best_ufc_fighter_types.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 1,
   "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>fighter_id</th>\n",
       "      <th>name</th>\n",
       "      <th>win</th>\n",
       "      <th>lose</th>\n",
       "      <th>draw</th>\n",
       "      <th>nc</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>reach</th>\n",
       "      <th>stance</th>\n",
       "      <th>dob</th>\n",
       "      <th>SLpM</th>\n",
       "      <th>Str_Acc</th>\n",
       "      <th>SApM</th>\n",
       "      <th>Str_Def</th>\n",
       "      <th>TD_Avg</th>\n",
       "      <th>TD_Acc</th>\n",
       "      <th>TD_Def</th>\n",
       "      <th>Sub_Avg</th>\n",
       "      <th>last_updated</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>Rolando Dy</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 11, 1990</td>\n",
       "      <td>3.04</td>\n",
       "      <td>37%</td>\n",
       "      <td>4.47</td>\n",
       "      <td>52%</td>\n",
       "      <td>0.30</td>\n",
       "      <td>20%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:35:14.677808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>Jessica Eye</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>66\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 27, 1986</td>\n",
       "      <td>3.42</td>\n",
       "      <td>36%</td>\n",
       "      <td>3.32</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.59</td>\n",
       "      <td>71%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 19:35:17.495278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>Cris Cyborg</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 09, 1985</td>\n",
       "      <td>7.02</td>\n",
       "      <td>52%</td>\n",
       "      <td>1.79</td>\n",
       "      <td>70%</td>\n",
       "      <td>0.85</td>\n",
       "      <td>62%</td>\n",
       "      <td>91%</td>\n",
       "      <td>0.3</td>\n",
       "      <td>2018-11-21 19:35:36.351918</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>Mike Kyle</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6' 4\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Mar 31, 1980</td>\n",
       "      <td>4.50</td>\n",
       "      <td>51%</td>\n",
       "      <td>2.76</td>\n",
       "      <td>54%</td>\n",
       "      <td>1.55</td>\n",
       "      <td>62%</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2018-11-21 19:35:40.545685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>Alptekin Ozkilic</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 5\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>65\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Mar 27, 1986</td>\n",
       "      <td>3.81</td>\n",
       "      <td>32%</td>\n",
       "      <td>5.72</td>\n",
       "      <td>59%</td>\n",
       "      <td>4.21</td>\n",
       "      <td>58%</td>\n",
       "      <td>75%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:35:57.905297</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>18</td>\n",
       "      <td>Michel Quinones</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Dec 22, 1984</td>\n",
       "      <td>2.91</td>\n",
       "      <td>29%</td>\n",
       "      <td>5.98</td>\n",
       "      <td>48%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>36%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:36:09.492357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28</td>\n",
       "      <td>Juan Puig</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Apr 23, 1989</td>\n",
       "      <td>4.91</td>\n",
       "      <td>23%</td>\n",
       "      <td>7.17</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:36:44.709232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>30</td>\n",
       "      <td>Claudio Puelles</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Apr 21, 1996</td>\n",
       "      <td>2.33</td>\n",
       "      <td>38%</td>\n",
       "      <td>6.53</td>\n",
       "      <td>49%</td>\n",
       "      <td>2.33</td>\n",
       "      <td>23%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 19:36:52.163314</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>31</td>\n",
       "      <td>Lucie Pudilova</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jun 13, 1994</td>\n",
       "      <td>5.53</td>\n",
       "      <td>39%</td>\n",
       "      <td>5.03</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>78%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 19:36:54.111154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>34</td>\n",
       "      <td>Joe Proctor</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 10, 1985</td>\n",
       "      <td>3.39</td>\n",
       "      <td>36%</td>\n",
       "      <td>3.93</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>70%</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2018-11-21 19:37:06.186839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>37</td>\n",
       "      <td>Niko Price</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>76\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Sep 29, 1989</td>\n",
       "      <td>2.50</td>\n",
       "      <td>29%</td>\n",
       "      <td>4.04</td>\n",
       "      <td>56%</td>\n",
       "      <td>1.44</td>\n",
       "      <td>28%</td>\n",
       "      <td>75%</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2018-11-21 19:37:17.204422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>41</td>\n",
       "      <td>Michel Prazeres</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 25, 1981</td>\n",
       "      <td>2.59</td>\n",
       "      <td>47%</td>\n",
       "      <td>2.32</td>\n",
       "      <td>60%</td>\n",
       "      <td>4.22</td>\n",
       "      <td>38%</td>\n",
       "      <td>47%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 19:37:33.625521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42</td>\n",
       "      <td>Carlo Prater</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Switch</td>\n",
       "      <td>Jun 25, 1981</td>\n",
       "      <td>2.03</td>\n",
       "      <td>47%</td>\n",
       "      <td>4.07</td>\n",
       "      <td>35%</td>\n",
       "      <td>0.43</td>\n",
       "      <td>9%</td>\n",
       "      <td>57%</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2018-11-21 19:37:36.832949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>44</td>\n",
       "      <td>Wagner Prado</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Dec 30, 1986</td>\n",
       "      <td>1.72</td>\n",
       "      <td>40%</td>\n",
       "      <td>3.06</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>22%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:37:42.861261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>45</td>\n",
       "      <td>Marcin Prachnio</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 14, 1988</td>\n",
       "      <td>2.39</td>\n",
       "      <td>39%</td>\n",
       "      <td>2.92</td>\n",
       "      <td>52%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:37:46.609436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>46</td>\n",
       "      <td>Devin Powell</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Mar 01, 1988</td>\n",
       "      <td>2.88</td>\n",
       "      <td>41%</td>\n",
       "      <td>3.67</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 19:37:51.057549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>Santiago Ponzinibbio</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Sep 26, 1986</td>\n",
       "      <td>4.27</td>\n",
       "      <td>39%</td>\n",
       "      <td>4.02</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.54</td>\n",
       "      <td>44%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:38:07.250064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>55</td>\n",
       "      <td>Dustin Poirier</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jan 19, 1989</td>\n",
       "      <td>5.59</td>\n",
       "      <td>49%</td>\n",
       "      <td>3.69</td>\n",
       "      <td>56%</td>\n",
       "      <td>1.75</td>\n",
       "      <td>41%</td>\n",
       "      <td>69%</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2018-11-21 19:38:26.087697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>58</td>\n",
       "      <td>Maki Pitolo</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Nov 24, 1990</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:38:37.816105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>59</td>\n",
       "      <td>Liu Pingyuan</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Feb 13, 1993</td>\n",
       "      <td>2.13</td>\n",
       "      <td>41%</td>\n",
       "      <td>1.60</td>\n",
       "      <td>51%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>100%</td>\n",
       "      <td>62%</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-11-21 19:38:42.215116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>61</td>\n",
       "      <td>Daniel Pineda</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 7\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 06, 1985</td>\n",
       "      <td>2.99</td>\n",
       "      <td>43%</td>\n",
       "      <td>2.51</td>\n",
       "      <td>47%</td>\n",
       "      <td>1.46</td>\n",
       "      <td>25%</td>\n",
       "      <td>48%</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-11-21 19:38:50.827073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>65</td>\n",
       "      <td>Mike Pierce</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Sep 01, 1980</td>\n",
       "      <td>2.62</td>\n",
       "      <td>42%</td>\n",
       "      <td>2.36</td>\n",
       "      <td>62%</td>\n",
       "      <td>3.08</td>\n",
       "      <td>42%</td>\n",
       "      <td>71%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:05.879528</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>67</td>\n",
       "      <td>Oskar Piechota</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>76\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jan 24, 1990</td>\n",
       "      <td>3.58</td>\n",
       "      <td>57%</td>\n",
       "      <td>2.83</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.12</td>\n",
       "      <td>50%</td>\n",
       "      <td>25%</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2018-11-21 19:39:11.967712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>70</td>\n",
       "      <td>Vinc Pichel</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Nov 23, 1982</td>\n",
       "      <td>3.12</td>\n",
       "      <td>42%</td>\n",
       "      <td>2.67</td>\n",
       "      <td>54%</td>\n",
       "      <td>4.25</td>\n",
       "      <td>62%</td>\n",
       "      <td>20%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:22.520833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>74</td>\n",
       "      <td>John Phillips</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>75\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jun 09, 1985</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>2.77</td>\n",
       "      <td>21%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:39:34.829933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>76</td>\n",
       "      <td>Aaron Phillips</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Aug 05, 1989</td>\n",
       "      <td>1.87</td>\n",
       "      <td>59%</td>\n",
       "      <td>3.33</td>\n",
       "      <td>40%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>35%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 19:39:41.620503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>80</td>\n",
       "      <td>Nam Phan</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Mar 13, 1983</td>\n",
       "      <td>4.52</td>\n",
       "      <td>37%</td>\n",
       "      <td>6.55</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.18</td>\n",
       "      <td>18%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:55.460846</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>81</td>\n",
       "      <td>Cody Pfister</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 12, 1990</td>\n",
       "      <td>1.41</td>\n",
       "      <td>25%</td>\n",
       "      <td>2.80</td>\n",
       "      <td>51%</td>\n",
       "      <td>2.82</td>\n",
       "      <td>30%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:39:59.440325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>84</td>\n",
       "      <td>Sergio Pettis</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 18, 1993</td>\n",
       "      <td>3.60</td>\n",
       "      <td>37%</td>\n",
       "      <td>2.56</td>\n",
       "      <td>65%</td>\n",
       "      <td>0.91</td>\n",
       "      <td>39%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2018-11-21 19:40:11.850743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>85</td>\n",
       "      <td>Anthony Pettis</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jan 27, 1987</td>\n",
       "      <td>2.85</td>\n",
       "      <td>45%</td>\n",
       "      <td>3.16</td>\n",
       "      <td>54%</td>\n",
       "      <td>0.76</td>\n",
       "      <td>54%</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2018-11-21 19:40:15.918693</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>976</th>\n",
       "      <td>3085</td>\n",
       "      <td>Luke Rockhold</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Oct 17, 1984</td>\n",
       "      <td>4.29</td>\n",
       "      <td>48%</td>\n",
       "      <td>2.32</td>\n",
       "      <td>58%</td>\n",
       "      <td>0.71</td>\n",
       "      <td>40%</td>\n",
       "      <td>68%</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2018-11-21 22:44:47.845186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>3087</td>\n",
       "      <td>Carlos Eduardo Rocha</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 12, 1981</td>\n",
       "      <td>1.24</td>\n",
       "      <td>34%</td>\n",
       "      <td>1.85</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>52%</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2018-11-21 22:44:55.549017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>3088</td>\n",
       "      <td>Vagner Rocha</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jun 06, 1982</td>\n",
       "      <td>2.64</td>\n",
       "      <td>42%</td>\n",
       "      <td>4.50</td>\n",
       "      <td>48%</td>\n",
       "      <td>1.40</td>\n",
       "      <td>33%</td>\n",
       "      <td>50%</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2018-11-21 22:44:57.658148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>3089</td>\n",
       "      <td>Alvin Robinson</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jul 16, 1982</td>\n",
       "      <td>1.57</td>\n",
       "      <td>50%</td>\n",
       "      <td>1.29</td>\n",
       "      <td>51%</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50%</td>\n",
       "      <td>25%</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2018-11-21 22:45:02.294632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>3094</td>\n",
       "      <td>Kenny Robertson</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Feb 14, 1984</td>\n",
       "      <td>3.72</td>\n",
       "      <td>47%</td>\n",
       "      <td>3.02</td>\n",
       "      <td>52%</td>\n",
       "      <td>1.37</td>\n",
       "      <td>26%</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 22:45:19.502733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>3096</td>\n",
       "      <td>Danny Roberts</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 1\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jul 14, 1987</td>\n",
       "      <td>3.71</td>\n",
       "      <td>41%</td>\n",
       "      <td>3.44</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:45:27.042621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>3098</td>\n",
       "      <td>Daniel Roberts</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Aug 05, 1980</td>\n",
       "      <td>0.73</td>\n",
       "      <td>20%</td>\n",
       "      <td>2.27</td>\n",
       "      <td>46%</td>\n",
       "      <td>2.46</td>\n",
       "      <td>44%</td>\n",
       "      <td>40%</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2018-11-21 22:45:34.405658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>3109</td>\n",
       "      <td>Jimmie Rivera</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 4\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jun 29, 1989</td>\n",
       "      <td>4.44</td>\n",
       "      <td>42%</td>\n",
       "      <td>3.35</td>\n",
       "      <td>63%</td>\n",
       "      <td>0.97</td>\n",
       "      <td>27%</td>\n",
       "      <td>100%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:46:13.495317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>3111</td>\n",
       "      <td>Francisco Rivera</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Oct 08, 1981</td>\n",
       "      <td>4.07</td>\n",
       "      <td>41%</td>\n",
       "      <td>3.16</td>\n",
       "      <td>68%</td>\n",
       "      <td>1.01</td>\n",
       "      <td>63%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:46:20.095658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>3120</td>\n",
       "      <td>Mike Rio</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>71\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 06, 1981</td>\n",
       "      <td>1.68</td>\n",
       "      <td>39%</td>\n",
       "      <td>2.99</td>\n",
       "      <td>53%</td>\n",
       "      <td>2.58</td>\n",
       "      <td>27%</td>\n",
       "      <td>0%</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018-11-21 22:46:54.45485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>3122</td>\n",
       "      <td>Jordan Rinaldi</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Sep 25, 1987</td>\n",
       "      <td>1.39</td>\n",
       "      <td>40%</td>\n",
       "      <td>2.26</td>\n",
       "      <td>54%</td>\n",
       "      <td>2.04</td>\n",
       "      <td>45%</td>\n",
       "      <td>20%</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2018-11-21 22:47:03.11573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>3125</td>\n",
       "      <td>Aaron Riley</td>\n",
       "      <td>29</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Dec 09, 1980</td>\n",
       "      <td>3.45</td>\n",
       "      <td>34%</td>\n",
       "      <td>3.78</td>\n",
       "      <td>61%</td>\n",
       "      <td>1.18</td>\n",
       "      <td>34%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2018-11-21 22:47:14.520233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>3127</td>\n",
       "      <td>Joe Riggs</td>\n",
       "      <td>41</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Sep 23, 1982</td>\n",
       "      <td>2.41</td>\n",
       "      <td>51%</td>\n",
       "      <td>1.69</td>\n",
       "      <td>57%</td>\n",
       "      <td>2.45</td>\n",
       "      <td>55%</td>\n",
       "      <td>62%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:47:23.247934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>3128</td>\n",
       "      <td>Matthew Riddle</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6' 1\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jan 14, 1986</td>\n",
       "      <td>3.01</td>\n",
       "      <td>42%</td>\n",
       "      <td>2.74</td>\n",
       "      <td>54%</td>\n",
       "      <td>3.51</td>\n",
       "      <td>50%</td>\n",
       "      <td>89%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:47:27.144658</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3134</td>\n",
       "      <td>Alessandro Ricci</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Jul 21, 1982</td>\n",
       "      <td>2.48</td>\n",
       "      <td>41%</td>\n",
       "      <td>2.53</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:47:49.466989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>3135</td>\n",
       "      <td>Mike Ricci</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Mar 18, 1986</td>\n",
       "      <td>1.80</td>\n",
       "      <td>32%</td>\n",
       "      <td>1.64</td>\n",
       "      <td>65%</td>\n",
       "      <td>0.67</td>\n",
       "      <td>100%</td>\n",
       "      <td>54%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:47:53.91211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>3141</td>\n",
       "      <td>Alex Reyes</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Oct 02, 1986</td>\n",
       "      <td>4.56</td>\n",
       "      <td>46%</td>\n",
       "      <td>8.35</td>\n",
       "      <td>38%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:48:17.268247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>3142</td>\n",
       "      <td>Dominick Reyes</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 4\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Dec 26, 1989</td>\n",
       "      <td>6.49</td>\n",
       "      <td>60%</td>\n",
       "      <td>2.22</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.68</td>\n",
       "      <td>25%</td>\n",
       "      <td>85%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:48:20.357953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>3147</td>\n",
       "      <td>Chance Rencountre</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 2\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>75\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Dec 31, 1986</td>\n",
       "      <td>1.07</td>\n",
       "      <td>13%</td>\n",
       "      <td>4.67</td>\n",
       "      <td>46%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>25%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:48:39.733205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>3150</td>\n",
       "      <td>Goran Reljic</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>81\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Mar 20, 1984</td>\n",
       "      <td>1.69</td>\n",
       "      <td>37%</td>\n",
       "      <td>2.69</td>\n",
       "      <td>59%</td>\n",
       "      <td>1.69</td>\n",
       "      <td>50%</td>\n",
       "      <td>33%</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2018-11-21 22:48:51.774007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>3152</td>\n",
       "      <td>Wilson Reis</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 4\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>65\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jan 06, 1985</td>\n",
       "      <td>1.82</td>\n",
       "      <td>29%</td>\n",
       "      <td>2.99</td>\n",
       "      <td>55%</td>\n",
       "      <td>4.94</td>\n",
       "      <td>43%</td>\n",
       "      <td>47%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:49:00.174557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>3160</td>\n",
       "      <td>Paul Redmond</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Oct 20, 1986</td>\n",
       "      <td>0.72</td>\n",
       "      <td>34%</td>\n",
       "      <td>2.99</td>\n",
       "      <td>41%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:31.611576</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>3161</td>\n",
       "      <td>Greg Rebello</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>240 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Jun 13, 1982</td>\n",
       "      <td>2.61</td>\n",
       "      <td>39%</td>\n",
       "      <td>2.92</td>\n",
       "      <td>58%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:35.694643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>3162</td>\n",
       "      <td>Rafael Rebello</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 5\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Oct 16, 1980</td>\n",
       "      <td>2.19</td>\n",
       "      <td>32%</td>\n",
       "      <td>3.29</td>\n",
       "      <td>58%</td>\n",
       "      <td>2.82</td>\n",
       "      <td>33%</td>\n",
       "      <td>75%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:49:39.136447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>3164</td>\n",
       "      <td>Abdul Razak Alhassan</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 11, 1985</td>\n",
       "      <td>4.59</td>\n",
       "      <td>46%</td>\n",
       "      <td>4.20</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.57</td>\n",
       "      <td>33%</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:44.459223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>3167</td>\n",
       "      <td>Stevie Ray</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>Mar 25, 1990</td>\n",
       "      <td>3.51</td>\n",
       "      <td>45%</td>\n",
       "      <td>2.55</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.73</td>\n",
       "      <td>55%</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:49:56.029306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>3170</td>\n",
       "      <td>Bec Rawlings</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>64\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Feb 11, 1989</td>\n",
       "      <td>4.48</td>\n",
       "      <td>42%</td>\n",
       "      <td>5.66</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.71</td>\n",
       "      <td>40%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2018-11-21 22:50:10.432818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>3171</td>\n",
       "      <td>Ed Ratcliff</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>71\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Mar 05, 1983</td>\n",
       "      <td>2.71</td>\n",
       "      <td>38%</td>\n",
       "      <td>2.96</td>\n",
       "      <td>63%</td>\n",
       "      <td>0.28</td>\n",
       "      <td>16%</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:50:12.249963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>3177</td>\n",
       "      <td>Davi Ramos</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Nov 05, 1986</td>\n",
       "      <td>3.12</td>\n",
       "      <td>38%</td>\n",
       "      <td>2.72</td>\n",
       "      <td>56%</td>\n",
       "      <td>3.28</td>\n",
       "      <td>58%</td>\n",
       "      <td>0%</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2018-11-21 22:50:34.294059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>3178</td>\n",
       "      <td>Ricardo Ramos</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>Aug 01, 1995</td>\n",
       "      <td>3.36</td>\n",
       "      <td>42%</td>\n",
       "      <td>3.31</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.43</td>\n",
       "      <td>50%</td>\n",
       "      <td>72%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:50:38.414049</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1006 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      fighter_id              name  win  lose  draw  nc  height    weight  \\\n",
       "0              4        Rolando Dy    9     7     1   1   5' 8\"  145 lbs.   \n",
       "1              5       Jessica Eye   13     6     0   1   5' 6\"  125 lbs.   \n",
       "2             10       Cris Cyborg   20     1     0   1   5' 8\"  145 lbs.   \n",
       "3             11         Mike Kyle   19     9     1   2   6' 4\"  205 lbs.   \n",
       "4             15  Alptekin Ozkilic    9     4     0   0   5' 5\"  125 lbs.   \n",
       "...          ...               ...  ...   ...   ...  ..     ...       ...   \n",
       "1001        3167        Stevie Ray   22     8     0   0  5' 10\"  155 lbs.   \n",
       "1002        3170      Bec Rawlings    7     8     0   0   5' 6\"  125 lbs.   \n",
       "1003        3171       Ed Ratcliff    7     3     0   0  5' 10\"  155 lbs.   \n",
       "1004        3177        Davi Ramos    9     2     0   0   5' 6\"  155 lbs.   \n",
       "1005        3178     Ricardo Ramos   12     1     0   0   5' 9\"  135 lbs.   \n",
       "\n",
       "     reach    stance           dob  SLpM Str_Acc  SApM Str_Def  TD_Avg TD_Acc  \\\n",
       "0      69\"  Orthodox  Aug 11, 1990  3.04     37%  4.47     52%    0.30    20%   \n",
       "1      66\"  Orthodox  Jul 27, 1986  3.42     36%  3.32     59%    0.59    71%   \n",
       "2      68\"  Orthodox  Jul 09, 1985  7.02     52%  1.79     70%    0.85    62%   \n",
       "3      77\"  Orthodox  Mar 31, 1980  4.50     51%  2.76     54%    1.55    62%   \n",
       "4      65\"  Orthodox  Mar 27, 1986  3.81     32%  5.72     59%    4.21    58%   \n",
       "...    ...       ...           ...   ...     ...   ...     ...     ...    ...   \n",
       "1001   70\"  Southpaw  Mar 25, 1990  3.51     45%  2.55     55%    0.73    55%   \n",
       "1002   64\"  Orthodox  Feb 11, 1989  4.48     42%  5.66     57%    0.71    40%   \n",
       "1003   71\"  Orthodox  Mar 05, 1983  2.71     38%  2.96     63%    0.28    16%   \n",
       "1004   70\"  Orthodox  Nov 05, 1986  3.12     38%  2.72     56%    3.28    58%   \n",
       "1005   72\"  Orthodox  Aug 01, 1995  3.36     42%  3.31     58%    1.43    50%   \n",
       "\n",
       "     TD_Def  Sub_Avg                last_updated  \n",
       "0       68%      0.0  2018-11-21 19:35:14.677808  \n",
       "1       60%      0.8  2018-11-21 19:35:17.495278  \n",
       "2       91%      0.3  2018-11-21 19:35:36.351918  \n",
       "3       50%      0.9  2018-11-21 19:35:40.545685  \n",
       "4       75%      0.0  2018-11-21 19:35:57.905297  \n",
       "...     ...      ...                         ...  \n",
       "1001    55%      0.7  2018-11-21 22:49:56.029306  \n",
       "1002    68%      0.4  2018-11-21 22:50:10.432818  \n",
       "1003    53%      0.0  2018-11-21 22:50:12.249963  \n",
       "1004     0%      1.4  2018-11-21 22:50:34.294059  \n",
       "1005    72%      0.7  2018-11-21 22:50:38.414049  \n",
       "\n",
       "[1006 rows x 20 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "original_ufc = pd.read_csv(\"ufc_fighters.csv\")\n",
    "original_ufc.sort_values('name', ascending=False)\n",
    "\n",
    "count = 0\n",
    "tempname = []\n",
    "for i, rows in original_ufc.iterrows():\n",
    "    if type(rows['dob']) is str:\n",
    "        spl = rows['dob'].split(' ')\n",
    "        year = spl[2]\n",
    "        year = int(year)\n",
    "        total_fights = int(rows['win']) + int(rows['lose']) + int(rows['draw']) + int(rows['nc'])\n",
    "        if year > 1979:\n",
    "            if total_fights > 9:\n",
    "                tempname.append(rows)\n",
    "                updated_ufc = (original_ufc.name != rows['name'])\n",
    "    \n",
    "updated_ufc = pd.DataFrame(tempname)\n",
    "updated_ufc = updated_ufc.dropna()\n",
    "updated_ufc = updated_ufc.reset_index()\n",
    "updated_ufc = updated_ufc.drop('index', 1)\n",
    "updated_ufc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1) Received data from the csv file <br>\n",
    "2) Deleted the fighters that were older than 40 so that the fighters are current. We also dropped fighters who did not have a date of birth listed.<br>\n",
    "3) Deleted the fighters that had less than 10 fights so that these fighters are not amatures<br>"
   ]
  },
  {
   "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>fighter_id</th>\n",
       "      <th>name</th>\n",
       "      <th>win</th>\n",
       "      <th>lose</th>\n",
       "      <th>draw</th>\n",
       "      <th>nc</th>\n",
       "      <th>height</th>\n",
       "      <th>weight</th>\n",
       "      <th>reach</th>\n",
       "      <th>stance</th>\n",
       "      <th>...</th>\n",
       "      <th>SApM</th>\n",
       "      <th>Str_Def</th>\n",
       "      <th>TD_Avg</th>\n",
       "      <th>TD_Acc</th>\n",
       "      <th>TD_Def</th>\n",
       "      <th>Sub_Avg</th>\n",
       "      <th>last_updated</th>\n",
       "      <th>str_val</th>\n",
       "      <th>grap_val</th>\n",
       "      <th>def_val</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>4</td>\n",
       "      <td>Rolando Dy</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>4.47</td>\n",
       "      <td>52%</td>\n",
       "      <td>0.30</td>\n",
       "      <td>20%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:35:14.677808</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>Jessica Eye</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>66\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.32</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.59</td>\n",
       "      <td>71%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 19:35:17.495278</td>\n",
       "      <td>2.52</td>\n",
       "      <td>3.976497</td>\n",
       "      <td>8.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "      <td>Cris Cyborg</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>1.79</td>\n",
       "      <td>70%</td>\n",
       "      <td>0.85</td>\n",
       "      <td>62%</td>\n",
       "      <td>91%</td>\n",
       "      <td>0.3</td>\n",
       "      <td>2018-11-21 19:35:36.351918</td>\n",
       "      <td>9.88</td>\n",
       "      <td>3.535178</td>\n",
       "      <td>30.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>Mike Kyle</td>\n",
       "      <td>19</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>6' 4\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.76</td>\n",
       "      <td>54%</td>\n",
       "      <td>1.55</td>\n",
       "      <td>62%</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.9</td>\n",
       "      <td>2018-11-21 19:35:40.545685</td>\n",
       "      <td>5.10</td>\n",
       "      <td>5.580620</td>\n",
       "      <td>10.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>15</td>\n",
       "      <td>Alptekin Ozkilic</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 5\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>65\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>5.72</td>\n",
       "      <td>59%</td>\n",
       "      <td>4.21</td>\n",
       "      <td>58%</td>\n",
       "      <td>75%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:35:57.905297</td>\n",
       "      <td>1.60</td>\n",
       "      <td>0.000290</td>\n",
       "      <td>6.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>18</td>\n",
       "      <td>Michel Quinones</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>5.98</td>\n",
       "      <td>48%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>36%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:36:09.492357</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>28</td>\n",
       "      <td>Juan Puig</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>7.17</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:36:44.709232</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>30</td>\n",
       "      <td>Claudio Puelles</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>6.53</td>\n",
       "      <td>49%</td>\n",
       "      <td>2.33</td>\n",
       "      <td>23%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 19:36:52.163314</td>\n",
       "      <td>2.66</td>\n",
       "      <td>1.288161</td>\n",
       "      <td>3.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>31</td>\n",
       "      <td>Lucie Pudilova</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>5.03</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>78%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 19:36:54.111154</td>\n",
       "      <td>1.95</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>34</td>\n",
       "      <td>Joe Proctor</td>\n",
       "      <td>11</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.93</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>70%</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2018-11-21 19:37:06.186839</td>\n",
       "      <td>2.16</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>37</td>\n",
       "      <td>Niko Price</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>76\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>4.04</td>\n",
       "      <td>56%</td>\n",
       "      <td>1.44</td>\n",
       "      <td>28%</td>\n",
       "      <td>75%</td>\n",
       "      <td>1.8</td>\n",
       "      <td>2018-11-21 19:37:17.204422</td>\n",
       "      <td>2.90</td>\n",
       "      <td>5.040280</td>\n",
       "      <td>13.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>41</td>\n",
       "      <td>Michel Prazeres</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.32</td>\n",
       "      <td>60%</td>\n",
       "      <td>4.22</td>\n",
       "      <td>38%</td>\n",
       "      <td>47%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 19:37:33.625521</td>\n",
       "      <td>11.28</td>\n",
       "      <td>6.384912</td>\n",
       "      <td>25.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>42</td>\n",
       "      <td>Carlo Prater</td>\n",
       "      <td>30</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Switch</td>\n",
       "      <td>...</td>\n",
       "      <td>4.07</td>\n",
       "      <td>35%</td>\n",
       "      <td>0.43</td>\n",
       "      <td>9%</td>\n",
       "      <td>57%</td>\n",
       "      <td>1.7</td>\n",
       "      <td>2018-11-21 19:37:36.832949</td>\n",
       "      <td>8.46</td>\n",
       "      <td>2.754162</td>\n",
       "      <td>16.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>44</td>\n",
       "      <td>Wagner Prado</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>3.06</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>22%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:37:42.861261</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>45</td>\n",
       "      <td>Marcin Prachnio</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.92</td>\n",
       "      <td>52%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:37:46.609436</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>46</td>\n",
       "      <td>Devin Powell</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.67</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 19:37:51.057549</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>50</td>\n",
       "      <td>Santiago Ponzinibbio</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>4.02</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.54</td>\n",
       "      <td>44%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:38:07.250064</td>\n",
       "      <td>9.75</td>\n",
       "      <td>0.001100</td>\n",
       "      <td>31.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>55</td>\n",
       "      <td>Dustin Poirier</td>\n",
       "      <td>24</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>3.69</td>\n",
       "      <td>56%</td>\n",
       "      <td>1.75</td>\n",
       "      <td>41%</td>\n",
       "      <td>69%</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2018-11-21 19:38:26.087697</td>\n",
       "      <td>9.31</td>\n",
       "      <td>10.127779</td>\n",
       "      <td>23.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>58</td>\n",
       "      <td>Maki Pitolo</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:38:37.816105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>59</td>\n",
       "      <td>Liu Pingyuan</td>\n",
       "      <td>12</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>1.60</td>\n",
       "      <td>51%</td>\n",
       "      <td>1.00</td>\n",
       "      <td>100%</td>\n",
       "      <td>62%</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-11-21 19:38:42.215116</td>\n",
       "      <td>2.87</td>\n",
       "      <td>14.000700</td>\n",
       "      <td>7.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>61</td>\n",
       "      <td>Daniel Pineda</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 7\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.51</td>\n",
       "      <td>47%</td>\n",
       "      <td>1.46</td>\n",
       "      <td>25%</td>\n",
       "      <td>48%</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2018-11-21 19:38:50.827073</td>\n",
       "      <td>3.01</td>\n",
       "      <td>3.500175</td>\n",
       "      <td>6.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>65</td>\n",
       "      <td>Mike Pierce</td>\n",
       "      <td>17</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.36</td>\n",
       "      <td>62%</td>\n",
       "      <td>3.08</td>\n",
       "      <td>42%</td>\n",
       "      <td>71%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:05.879528</td>\n",
       "      <td>4.20</td>\n",
       "      <td>0.840420</td>\n",
       "      <td>13.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>67</td>\n",
       "      <td>Oskar Piechota</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>76\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.83</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.12</td>\n",
       "      <td>50%</td>\n",
       "      <td>25%</td>\n",
       "      <td>2.8</td>\n",
       "      <td>2018-11-21 19:39:11.967712</td>\n",
       "      <td>5.70</td>\n",
       "      <td>14.000500</td>\n",
       "      <td>8.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>70</td>\n",
       "      <td>Vinc Pichel</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.67</td>\n",
       "      <td>54%</td>\n",
       "      <td>4.25</td>\n",
       "      <td>62%</td>\n",
       "      <td>20%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:22.520833</td>\n",
       "      <td>3.78</td>\n",
       "      <td>1.116558</td>\n",
       "      <td>6.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>74</td>\n",
       "      <td>John Phillips</td>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>75\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.77</td>\n",
       "      <td>21%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:39:34.829933</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>76</td>\n",
       "      <td>Aaron Phillips</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>3.33</td>\n",
       "      <td>40%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>35%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 19:39:41.620503</td>\n",
       "      <td>3.54</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>80</td>\n",
       "      <td>Nam Phan</td>\n",
       "      <td>18</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>6.55</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.18</td>\n",
       "      <td>18%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.2</td>\n",
       "      <td>2018-11-21 19:39:55.460846</td>\n",
       "      <td>1.48</td>\n",
       "      <td>0.144072</td>\n",
       "      <td>4.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>81</td>\n",
       "      <td>Cody Pfister</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.80</td>\n",
       "      <td>51%</td>\n",
       "      <td>2.82</td>\n",
       "      <td>30%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 19:39:59.440325</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.000180</td>\n",
       "      <td>3.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>84</td>\n",
       "      <td>Sergio Pettis</td>\n",
       "      <td>17</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.56</td>\n",
       "      <td>65%</td>\n",
       "      <td>0.91</td>\n",
       "      <td>39%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2018-11-21 19:40:11.850743</td>\n",
       "      <td>4.81</td>\n",
       "      <td>2.028507</td>\n",
       "      <td>17.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>85</td>\n",
       "      <td>Anthony Pettis</td>\n",
       "      <td>21</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.16</td>\n",
       "      <td>54%</td>\n",
       "      <td>0.76</td>\n",
       "      <td>54%</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.3</td>\n",
       "      <td>2018-11-21 19:40:15.918693</td>\n",
       "      <td>5.85</td>\n",
       "      <td>9.126702</td>\n",
       "      <td>14.56</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>976</th>\n",
       "      <td>3085</td>\n",
       "      <td>Luke Rockhold</td>\n",
       "      <td>16</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.32</td>\n",
       "      <td>58%</td>\n",
       "      <td>0.71</td>\n",
       "      <td>40%</td>\n",
       "      <td>68%</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2018-11-21 22:44:47.845186</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.760480</td>\n",
       "      <td>15.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>977</th>\n",
       "      <td>3087</td>\n",
       "      <td>Carlos Eduardo Rocha</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>1.85</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>52%</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2018-11-21 22:44:55.549017</td>\n",
       "      <td>2.38</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>978</th>\n",
       "      <td>3088</td>\n",
       "      <td>Vagner Rocha</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>4.50</td>\n",
       "      <td>48%</td>\n",
       "      <td>1.40</td>\n",
       "      <td>33%</td>\n",
       "      <td>50%</td>\n",
       "      <td>1.9</td>\n",
       "      <td>2018-11-21 22:44:57.658148</td>\n",
       "      <td>2.94</td>\n",
       "      <td>4.389231</td>\n",
       "      <td>6.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>979</th>\n",
       "      <td>3089</td>\n",
       "      <td>Alvin Robinson</td>\n",
       "      <td>12</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>1.29</td>\n",
       "      <td>51%</td>\n",
       "      <td>1.24</td>\n",
       "      <td>50%</td>\n",
       "      <td>25%</td>\n",
       "      <td>1.2</td>\n",
       "      <td>2018-11-21 22:45:02.294632</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3.600300</td>\n",
       "      <td>4.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>980</th>\n",
       "      <td>3094</td>\n",
       "      <td>Kenny Robertson</td>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.02</td>\n",
       "      <td>52%</td>\n",
       "      <td>1.37</td>\n",
       "      <td>26%</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.8</td>\n",
       "      <td>2018-11-21 22:45:19.502733</td>\n",
       "      <td>4.70</td>\n",
       "      <td>2.080260</td>\n",
       "      <td>10.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>3096</td>\n",
       "      <td>Danny Roberts</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 1\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>3.44</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:45:27.042621</td>\n",
       "      <td>5.33</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>3098</td>\n",
       "      <td>Daniel Roberts</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.27</td>\n",
       "      <td>46%</td>\n",
       "      <td>2.46</td>\n",
       "      <td>44%</td>\n",
       "      <td>40%</td>\n",
       "      <td>2.5</td>\n",
       "      <td>2018-11-21 22:45:34.405658</td>\n",
       "      <td>1.60</td>\n",
       "      <td>8.800352</td>\n",
       "      <td>6.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>3109</td>\n",
       "      <td>Jimmie Rivera</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 4\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>63%</td>\n",
       "      <td>0.97</td>\n",
       "      <td>27%</td>\n",
       "      <td>100%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:46:13.495317</td>\n",
       "      <td>8.40</td>\n",
       "      <td>0.000540</td>\n",
       "      <td>32.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>984</th>\n",
       "      <td>3111</td>\n",
       "      <td>Francisco Rivera</td>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>68\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.16</td>\n",
       "      <td>68%</td>\n",
       "      <td>1.01</td>\n",
       "      <td>63%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:46:20.095658</td>\n",
       "      <td>1.64</td>\n",
       "      <td>1.512252</td>\n",
       "      <td>5.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>3120</td>\n",
       "      <td>Mike Rio</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>71\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.99</td>\n",
       "      <td>53%</td>\n",
       "      <td>2.58</td>\n",
       "      <td>27%</td>\n",
       "      <td>0%</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018-11-21 22:46:54.45485</td>\n",
       "      <td>1.95</td>\n",
       "      <td>1.350135</td>\n",
       "      <td>2.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>986</th>\n",
       "      <td>3122</td>\n",
       "      <td>Jordan Rinaldi</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.26</td>\n",
       "      <td>54%</td>\n",
       "      <td>2.04</td>\n",
       "      <td>45%</td>\n",
       "      <td>20%</td>\n",
       "      <td>1.6</td>\n",
       "      <td>2018-11-21 22:47:03.11573</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.760360</td>\n",
       "      <td>5.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>987</th>\n",
       "      <td>3125</td>\n",
       "      <td>Aaron Riley</td>\n",
       "      <td>29</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 8\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>3.78</td>\n",
       "      <td>61%</td>\n",
       "      <td>1.18</td>\n",
       "      <td>34%</td>\n",
       "      <td>60%</td>\n",
       "      <td>0.1</td>\n",
       "      <td>2018-11-21 22:47:14.520233</td>\n",
       "      <td>5.10</td>\n",
       "      <td>0.510510</td>\n",
       "      <td>18.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>988</th>\n",
       "      <td>3127</td>\n",
       "      <td>Joe Riggs</td>\n",
       "      <td>41</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>185 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>1.69</td>\n",
       "      <td>57%</td>\n",
       "      <td>2.45</td>\n",
       "      <td>55%</td>\n",
       "      <td>62%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:47:23.247934</td>\n",
       "      <td>12.24</td>\n",
       "      <td>7.921320</td>\n",
       "      <td>28.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>989</th>\n",
       "      <td>3128</td>\n",
       "      <td>Matthew Riddle</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6' 1\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>74\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.74</td>\n",
       "      <td>54%</td>\n",
       "      <td>3.51</td>\n",
       "      <td>50%</td>\n",
       "      <td>89%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:47:27.144658</td>\n",
       "      <td>1.68</td>\n",
       "      <td>1.000200</td>\n",
       "      <td>5.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>990</th>\n",
       "      <td>3134</td>\n",
       "      <td>Alessandro Ricci</td>\n",
       "      <td>10</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>69\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.53</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>64%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:47:49.466989</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>991</th>\n",
       "      <td>3135</td>\n",
       "      <td>Mike Ricci</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>1.64</td>\n",
       "      <td>65%</td>\n",
       "      <td>0.67</td>\n",
       "      <td>100%</td>\n",
       "      <td>54%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:47:53.91211</td>\n",
       "      <td>1.60</td>\n",
       "      <td>0.000500</td>\n",
       "      <td>5.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>992</th>\n",
       "      <td>3141</td>\n",
       "      <td>Alex Reyes</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 11\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>8.35</td>\n",
       "      <td>38%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:48:17.268247</td>\n",
       "      <td>4.60</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>3142</td>\n",
       "      <td>Dominick Reyes</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 4\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>77\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.22</td>\n",
       "      <td>51%</td>\n",
       "      <td>0.68</td>\n",
       "      <td>25%</td>\n",
       "      <td>85%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:48:20.357953</td>\n",
       "      <td>6.00</td>\n",
       "      <td>1.750250</td>\n",
       "      <td>13.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>3147</td>\n",
       "      <td>Chance Rencountre</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 2\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>75\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>4.67</td>\n",
       "      <td>46%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>25%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:48:39.733205</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>3150</td>\n",
       "      <td>Goran Reljic</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 3\"</td>\n",
       "      <td>205 lbs.</td>\n",
       "      <td>81\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.69</td>\n",
       "      <td>59%</td>\n",
       "      <td>1.69</td>\n",
       "      <td>50%</td>\n",
       "      <td>33%</td>\n",
       "      <td>1.1</td>\n",
       "      <td>2018-11-21 22:48:51.774007</td>\n",
       "      <td>2.22</td>\n",
       "      <td>3.300300</td>\n",
       "      <td>5.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>996</th>\n",
       "      <td>3152</td>\n",
       "      <td>Wilson Reis</td>\n",
       "      <td>22</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 4\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>65\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.99</td>\n",
       "      <td>55%</td>\n",
       "      <td>4.94</td>\n",
       "      <td>43%</td>\n",
       "      <td>47%</td>\n",
       "      <td>0.6</td>\n",
       "      <td>2018-11-21 22:49:00.174557</td>\n",
       "      <td>3.77</td>\n",
       "      <td>3.354559</td>\n",
       "      <td>13.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>997</th>\n",
       "      <td>3160</td>\n",
       "      <td>Paul Redmond</td>\n",
       "      <td>10</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>145 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.99</td>\n",
       "      <td>41%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>50%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:31.611576</td>\n",
       "      <td>1.36</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>998</th>\n",
       "      <td>3161</td>\n",
       "      <td>Greg Rebello</td>\n",
       "      <td>24</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>6' 0\"</td>\n",
       "      <td>240 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.92</td>\n",
       "      <td>58%</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0%</td>\n",
       "      <td>0%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:35.694643</td>\n",
       "      <td>6.24</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>3162</td>\n",
       "      <td>Rafael Rebello</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 5\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>67\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.29</td>\n",
       "      <td>58%</td>\n",
       "      <td>2.82</td>\n",
       "      <td>33%</td>\n",
       "      <td>75%</td>\n",
       "      <td>0.5</td>\n",
       "      <td>2018-11-21 22:49:39.136447</td>\n",
       "      <td>0.96</td>\n",
       "      <td>0.495099</td>\n",
       "      <td>3.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>3164</td>\n",
       "      <td>Abdul Razak Alhassan</td>\n",
       "      <td>10</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>170 lbs.</td>\n",
       "      <td>73\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>4.20</td>\n",
       "      <td>59%</td>\n",
       "      <td>0.57</td>\n",
       "      <td>33%</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:49:44.459223</td>\n",
       "      <td>4.14</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>10.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1001</th>\n",
       "      <td>3167</td>\n",
       "      <td>Stevie Ray</td>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Southpaw</td>\n",
       "      <td>...</td>\n",
       "      <td>2.55</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.73</td>\n",
       "      <td>55%</td>\n",
       "      <td>55%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:49:56.029306</td>\n",
       "      <td>6.30</td>\n",
       "      <td>5.390770</td>\n",
       "      <td>15.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1002</th>\n",
       "      <td>3170</td>\n",
       "      <td>Bec Rawlings</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>125 lbs.</td>\n",
       "      <td>64\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>5.66</td>\n",
       "      <td>57%</td>\n",
       "      <td>0.71</td>\n",
       "      <td>40%</td>\n",
       "      <td>68%</td>\n",
       "      <td>0.4</td>\n",
       "      <td>2018-11-21 22:50:10.432818</td>\n",
       "      <td>-0.42</td>\n",
       "      <td>-0.160040</td>\n",
       "      <td>-1.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1003</th>\n",
       "      <td>3171</td>\n",
       "      <td>Ed Ratcliff</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 10\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>71\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.96</td>\n",
       "      <td>63%</td>\n",
       "      <td>0.28</td>\n",
       "      <td>16%</td>\n",
       "      <td>53%</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2018-11-21 22:50:12.249963</td>\n",
       "      <td>1.52</td>\n",
       "      <td>0.000064</td>\n",
       "      <td>4.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1004</th>\n",
       "      <td>3177</td>\n",
       "      <td>Davi Ramos</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 6\"</td>\n",
       "      <td>155 lbs.</td>\n",
       "      <td>70\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>2.72</td>\n",
       "      <td>56%</td>\n",
       "      <td>3.28</td>\n",
       "      <td>58%</td>\n",
       "      <td>0%</td>\n",
       "      <td>1.4</td>\n",
       "      <td>2018-11-21 22:50:34.294059</td>\n",
       "      <td>2.66</td>\n",
       "      <td>5.684406</td>\n",
       "      <td>3.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>3178</td>\n",
       "      <td>Ricardo Ramos</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5' 9\"</td>\n",
       "      <td>135 lbs.</td>\n",
       "      <td>72\"</td>\n",
       "      <td>Orthodox</td>\n",
       "      <td>...</td>\n",
       "      <td>3.31</td>\n",
       "      <td>58%</td>\n",
       "      <td>1.43</td>\n",
       "      <td>50%</td>\n",
       "      <td>72%</td>\n",
       "      <td>0.7</td>\n",
       "      <td>2018-11-21 22:50:38.414049</td>\n",
       "      <td>4.62</td>\n",
       "      <td>3.850550</td>\n",
       "      <td>14.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1006 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      fighter_id              name  win  lose  draw  nc  height    weight  \\\n",
       "0              4        Rolando Dy    9     7     1   1   5' 8\"  145 lbs.   \n",
       "1              5       Jessica Eye   13     6     0   1   5' 6\"  125 lbs.   \n",
       "2             10       Cris Cyborg   20     1     0   1   5' 8\"  145 lbs.   \n",
       "3             11         Mike Kyle   19     9     1   2   6' 4\"  205 lbs.   \n",
       "4             15  Alptekin Ozkilic    9     4     0   0   5' 5\"  125 lbs.   \n",
       "...          ...               ...  ...   ...   ...  ..     ...       ...   \n",
       "1001        3167        Stevie Ray   22     8     0   0  5' 10\"  155 lbs.   \n",
       "1002        3170      Bec Rawlings    7     8     0   0   5' 6\"  125 lbs.   \n",
       "1003        3171       Ed Ratcliff    7     3     0   0  5' 10\"  155 lbs.   \n",
       "1004        3177        Davi Ramos    9     2     0   0   5' 6\"  155 lbs.   \n",
       "1005        3178     Ricardo Ramos   12     1     0   0   5' 9\"  135 lbs.   \n",
       "\n",
       "     reach    stance  ...  SApM  Str_Def TD_Avg  TD_Acc TD_Def  Sub_Avg  \\\n",
       "0      69\"  Orthodox  ...  4.47      52%   0.30     20%    68%      0.0   \n",
       "1      66\"  Orthodox  ...  3.32      59%   0.59     71%    60%      0.8   \n",
       "2      68\"  Orthodox  ...  1.79      70%   0.85     62%    91%      0.3   \n",
       "3      77\"  Orthodox  ...  2.76      54%   1.55     62%    50%      0.9   \n",
       "4      65\"  Orthodox  ...  5.72      59%   4.21     58%    75%      0.0   \n",
       "...    ...       ...  ...   ...      ...    ...     ...    ...      ...   \n",
       "1001   70\"  Southpaw  ...  2.55      55%   0.73     55%    55%      0.7   \n",
       "1002   64\"  Orthodox  ...  5.66      57%   0.71     40%    68%      0.4   \n",
       "1003   71\"  Orthodox  ...  2.96      63%   0.28     16%    53%      0.0   \n",
       "1004   70\"  Orthodox  ...  2.72      56%   3.28     58%     0%      1.4   \n",
       "1005   72\"  Orthodox  ...  3.31      58%   1.43     50%    72%      0.7   \n",
       "\n",
       "                    last_updated str_val  grap_val def_val  \n",
       "0     2018-11-21 19:35:14.677808    0.74  0.000040    2.40  \n",
       "1     2018-11-21 19:35:17.495278    2.52  3.976497    8.33  \n",
       "2     2018-11-21 19:35:36.351918    9.88  3.535178   30.59  \n",
       "3     2018-11-21 19:35:40.545685    5.10  5.580620   10.40  \n",
       "4     2018-11-21 19:35:57.905297    1.60  0.000290    6.70  \n",
       "...                          ...     ...       ...     ...  \n",
       "1001  2018-11-21 22:49:56.029306    6.30  5.390770   15.40  \n",
       "1002  2018-11-21 22:50:10.432818   -0.42 -0.160040   -1.25  \n",
       "1003  2018-11-21 22:50:12.249963    1.52  0.000064    4.64  \n",
       "1004  2018-11-21 22:50:34.294059    2.66  5.684406    3.92  \n",
       "1005  2018-11-21 22:50:38.414049    4.62  3.850550   14.30  \n",
       "\n",
       "[1006 rows x 23 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def p2f(x):\n",
    "    return float(x.strip('%'))/100\n",
    "\n",
    "str_val = []\n",
    "grap_val = []\n",
    "def_val = []\n",
    "for i, rows in updated_ufc.iterrows():\n",
    "    str_val.append(float(rows[\"win\"] -rows[\"lose\"]) * p2f(rows[\"Str_Acc\"]))\n",
    "    grap_val.append(float(rows[\"win\"] -rows[\"lose\"]) * p2f(rows[\"TD_Acc\"]) * (rows[\"Sub_Avg\"] + .0001))\n",
    "    #should probably add some weight to sub_avg\n",
    "    #there are a lots of 0% for TD_Acc. We might have to remove those fighters.\n",
    "    def_val.append(float(rows[\"win\"] -rows[\"lose\"]) * (p2f(rows[\"Str_Def\"]) + p2f(rows[\"TD_Def\"])))\n",
    "    \n",
    "updated_ufc['str_val'] = str_val\n",
    "updated_ufc['grap_val'] = grap_val\n",
    "updated_ufc['def_val'] = def_val\n",
    "updated_ufc\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Created three new columns in the dataframe. <br>\n",
    "<br>\n",
    "1) The first column calculates the striking values by looking at striking accuracy but also includes the fighter's record. This will allow us to sort out the best fighters later on. Best fighters do not just have good statistics but also have a winning record with a lot of fights under their belt. <br>\n",
    "<br>\n",
    "2) The grappling column also takes into account wins and losses while also including take down accuracy as well as submission average. While take down accuracy is a good sign of a good grappler, submission average just boosts the validity of these fighters that are good on the ground.<br>\n",
    "<br>\n",
    "3) Last column that was added was defense. We looked at wins, losses, strikes defended and take down defended to create the value for this column. A good defensive fighter can not only dodge strikes but also refuses to be taken down against a good grappler."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
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    "-Wins, losses,     \n",
    "    -Most effective fighter overall\n",
    "    -Most effective fighter for general weights(lighter, heavier)\n",
    "    -Most effective fighter in different weight class\n",
    "-Which type of stance is the best(look at number of wins), make a table of count for each type"
   ]
  },
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   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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