.1 1.3 2.2 3.5 30.3 \n19 76.8 1.2 7.1 8.3 6.8 0.6 0.9 1.6 3.2 28.9 \n20 74.1 0.8 6.2 7.1 8.0 0.6 1.3 1.2 3.2 25.3 \n21 73.5 1.2 6.3 7.5 7.4 0.7 1.5 1.8 3.5 27.1 "
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": "career_averages"
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": "# Lebron James Career Stats - Regular Season Totals"
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": "df_3 = df[2]\ndf_4 = df[3]\ncareer_totals = pd.concat([df_3, df_4], axis=1)"
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": "<div>\n<style scoped>\n .dataframe tbody tr th:only-of-type {\n vertical-align: middle;\n }\n\n .dataframe tbody tr th {\n vertical-align: top;\n }\n\n .dataframe thead th {\n text-align: right;\n }\n</style>\n<table border=\"1\" class=\"dataframe\">\n <thead>\n <tr style=\"text-align: right;\">\n <th></th>\n <th>season</th>\n <th>Team</th>\n <th>FG</th>\n <th>FG%</th>\n <th>3PT</th>\n <th>3P%</th>\n <th>FT</th>\n <th>FT%</th>\n <th>OR</th>\n <th>DR</th>\n <th>REB</th>\n <th>AST</th>\n <th>BLK</th>\n <th>STL</th>\n <th>PF</th>\n <th>TO</th>\n <th>PTS</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>2003-04</td>\n <td>CLE</td>\n <td>622-1492</td>\n <td>41.7</td>\n <td>63-217</td>\n <td>29.0</td>\n <td>347-460</td>\n <td>75.4</td>\n <td>99</td>\n <td>333</td>\n <td>432</td>\n <td>465</td>\n <td>58</td>\n <td>130</td>\n <td>149</td>\n <td>273</td>\n <td>1654</td>\n </tr>\n <tr>\n <th>1</th>\n <td>2004-05</td>\n <td>CLE</td>\n <td>795-1684</td>\n <td>47.2</td>\n <td>108-308</td>\n <td>35.1</td>\n <td>477-636</td>\n <td>75.0</td>\n <td>111</td>\n <td>477</td>\n <td>588</td>\n <td>577</td>\n <td>52</td>\n <td>177</td>\n <td>146</td>\n <td>262</td>\n <td>2175</td>\n </tr>\n <tr>\n <th>2</th>\n <td>2005-06</td>\n <td>CLE</td>\n <td>875-1823</td>\n <td>48.0</td>\n <td>127-379</td>\n <td>33.5</td>\n <td>601-814</td>\n <td>73.8</td>\n <td>75</td>\n <td>481</td>\n <td>556</td>\n <td>521</td>\n <td>66</td>\n <td>123</td>\n <td>181</td>\n <td>260</td>\n <td>2478</td>\n </tr>\n <tr>\n <th>3</th>\n <td>2006-07</td>\n <td>CLE</td>\n <td>772-1621</td>\n <td>47.6</td>\n <td>99-310</td>\n <td>31.9</td>\n <td>489-701</td>\n <td>69.8</td>\n <td>83</td>\n <td>443</td>\n <td>526</td>\n <td>470</td>\n <td>55</td>\n <td>125</td>\n <td>171</td>\n <td>250</td>\n <td>2132</td>\n </tr>\n <tr>\n <th>4</th>\n <td>2007-08</td>\n <td>CLE</td>\n <td>794-1642</td>\n <td>48.4</td>\n <td>113-359</td>\n <td>31.5</td>\n <td>549-771</td>\n <td>71.2</td>\n <td>133</td>\n <td>459</td>\n <td>592</td>\n <td>539</td>\n <td>81</td>\n <td>138</td>\n <td>165</td>\n <td>255</td>\n <td>2250</td>\n </tr>\n <tr>\n <th>5</th>\n <td>2008-09</td>\n <td>CLE</td>\n <td>789-1613</td>\n <td>48.9</td>\n <td>132-384</td>\n <td>34.4</td>\n <td>594-762</td>\n <td>78.0</td>\n <td>106</td>\n <td>507</td>\n <td>613</td>\n <td>587</td>\n <td>93</td>\n <td>137</td>\n <td>139</td>\n <td>241</td>\n <td>2304</td>\n </tr>\n <tr>\n <th>6</th>\n <td>2009-10</td>\n <td>CLE</td>\n <td>768-1528</td>\n <td>50.3</td>\n <td>129-387</td>\n <td>33.3</td>\n <td>593-773</td>\n <td>76.7</td>\n <td>71</td>\n <td>483</td>\n <td>554</td>\n <td>651</td>\n <td>77</td>\n <td>125</td>\n <td>119</td>\n <td>261</td>\n <td>2258</td>\n </tr>\n <tr>\n <th>7</th>\n <td>2010-11</td>\n <td>MIA</td>\n <td>758-1485</td>\n <td>51.0</td>\n <td>92-279</td>\n <td>33.0</td>\n <td>503-663</td>\n <td>75.9</td>\n <td>80</td>\n <td>510</td>\n <td>590</td>\n <td>554</td>\n <td>50</td>\n <td>124</td>\n <td>163</td>\n <td>284</td>\n <td>2111</td>\n </tr>\n <tr>\n <th>8</th>\n <td>2011-12</td>\n <td>MIA</td>\n <td>621-1169</td>\n <td>53.1</td>\n <td>54-149</td>\n <td>36.2</td>\n <td>387-502</td>\n <td>77.1</td>\n <td>94</td>\n <td>398</td>\n <td>492</td>\n <td>387</td>\n <td>50</td>\n <td>115</td>\n <td>96</td>\n <td>213</td>\n <td>1683</td>\n </tr>\n <tr>\n <th>9</th>\n <td>2012-13</td>\n <td>MIA</td>\n <td>765-1354</td>\n <td>56.5</td>\n <td>103-254</td>\n <td>40.6</td>\n <td>403-535</td>\n <td>75.3</td>\n <td>97</td>\n <td>513</td>\n <td>610</td>\n <td>551</td>\n <td>67</td>\n <td>129</td>\n <td>110</td>\n <td>226</td>\n <td>2036</td>\n </tr>\n <tr>\n <th>10</th>\n <td>2013-14</td>\n <td>MIA</td>\n <td>767-1353</td>\n <td>56.7</td>\n <td>116-306</td>\n <td>37.9</td>\n <td>439-585</td>\n <td>75.0</td>\n <td>81</td>\n <td>452</td>\n <td>533</td>\n <td>488</td>\n <td>26</td>\n <td>121</td>\n <td>126</td>\n <td>270</td>\n <td>2089</td>\n </tr>\n <tr>\n <th>11</th>\n <td>2014-15</td>\n <td>CLE</td>\n <td>624-1279</td>\n <td>48.8</td>\n <td>120-339</td>\n <td>35.4</td>\n <td>375-528</td>\n <td>71.0</td>\n <td>51</td>\n <td>365</td>\n <td>416</td>\n <td>511</td>\n <td>49</td>\n <td>109</td>\n <td>135</td>\n <td>272</td>\n <td>1743</td>\n </tr>\n <tr>\n <th>12</th>\n <td>2015-16</td>\n <td>CLE</td>\n <td>737-1416</td>\n <td>52.0</td>\n <td>87-282</td>\n <td>30.9</td>\n <td>359-491</td>\n <td>73.1</td>\n <td>111</td>\n <td>454</td>\n <td>565</td>\n <td>514</td>\n <td>49</td>\n <td>104</td>\n <td>143</td>\n <td>249</td>\n <td>1920</td>\n </tr>\n <tr>\n <th>13</th>\n <td>2016-17</td>\n <td>CLE</td>\n <td>736-1344</td>\n <td>54.8</td>\n <td>124-342</td>\n <td>36.3</td>\n <td>358-531</td>\n <td>67.4</td>\n <td>97</td>\n <td>542</td>\n <td>639</td>\n <td>646</td>\n <td>44</td>\n <td>92</td>\n <td>134</td>\n <td>303</td>\n <td>1954</td>\n </tr>\n <tr>\n <th>14</th>\n <td>2017-18</td>\n <td>CLE</td>\n <td>857-1580</td>\n <td>54.2</td>\n <td>149-406</td>\n <td>36.7</td>\n <td>388-531</td>\n <td>73.1</td>\n <td>97</td>\n <td>612</td>\n <td>709</td>\n <td>747</td>\n <td>71</td>\n <td>116</td>\n <td>136</td>\n <td>347</td>\n <td>2251</td>\n </tr>\n <tr>\n <th>15</th>\n <td>2018-19</td>\n <td>LAL</td>\n <td>558-1095</td>\n <td>51.0</td>\n <td>111-327</td>\n <td>33.9</td>\n <td>278-418</td>\n <td>66.5</td>\n <td>57</td>\n <td>408</td>\n <td>465</td>\n <td>454</td>\n <td>33</td>\n <td>72</td>\n <td>94</td>\n <td>197</td>\n <td>1505</td>\n </tr>\n <tr>\n <th>16</th>\n <td>2019-20</td>\n <td>LAL</td>\n <td>643-1303</td>\n <td>49.3</td>\n <td>148-425</td>\n <td>34.8</td>\n <td>264-381</td>\n <td>69.3</td>\n <td>66</td>\n <td>459</td>\n <td>525</td>\n <td>684</td>\n <td>36</td>\n <td>78</td>\n <td>118</td>\n <td>261</td>\n <td>1698</td>\n </tr>\n <tr>\n <th>17</th>\n <td>2020-21</td>\n <td>LAL</td>\n <td>422-823</td>\n <td>51.3</td>\n <td>104-285</td>\n <td>36.5</td>\n <td>178-255</td>\n <td>69.8</td>\n <td>29</td>\n <td>317</td>\n <td>346</td>\n <td>350</td>\n <td>25</td>\n <td>48</td>\n <td>70</td>\n <td>168</td>\n <td>1126</td>\n </tr>\n <tr>\n <th>18</th>\n <td>2021-22</td>\n <td>LAL</td>\n <td>640-1221</td>\n <td>52.4</td>\n <td>161-448</td>\n <td>35.9</td>\n <td>254-336</td>\n <td>75.6</td>\n <td>63</td>\n <td>396</td>\n <td>459</td>\n <td>349</td>\n <td>59</td>\n <td>73</td>\n <td>121</td>\n <td>196</td>\n <td>1695</td>\n </tr>\n <tr>\n <th>19</th>\n <td>2022-23</td>\n <td>LAL</td>\n <td>609-1219</td>\n <td>50.0</td>\n <td>121-377</td>\n <td>32.1</td>\n <td>251-327</td>\n <td>76.8</td>\n <td>65</td>\n <td>392</td>\n <td>457</td>\n <td>375</td>\n <td>32</td>\n <td>50</td>\n <td>88</td>\n <td>178</td>\n <td>1590</td>\n </tr>\n <tr>\n <th>20</th>\n <td>2023-24</td>\n <td>LAL</td>\n <td>535-1013</td>\n <td>52.8</td>\n <td>122-301</td>\n <td>40.5</td>\n <td>223-301</td>\n <td>74.1</td>\n <td>47</td>\n <td>348</td>\n <td>395</td>\n <td>448</td>\n <td>33</td>\n <td>71</td>\n <td>65</td>\n <td>180</td>\n <td>1415</td>\n </tr>\n <tr>\n <th>21</th>\n <td>Career</td>\n <td>NaN</td>\n <td>14687-29057</td>\n <td>50.5</td>\n <td>2383-6864</td>\n <td>34.7</td>\n <td>8310-11301</td>\n <td>73.5</td>\n <td>1713</td>\n <td>9349</td>\n <td>11062</td>\n <td>10868</td>\n <td>1106</td>\n <td>2257</td>\n <td>2669</td>\n <td>5146</td>\n <td>40067</td>\n </tr>\n </tbody>\n</table>\n</div>",
"text/plain": " season Team FG FG% 3PT 3P% FT FT% OR \\\n0 2003-04 CLE 622-1492 41.7 63-217 29.0 347-460 75.4 99 \n1 2004-05 CLE 795-1684 47.2 108-308 35.1 477-636 75.0 111 \n2 2005-06 CLE 875-1823 48.0 127-379 33.5 601-814 73.8 75 \n3 2006-07 CLE 772-1621 47.6 99-310 31.9 489-701 69.8 83 \n4 2007-08 CLE 794-1642 48.4 113-359 31.5 549-771 71.2 133 \n5 2008-09 CLE 789-1613 48.9 132-384 34.4 594-762 78.0 106 \n6 2009-10 CLE 768-1528 50.3 129-387 33.3 593-773 76.7 71 \n7 2010-11 MIA 758-1485 51.0 92-279 33.0 503-663 75.9 80 \n8 2011-12 MIA 621-1169 53.1 54-149 36.2 387-502 77.1 94 \n9 2012-13 MIA 765-1354 56.5 103-254 40.6 403-535 75.3 97 \n10 2013-14 MIA 767-1353 56.7 116-306 37.9 439-585 75.0 81 \n11 2014-15 CLE 624-1279 48.8 120-339 35.4 375-528 71.0 51 \n12 2015-16 CLE 737-1416 52.0 87-282 30.9 359-491 73.1 111 \n13 2016-17 CLE 736-1344 54.8 124-342 36.3 358-531 67.4 97 \n14 2017-18 CLE 857-1580 54.2 149-406 36.7 388-531 73.1 97 \n15 2018-19 LAL 558-1095 51.0 111-327 33.9 278-418 66.5 57 \n16 2019-20 LAL 643-1303 49.3 148-425 34.8 264-381 69.3 66 \n17 2020-21 LAL 422-823 51.3 104-285 36.5 178-255 69.8 29 \n18 2021-22 LAL 640-1221 52.4 161-448 35.9 254-336 75.6 63 \n19 2022-23 LAL 609-1219 50.0 121-377 32.1 251-327 76.8 65 \n20 2023-24 LAL 535-1013 52.8 122-301 40.5 223-301 74.1 47 \n21 Career NaN 14687-29057 50.5 2383-6864 34.7 8310-11301 73.5 1713 \n\n DR REB AST BLK STL PF TO PTS \n0 333 432 465 58 130 149 273 1654 \n1 477 588 577 52 177 146 262 2175 \n2 481 556 521 66 123 181 260 2478 \n3 443 526 470 55 125 171 250 2132 \n4 459 592 539 81 138 165 255 2250 \n5 507 613 587 93 137 139 241 2304 \n6 483 554 651 77 125 119 261 2258 \n7 510 590 554 50 124 163 284 2111 \n8 398 492 387 50 115 96 213 1683 \n9 513 610 551 67 129 110 226 2036 \n10 452 533 488 26 121 126 270 2089 \n11 365 416 511 49 109 135 272 1743 \n12 454 565 514 49 104 143 249 1920 \n13 542 639 646 44 92 134 303 1954 \n14 612 709 747 71 116 136 347 2251 \n15 408 465 454 33 72 94 197 1505 \n16 459 525 684 36 78 118 261 1698 \n17 317 346 350 25 48 70 168 1126 \n18 396 459 349 59 73 121 196 1695 \n19 392 457 375 32 50 88 178 1590 \n20 348 395 448 33 71 65 180 1415 \n21 9349 11062 10868 1106 2257 2669 5146 40067 "
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