telegram bot model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91fb7072",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.colors as colors\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.neighbors import KNeighborsRegressor\n",
    "from sklearn.model_selection import GridSearchCV"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "aec4f854",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df = pd.read_excel('./rankdata.xlsm')\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "47d0f064",
   "metadata": {},
   "outputs": [],
   "source": [
    "mean = df['avg'].mean()\n",
    "df.fillna(mean, inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "289fe83b",
   "metadata": {},
   "outputs": [],
   "source": [
    "def ai_avg(x):\n",
    "    en = x['english'] * 1\n",
    "    math = x['math'] * 2\n",
    "    signal = x['signal'] * 3\n",
    "    ai = x['ai'] * 4\n",
    "    logic = x['logic'] * 2\n",
    "    os = x['os'] * 3\n",
    "    \n",
    "    return (en + math + signal + ai + logic + os) / 15\n",
    "    \n",
    "    \n",
    "def network_avg(x):\n",
    "    en = x['english'] * 1\n",
    "    math = x['math'] * 2\n",
    "    signal = x['signal'] * 2\n",
    "    ai = x['ai'] * 3\n",
    "    logic = x['logic'] * 3\n",
    "    os = x['os'] * 4\n",
    "    \n",
    "    return (en + math + signal + ai + logic + os) / 15 \n",
    "\n",
    "def logic_avg(x):\n",
    "    en = x['english'] * 1\n",
    "    math = x['math'] * 2\n",
    "    signal = x['signal'] * 2\n",
    "    ai = x['ai'] * 3\n",
    "    logic = x['logic'] * 4\n",
    "    os = x['os'] * 3\n",
    "    \n",
    "    return (en + math + signal + ai + logic + os) / 15\n",
    "\n",
    "def software_avg(x):\n",
    "    en = x['english'] * 1\n",
    "    math = x['math'] * 2\n",
    "    signal = x['signal'] * 2\n",
    "    ai = x['ai'] * 4\n",
    "    logic = x['logic'] * 3\n",
    "    os = x['os'] * 3\n",
    "    \n",
    "    return (en + math + signal + ai + logic + os) / 15"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "08d3da5c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ai_avg'] = df.apply(ai_avg,axis=1)\n",
    "df['network_avg'] = df.apply(network_avg,axis=1)\n",
    "df['logic_avg'] = df.apply(logic_avg,axis=1)\n",
    "df['software_avg'] = df.apply(software_avg,axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "22239602",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .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>software rank</th>\n",
       "      <th>logic rank</th>\n",
       "      <th>ai rank</th>\n",
       "      <th>network rank</th>\n",
       "      <th>avg</th>\n",
       "      <th>os</th>\n",
       "      <th>logic</th>\n",
       "      <th>ai</th>\n",
       "      <th>signal</th>\n",
       "      <th>math</th>\n",
       "      <th>english</th>\n",
       "      <th>ai_avg</th>\n",
       "      <th>network_avg</th>\n",
       "      <th>logic_avg</th>\n",
       "      <th>software_avg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>18.780000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>50.00</td>\n",
       "      <td>73.33</td>\n",
       "      <td>55.56</td>\n",
       "      <td>45.00</td>\n",
       "      <td>82.22</td>\n",
       "      <td>55.480667</td>\n",
       "      <td>52.443333</td>\n",
       "      <td>53.554667</td>\n",
       "      <td>55.110000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>16.780000</td>\n",
       "      <td>49.12</td>\n",
       "      <td>25.00</td>\n",
       "      <td>46.67</td>\n",
       "      <td>25.93</td>\n",
       "      <td>63.33</td>\n",
       "      <td>87.78</td>\n",
       "      <td>45.084667</td>\n",
       "      <td>45.186000</td>\n",
       "      <td>43.578000</td>\n",
       "      <td>45.022667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>63.33</td>\n",
       "      <td>43.33</td>\n",
       "      <td>48.15</td>\n",
       "      <td>31.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.167333</td>\n",
       "      <td>40.396000</td>\n",
       "      <td>42.512667</td>\n",
       "      <td>41.179333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>8</td>\n",
       "      <td>18.370000</td>\n",
       "      <td>47.37</td>\n",
       "      <td>65.00</td>\n",
       "      <td>38.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>10.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>40.361333</td>\n",
       "      <td>43.075333</td>\n",
       "      <td>44.250667</td>\n",
       "      <td>42.472667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>18.090000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>58.33</td>\n",
       "      <td>55.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>40.252000</td>\n",
       "      <td>40.435333</td>\n",
       "      <td>41.400000</td>\n",
       "      <td>41.178000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>28.07</td>\n",
       "      <td>68.33</td>\n",
       "      <td>30.00</td>\n",
       "      <td>55.56</td>\n",
       "      <td>33.33</td>\n",
       "      <td>17.78</td>\n",
       "      <td>39.466000</td>\n",
       "      <td>40.188667</td>\n",
       "      <td>42.872667</td>\n",
       "      <td>40.317333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>15</td>\n",
       "      <td>14</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>15.540000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>63.33</td>\n",
       "      <td>38.33</td>\n",
       "      <td>37.04</td>\n",
       "      <td>20.00</td>\n",
       "      <td>52.22</td>\n",
       "      <td>40.993333</td>\n",
       "      <td>43.114667</td>\n",
       "      <td>44.412667</td>\n",
       "      <td>42.746000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>17.890000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>53.33</td>\n",
       "      <td>45.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>15.00</td>\n",
       "      <td>28.89</td>\n",
       "      <td>38.942667</td>\n",
       "      <td>38.874667</td>\n",
       "      <td>40.090667</td>\n",
       "      <td>39.535333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>24</td>\n",
       "      <td>31</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>33.33</td>\n",
       "      <td>38.33</td>\n",
       "      <td>43.33</td>\n",
       "      <td>62.96</td>\n",
       "      <td>3.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.367333</td>\n",
       "      <td>34.058667</td>\n",
       "      <td>34.392000</td>\n",
       "      <td>34.725333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>25</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>23</td>\n",
       "      <td>18.920000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>53.33</td>\n",
       "      <td>45.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>13.33</td>\n",
       "      <td>37.78</td>\n",
       "      <td>35.998667</td>\n",
       "      <td>36.800667</td>\n",
       "      <td>38.134000</td>\n",
       "      <td>37.578667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>31</td>\n",
       "      <td>38</td>\n",
       "      <td>29</td>\n",
       "      <td>39</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>21.05</td>\n",
       "      <td>40.00</td>\n",
       "      <td>56.67</td>\n",
       "      <td>44.44</td>\n",
       "      <td>28.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.320667</td>\n",
       "      <td>34.650000</td>\n",
       "      <td>35.913333</td>\n",
       "      <td>37.024667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>29</td>\n",
       "      <td>34</td>\n",
       "      <td>19.060000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>41.67</td>\n",
       "      <td>45.00</td>\n",
       "      <td>51.85</td>\n",
       "      <td>8.33</td>\n",
       "      <td>5.56</td>\n",
       "      <td>35.723333</td>\n",
       "      <td>34.150000</td>\n",
       "      <td>34.822667</td>\n",
       "      <td>35.044667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>18.820000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>48.33</td>\n",
       "      <td>53.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>23.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.614000</td>\n",
       "      <td>33.942667</td>\n",
       "      <td>35.527333</td>\n",
       "      <td>35.860667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>34</td>\n",
       "      <td>40</td>\n",
       "      <td>18.410000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>35.00</td>\n",
       "      <td>46.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>30.00</td>\n",
       "      <td>35.56</td>\n",
       "      <td>34.358667</td>\n",
       "      <td>32.762000</td>\n",
       "      <td>33.692000</td>\n",
       "      <td>34.470000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>38</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>33</td>\n",
       "      <td>19.730000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>45.00</td>\n",
       "      <td>36.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>31.684667</td>\n",
       "      <td>32.357333</td>\n",
       "      <td>33.018000</td>\n",
       "      <td>32.462667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>34</td>\n",
       "      <td>25</td>\n",
       "      <td>40</td>\n",
       "      <td>29</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>61.67</td>\n",
       "      <td>28.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>6.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>31.441333</td>\n",
       "      <td>33.898000</td>\n",
       "      <td>35.553333</td>\n",
       "      <td>33.330667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>56</td>\n",
       "      <td>65</td>\n",
       "      <td>45</td>\n",
       "      <td>65</td>\n",
       "      <td>14.040000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>33.33</td>\n",
       "      <td>48.33</td>\n",
       "      <td>37.04</td>\n",
       "      <td>20.00</td>\n",
       "      <td>37.78</td>\n",
       "      <td>35.189333</td>\n",
       "      <td>33.474667</td>\n",
       "      <td>33.942000</td>\n",
       "      <td>34.942000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>66</td>\n",
       "      <td>64</td>\n",
       "      <td>47</td>\n",
       "      <td>80</td>\n",
       "      <td>18.360000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>46.67</td>\n",
       "      <td>40.00</td>\n",
       "      <td>62.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.639333</td>\n",
       "      <td>29.939333</td>\n",
       "      <td>31.998000</td>\n",
       "      <td>31.553333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>73</td>\n",
       "      <td>90</td>\n",
       "      <td>47</td>\n",
       "      <td>66</td>\n",
       "      <td>14.960000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>20.00</td>\n",
       "      <td>43.33</td>\n",
       "      <td>51.85</td>\n",
       "      <td>8.33</td>\n",
       "      <td>3.33</td>\n",
       "      <td>33.994000</td>\n",
       "      <td>31.672000</td>\n",
       "      <td>30.315333</td>\n",
       "      <td>31.870667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>60</td>\n",
       "      <td>45</td>\n",
       "      <td>49</td>\n",
       "      <td>37</td>\n",
       "      <td>17.680000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>53.33</td>\n",
       "      <td>16.67</td>\n",
       "      <td>55.56</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.404667</td>\n",
       "      <td>32.834667</td>\n",
       "      <td>33.700000</td>\n",
       "      <td>31.256000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>74</td>\n",
       "      <td>104</td>\n",
       "      <td>59</td>\n",
       "      <td>97</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>8.33</td>\n",
       "      <td>45.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>40.00</td>\n",
       "      <td>61.11</td>\n",
       "      <td>29.418000</td>\n",
       "      <td>26.310667</td>\n",
       "      <td>26.047333</td>\n",
       "      <td>28.492000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>73</td>\n",
       "      <td>56</td>\n",
       "      <td>62</td>\n",
       "      <td>68</td>\n",
       "      <td>15.620000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>58.33</td>\n",
       "      <td>23.33</td>\n",
       "      <td>62.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.44</td>\n",
       "      <td>32.817333</td>\n",
       "      <td>32.708000</td>\n",
       "      <td>34.842000</td>\n",
       "      <td>32.508667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>58</td>\n",
       "      <td>69</td>\n",
       "      <td>64</td>\n",
       "      <td>61</td>\n",
       "      <td>15.970000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>28.33</td>\n",
       "      <td>50.00</td>\n",
       "      <td>7.41</td>\n",
       "      <td>41.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.464667</td>\n",
       "      <td>30.631333</td>\n",
       "      <td>30.414667</td>\n",
       "      <td>31.859333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>51</td>\n",
       "      <td>26</td>\n",
       "      <td>65</td>\n",
       "      <td>48</td>\n",
       "      <td>17.310000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>88.33</td>\n",
       "      <td>18.33</td>\n",
       "      <td>51.85</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.784667</td>\n",
       "      <td>34.281333</td>\n",
       "      <td>38.883333</td>\n",
       "      <td>34.216667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>19.190000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>33.33</td>\n",
       "      <td>35.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>21.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.596667</td>\n",
       "      <td>28.018000</td>\n",
       "      <td>28.485333</td>\n",
       "      <td>28.596667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>83</td>\n",
       "      <td>70</td>\n",
       "      <td>77</td>\n",
       "      <td>55</td>\n",
       "      <td>19.360000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>31.67</td>\n",
       "      <td>8.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>8.33</td>\n",
       "      <td>74.44</td>\n",
       "      <td>27.215333</td>\n",
       "      <td>29.720000</td>\n",
       "      <td>28.907333</td>\n",
       "      <td>27.351333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>78</td>\n",
       "      <td>98</td>\n",
       "      <td>78</td>\n",
       "      <td>121</td>\n",
       "      <td>16.130000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>40.00</td>\n",
       "      <td>58.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>3.33</td>\n",
       "      <td>25.56</td>\n",
       "      <td>31.418000</td>\n",
       "      <td>29.039333</td>\n",
       "      <td>30.887333</td>\n",
       "      <td>32.109333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>81</td>\n",
       "      <td>76</td>\n",
       "      <td>79</td>\n",
       "      <td>72</td>\n",
       "      <td>15.940000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>41.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.310667</td>\n",
       "      <td>30.452000</td>\n",
       "      <td>30.422667</td>\n",
       "      <td>29.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>76</td>\n",
       "      <td>82</td>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>16.570000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>36.67</td>\n",
       "      <td>40.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>10.00</td>\n",
       "      <td>35.56</td>\n",
       "      <td>29.668000</td>\n",
       "      <td>29.952667</td>\n",
       "      <td>30.409333</td>\n",
       "      <td>30.631333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>88</td>\n",
       "      <td>71</td>\n",
       "      <td>86</td>\n",
       "      <td>95</td>\n",
       "      <td>14.810000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>55.00</td>\n",
       "      <td>21.67</td>\n",
       "      <td>44.44</td>\n",
       "      <td>35.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.824667</td>\n",
       "      <td>30.136667</td>\n",
       "      <td>32.750667</td>\n",
       "      <td>30.528667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>96</td>\n",
       "      <td>90</td>\n",
       "      <td>97</td>\n",
       "      <td>88</td>\n",
       "      <td>19.320000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>40.00</td>\n",
       "      <td>28.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.610667</td>\n",
       "      <td>26.752667</td>\n",
       "      <td>27.080000</td>\n",
       "      <td>26.302000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>85</td>\n",
       "      <td>59</td>\n",
       "      <td>100</td>\n",
       "      <td>85</td>\n",
       "      <td>16.340000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>65.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>23.33</td>\n",
       "      <td>75.56</td>\n",
       "      <td>29.898667</td>\n",
       "      <td>32.309333</td>\n",
       "      <td>35.590000</td>\n",
       "      <td>32.256667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>85</td>\n",
       "      <td>84</td>\n",
       "      <td>101</td>\n",
       "      <td>74</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>31.67</td>\n",
       "      <td>21.67</td>\n",
       "      <td>7.41</td>\n",
       "      <td>18.33</td>\n",
       "      <td>44.44</td>\n",
       "      <td>24.610000</td>\n",
       "      <td>27.356000</td>\n",
       "      <td>26.894000</td>\n",
       "      <td>26.227333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>98</td>\n",
       "      <td>77</td>\n",
       "      <td>102</td>\n",
       "      <td>92</td>\n",
       "      <td>18.770000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>48.33</td>\n",
       "      <td>16.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>8.33</td>\n",
       "      <td>46.67</td>\n",
       "      <td>26.689333</td>\n",
       "      <td>28.215333</td>\n",
       "      <td>29.800000</td>\n",
       "      <td>27.689333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>105</td>\n",
       "      <td>116</td>\n",
       "      <td>16.910000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>50.00</td>\n",
       "      <td>41.67</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.914667</td>\n",
       "      <td>27.898000</td>\n",
       "      <td>29.828000</td>\n",
       "      <td>29.272667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>142</td>\n",
       "      <td>142</td>\n",
       "      <td>109</td>\n",
       "      <td>128</td>\n",
       "      <td>18.850000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>28.33</td>\n",
       "      <td>15.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>15.00</td>\n",
       "      <td>32.22</td>\n",
       "      <td>25.375333</td>\n",
       "      <td>24.822000</td>\n",
       "      <td>25.190000</td>\n",
       "      <td>24.301333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>111</td>\n",
       "      <td>118</td>\n",
       "      <td>111</td>\n",
       "      <td>125</td>\n",
       "      <td>16.340000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>45.00</td>\n",
       "      <td>36.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.356667</td>\n",
       "      <td>27.327333</td>\n",
       "      <td>28.690000</td>\n",
       "      <td>28.134667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>86</td>\n",
       "      <td>67</td>\n",
       "      <td>116</td>\n",
       "      <td>69</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>58.33</td>\n",
       "      <td>16.67</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.606667</td>\n",
       "      <td>28.204000</td>\n",
       "      <td>29.285333</td>\n",
       "      <td>26.508000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>111</td>\n",
       "      <td>85</td>\n",
       "      <td>123</td>\n",
       "      <td>88</td>\n",
       "      <td>16.620000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>48.33</td>\n",
       "      <td>11.67</td>\n",
       "      <td>22.22</td>\n",
       "      <td>25.00</td>\n",
       "      <td>26.67</td>\n",
       "      <td>26.129333</td>\n",
       "      <td>29.431333</td>\n",
       "      <td>30.314000</td>\n",
       "      <td>27.870000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>136</td>\n",
       "      <td>122</td>\n",
       "      <td>126</td>\n",
       "      <td>159</td>\n",
       "      <td>15.880000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>53.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>44.44</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.33</td>\n",
       "      <td>27.787333</td>\n",
       "      <td>26.976667</td>\n",
       "      <td>29.713333</td>\n",
       "      <td>28.380000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>138</td>\n",
       "      <td>136</td>\n",
       "      <td>129</td>\n",
       "      <td>145</td>\n",
       "      <td>18.310000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>41.67</td>\n",
       "      <td>31.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.194000</td>\n",
       "      <td>24.925333</td>\n",
       "      <td>26.416667</td>\n",
       "      <td>25.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>140</td>\n",
       "      <td>143</td>\n",
       "      <td>133</td>\n",
       "      <td>147</td>\n",
       "      <td>18.170000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>40.00</td>\n",
       "      <td>28.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>10.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>24.895333</td>\n",
       "      <td>24.738000</td>\n",
       "      <td>26.118000</td>\n",
       "      <td>25.340000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>121</td>\n",
       "      <td>147</td>\n",
       "      <td>134</td>\n",
       "      <td>187</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>1.75</td>\n",
       "      <td>40.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>33.33</td>\n",
       "      <td>26.67</td>\n",
       "      <td>27.609333</td>\n",
       "      <td>26.158000</td>\n",
       "      <td>28.708000</td>\n",
       "      <td>29.041333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>137</td>\n",
       "      <td>133</td>\n",
       "      <td>138</td>\n",
       "      <td>141</td>\n",
       "      <td>16.410000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>45.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.042667</td>\n",
       "      <td>26.366000</td>\n",
       "      <td>27.845333</td>\n",
       "      <td>27.067333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>124</td>\n",
       "      <td>106</td>\n",
       "      <td>142</td>\n",
       "      <td>108</td>\n",
       "      <td>15.880000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>46.67</td>\n",
       "      <td>18.33</td>\n",
       "      <td>22.22</td>\n",
       "      <td>10.00</td>\n",
       "      <td>58.89</td>\n",
       "      <td>26.428000</td>\n",
       "      <td>28.707333</td>\n",
       "      <td>29.947333</td>\n",
       "      <td>28.058000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>106</td>\n",
       "      <td>113</td>\n",
       "      <td>146</td>\n",
       "      <td>105</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>46.67</td>\n",
       "      <td>36.67</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.501333</td>\n",
       "      <td>27.013333</td>\n",
       "      <td>27.785333</td>\n",
       "      <td>27.118667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>130</td>\n",
       "      <td>129</td>\n",
       "      <td>154</td>\n",
       "      <td>140</td>\n",
       "      <td>17.210000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>46.67</td>\n",
       "      <td>36.67</td>\n",
       "      <td>18.52</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.934000</td>\n",
       "      <td>25.886667</td>\n",
       "      <td>27.477333</td>\n",
       "      <td>26.810667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>167</td>\n",
       "      <td>131</td>\n",
       "      <td>160</td>\n",
       "      <td>151</td>\n",
       "      <td>16.850000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>53.33</td>\n",
       "      <td>16.67</td>\n",
       "      <td>44.44</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.876667</td>\n",
       "      <td>25.761333</td>\n",
       "      <td>27.913333</td>\n",
       "      <td>25.469333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>153</td>\n",
       "      <td>166</td>\n",
       "      <td>194</td>\n",
       "      <td>181</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>17.54</td>\n",
       "      <td>43.33</td>\n",
       "      <td>40.00</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>21.951333</td>\n",
       "      <td>23.096000</td>\n",
       "      <td>24.815333</td>\n",
       "      <td>24.593333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>211</td>\n",
       "      <td>183</td>\n",
       "      <td>220</td>\n",
       "      <td>188</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>33.33</td>\n",
       "      <td>10.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.118667</td>\n",
       "      <td>20.726000</td>\n",
       "      <td>21.661333</td>\n",
       "      <td>20.106000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>262</td>\n",
       "      <td>231</td>\n",
       "      <td>290</td>\n",
       "      <td>246</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>40.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>3.33</td>\n",
       "      <td>2.22</td>\n",
       "      <td>18.191333</td>\n",
       "      <td>20.144000</td>\n",
       "      <td>21.290000</td>\n",
       "      <td>19.623333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>293</td>\n",
       "      <td>283</td>\n",
       "      <td>291</td>\n",
       "      <td>249</td>\n",
       "      <td>16.810000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>31.67</td>\n",
       "      <td>16.67</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.778000</td>\n",
       "      <td>21.518667</td>\n",
       "      <td>21.408000</td>\n",
       "      <td>20.408000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>236</td>\n",
       "      <td>189</td>\n",
       "      <td>297</td>\n",
       "      <td>233</td>\n",
       "      <td>17.130000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>51.67</td>\n",
       "      <td>18.33</td>\n",
       "      <td>14.81</td>\n",
       "      <td>11.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.155333</td>\n",
       "      <td>22.677333</td>\n",
       "      <td>24.835333</td>\n",
       "      <td>22.612667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>326</td>\n",
       "      <td>328</td>\n",
       "      <td>320</td>\n",
       "      <td>280</td>\n",
       "      <td>18.100000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>28.33</td>\n",
       "      <td>18.33</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.10</td>\n",
       "      <td>18.260000</td>\n",
       "      <td>19.680000</td>\n",
       "      <td>19.580667</td>\n",
       "      <td>18.914000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>360</td>\n",
       "      <td>367</td>\n",
       "      <td>326</td>\n",
       "      <td>387</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>33.33</td>\n",
       "      <td>20.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.78</td>\n",
       "      <td>20.120000</td>\n",
       "      <td>19.839333</td>\n",
       "      <td>21.008667</td>\n",
       "      <td>20.120000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>314</td>\n",
       "      <td>241</td>\n",
       "      <td>328</td>\n",
       "      <td>320</td>\n",
       "      <td>19.250000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>48.33</td>\n",
       "      <td>6.67</td>\n",
       "      <td>29.63</td>\n",
       "      <td>5.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>18.791333</td>\n",
       "      <td>20.178000</td>\n",
       "      <td>22.815333</td>\n",
       "      <td>20.038000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>287</td>\n",
       "      <td>287</td>\n",
       "      <td>338</td>\n",
       "      <td>333</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>15.79</td>\n",
       "      <td>41.67</td>\n",
       "      <td>30.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>19.084000</td>\n",
       "      <td>20.174000</td>\n",
       "      <td>21.899333</td>\n",
       "      <td>21.121333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>400</td>\n",
       "      <td>384</td>\n",
       "      <td>349</td>\n",
       "      <td>331</td>\n",
       "      <td>17.660000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>25.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>29.63</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.56</td>\n",
       "      <td>17.689333</td>\n",
       "      <td>18.807333</td>\n",
       "      <td>18.602667</td>\n",
       "      <td>17.380667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>484</td>\n",
       "      <td>546</td>\n",
       "      <td>355</td>\n",
       "      <td>505</td>\n",
       "      <td>13.970000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>3.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.840000</td>\n",
       "      <td>19.046667</td>\n",
       "      <td>19.210667</td>\n",
       "      <td>19.210667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>317</td>\n",
       "      <td>256</td>\n",
       "      <td>362</td>\n",
       "      <td>242</td>\n",
       "      <td>17.640000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>43.33</td>\n",
       "      <td>8.33</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.626667</td>\n",
       "      <td>21.194667</td>\n",
       "      <td>21.861333</td>\n",
       "      <td>19.528000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>396</td>\n",
       "      <td>386</td>\n",
       "      <td>366</td>\n",
       "      <td>395</td>\n",
       "      <td>17.670000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>31.67</td>\n",
       "      <td>13.33</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.211333</td>\n",
       "      <td>17.628000</td>\n",
       "      <td>18.570000</td>\n",
       "      <td>17.347333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>395</td>\n",
       "      <td>384</td>\n",
       "      <td>368</td>\n",
       "      <td>457</td>\n",
       "      <td>17.440000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>38.33</td>\n",
       "      <td>20.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.864000</td>\n",
       "      <td>18.448667</td>\n",
       "      <td>20.419333</td>\n",
       "      <td>19.197333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>394</td>\n",
       "      <td>357</td>\n",
       "      <td>428</td>\n",
       "      <td>381</td>\n",
       "      <td>18.010000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>40.00</td>\n",
       "      <td>11.67</td>\n",
       "      <td>18.52</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>16.768667</td>\n",
       "      <td>18.592000</td>\n",
       "      <td>20.089333</td>\n",
       "      <td>18.200667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>386</td>\n",
       "      <td>409</td>\n",
       "      <td>429</td>\n",
       "      <td>307</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>20.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>3.33</td>\n",
       "      <td>13.942000</td>\n",
       "      <td>16.960000</td>\n",
       "      <td>15.720000</td>\n",
       "      <td>15.275333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>457</td>\n",
       "      <td>472</td>\n",
       "      <td>442</td>\n",
       "      <td>442</td>\n",
       "      <td>18.990000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>25.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.22</td>\n",
       "      <td>15.616667</td>\n",
       "      <td>16.563333</td>\n",
       "      <td>16.826667</td>\n",
       "      <td>16.048667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>628</td>\n",
       "      <td>685</td>\n",
       "      <td>462</td>\n",
       "      <td>702</td>\n",
       "      <td>14.610000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>20.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.32</td>\n",
       "      <td>18.772667</td>\n",
       "      <td>16.512000</td>\n",
       "      <td>17.143333</td>\n",
       "      <td>17.143333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>420</td>\n",
       "      <td>396</td>\n",
       "      <td>484</td>\n",
       "      <td>428</td>\n",
       "      <td>15.680000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>40.00</td>\n",
       "      <td>18.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>5.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>17.414667</td>\n",
       "      <td>19.405333</td>\n",
       "      <td>20.785333</td>\n",
       "      <td>19.340667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>460</td>\n",
       "      <td>399</td>\n",
       "      <td>509</td>\n",
       "      <td>459</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>15.60</td>\n",
       "      <td>45.00</td>\n",
       "      <td>11.00</td>\n",
       "      <td>22.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.453333</td>\n",
       "      <td>18.293333</td>\n",
       "      <td>20.253333</td>\n",
       "      <td>17.986667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>588</td>\n",
       "      <td>519</td>\n",
       "      <td>510</td>\n",
       "      <td>501</td>\n",
       "      <td>17.520000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>30.00</td>\n",
       "      <td>1.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>15.469333</td>\n",
       "      <td>16.539333</td>\n",
       "      <td>17.136000</td>\n",
       "      <td>15.247333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>617</td>\n",
       "      <td>703</td>\n",
       "      <td>526</td>\n",
       "      <td>447</td>\n",
       "      <td>16.950000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.89</td>\n",
       "      <td>14.663333</td>\n",
       "      <td>16.168000</td>\n",
       "      <td>13.478000</td>\n",
       "      <td>13.922667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>440</td>\n",
       "      <td>388</td>\n",
       "      <td>530</td>\n",
       "      <td>305</td>\n",
       "      <td>18.200000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.89</td>\n",
       "      <td>13.996000</td>\n",
       "      <td>18.686000</td>\n",
       "      <td>17.996000</td>\n",
       "      <td>15.996000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>594</td>\n",
       "      <td>542</td>\n",
       "      <td>536</td>\n",
       "      <td>493</td>\n",
       "      <td>15.160000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>30.00</td>\n",
       "      <td>5.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.523333</td>\n",
       "      <td>17.969333</td>\n",
       "      <td>18.214667</td>\n",
       "      <td>16.548000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>637</td>\n",
       "      <td>658</td>\n",
       "      <td>540</td>\n",
       "      <td>686</td>\n",
       "      <td>19.440000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>23.33</td>\n",
       "      <td>15.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>1.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.013333</td>\n",
       "      <td>14.178000</td>\n",
       "      <td>15.148667</td>\n",
       "      <td>14.593333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>510</td>\n",
       "      <td>445</td>\n",
       "      <td>562</td>\n",
       "      <td>365</td>\n",
       "      <td>19.130000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>28.33</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>7.41</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.501333</td>\n",
       "      <td>16.346000</td>\n",
       "      <td>15.895333</td>\n",
       "      <td>13.896000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>648</td>\n",
       "      <td>756</td>\n",
       "      <td>562</td>\n",
       "      <td>706</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>12.28</td>\n",
       "      <td>11.67</td>\n",
       "      <td>16.67</td>\n",
       "      <td>22.22</td>\n",
       "      <td>8.33</td>\n",
       "      <td>5.56</td>\n",
       "      <td>14.382667</td>\n",
       "      <td>13.386667</td>\n",
       "      <td>13.346000</td>\n",
       "      <td>13.679333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>544</td>\n",
       "      <td>577</td>\n",
       "      <td>647</td>\n",
       "      <td>658</td>\n",
       "      <td>16.800000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>35.00</td>\n",
       "      <td>28.33</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.457333</td>\n",
       "      <td>15.992667</td>\n",
       "      <td>17.741333</td>\n",
       "      <td>17.296667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>590</td>\n",
       "      <td>555</td>\n",
       "      <td>714</td>\n",
       "      <td>564</td>\n",
       "      <td>16.720000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>35.00</td>\n",
       "      <td>15.00</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.933333</td>\n",
       "      <td>16.306667</td>\n",
       "      <td>17.353333</td>\n",
       "      <td>16.020000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>653</td>\n",
       "      <td>797</td>\n",
       "      <td>734</td>\n",
       "      <td>780</td>\n",
       "      <td>16.930000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>16.67</td>\n",
       "      <td>25.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.33</td>\n",
       "      <td>30.00</td>\n",
       "      <td>14.106000</td>\n",
       "      <td>14.252667</td>\n",
       "      <td>14.662000</td>\n",
       "      <td>15.217333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>772</td>\n",
       "      <td>824</td>\n",
       "      <td>810</td>\n",
       "      <td>889</td>\n",
       "      <td>18.830000</td>\n",
       "      <td>7.02</td>\n",
       "      <td>21.67</td>\n",
       "      <td>16.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>8.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>12.812000</td>\n",
       "      <td>12.872667</td>\n",
       "      <td>13.849333</td>\n",
       "      <td>13.516000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1008</td>\n",
       "      <td>1214</td>\n",
       "      <td>911</td>\n",
       "      <td>1014</td>\n",
       "      <td>19.070000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>7.41</td>\n",
       "      <td>10.00</td>\n",
       "      <td>7.78</td>\n",
       "      <td>10.046667</td>\n",
       "      <td>9.716667</td>\n",
       "      <td>8.664000</td>\n",
       "      <td>9.552667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1110</td>\n",
       "      <td>1048</td>\n",
       "      <td>1335</td>\n",
       "      <td>1080</td>\n",
       "      <td>15.860000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>26.67</td>\n",
       "      <td>5.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.158667</td>\n",
       "      <td>12.915333</td>\n",
       "      <td>13.640667</td>\n",
       "      <td>12.196000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1344</td>\n",
       "      <td>1792</td>\n",
       "      <td>1344</td>\n",
       "      <td>2113</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.222000</td>\n",
       "      <td>9.926000</td>\n",
       "      <td>10.592667</td>\n",
       "      <td>12.148000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1132</td>\n",
       "      <td>995</td>\n",
       "      <td>1384</td>\n",
       "      <td>986</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>19.30</td>\n",
       "      <td>28.33</td>\n",
       "      <td>3.33</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.007333</td>\n",
       "      <td>12.466667</td>\n",
       "      <td>13.068667</td>\n",
       "      <td>11.402000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1124</td>\n",
       "      <td>942</td>\n",
       "      <td>1464</td>\n",
       "      <td>874</td>\n",
       "      <td>15.220000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.004000</td>\n",
       "      <td>13.512000</td>\n",
       "      <td>13.757333</td>\n",
       "      <td>11.757333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1798</td>\n",
       "      <td>1445</td>\n",
       "      <td>2033</td>\n",
       "      <td>1778</td>\n",
       "      <td>17.010000</td>\n",
       "      <td>5.26</td>\n",
       "      <td>25.00</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>14.81</td>\n",
       "      <td>5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.571333</td>\n",
       "      <td>8.712000</td>\n",
       "      <td>10.028000</td>\n",
       "      <td>8.250667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2603</td>\n",
       "      <td>1846</td>\n",
       "      <td>3842</td>\n",
       "      <td>2342</td>\n",
       "      <td>16.110000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>30.00</td>\n",
       "      <td>-5.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.56</td>\n",
       "      <td>4.791333</td>\n",
       "      <td>7.709333</td>\n",
       "      <td>9.124667</td>\n",
       "      <td>6.791333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>4807</td>\n",
       "      <td>4874</td>\n",
       "      <td>4924</td>\n",
       "      <td>3944</td>\n",
       "      <td>16.830000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.808000</td>\n",
       "      <td>3.744000</td>\n",
       "      <td>2.808000</td>\n",
       "      <td>2.808000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>6379</td>\n",
       "      <td>6325</td>\n",
       "      <td>6470</td>\n",
       "      <td>6613</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>60.00</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "      <td>4.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>6650</td>\n",
       "      <td>6741</td>\n",
       "      <td>6728</td>\n",
       "      <td>6956</td>\n",
       "      <td>18.630000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.89</td>\n",
       "      <td>1.038000</td>\n",
       "      <td>0.927333</td>\n",
       "      <td>0.816667</td>\n",
       "      <td>0.927333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>9493</td>\n",
       "      <td>9669</td>\n",
       "      <td>9510</td>\n",
       "      <td>9559</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.466667</td>\n",
       "      <td>0.350000</td>\n",
       "      <td>0.350000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>16.840000</td>\n",
       "      <td>68.33</td>\n",
       "      <td>58.82</td>\n",
       "      <td>85.42</td>\n",
       "      <td>80.00</td>\n",
       "      <td>14.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>62.159333</td>\n",
       "      <td>59.608000</td>\n",
       "      <td>58.974000</td>\n",
       "      <td>60.747333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>16.650000</td>\n",
       "      <td>68.42</td>\n",
       "      <td>47.06</td>\n",
       "      <td>55.56</td>\n",
       "      <td>44.44</td>\n",
       "      <td>35.09</td>\n",
       "      <td>76.67</td>\n",
       "      <td>53.452667</td>\n",
       "      <td>54.484667</td>\n",
       "      <td>53.060667</td>\n",
       "      <td>53.627333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>55.00</td>\n",
       "      <td>64.71</td>\n",
       "      <td>41.67</td>\n",
       "      <td>74.07</td>\n",
       "      <td>3.51</td>\n",
       "      <td>25.56</td>\n",
       "      <td>47.726000</td>\n",
       "      <td>47.990667</td>\n",
       "      <td>48.638000</td>\n",
       "      <td>47.102000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>14</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>29.82</td>\n",
       "      <td>49.02</td>\n",
       "      <td>64.44</td>\n",
       "      <td>66.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.11</td>\n",
       "      <td>47.092000</td>\n",
       "      <td>43.607333</td>\n",
       "      <td>44.887333</td>\n",
       "      <td>45.915333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>8</td>\n",
       "      <td>14</td>\n",
       "      <td>14.960000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>47.06</td>\n",
       "      <td>64.71</td>\n",
       "      <td>80.00</td>\n",
       "      <td>5.26</td>\n",
       "      <td>3.33</td>\n",
       "      <td>49.226000</td>\n",
       "      <td>45.640000</td>\n",
       "      <td>45.853333</td>\n",
       "      <td>47.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>7</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>19.410000</td>\n",
       "      <td>50.88</td>\n",
       "      <td>49.02</td>\n",
       "      <td>44.44</td>\n",
       "      <td>37.04</td>\n",
       "      <td>21.05</td>\n",
       "      <td>82.22</td>\n",
       "      <td>44.258667</td>\n",
       "      <td>45.486667</td>\n",
       "      <td>45.362667</td>\n",
       "      <td>45.057333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>19.350000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>58.82</td>\n",
       "      <td>35.56</td>\n",
       "      <td>66.67</td>\n",
       "      <td>1.75</td>\n",
       "      <td>47.78</td>\n",
       "      <td>42.500000</td>\n",
       "      <td>42.413333</td>\n",
       "      <td>43.527333</td>\n",
       "      <td>41.976667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>11</td>\n",
       "      <td>9</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.40</td>\n",
       "      <td>45.10</td>\n",
       "      <td>41.67</td>\n",
       "      <td>55.56</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.218667</td>\n",
       "      <td>41.836667</td>\n",
       "      <td>40.750000</td>\n",
       "      <td>40.521333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>23</td>\n",
       "      <td>18.150000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>49.02</td>\n",
       "      <td>46.67</td>\n",
       "      <td>74.07</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>86.67</td>\n",
       "      <td>44.253333</td>\n",
       "      <td>41.109333</td>\n",
       "      <td>42.740000</td>\n",
       "      <td>42.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>11</td>\n",
       "      <td>7</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>16.070000</td>\n",
       "      <td>73.33</td>\n",
       "      <td>60.78</td>\n",
       "      <td>25.00</td>\n",
       "      <td>62.96</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>18.89</td>\n",
       "      <td>43.056000</td>\n",
       "      <td>46.132667</td>\n",
       "      <td>45.296000</td>\n",
       "      <td>42.910667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>14</td>\n",
       "      <td>12</td>\n",
       "      <td>19.460000</td>\n",
       "      <td>60.00</td>\n",
       "      <td>55.56</td>\n",
       "      <td>50.00</td>\n",
       "      <td>41.67</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.776667</td>\n",
       "      <td>43.369333</td>\n",
       "      <td>43.073333</td>\n",
       "      <td>42.702667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>10</td>\n",
       "      <td>19</td>\n",
       "      <td>17</td>\n",
       "      <td>13</td>\n",
       "      <td>17.450000</td>\n",
       "      <td>65.00</td>\n",
       "      <td>45.10</td>\n",
       "      <td>60.42</td>\n",
       "      <td>29.63</td>\n",
       "      <td>5.26</td>\n",
       "      <td>13.33</td>\n",
       "      <td>42.641333</td>\n",
       "      <td>43.978000</td>\n",
       "      <td>42.651333</td>\n",
       "      <td>43.672667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>18.300000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>60.78</td>\n",
       "      <td>52.08</td>\n",
       "      <td>29.63</td>\n",
       "      <td>1.75</td>\n",
       "      <td>28.89</td>\n",
       "      <td>39.077333</td>\n",
       "      <td>40.682000</td>\n",
       "      <td>41.734000</td>\n",
       "      <td>41.154000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>26</td>\n",
       "      <td>19</td>\n",
       "      <td>19.840000</td>\n",
       "      <td>56.14</td>\n",
       "      <td>52.94</td>\n",
       "      <td>37.78</td>\n",
       "      <td>25.93</td>\n",
       "      <td>8.77</td>\n",
       "      <td>22.22</td>\n",
       "      <td>36.198000</td>\n",
       "      <td>39.222667</td>\n",
       "      <td>39.009333</td>\n",
       "      <td>37.998667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>43</td>\n",
       "      <td>35</td>\n",
       "      <td>31</td>\n",
       "      <td>47</td>\n",
       "      <td>19.980000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>50.98</td>\n",
       "      <td>16.67</td>\n",
       "      <td>66.67</td>\n",
       "      <td>22.81</td>\n",
       "      <td>26.67</td>\n",
       "      <td>34.308000</td>\n",
       "      <td>33.788000</td>\n",
       "      <td>35.549333</td>\n",
       "      <td>33.262000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>33</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>17.970000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>52.94</td>\n",
       "      <td>39.58</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.33</td>\n",
       "      <td>36.438667</td>\n",
       "      <td>37.654000</td>\n",
       "      <td>38.142667</td>\n",
       "      <td>37.252000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>38</td>\n",
       "      <td>28</td>\n",
       "      <td>37</td>\n",
       "      <td>30</td>\n",
       "      <td>18.710000</td>\n",
       "      <td>52.63</td>\n",
       "      <td>56.86</td>\n",
       "      <td>22.22</td>\n",
       "      <td>51.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.402667</td>\n",
       "      <td>36.764000</td>\n",
       "      <td>37.046000</td>\n",
       "      <td>34.736667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>35</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>36</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>58.82</td>\n",
       "      <td>17.78</td>\n",
       "      <td>44.44</td>\n",
       "      <td>19.30</td>\n",
       "      <td>33.33</td>\n",
       "      <td>33.285333</td>\n",
       "      <td>35.398000</td>\n",
       "      <td>36.980000</td>\n",
       "      <td>34.244000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>40</td>\n",
       "      <td>36</td>\n",
       "      <td>39</td>\n",
       "      <td>31</td>\n",
       "      <td>17.510000</td>\n",
       "      <td>55.00</td>\n",
       "      <td>50.98</td>\n",
       "      <td>26.67</td>\n",
       "      <td>44.44</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>30.00</td>\n",
       "      <td>35.565333</td>\n",
       "      <td>37.890000</td>\n",
       "      <td>37.622000</td>\n",
       "      <td>36.001333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>77</td>\n",
       "      <td>89</td>\n",
       "      <td>40</td>\n",
       "      <td>90</td>\n",
       "      <td>17.220000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>21.57</td>\n",
       "      <td>10.42</td>\n",
       "      <td>76.67</td>\n",
       "      <td>42.11</td>\n",
       "      <td>86.67</td>\n",
       "      <td>35.189333</td>\n",
       "      <td>31.757333</td>\n",
       "      <td>32.259333</td>\n",
       "      <td>31.516000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>55</td>\n",
       "      <td>71</td>\n",
       "      <td>41</td>\n",
       "      <td>57</td>\n",
       "      <td>18.160000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>29.41</td>\n",
       "      <td>35.56</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57.78</td>\n",
       "      <td>35.266000</td>\n",
       "      <td>34.934000</td>\n",
       "      <td>33.854000</td>\n",
       "      <td>34.264000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>51</td>\n",
       "      <td>64</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>61.67</td>\n",
       "      <td>31.37</td>\n",
       "      <td>35.42</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.628000</td>\n",
       "      <td>34.247333</td>\n",
       "      <td>32.227333</td>\n",
       "      <td>32.497333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>54</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>43</td>\n",
       "      <td>18.650000</td>\n",
       "      <td>53.33</td>\n",
       "      <td>50.98</td>\n",
       "      <td>15.56</td>\n",
       "      <td>55.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.724667</td>\n",
       "      <td>34.937333</td>\n",
       "      <td>34.780667</td>\n",
       "      <td>32.419333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>46</td>\n",
       "      <td>32</td>\n",
       "      <td>48</td>\n",
       "      <td>39</td>\n",
       "      <td>17.330000</td>\n",
       "      <td>43.33</td>\n",
       "      <td>58.82</td>\n",
       "      <td>17.78</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>77.78</td>\n",
       "      <td>34.583333</td>\n",
       "      <td>37.492000</td>\n",
       "      <td>38.524667</td>\n",
       "      <td>35.788667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>45</td>\n",
       "      <td>37</td>\n",
       "      <td>49</td>\n",
       "      <td>41</td>\n",
       "      <td>18.400000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>52.94</td>\n",
       "      <td>20.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>15.79</td>\n",
       "      <td>54.44</td>\n",
       "      <td>33.214667</td>\n",
       "      <td>35.996000</td>\n",
       "      <td>36.718000</td>\n",
       "      <td>34.522000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>48</td>\n",
       "      <td>42</td>\n",
       "      <td>53</td>\n",
       "      <td>46</td>\n",
       "      <td>17.210000</td>\n",
       "      <td>46.67</td>\n",
       "      <td>52.94</td>\n",
       "      <td>31.25</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.33</td>\n",
       "      <td>34.280667</td>\n",
       "      <td>36.616000</td>\n",
       "      <td>37.034000</td>\n",
       "      <td>35.588000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>56</td>\n",
       "      <td>61</td>\n",
       "      <td>56</td>\n",
       "      <td>53</td>\n",
       "      <td>19.760000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>37.25</td>\n",
       "      <td>29.17</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.78</td>\n",
       "      <td>32.262667</td>\n",
       "      <td>33.801333</td>\n",
       "      <td>33.062667</td>\n",
       "      <td>32.524000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>42</td>\n",
       "      <td>40</td>\n",
       "      <td>60</td>\n",
       "      <td>44</td>\n",
       "      <td>18.820000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>50.98</td>\n",
       "      <td>31.11</td>\n",
       "      <td>14.81</td>\n",
       "      <td>26.32</td>\n",
       "      <td>32.22</td>\n",
       "      <td>32.046667</td>\n",
       "      <td>35.162000</td>\n",
       "      <td>35.782667</td>\n",
       "      <td>34.458000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>53</td>\n",
       "      <td>66</td>\n",
       "      <td>61</td>\n",
       "      <td>83</td>\n",
       "      <td>15.460000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>52.94</td>\n",
       "      <td>62.50</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.083333</td>\n",
       "      <td>34.133333</td>\n",
       "      <td>36.259333</td>\n",
       "      <td>36.896667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>67</td>\n",
       "      <td>84</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>18.500000</td>\n",
       "      <td>53.33</td>\n",
       "      <td>31.37</td>\n",
       "      <td>35.56</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.479333</td>\n",
       "      <td>33.039333</td>\n",
       "      <td>31.575333</td>\n",
       "      <td>31.854667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>17.500000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>50.98</td>\n",
       "      <td>33.33</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.11</td>\n",
       "      <td>33.944667</td>\n",
       "      <td>34.146667</td>\n",
       "      <td>35.557333</td>\n",
       "      <td>34.380667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>50</td>\n",
       "      <td>43</td>\n",
       "      <td>64</td>\n",
       "      <td>49</td>\n",
       "      <td>18.700000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>56.86</td>\n",
       "      <td>26.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>8.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.300667</td>\n",
       "      <td>34.015333</td>\n",
       "      <td>34.882000</td>\n",
       "      <td>32.869333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>37</td>\n",
       "      <td>29</td>\n",
       "      <td>68</td>\n",
       "      <td>41</td>\n",
       "      <td>18.670000</td>\n",
       "      <td>47.37</td>\n",
       "      <td>70.59</td>\n",
       "      <td>41.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.220000</td>\n",
       "      <td>36.565333</td>\n",
       "      <td>38.113333</td>\n",
       "      <td>36.185333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>67</td>\n",
       "      <td>74</td>\n",
       "      <td>68</td>\n",
       "      <td>73</td>\n",
       "      <td>16.680000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>45.10</td>\n",
       "      <td>35.56</td>\n",
       "      <td>40.74</td>\n",
       "      <td>3.51</td>\n",
       "      <td>18.89</td>\n",
       "      <td>33.091333</td>\n",
       "      <td>33.584667</td>\n",
       "      <td>34.018000</td>\n",
       "      <td>33.382000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>74</td>\n",
       "      <td>105</td>\n",
       "      <td>69</td>\n",
       "      <td>79</td>\n",
       "      <td>17.720000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>19.61</td>\n",
       "      <td>44.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>91.11</td>\n",
       "      <td>33.755333</td>\n",
       "      <td>33.542667</td>\n",
       "      <td>31.926000</td>\n",
       "      <td>33.581333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>17.600000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>47.06</td>\n",
       "      <td>33.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.56</td>\n",
       "      <td>31.288000</td>\n",
       "      <td>32.788667</td>\n",
       "      <td>33.118667</td>\n",
       "      <td>32.203333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>71</td>\n",
       "      <td>50</td>\n",
       "      <td>73</td>\n",
       "      <td>55</td>\n",
       "      <td>18.550000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>56.86</td>\n",
       "      <td>2.22</td>\n",
       "      <td>44.44</td>\n",
       "      <td>1.75</td>\n",
       "      <td>50.00</td>\n",
       "      <td>29.628000</td>\n",
       "      <td>33.308000</td>\n",
       "      <td>34.098667</td>\n",
       "      <td>30.456000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>106</td>\n",
       "      <td>112</td>\n",
       "      <td>76</td>\n",
       "      <td>105</td>\n",
       "      <td>16.160000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>28.89</td>\n",
       "      <td>55.56</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.362000</td>\n",
       "      <td>30.732000</td>\n",
       "      <td>30.176000</td>\n",
       "      <td>29.880000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>45</td>\n",
       "      <td>27</td>\n",
       "      <td>78</td>\n",
       "      <td>26</td>\n",
       "      <td>19.400000</td>\n",
       "      <td>60.00</td>\n",
       "      <td>68.63</td>\n",
       "      <td>15.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.78</td>\n",
       "      <td>29.818667</td>\n",
       "      <td>37.356667</td>\n",
       "      <td>37.932000</td>\n",
       "      <td>34.394000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>38.33</td>\n",
       "      <td>52.94</td>\n",
       "      <td>31.25</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.206000</td>\n",
       "      <td>32.491333</td>\n",
       "      <td>33.465333</td>\n",
       "      <td>32.019333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>61</td>\n",
       "      <td>53</td>\n",
       "      <td>83</td>\n",
       "      <td>48</td>\n",
       "      <td>18.720000</td>\n",
       "      <td>61.40</td>\n",
       "      <td>54.90</td>\n",
       "      <td>26.67</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.78</td>\n",
       "      <td>28.637333</td>\n",
       "      <td>34.366000</td>\n",
       "      <td>33.932667</td>\n",
       "      <td>32.050667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>89</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>18.340000</td>\n",
       "      <td>51.67</td>\n",
       "      <td>45.10</td>\n",
       "      <td>11.11</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.67</td>\n",
       "      <td>28.569333</td>\n",
       "      <td>31.564000</td>\n",
       "      <td>31.126000</td>\n",
       "      <td>28.860000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>103</td>\n",
       "      <td>123</td>\n",
       "      <td>87</td>\n",
       "      <td>100</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>46.67</td>\n",
       "      <td>23.53</td>\n",
       "      <td>28.89</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>28.101333</td>\n",
       "      <td>28.880000</td>\n",
       "      <td>27.337333</td>\n",
       "      <td>27.694667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>88</td>\n",
       "      <td>86</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>16.350000</td>\n",
       "      <td>38.33</td>\n",
       "      <td>52.94</td>\n",
       "      <td>24.44</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.130000</td>\n",
       "      <td>31.622667</td>\n",
       "      <td>32.596667</td>\n",
       "      <td>30.696667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>78</td>\n",
       "      <td>65</td>\n",
       "      <td>90</td>\n",
       "      <td>64</td>\n",
       "      <td>18.910000</td>\n",
       "      <td>47.37</td>\n",
       "      <td>52.94</td>\n",
       "      <td>8.89</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>28.162667</td>\n",
       "      <td>32.282000</td>\n",
       "      <td>32.653333</td>\n",
       "      <td>29.716667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>96</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>89</td>\n",
       "      <td>15.850000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>45.10</td>\n",
       "      <td>20.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.058000</td>\n",
       "      <td>31.809333</td>\n",
       "      <td>31.775333</td>\n",
       "      <td>30.102000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>94</td>\n",
       "      <td>72</td>\n",
       "      <td>93</td>\n",
       "      <td>91</td>\n",
       "      <td>16.960000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>62.75</td>\n",
       "      <td>6.67</td>\n",
       "      <td>59.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.663333</td>\n",
       "      <td>30.673333</td>\n",
       "      <td>32.634667</td>\n",
       "      <td>28.896000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>105</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>87</td>\n",
       "      <td>16.630000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>52.94</td>\n",
       "      <td>6.67</td>\n",
       "      <td>55.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.721333</td>\n",
       "      <td>31.026000</td>\n",
       "      <td>31.631333</td>\n",
       "      <td>28.546667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>110</td>\n",
       "      <td>108</td>\n",
       "      <td>96</td>\n",
       "      <td>116</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>39.22</td>\n",
       "      <td>20.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>5.26</td>\n",
       "      <td>26.67</td>\n",
       "      <td>27.194000</td>\n",
       "      <td>27.267333</td>\n",
       "      <td>28.127333</td>\n",
       "      <td>26.846000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>104</td>\n",
       "      <td>116</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>16.290000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>35.29</td>\n",
       "      <td>33.33</td>\n",
       "      <td>25.93</td>\n",
       "      <td>15.79</td>\n",
       "      <td>64.44</td>\n",
       "      <td>31.144667</td>\n",
       "      <td>31.534667</td>\n",
       "      <td>31.899333</td>\n",
       "      <td>31.768667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>73</td>\n",
       "      <td>60</td>\n",
       "      <td>102</td>\n",
       "      <td>84</td>\n",
       "      <td>18.900000</td>\n",
       "      <td>26.67</td>\n",
       "      <td>68.63</td>\n",
       "      <td>31.11</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>27.373333</td>\n",
       "      <td>30.418000</td>\n",
       "      <td>33.215333</td>\n",
       "      <td>30.714000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>140</td>\n",
       "      <td>172</td>\n",
       "      <td>106</td>\n",
       "      <td>132</td>\n",
       "      <td>17.360000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>19.61</td>\n",
       "      <td>24.44</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>28.278667</td>\n",
       "      <td>28.216000</td>\n",
       "      <td>26.301333</td>\n",
       "      <td>26.623333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>167</td>\n",
       "      <td>210</td>\n",
       "      <td>107</td>\n",
       "      <td>168</td>\n",
       "      <td>17.890000</td>\n",
       "      <td>35.00</td>\n",
       "      <td>17.65</td>\n",
       "      <td>24.44</td>\n",
       "      <td>55.56</td>\n",
       "      <td>5.26</td>\n",
       "      <td>17.78</td>\n",
       "      <td>28.869333</td>\n",
       "      <td>27.046000</td>\n",
       "      <td>25.889333</td>\n",
       "      <td>26.342000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>93</td>\n",
       "      <td>85</td>\n",
       "      <td>108</td>\n",
       "      <td>78</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>50.00</td>\n",
       "      <td>50.98</td>\n",
       "      <td>11.11</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>25.168000</td>\n",
       "      <td>29.430667</td>\n",
       "      <td>29.496000</td>\n",
       "      <td>26.838000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>84</td>\n",
       "      <td>76</td>\n",
       "      <td>111</td>\n",
       "      <td>81</td>\n",
       "      <td>18.190000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>56.86</td>\n",
       "      <td>22.22</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.00</td>\n",
       "      <td>27.522000</td>\n",
       "      <td>31.417333</td>\n",
       "      <td>32.634667</td>\n",
       "      <td>30.325333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>96</td>\n",
       "      <td>84</td>\n",
       "      <td>112</td>\n",
       "      <td>84</td>\n",
       "      <td>18.590000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>52.94</td>\n",
       "      <td>20.00</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.244000</td>\n",
       "      <td>30.933333</td>\n",
       "      <td>31.240667</td>\n",
       "      <td>29.044667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>101</td>\n",
       "      <td>106</td>\n",
       "      <td>112</td>\n",
       "      <td>99</td>\n",
       "      <td>16.760000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>43.14</td>\n",
       "      <td>31.11</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.158000</td>\n",
       "      <td>30.700667</td>\n",
       "      <td>30.354667</td>\n",
       "      <td>29.552667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>120</td>\n",
       "      <td>118</td>\n",
       "      <td>115</td>\n",
       "      <td>103</td>\n",
       "      <td>17.270000</td>\n",
       "      <td>51.67</td>\n",
       "      <td>33.33</td>\n",
       "      <td>16.67</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.89</td>\n",
       "      <td>27.742000</td>\n",
       "      <td>30.322000</td>\n",
       "      <td>29.099333</td>\n",
       "      <td>27.988667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>104</td>\n",
       "      <td>98</td>\n",
       "      <td>116</td>\n",
       "      <td>98</td>\n",
       "      <td>17.860000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>47.06</td>\n",
       "      <td>24.44</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.978000</td>\n",
       "      <td>29.757333</td>\n",
       "      <td>29.894667</td>\n",
       "      <td>28.386667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>116</td>\n",
       "      <td>100</td>\n",
       "      <td>117</td>\n",
       "      <td>108</td>\n",
       "      <td>19.210000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>49.02</td>\n",
       "      <td>13.33</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.606667</td>\n",
       "      <td>27.726000</td>\n",
       "      <td>28.538000</td>\n",
       "      <td>26.158667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>82</td>\n",
       "      <td>100</td>\n",
       "      <td>120</td>\n",
       "      <td>116</td>\n",
       "      <td>18.390000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>47.06</td>\n",
       "      <td>51.11</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>64.44</td>\n",
       "      <td>28.844000</td>\n",
       "      <td>30.691333</td>\n",
       "      <td>31.957333</td>\n",
       "      <td>32.227333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>95</td>\n",
       "      <td>68</td>\n",
       "      <td>120</td>\n",
       "      <td>77</td>\n",
       "      <td>17.460000</td>\n",
       "      <td>46.67</td>\n",
       "      <td>64.71</td>\n",
       "      <td>2.22</td>\n",
       "      <td>33.33</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.921333</td>\n",
       "      <td>30.976667</td>\n",
       "      <td>32.179333</td>\n",
       "      <td>28.013333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>166</td>\n",
       "      <td>189</td>\n",
       "      <td>124</td>\n",
       "      <td>189</td>\n",
       "      <td>14.050000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>29.41</td>\n",
       "      <td>24.44</td>\n",
       "      <td>59.26</td>\n",
       "      <td>1.75</td>\n",
       "      <td>32.22</td>\n",
       "      <td>30.286000</td>\n",
       "      <td>28.538000</td>\n",
       "      <td>28.627333</td>\n",
       "      <td>28.296000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>132</td>\n",
       "      <td>151</td>\n",
       "      <td>125</td>\n",
       "      <td>125</td>\n",
       "      <td>18.370000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>23.53</td>\n",
       "      <td>20.83</td>\n",
       "      <td>25.93</td>\n",
       "      <td>12.28</td>\n",
       "      <td>40.00</td>\n",
       "      <td>26.604000</td>\n",
       "      <td>27.862667</td>\n",
       "      <td>26.624000</td>\n",
       "      <td>26.444000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>125</td>\n",
       "      <td>116</td>\n",
       "      <td>134</td>\n",
       "      <td>152</td>\n",
       "      <td>16.580000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>47.06</td>\n",
       "      <td>24.44</td>\n",
       "      <td>37.04</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>80.00</td>\n",
       "      <td>28.459333</td>\n",
       "      <td>28.550667</td>\n",
       "      <td>30.635333</td>\n",
       "      <td>29.127333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>83</td>\n",
       "      <td>62</td>\n",
       "      <td>140</td>\n",
       "      <td>60</td>\n",
       "      <td>18.980000</td>\n",
       "      <td>60.00</td>\n",
       "      <td>62.75</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.56</td>\n",
       "      <td>24.366667</td>\n",
       "      <td>31.809333</td>\n",
       "      <td>31.992667</td>\n",
       "      <td>28.550000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>129</td>\n",
       "      <td>125</td>\n",
       "      <td>142</td>\n",
       "      <td>105</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>54.39</td>\n",
       "      <td>37.25</td>\n",
       "      <td>17.78</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>24.734667</td>\n",
       "      <td>28.424000</td>\n",
       "      <td>27.281333</td>\n",
       "      <td>25.983333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>133</td>\n",
       "      <td>113</td>\n",
       "      <td>143</td>\n",
       "      <td>115</td>\n",
       "      <td>14.640000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>49.02</td>\n",
       "      <td>12.50</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>27.732000</td>\n",
       "      <td>30.491333</td>\n",
       "      <td>30.718667</td>\n",
       "      <td>28.284000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>122</td>\n",
       "      <td>117</td>\n",
       "      <td>145</td>\n",
       "      <td>101</td>\n",
       "      <td>17.910000</td>\n",
       "      <td>56.67</td>\n",
       "      <td>37.25</td>\n",
       "      <td>18.75</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.89</td>\n",
       "      <td>25.448667</td>\n",
       "      <td>29.719333</td>\n",
       "      <td>28.424667</td>\n",
       "      <td>27.191333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>124</td>\n",
       "      <td>107</td>\n",
       "      <td>147</td>\n",
       "      <td>117</td>\n",
       "      <td>16.700000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>50.98</td>\n",
       "      <td>15.56</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>26.463333</td>\n",
       "      <td>29.552000</td>\n",
       "      <td>30.494667</td>\n",
       "      <td>28.133333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>91</td>\n",
       "      <td>77</td>\n",
       "      <td>150</td>\n",
       "      <td>80</td>\n",
       "      <td>15.620000</td>\n",
       "      <td>53.33</td>\n",
       "      <td>64.71</td>\n",
       "      <td>26.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.406000</td>\n",
       "      <td>32.497333</td>\n",
       "      <td>33.256000</td>\n",
       "      <td>30.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>162</td>\n",
       "      <td>185</td>\n",
       "      <td>152</td>\n",
       "      <td>155</td>\n",
       "      <td>15.570000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>31.37</td>\n",
       "      <td>28.89</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.812667</td>\n",
       "      <td>28.002667</td>\n",
       "      <td>27.094000</td>\n",
       "      <td>26.928667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>126</td>\n",
       "      <td>99</td>\n",
       "      <td>153</td>\n",
       "      <td>107</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>52.94</td>\n",
       "      <td>4.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.56</td>\n",
       "      <td>22.724667</td>\n",
       "      <td>27.254667</td>\n",
       "      <td>28.006000</td>\n",
       "      <td>24.772667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>198</td>\n",
       "      <td>215</td>\n",
       "      <td>154</td>\n",
       "      <td>211</td>\n",
       "      <td>16.630000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>29.41</td>\n",
       "      <td>24.44</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.11</td>\n",
       "      <td>26.348000</td>\n",
       "      <td>25.588000</td>\n",
       "      <td>25.677333</td>\n",
       "      <td>25.346000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>150</td>\n",
       "      <td>150</td>\n",
       "      <td>162</td>\n",
       "      <td>166</td>\n",
       "      <td>17.950000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>43.14</td>\n",
       "      <td>29.17</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.680667</td>\n",
       "      <td>25.871333</td>\n",
       "      <td>26.759333</td>\n",
       "      <td>25.828000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>186</td>\n",
       "      <td>181</td>\n",
       "      <td>164</td>\n",
       "      <td>201</td>\n",
       "      <td>17.480000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>39.22</td>\n",
       "      <td>20.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.714667</td>\n",
       "      <td>24.788000</td>\n",
       "      <td>25.648000</td>\n",
       "      <td>24.366667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>159</td>\n",
       "      <td>143</td>\n",
       "      <td>165</td>\n",
       "      <td>144</td>\n",
       "      <td>15.860000</td>\n",
       "      <td>43.33</td>\n",
       "      <td>45.10</td>\n",
       "      <td>13.33</td>\n",
       "      <td>40.74</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>11.11</td>\n",
       "      <td>26.656000</td>\n",
       "      <td>28.946667</td>\n",
       "      <td>29.064667</td>\n",
       "      <td>26.946667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>128</td>\n",
       "      <td>102</td>\n",
       "      <td>167</td>\n",
       "      <td>134</td>\n",
       "      <td>17.940000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>62.75</td>\n",
       "      <td>17.78</td>\n",
       "      <td>29.63</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>13.33</td>\n",
       "      <td>25.304667</td>\n",
       "      <td>28.198667</td>\n",
       "      <td>30.510667</td>\n",
       "      <td>27.512667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>97</td>\n",
       "      <td>79</td>\n",
       "      <td>168</td>\n",
       "      <td>82</td>\n",
       "      <td>17.040000</td>\n",
       "      <td>51.67</td>\n",
       "      <td>64.71</td>\n",
       "      <td>17.78</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.67</td>\n",
       "      <td>24.001333</td>\n",
       "      <td>31.068000</td>\n",
       "      <td>31.937333</td>\n",
       "      <td>28.808667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>123</td>\n",
       "      <td>170</td>\n",
       "      <td>170</td>\n",
       "      <td>108</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>58.82</td>\n",
       "      <td>8.89</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>21.912000</td>\n",
       "      <td>26.943333</td>\n",
       "      <td>28.174667</td>\n",
       "      <td>24.846000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>137</td>\n",
       "      <td>109</td>\n",
       "      <td>176</td>\n",
       "      <td>143</td>\n",
       "      <td>19.780000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>58.82</td>\n",
       "      <td>13.33</td>\n",
       "      <td>25.93</td>\n",
       "      <td>3.51</td>\n",
       "      <td>6.67</td>\n",
       "      <td>22.058000</td>\n",
       "      <td>24.882667</td>\n",
       "      <td>27.283333</td>\n",
       "      <td>24.250667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>166</td>\n",
       "      <td>128</td>\n",
       "      <td>178</td>\n",
       "      <td>141</td>\n",
       "      <td>16.200000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>52.94</td>\n",
       "      <td>4.44</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>24.332667</td>\n",
       "      <td>27.423333</td>\n",
       "      <td>28.379333</td>\n",
       "      <td>25.146000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>143</td>\n",
       "      <td>140</td>\n",
       "      <td>185</td>\n",
       "      <td>180</td>\n",
       "      <td>17.410000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>49.02</td>\n",
       "      <td>33.33</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.56</td>\n",
       "      <td>24.652000</td>\n",
       "      <td>26.231333</td>\n",
       "      <td>27.978667</td>\n",
       "      <td>26.932667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>171</td>\n",
       "      <td>169</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>16.550000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>39.22</td>\n",
       "      <td>24.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>15.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.260000</td>\n",
       "      <td>25.752000</td>\n",
       "      <td>26.378667</td>\n",
       "      <td>25.393333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>162</td>\n",
       "      <td>126</td>\n",
       "      <td>191</td>\n",
       "      <td>140</td>\n",
       "      <td>19.040000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>52.94</td>\n",
       "      <td>4.44</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.590667</td>\n",
       "      <td>26.656000</td>\n",
       "      <td>27.378000</td>\n",
       "      <td>24.144667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>173</td>\n",
       "      <td>153</td>\n",
       "      <td>191</td>\n",
       "      <td>149</td>\n",
       "      <td>17.910000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>43.14</td>\n",
       "      <td>13.33</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.914667</td>\n",
       "      <td>25.980667</td>\n",
       "      <td>26.049333</td>\n",
       "      <td>24.062000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>190</td>\n",
       "      <td>193</td>\n",
       "      <td>192</td>\n",
       "      <td>195</td>\n",
       "      <td>18.290000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>35.29</td>\n",
       "      <td>20.00</td>\n",
       "      <td>25.93</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>27.78</td>\n",
       "      <td>23.042667</td>\n",
       "      <td>24.555333</td>\n",
       "      <td>24.686000</td>\n",
       "      <td>23.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>200</td>\n",
       "      <td>170</td>\n",
       "      <td>194</td>\n",
       "      <td>167</td>\n",
       "      <td>15.580000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>41.18</td>\n",
       "      <td>13.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.133333</td>\n",
       "      <td>26.575333</td>\n",
       "      <td>26.513333</td>\n",
       "      <td>24.656667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>251</td>\n",
       "      <td>268</td>\n",
       "      <td>197</td>\n",
       "      <td>233</td>\n",
       "      <td>15.130000</td>\n",
       "      <td>40.00</td>\n",
       "      <td>23.53</td>\n",
       "      <td>22.92</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.397333</td>\n",
       "      <td>25.388667</td>\n",
       "      <td>24.290667</td>\n",
       "      <td>24.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>204</td>\n",
       "      <td>163</td>\n",
       "      <td>198</td>\n",
       "      <td>222</td>\n",
       "      <td>15.480000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>49.02</td>\n",
       "      <td>12.50</td>\n",
       "      <td>44.44</td>\n",
       "      <td>5.26</td>\n",
       "      <td>24.44</td>\n",
       "      <td>24.246000</td>\n",
       "      <td>24.770667</td>\n",
       "      <td>26.986000</td>\n",
       "      <td>24.551333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>145</td>\n",
       "      <td>154</td>\n",
       "      <td>199</td>\n",
       "      <td>199</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>21.05</td>\n",
       "      <td>49.02</td>\n",
       "      <td>42.22</td>\n",
       "      <td>11.11</td>\n",
       "      <td>5.26</td>\n",
       "      <td>42.22</td>\n",
       "      <td>27.742667</td>\n",
       "      <td>28.858667</td>\n",
       "      <td>30.723333</td>\n",
       "      <td>30.270000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>196</td>\n",
       "      <td>172</td>\n",
       "      <td>199</td>\n",
       "      <td>148</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>50.00</td>\n",
       "      <td>37.25</td>\n",
       "      <td>9.80</td>\n",
       "      <td>25.93</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.534000</td>\n",
       "      <td>25.968667</td>\n",
       "      <td>25.118667</td>\n",
       "      <td>23.288667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>187</td>\n",
       "      <td>178</td>\n",
       "      <td>201</td>\n",
       "      <td>189</td>\n",
       "      <td>17.800000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>39.22</td>\n",
       "      <td>17.78</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>23.304000</td>\n",
       "      <td>25.226667</td>\n",
       "      <td>25.619333</td>\n",
       "      <td>24.190000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>242</td>\n",
       "      <td>285</td>\n",
       "      <td>205</td>\n",
       "      <td>342</td>\n",
       "      <td>16.080000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.57</td>\n",
       "      <td>31.42</td>\n",
       "      <td>29.43</td>\n",
       "      <td>31.58</td>\n",
       "      <td>41.11</td>\n",
       "      <td>24.092000</td>\n",
       "      <td>21.473333</td>\n",
       "      <td>22.911333</td>\n",
       "      <td>23.568000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>361</td>\n",
       "      <td>499</td>\n",
       "      <td>207</td>\n",
       "      <td>496</td>\n",
       "      <td>19.560000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.25</td>\n",
       "      <td>55.56</td>\n",
       "      <td>3.51</td>\n",
       "      <td>50.00</td>\n",
       "      <td>23.246667</td>\n",
       "      <td>17.459333</td>\n",
       "      <td>17.459333</td>\n",
       "      <td>19.542667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>316</td>\n",
       "      <td>314</td>\n",
       "      <td>212</td>\n",
       "      <td>311</td>\n",
       "      <td>15.520000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>21.57</td>\n",
       "      <td>13.33</td>\n",
       "      <td>55.56</td>\n",
       "      <td>12.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.092000</td>\n",
       "      <td>22.574667</td>\n",
       "      <td>22.375333</td>\n",
       "      <td>21.826000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>209</td>\n",
       "      <td>175</td>\n",
       "      <td>214</td>\n",
       "      <td>196</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>43.14</td>\n",
       "      <td>8.89</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.364667</td>\n",
       "      <td>22.778000</td>\n",
       "      <td>23.548667</td>\n",
       "      <td>21.265333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>243</td>\n",
       "      <td>239</td>\n",
       "      <td>217</td>\n",
       "      <td>229</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>35.09</td>\n",
       "      <td>33.33</td>\n",
       "      <td>20.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>24.054000</td>\n",
       "      <td>25.060000</td>\n",
       "      <td>24.942667</td>\n",
       "      <td>24.054000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>155</td>\n",
       "      <td>129</td>\n",
       "      <td>218</td>\n",
       "      <td>128</td>\n",
       "      <td>18.030000</td>\n",
       "      <td>49.12</td>\n",
       "      <td>50.98</td>\n",
       "      <td>11.11</td>\n",
       "      <td>7.41</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>28.89</td>\n",
       "      <td>22.760000</td>\n",
       "      <td>28.198667</td>\n",
       "      <td>28.322667</td>\n",
       "      <td>25.664667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>159</td>\n",
       "      <td>133</td>\n",
       "      <td>223</td>\n",
       "      <td>147</td>\n",
       "      <td>15.860000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>54.90</td>\n",
       "      <td>20.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.209333</td>\n",
       "      <td>27.573333</td>\n",
       "      <td>28.455333</td>\n",
       "      <td>26.128667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>269</td>\n",
       "      <td>238</td>\n",
       "      <td>228</td>\n",
       "      <td>220</td>\n",
       "      <td>18.360000</td>\n",
       "      <td>38.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>2.22</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.850000</td>\n",
       "      <td>22.763333</td>\n",
       "      <td>22.430000</td>\n",
       "      <td>20.356000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>226</td>\n",
       "      <td>238</td>\n",
       "      <td>229</td>\n",
       "      <td>231</td>\n",
       "      <td>15.240000</td>\n",
       "      <td>35.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>24.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>10.53</td>\n",
       "      <td>22.22</td>\n",
       "      <td>25.290667</td>\n",
       "      <td>26.735333</td>\n",
       "      <td>26.624000</td>\n",
       "      <td>26.031333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>224</td>\n",
       "      <td>194</td>\n",
       "      <td>231</td>\n",
       "      <td>232</td>\n",
       "      <td>16.900000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>45.10</td>\n",
       "      <td>17.78</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>23.775333</td>\n",
       "      <td>25.246000</td>\n",
       "      <td>26.381333</td>\n",
       "      <td>24.560000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>214</td>\n",
       "      <td>211</td>\n",
       "      <td>235</td>\n",
       "      <td>192</td>\n",
       "      <td>15.970000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>37.25</td>\n",
       "      <td>22.22</td>\n",
       "      <td>14.81</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>4.44</td>\n",
       "      <td>23.040000</td>\n",
       "      <td>26.095333</td>\n",
       "      <td>25.538000</td>\n",
       "      <td>24.536000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>302</td>\n",
       "      <td>328</td>\n",
       "      <td>236</td>\n",
       "      <td>273</td>\n",
       "      <td>13.280000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>19.61</td>\n",
       "      <td>22.92</td>\n",
       "      <td>37.04</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>13.33</td>\n",
       "      <td>25.328667</td>\n",
       "      <td>25.562667</td>\n",
       "      <td>23.946000</td>\n",
       "      <td>24.166667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>184</td>\n",
       "      <td>183</td>\n",
       "      <td>238</td>\n",
       "      <td>193</td>\n",
       "      <td>15.330000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>39.22</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3.70</td>\n",
       "      <td>15.79</td>\n",
       "      <td>48.89</td>\n",
       "      <td>23.925333</td>\n",
       "      <td>27.034000</td>\n",
       "      <td>27.426667</td>\n",
       "      <td>26.293333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>205</td>\n",
       "      <td>155</td>\n",
       "      <td>239</td>\n",
       "      <td>144</td>\n",
       "      <td>15.530000</td>\n",
       "      <td>51.67</td>\n",
       "      <td>49.02</td>\n",
       "      <td>4.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.498000</td>\n",
       "      <td>27.433333</td>\n",
       "      <td>27.256667</td>\n",
       "      <td>24.284667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>237</td>\n",
       "      <td>232</td>\n",
       "      <td>247</td>\n",
       "      <td>203</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>33.33</td>\n",
       "      <td>18.75</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.56</td>\n",
       "      <td>23.307333</td>\n",
       "      <td>26.085333</td>\n",
       "      <td>25.266667</td>\n",
       "      <td>24.294667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>253</td>\n",
       "      <td>179</td>\n",
       "      <td>247</td>\n",
       "      <td>199</td>\n",
       "      <td>16.540000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>50.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>22.535333</td>\n",
       "      <td>25.674000</td>\n",
       "      <td>26.616667</td>\n",
       "      <td>23.218000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>220</td>\n",
       "      <td>196</td>\n",
       "      <td>248</td>\n",
       "      <td>202</td>\n",
       "      <td>17.180000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>43.14</td>\n",
       "      <td>18.75</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.824000</td>\n",
       "      <td>24.671333</td>\n",
       "      <td>25.091333</td>\n",
       "      <td>23.465333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>181</td>\n",
       "      <td>139</td>\n",
       "      <td>251</td>\n",
       "      <td>157</td>\n",
       "      <td>18.520000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>52.94</td>\n",
       "      <td>6.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.22</td>\n",
       "      <td>20.575333</td>\n",
       "      <td>25.375333</td>\n",
       "      <td>26.448667</td>\n",
       "      <td>23.364000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>236</td>\n",
       "      <td>224</td>\n",
       "      <td>255</td>\n",
       "      <td>229</td>\n",
       "      <td>15.990000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>41.18</td>\n",
       "      <td>22.92</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.712667</td>\n",
       "      <td>24.670667</td>\n",
       "      <td>25.194000</td>\n",
       "      <td>23.976667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>291</td>\n",
       "      <td>306</td>\n",
       "      <td>255</td>\n",
       "      <td>349</td>\n",
       "      <td>18.060000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>29.41</td>\n",
       "      <td>22.22</td>\n",
       "      <td>33.33</td>\n",
       "      <td>10.53</td>\n",
       "      <td>34.44</td>\n",
       "      <td>22.668667</td>\n",
       "      <td>21.744667</td>\n",
       "      <td>22.886667</td>\n",
       "      <td>22.407333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>195</td>\n",
       "      <td>214</td>\n",
       "      <td>257</td>\n",
       "      <td>199</td>\n",
       "      <td>16.920000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>37.25</td>\n",
       "      <td>33.33</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>5.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.888000</td>\n",
       "      <td>25.085333</td>\n",
       "      <td>24.878667</td>\n",
       "      <td>24.617333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>360</td>\n",
       "      <td>351</td>\n",
       "      <td>273</td>\n",
       "      <td>279</td>\n",
       "      <td>18.210000</td>\n",
       "      <td>45.00</td>\n",
       "      <td>14.81</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.89</td>\n",
       "      <td>19.867333</td>\n",
       "      <td>21.434000</td>\n",
       "      <td>19.421333</td>\n",
       "      <td>18.138667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>308</td>\n",
       "      <td>327</td>\n",
       "      <td>276</td>\n",
       "      <td>364</td>\n",
       "      <td>16.770000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>29.41</td>\n",
       "      <td>28.89</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.78</td>\n",
       "      <td>23.336667</td>\n",
       "      <td>22.436000</td>\n",
       "      <td>23.110000</td>\n",
       "      <td>23.075333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>286</td>\n",
       "      <td>265</td>\n",
       "      <td>278</td>\n",
       "      <td>268</td>\n",
       "      <td>14.290000</td>\n",
       "      <td>36.67</td>\n",
       "      <td>35.29</td>\n",
       "      <td>20.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.298667</td>\n",
       "      <td>24.787333</td>\n",
       "      <td>24.695333</td>\n",
       "      <td>23.676000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>180</td>\n",
       "      <td>125</td>\n",
       "      <td>281</td>\n",
       "      <td>169</td>\n",
       "      <td>16.080000</td>\n",
       "      <td>31.67</td>\n",
       "      <td>64.71</td>\n",
       "      <td>8.89</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.11</td>\n",
       "      <td>21.628667</td>\n",
       "      <td>26.720667</td>\n",
       "      <td>28.923333</td>\n",
       "      <td>25.202000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>203</td>\n",
       "      <td>191</td>\n",
       "      <td>285</td>\n",
       "      <td>218</td>\n",
       "      <td>19.420000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>47.06</td>\n",
       "      <td>26.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.350667</td>\n",
       "      <td>22.698000</td>\n",
       "      <td>23.847333</td>\n",
       "      <td>22.488000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>271</td>\n",
       "      <td>229</td>\n",
       "      <td>286</td>\n",
       "      <td>289</td>\n",
       "      <td>18.770000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>47.06</td>\n",
       "      <td>11.11</td>\n",
       "      <td>33.33</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>3.33</td>\n",
       "      <td>19.401333</td>\n",
       "      <td>20.745333</td>\n",
       "      <td>22.713333</td>\n",
       "      <td>20.316667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>283</td>\n",
       "      <td>302</td>\n",
       "      <td>289</td>\n",
       "      <td>281</td>\n",
       "      <td>18.480000</td>\n",
       "      <td>35.00</td>\n",
       "      <td>21.57</td>\n",
       "      <td>24.44</td>\n",
       "      <td>7.41</td>\n",
       "      <td>3.51</td>\n",
       "      <td>31.11</td>\n",
       "      <td>20.417333</td>\n",
       "      <td>22.065333</td>\n",
       "      <td>21.170000</td>\n",
       "      <td>21.361333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>312</td>\n",
       "      <td>349</td>\n",
       "      <td>291</td>\n",
       "      <td>343</td>\n",
       "      <td>17.950000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>23.53</td>\n",
       "      <td>31.11</td>\n",
       "      <td>22.22</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>3.33</td>\n",
       "      <td>20.779333</td>\n",
       "      <td>20.430000</td>\n",
       "      <td>20.361333</td>\n",
       "      <td>20.866667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>259</td>\n",
       "      <td>261</td>\n",
       "      <td>293</td>\n",
       "      <td>255</td>\n",
       "      <td>15.700000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>33.33</td>\n",
       "      <td>26.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>22.238667</td>\n",
       "      <td>24.515333</td>\n",
       "      <td>24.164000</td>\n",
       "      <td>23.720000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>300</td>\n",
       "      <td>321</td>\n",
       "      <td>300</td>\n",
       "      <td>276</td>\n",
       "      <td>17.170000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>19.61</td>\n",
       "      <td>22.22</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.22</td>\n",
       "      <td>21.244000</td>\n",
       "      <td>23.107333</td>\n",
       "      <td>21.636667</td>\n",
       "      <td>21.810667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>248</td>\n",
       "      <td>253</td>\n",
       "      <td>307</td>\n",
       "      <td>271</td>\n",
       "      <td>17.330000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>37.25</td>\n",
       "      <td>31.11</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>20.930667</td>\n",
       "      <td>22.834000</td>\n",
       "      <td>23.329333</td>\n",
       "      <td>22.920000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>238</td>\n",
       "      <td>221</td>\n",
       "      <td>310</td>\n",
       "      <td>183</td>\n",
       "      <td>19.050000</td>\n",
       "      <td>50.00</td>\n",
       "      <td>37.25</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>5.26</td>\n",
       "      <td>11.11</td>\n",
       "      <td>19.225333</td>\n",
       "      <td>24.399333</td>\n",
       "      <td>23.549333</td>\n",
       "      <td>21.954667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>288</td>\n",
       "      <td>234</td>\n",
       "      <td>310</td>\n",
       "      <td>249</td>\n",
       "      <td>18.990000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>41.18</td>\n",
       "      <td>4.44</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.526667</td>\n",
       "      <td>21.469333</td>\n",
       "      <td>21.992667</td>\n",
       "      <td>19.543333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>315</td>\n",
       "      <td>309</td>\n",
       "      <td>311</td>\n",
       "      <td>399</td>\n",
       "      <td>19.140000</td>\n",
       "      <td>5.26</td>\n",
       "      <td>37.25</td>\n",
       "      <td>24.44</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.56</td>\n",
       "      <td>20.832667</td>\n",
       "      <td>20.062000</td>\n",
       "      <td>22.194667</td>\n",
       "      <td>21.340667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>290</td>\n",
       "      <td>236</td>\n",
       "      <td>329</td>\n",
       "      <td>316</td>\n",
       "      <td>16.050000</td>\n",
       "      <td>10.00</td>\n",
       "      <td>47.06</td>\n",
       "      <td>11.11</td>\n",
       "      <td>25.93</td>\n",
       "      <td>21.05</td>\n",
       "      <td>18.89</td>\n",
       "      <td>20.489333</td>\n",
       "      <td>21.824000</td>\n",
       "      <td>24.294667</td>\n",
       "      <td>21.898000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>344</td>\n",
       "      <td>463</td>\n",
       "      <td>332</td>\n",
       "      <td>301</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>54.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.990000</td>\n",
       "      <td>19.838000</td>\n",
       "      <td>16.212000</td>\n",
       "      <td>17.990000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>209</td>\n",
       "      <td>167</td>\n",
       "      <td>339</td>\n",
       "      <td>246</td>\n",
       "      <td>14.210000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>58.82</td>\n",
       "      <td>26.67</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>70.00</td>\n",
       "      <td>22.743333</td>\n",
       "      <td>26.419333</td>\n",
       "      <td>29.054000</td>\n",
       "      <td>26.910667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>435</td>\n",
       "      <td>555</td>\n",
       "      <td>341</td>\n",
       "      <td>481</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>24.56</td>\n",
       "      <td>5.88</td>\n",
       "      <td>27.08</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>19.732000</td>\n",
       "      <td>17.980667</td>\n",
       "      <td>16.735333</td>\n",
       "      <td>18.148667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>312</td>\n",
       "      <td>267</td>\n",
       "      <td>343</td>\n",
       "      <td>300</td>\n",
       "      <td>16.990000</td>\n",
       "      <td>28.33</td>\n",
       "      <td>41.18</td>\n",
       "      <td>14.58</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.488667</td>\n",
       "      <td>21.669333</td>\n",
       "      <td>22.526000</td>\n",
       "      <td>20.752667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>373</td>\n",
       "      <td>378</td>\n",
       "      <td>345</td>\n",
       "      <td>369</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>25.49</td>\n",
       "      <td>20.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.78</td>\n",
       "      <td>22.124000</td>\n",
       "      <td>22.386000</td>\n",
       "      <td>22.214000</td>\n",
       "      <td>21.848000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>321</td>\n",
       "      <td>322</td>\n",
       "      <td>347</td>\n",
       "      <td>264</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>49.12</td>\n",
       "      <td>21.57</td>\n",
       "      <td>13.33</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.994667</td>\n",
       "      <td>20.572000</td>\n",
       "      <td>18.735333</td>\n",
       "      <td>18.186000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>381</td>\n",
       "      <td>311</td>\n",
       "      <td>358</td>\n",
       "      <td>327</td>\n",
       "      <td>15.840000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>37.25</td>\n",
       "      <td>2.22</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.670667</td>\n",
       "      <td>21.278000</td>\n",
       "      <td>21.773333</td>\n",
       "      <td>19.438000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>278</td>\n",
       "      <td>237</td>\n",
       "      <td>360</td>\n",
       "      <td>265</td>\n",
       "      <td>19.180000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>45.10</td>\n",
       "      <td>13.33</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.366000</td>\n",
       "      <td>21.095333</td>\n",
       "      <td>21.996667</td>\n",
       "      <td>19.878667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>268</td>\n",
       "      <td>227</td>\n",
       "      <td>365</td>\n",
       "      <td>253</td>\n",
       "      <td>15.440000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>45.10</td>\n",
       "      <td>11.11</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>75.56</td>\n",
       "      <td>21.069333</td>\n",
       "      <td>25.194000</td>\n",
       "      <td>26.095333</td>\n",
       "      <td>23.829333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>450</td>\n",
       "      <td>477</td>\n",
       "      <td>369</td>\n",
       "      <td>478</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>13.73</td>\n",
       "      <td>11.11</td>\n",
       "      <td>33.33</td>\n",
       "      <td>8.77</td>\n",
       "      <td>18.89</td>\n",
       "      <td>17.046000</td>\n",
       "      <td>16.051333</td>\n",
       "      <td>15.914000</td>\n",
       "      <td>15.739333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>357</td>\n",
       "      <td>342</td>\n",
       "      <td>375</td>\n",
       "      <td>339</td>\n",
       "      <td>16.740000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>31.37</td>\n",
       "      <td>15.56</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.092000</td>\n",
       "      <td>20.770000</td>\n",
       "      <td>20.756000</td>\n",
       "      <td>19.702000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>320</td>\n",
       "      <td>295</td>\n",
       "      <td>376</td>\n",
       "      <td>300</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>38.60</td>\n",
       "      <td>39.22</td>\n",
       "      <td>20.00</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.244667</td>\n",
       "      <td>24.112000</td>\n",
       "      <td>24.153333</td>\n",
       "      <td>22.872000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>415</td>\n",
       "      <td>416</td>\n",
       "      <td>376</td>\n",
       "      <td>318</td>\n",
       "      <td>16.460000</td>\n",
       "      <td>51.67</td>\n",
       "      <td>15.69</td>\n",
       "      <td>4.44</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.796000</td>\n",
       "      <td>21.262000</td>\n",
       "      <td>18.863333</td>\n",
       "      <td>18.113333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>386</td>\n",
       "      <td>444</td>\n",
       "      <td>377</td>\n",
       "      <td>421</td>\n",
       "      <td>16.030000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>11.76</td>\n",
       "      <td>24.44</td>\n",
       "      <td>7.41</td>\n",
       "      <td>14.04</td>\n",
       "      <td>78.89</td>\n",
       "      <td>20.908667</td>\n",
       "      <td>20.972667</td>\n",
       "      <td>20.353333</td>\n",
       "      <td>21.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>529</td>\n",
       "      <td>596</td>\n",
       "      <td>378</td>\n",
       "      <td>515</td>\n",
       "      <td>14.430000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>5.88</td>\n",
       "      <td>11.11</td>\n",
       "      <td>40.74</td>\n",
       "      <td>24.56</td>\n",
       "      <td>12.22</td>\n",
       "      <td>20.546000</td>\n",
       "      <td>19.002000</td>\n",
       "      <td>17.873333</td>\n",
       "      <td>18.222000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>279</td>\n",
       "      <td>225</td>\n",
       "      <td>382</td>\n",
       "      <td>306</td>\n",
       "      <td>17.940000</td>\n",
       "      <td>15.00</td>\n",
       "      <td>52.94</td>\n",
       "      <td>15.56</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>42.22</td>\n",
       "      <td>18.504667</td>\n",
       "      <td>21.502667</td>\n",
       "      <td>24.032000</td>\n",
       "      <td>21.540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>260</td>\n",
       "      <td>179</td>\n",
       "      <td>385</td>\n",
       "      <td>186</td>\n",
       "      <td>19.860000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>52.94</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.805333</td>\n",
       "      <td>22.098000</td>\n",
       "      <td>22.405333</td>\n",
       "      <td>18.580667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>353</td>\n",
       "      <td>249</td>\n",
       "      <td>394</td>\n",
       "      <td>312</td>\n",
       "      <td>19.430000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>50.98</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>16.898667</td>\n",
       "      <td>20.254667</td>\n",
       "      <td>22.016000</td>\n",
       "      <td>18.322000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>353</td>\n",
       "      <td>334</td>\n",
       "      <td>396</td>\n",
       "      <td>330</td>\n",
       "      <td>19.010000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>33.33</td>\n",
       "      <td>13.33</td>\n",
       "      <td>14.81</td>\n",
       "      <td>-8.76</td>\n",
       "      <td>2.22</td>\n",
       "      <td>16.256667</td>\n",
       "      <td>18.708000</td>\n",
       "      <td>18.824667</td>\n",
       "      <td>17.491333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>411</td>\n",
       "      <td>396</td>\n",
       "      <td>400</td>\n",
       "      <td>353</td>\n",
       "      <td>18.050000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>21.57</td>\n",
       "      <td>4.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.11</td>\n",
       "      <td>17.596000</td>\n",
       "      <td>19.596000</td>\n",
       "      <td>18.694667</td>\n",
       "      <td>17.552667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>514</td>\n",
       "      <td>636</td>\n",
       "      <td>402</td>\n",
       "      <td>490</td>\n",
       "      <td>19.570000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>-1.96</td>\n",
       "      <td>13.33</td>\n",
       "      <td>22.22</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>61.11</td>\n",
       "      <td>17.193333</td>\n",
       "      <td>16.564000</td>\n",
       "      <td>14.562000</td>\n",
       "      <td>15.581333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>326</td>\n",
       "      <td>285</td>\n",
       "      <td>408</td>\n",
       "      <td>310</td>\n",
       "      <td>15.400000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>45.10</td>\n",
       "      <td>20.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.586667</td>\n",
       "      <td>23.858667</td>\n",
       "      <td>24.526000</td>\n",
       "      <td>22.852667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>530</td>\n",
       "      <td>752</td>\n",
       "      <td>411</td>\n",
       "      <td>710</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>5.26</td>\n",
       "      <td>-3.91</td>\n",
       "      <td>33.33</td>\n",
       "      <td>22.22</td>\n",
       "      <td>19.30</td>\n",
       "      <td>64.44</td>\n",
       "      <td>20.732000</td>\n",
       "      <td>17.118667</td>\n",
       "      <td>16.507333</td>\n",
       "      <td>18.990000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>443</td>\n",
       "      <td>491</td>\n",
       "      <td>422</td>\n",
       "      <td>443</td>\n",
       "      <td>19.960000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>9.80</td>\n",
       "      <td>11.11</td>\n",
       "      <td>11.11</td>\n",
       "      <td>7.02</td>\n",
       "      <td>70.00</td>\n",
       "      <td>16.656000</td>\n",
       "      <td>17.348667</td>\n",
       "      <td>16.481333</td>\n",
       "      <td>16.568667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>358</td>\n",
       "      <td>329</td>\n",
       "      <td>445</td>\n",
       "      <td>304</td>\n",
       "      <td>15.470000</td>\n",
       "      <td>48.33</td>\n",
       "      <td>35.29</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.704667</td>\n",
       "      <td>23.946000</td>\n",
       "      <td>23.076667</td>\n",
       "      <td>22.057333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>446</td>\n",
       "      <td>323</td>\n",
       "      <td>445</td>\n",
       "      <td>371</td>\n",
       "      <td>16.160000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>43.14</td>\n",
       "      <td>-11.10</td>\n",
       "      <td>44.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.944000</td>\n",
       "      <td>19.352000</td>\n",
       "      <td>20.473333</td>\n",
       "      <td>16.857333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>367</td>\n",
       "      <td>338</td>\n",
       "      <td>447</td>\n",
       "      <td>321</td>\n",
       "      <td>15.500000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>35.29</td>\n",
       "      <td>13.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.552000</td>\n",
       "      <td>21.965333</td>\n",
       "      <td>21.628000</td>\n",
       "      <td>20.164000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>388</td>\n",
       "      <td>269</td>\n",
       "      <td>454</td>\n",
       "      <td>345</td>\n",
       "      <td>17.040000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>50.98</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.44</td>\n",
       "      <td>16.714667</td>\n",
       "      <td>19.836667</td>\n",
       "      <td>21.832000</td>\n",
       "      <td>18.138000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>464</td>\n",
       "      <td>541</td>\n",
       "      <td>461</td>\n",
       "      <td>464</td>\n",
       "      <td>17.480000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>9.80</td>\n",
       "      <td>20.00</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.11</td>\n",
       "      <td>18.160000</td>\n",
       "      <td>18.974000</td>\n",
       "      <td>17.639333</td>\n",
       "      <td>18.319333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>349</td>\n",
       "      <td>337</td>\n",
       "      <td>466</td>\n",
       "      <td>323</td>\n",
       "      <td>17.050000</td>\n",
       "      <td>38.60</td>\n",
       "      <td>35.29</td>\n",
       "      <td>17.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.166667</td>\n",
       "      <td>20.907333</td>\n",
       "      <td>20.686667</td>\n",
       "      <td>19.519333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>409</td>\n",
       "      <td>402</td>\n",
       "      <td>468</td>\n",
       "      <td>385</td>\n",
       "      <td>17.180000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>27.45</td>\n",
       "      <td>15.56</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.78</td>\n",
       "      <td>17.216000</td>\n",
       "      <td>19.490000</td>\n",
       "      <td>19.098000</td>\n",
       "      <td>18.305333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>461</td>\n",
       "      <td>389</td>\n",
       "      <td>475</td>\n",
       "      <td>415</td>\n",
       "      <td>15.230000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>33.33</td>\n",
       "      <td>2.22</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.44</td>\n",
       "      <td>18.522000</td>\n",
       "      <td>20.375333</td>\n",
       "      <td>20.842667</td>\n",
       "      <td>18.768667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>426</td>\n",
       "      <td>360</td>\n",
       "      <td>480</td>\n",
       "      <td>371</td>\n",
       "      <td>18.850000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>35.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.113333</td>\n",
       "      <td>17.972667</td>\n",
       "      <td>18.337333</td>\n",
       "      <td>15.984667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>372</td>\n",
       "      <td>327</td>\n",
       "      <td>484</td>\n",
       "      <td>420</td>\n",
       "      <td>18.740000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>41.18</td>\n",
       "      <td>15.56</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.89</td>\n",
       "      <td>16.487333</td>\n",
       "      <td>18.403333</td>\n",
       "      <td>20.446667</td>\n",
       "      <td>18.738667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>556</td>\n",
       "      <td>555</td>\n",
       "      <td>503</td>\n",
       "      <td>469</td>\n",
       "      <td>17.280000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>15.69</td>\n",
       "      <td>8.89</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.274667</td>\n",
       "      <td>17.702667</td>\n",
       "      <td>16.292667</td>\n",
       "      <td>15.839333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>354</td>\n",
       "      <td>316</td>\n",
       "      <td>518</td>\n",
       "      <td>390</td>\n",
       "      <td>16.440000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>41.18</td>\n",
       "      <td>17.78</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>3.51</td>\n",
       "      <td>76.67</td>\n",
       "      <td>17.489333</td>\n",
       "      <td>20.595333</td>\n",
       "      <td>22.288000</td>\n",
       "      <td>20.728000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>405</td>\n",
       "      <td>371</td>\n",
       "      <td>521</td>\n",
       "      <td>383</td>\n",
       "      <td>17.480000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>33.33</td>\n",
       "      <td>10.42</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>51.11</td>\n",
       "      <td>16.284000</td>\n",
       "      <td>19.436000</td>\n",
       "      <td>19.786667</td>\n",
       "      <td>18.259333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>459</td>\n",
       "      <td>431</td>\n",
       "      <td>522</td>\n",
       "      <td>429</td>\n",
       "      <td>16.590000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>33.33</td>\n",
       "      <td>15.56</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.871333</td>\n",
       "      <td>20.174000</td>\n",
       "      <td>20.290667</td>\n",
       "      <td>19.106000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>468</td>\n",
       "      <td>386</td>\n",
       "      <td>523</td>\n",
       "      <td>439</td>\n",
       "      <td>17.080000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>35.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.78</td>\n",
       "      <td>16.544667</td>\n",
       "      <td>18.819333</td>\n",
       "      <td>19.768667</td>\n",
       "      <td>17.416000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>398</td>\n",
       "      <td>317</td>\n",
       "      <td>531</td>\n",
       "      <td>386</td>\n",
       "      <td>15.080000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>45.10</td>\n",
       "      <td>6.25</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.11</td>\n",
       "      <td>18.186000</td>\n",
       "      <td>21.438667</td>\n",
       "      <td>23.042000</td>\n",
       "      <td>20.452000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>571</td>\n",
       "      <td>553</td>\n",
       "      <td>531</td>\n",
       "      <td>479</td>\n",
       "      <td>18.820000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>17.65</td>\n",
       "      <td>4.44</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>15.888000</td>\n",
       "      <td>17.626667</td>\n",
       "      <td>16.464000</td>\n",
       "      <td>15.583333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>395</td>\n",
       "      <td>385</td>\n",
       "      <td>532</td>\n",
       "      <td>382</td>\n",
       "      <td>17.420000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>22.22</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.555333</td>\n",
       "      <td>19.011333</td>\n",
       "      <td>19.011333</td>\n",
       "      <td>18.270667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>427</td>\n",
       "      <td>359</td>\n",
       "      <td>532</td>\n",
       "      <td>357</td>\n",
       "      <td>15.950000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>39.22</td>\n",
       "      <td>6.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.652000</td>\n",
       "      <td>21.888667</td>\n",
       "      <td>21.696000</td>\n",
       "      <td>19.526000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>619</td>\n",
       "      <td>806</td>\n",
       "      <td>547</td>\n",
       "      <td>705</td>\n",
       "      <td>17.550000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.67</td>\n",
       "      <td>7.41</td>\n",
       "      <td>5.26</td>\n",
       "      <td>72.22</td>\n",
       "      <td>17.268000</td>\n",
       "      <td>16.048667</td>\n",
       "      <td>14.996000</td>\n",
       "      <td>16.774000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>650</td>\n",
       "      <td>717</td>\n",
       "      <td>558</td>\n",
       "      <td>553</td>\n",
       "      <td>15.580000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>7.84</td>\n",
       "      <td>13.33</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>18.447333</td>\n",
       "      <td>19.290000</td>\n",
       "      <td>17.122667</td>\n",
       "      <td>17.488667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>464</td>\n",
       "      <td>600</td>\n",
       "      <td>578</td>\n",
       "      <td>773</td>\n",
       "      <td>15.600000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.45</td>\n",
       "      <td>55.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.476000</td>\n",
       "      <td>16.602000</td>\n",
       "      <td>18.432000</td>\n",
       "      <td>20.306000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>739</td>\n",
       "      <td>715</td>\n",
       "      <td>585</td>\n",
       "      <td>654</td>\n",
       "      <td>15.850000</td>\n",
       "      <td>26.67</td>\n",
       "      <td>13.73</td>\n",
       "      <td>8.33</td>\n",
       "      <td>33.33</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.285333</td>\n",
       "      <td>16.201333</td>\n",
       "      <td>15.338667</td>\n",
       "      <td>14.978667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>613</td>\n",
       "      <td>859</td>\n",
       "      <td>588</td>\n",
       "      <td>880</td>\n",
       "      <td>14.080000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>11.76</td>\n",
       "      <td>50.00</td>\n",
       "      <td>14.81</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.437333</td>\n",
       "      <td>17.602667</td>\n",
       "      <td>17.684667</td>\n",
       "      <td>20.234000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>596</td>\n",
       "      <td>492</td>\n",
       "      <td>610</td>\n",
       "      <td>476</td>\n",
       "      <td>15.040000</td>\n",
       "      <td>35.09</td>\n",
       "      <td>29.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.22</td>\n",
       "      <td>16.198000</td>\n",
       "      <td>19.016667</td>\n",
       "      <td>18.638000</td>\n",
       "      <td>16.677333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>749</td>\n",
       "      <td>904</td>\n",
       "      <td>610</td>\n",
       "      <td>775</td>\n",
       "      <td>14.960000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>5.88</td>\n",
       "      <td>24.44</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>18.880667</td>\n",
       "      <td>17.552000</td>\n",
       "      <td>16.306667</td>\n",
       "      <td>17.544000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>509</td>\n",
       "      <td>466</td>\n",
       "      <td>622</td>\n",
       "      <td>405</td>\n",
       "      <td>17.550000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>27.45</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.22</td>\n",
       "      <td>15.375333</td>\n",
       "      <td>19.801333</td>\n",
       "      <td>18.590667</td>\n",
       "      <td>17.205333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>515</td>\n",
       "      <td>537</td>\n",
       "      <td>629</td>\n",
       "      <td>502</td>\n",
       "      <td>17.190000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>23.53</td>\n",
       "      <td>20.83</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.78</td>\n",
       "      <td>14.788667</td>\n",
       "      <td>17.320000</td>\n",
       "      <td>16.783333</td>\n",
       "      <td>16.603333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>574</td>\n",
       "      <td>532</td>\n",
       "      <td>636</td>\n",
       "      <td>439</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>41.67</td>\n",
       "      <td>17.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.33</td>\n",
       "      <td>12.242667</td>\n",
       "      <td>16.197333</td>\n",
       "      <td>14.596000</td>\n",
       "      <td>13.419333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>588</td>\n",
       "      <td>524</td>\n",
       "      <td>645</td>\n",
       "      <td>751</td>\n",
       "      <td>15.010000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>40.74</td>\n",
       "      <td>25.00</td>\n",
       "      <td>25.93</td>\n",
       "      <td>-19.29</td>\n",
       "      <td>11.11</td>\n",
       "      <td>15.803333</td>\n",
       "      <td>15.240667</td>\n",
       "      <td>17.840000</td>\n",
       "      <td>16.790667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>605</td>\n",
       "      <td>583</td>\n",
       "      <td>678</td>\n",
       "      <td>452</td>\n",
       "      <td>17.170000</td>\n",
       "      <td>45.61</td>\n",
       "      <td>15.69</td>\n",
       "      <td>4.44</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>3.51</td>\n",
       "      <td>32.22</td>\n",
       "      <td>13.534000</td>\n",
       "      <td>17.818000</td>\n",
       "      <td>15.823333</td>\n",
       "      <td>15.073333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>486</td>\n",
       "      <td>332</td>\n",
       "      <td>679</td>\n",
       "      <td>403</td>\n",
       "      <td>15.030000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>54.90</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.714667</td>\n",
       "      <td>19.554000</td>\n",
       "      <td>21.342667</td>\n",
       "      <td>17.387333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>512</td>\n",
       "      <td>370</td>\n",
       "      <td>700</td>\n",
       "      <td>520</td>\n",
       "      <td>15.700000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>54.90</td>\n",
       "      <td>4.44</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.664000</td>\n",
       "      <td>17.612000</td>\n",
       "      <td>20.453333</td>\n",
       "      <td>17.089333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>965</td>\n",
       "      <td>919</td>\n",
       "      <td>701</td>\n",
       "      <td>818</td>\n",
       "      <td>15.730000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>9.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.718667</td>\n",
       "      <td>14.410667</td>\n",
       "      <td>13.309333</td>\n",
       "      <td>12.656000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>1148</td>\n",
       "      <td>1179</td>\n",
       "      <td>735</td>\n",
       "      <td>1146</td>\n",
       "      <td>16.990000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>3.70</td>\n",
       "      <td>5.88</td>\n",
       "      <td>46.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.67</td>\n",
       "      <td>14.260667</td>\n",
       "      <td>11.588667</td>\n",
       "      <td>11.250667</td>\n",
       "      <td>11.396000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>654</td>\n",
       "      <td>643</td>\n",
       "      <td>740</td>\n",
       "      <td>527</td>\n",
       "      <td>16.230000</td>\n",
       "      <td>40.35</td>\n",
       "      <td>17.65</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.56</td>\n",
       "      <td>14.423333</td>\n",
       "      <td>17.549333</td>\n",
       "      <td>16.036000</td>\n",
       "      <td>15.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>600</td>\n",
       "      <td>545</td>\n",
       "      <td>754</td>\n",
       "      <td>591</td>\n",
       "      <td>19.170000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>29.41</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>16.67</td>\n",
       "      <td>12.215333</td>\n",
       "      <td>14.574000</td>\n",
       "      <td>15.248000</td>\n",
       "      <td>14.176000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>635</td>\n",
       "      <td>685</td>\n",
       "      <td>763</td>\n",
       "      <td>686</td>\n",
       "      <td>14.440000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>25.49</td>\n",
       "      <td>31.25</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>17.236667</td>\n",
       "      <td>18.490000</td>\n",
       "      <td>18.552000</td>\n",
       "      <td>18.936000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>839</td>\n",
       "      <td>740</td>\n",
       "      <td>763</td>\n",
       "      <td>879</td>\n",
       "      <td>16.380000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>25.49</td>\n",
       "      <td>8.89</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.189333</td>\n",
       "      <td>13.658667</td>\n",
       "      <td>14.773333</td>\n",
       "      <td>13.666667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>853</td>\n",
       "      <td>782</td>\n",
       "      <td>778</td>\n",
       "      <td>694</td>\n",
       "      <td>17.720000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>15.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.500000</td>\n",
       "      <td>14.052667</td>\n",
       "      <td>13.110667</td>\n",
       "      <td>12.064667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>1033</td>\n",
       "      <td>1175</td>\n",
       "      <td>796</td>\n",
       "      <td>977</td>\n",
       "      <td>17.810000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>-7.83</td>\n",
       "      <td>4.44</td>\n",
       "      <td>18.52</td>\n",
       "      <td>14.04</td>\n",
       "      <td>68.89</td>\n",
       "      <td>13.816667</td>\n",
       "      <td>12.933333</td>\n",
       "      <td>11.242000</td>\n",
       "      <td>12.060000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>485</td>\n",
       "      <td>339</td>\n",
       "      <td>809</td>\n",
       "      <td>358</td>\n",
       "      <td>13.300000</td>\n",
       "      <td>43.86</td>\n",
       "      <td>52.94</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.00</td>\n",
       "      <td>14.428000</td>\n",
       "      <td>21.522000</td>\n",
       "      <td>22.127333</td>\n",
       "      <td>18.450667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>575</td>\n",
       "      <td>404</td>\n",
       "      <td>809</td>\n",
       "      <td>508</td>\n",
       "      <td>15.660000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>47.06</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.78</td>\n",
       "      <td>13.896000</td>\n",
       "      <td>18.090000</td>\n",
       "      <td>19.824000</td>\n",
       "      <td>16.539333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>670</td>\n",
       "      <td>525</td>\n",
       "      <td>816</td>\n",
       "      <td>564</td>\n",
       "      <td>17.820000</td>\n",
       "      <td>25.00</td>\n",
       "      <td>35.29</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.927333</td>\n",
       "      <td>15.206000</td>\n",
       "      <td>15.892000</td>\n",
       "      <td>13.539333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>756</td>\n",
       "      <td>723</td>\n",
       "      <td>820</td>\n",
       "      <td>725</td>\n",
       "      <td>17.030000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>21.57</td>\n",
       "      <td>11.11</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.67</td>\n",
       "      <td>14.642000</td>\n",
       "      <td>16.248667</td>\n",
       "      <td>16.283333</td>\n",
       "      <td>15.586000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>900</td>\n",
       "      <td>991</td>\n",
       "      <td>821</td>\n",
       "      <td>863</td>\n",
       "      <td>14.250000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>7.84</td>\n",
       "      <td>17.78</td>\n",
       "      <td>14.81</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>30.00</td>\n",
       "      <td>15.780667</td>\n",
       "      <td>15.885333</td>\n",
       "      <td>14.653333</td>\n",
       "      <td>15.316000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>1156</td>\n",
       "      <td>1382</td>\n",
       "      <td>829</td>\n",
       "      <td>1093</td>\n",
       "      <td>16.460000</td>\n",
       "      <td>18.33</td>\n",
       "      <td>-7.83</td>\n",
       "      <td>11.11</td>\n",
       "      <td>25.93</td>\n",
       "      <td>15.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.876000</td>\n",
       "      <td>11.106667</td>\n",
       "      <td>9.362667</td>\n",
       "      <td>10.625333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>931</td>\n",
       "      <td>1034</td>\n",
       "      <td>835</td>\n",
       "      <td>1154</td>\n",
       "      <td>17.510000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>11.11</td>\n",
       "      <td>21.57</td>\n",
       "      <td>20.00</td>\n",
       "      <td>8.77</td>\n",
       "      <td>6.67</td>\n",
       "      <td>13.197333</td>\n",
       "      <td>11.283333</td>\n",
       "      <td>11.907333</td>\n",
       "      <td>12.604667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>1442</td>\n",
       "      <td>1724</td>\n",
       "      <td>845</td>\n",
       "      <td>1493</td>\n",
       "      <td>15.110000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>-9.79</td>\n",
       "      <td>8.33</td>\n",
       "      <td>48.15</td>\n",
       "      <td>8.77</td>\n",
       "      <td>1.11</td>\n",
       "      <td>13.895333</td>\n",
       "      <td>10.179333</td>\n",
       "      <td>8.824667</td>\n",
       "      <td>10.032667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>1127</td>\n",
       "      <td>1412</td>\n",
       "      <td>849</td>\n",
       "      <td>1379</td>\n",
       "      <td>18.060000</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>25.93</td>\n",
       "      <td>7.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.749333</td>\n",
       "      <td>9.773333</td>\n",
       "      <td>9.539333</td>\n",
       "      <td>11.020667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>623</td>\n",
       "      <td>504</td>\n",
       "      <td>856</td>\n",
       "      <td>537</td>\n",
       "      <td>16.590000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>37.25</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.709333</td>\n",
       "      <td>16.736000</td>\n",
       "      <td>17.231333</td>\n",
       "      <td>15.192667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>613</td>\n",
       "      <td>483</td>\n",
       "      <td>873</td>\n",
       "      <td>619</td>\n",
       "      <td>20.000000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>41.18</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.317333</td>\n",
       "      <td>13.288667</td>\n",
       "      <td>15.215333</td>\n",
       "      <td>13.062667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>505</td>\n",
       "      <td>363</td>\n",
       "      <td>878</td>\n",
       "      <td>434</td>\n",
       "      <td>17.940000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>50.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-14.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>10.246000</td>\n",
       "      <td>16.619333</td>\n",
       "      <td>18.030000</td>\n",
       "      <td>14.631333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>925</td>\n",
       "      <td>941</td>\n",
       "      <td>901</td>\n",
       "      <td>1181</td>\n",
       "      <td>16.370000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.53</td>\n",
       "      <td>26.67</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.693333</td>\n",
       "      <td>13.002667</td>\n",
       "      <td>14.571333</td>\n",
       "      <td>14.780667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>677</td>\n",
       "      <td>608</td>\n",
       "      <td>902</td>\n",
       "      <td>731</td>\n",
       "      <td>15.520000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>35.29</td>\n",
       "      <td>20.00</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.936667</td>\n",
       "      <td>15.762000</td>\n",
       "      <td>17.062000</td>\n",
       "      <td>16.042667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>1045</td>\n",
       "      <td>1161</td>\n",
       "      <td>903</td>\n",
       "      <td>873</td>\n",
       "      <td>18.020000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>-5.87</td>\n",
       "      <td>4.44</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.11</td>\n",
       "      <td>11.994667</td>\n",
       "      <td>12.554667</td>\n",
       "      <td>10.175333</td>\n",
       "      <td>10.862667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>672</td>\n",
       "      <td>545</td>\n",
       "      <td>905</td>\n",
       "      <td>590</td>\n",
       "      <td>17.180000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>37.25</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>12.952000</td>\n",
       "      <td>16.862000</td>\n",
       "      <td>17.474000</td>\n",
       "      <td>15.435333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>874</td>\n",
       "      <td>771</td>\n",
       "      <td>918</td>\n",
       "      <td>783</td>\n",
       "      <td>17.620000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>21.57</td>\n",
       "      <td>2.22</td>\n",
       "      <td>11.11</td>\n",
       "      <td>10.53</td>\n",
       "      <td>17.78</td>\n",
       "      <td>12.489333</td>\n",
       "      <td>14.442000</td>\n",
       "      <td>14.476667</td>\n",
       "      <td>13.186667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>910</td>\n",
       "      <td>1030</td>\n",
       "      <td>997</td>\n",
       "      <td>1048</td>\n",
       "      <td>17.620000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>13.73</td>\n",
       "      <td>26.67</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.138667</td>\n",
       "      <td>11.848000</td>\n",
       "      <td>11.944667</td>\n",
       "      <td>12.807333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>1164</td>\n",
       "      <td>1271</td>\n",
       "      <td>1037</td>\n",
       "      <td>1156</td>\n",
       "      <td>18.710000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>3.92</td>\n",
       "      <td>13.33</td>\n",
       "      <td>14.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.89</td>\n",
       "      <td>10.790000</td>\n",
       "      <td>10.228000</td>\n",
       "      <td>9.436667</td>\n",
       "      <td>10.064000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>1199</td>\n",
       "      <td>1314</td>\n",
       "      <td>1039</td>\n",
       "      <td>1517</td>\n",
       "      <td>13.650000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.80</td>\n",
       "      <td>20.00</td>\n",
       "      <td>25.93</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57.78</td>\n",
       "      <td>15.678000</td>\n",
       "      <td>13.269333</td>\n",
       "      <td>13.922667</td>\n",
       "      <td>14.602667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>695</td>\n",
       "      <td>531</td>\n",
       "      <td>1050</td>\n",
       "      <td>578</td>\n",
       "      <td>15.460000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>41.18</td>\n",
       "      <td>4.44</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.900667</td>\n",
       "      <td>16.584000</td>\n",
       "      <td>17.341333</td>\n",
       "      <td>14.892000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>1355</td>\n",
       "      <td>1278</td>\n",
       "      <td>1062</td>\n",
       "      <td>1359</td>\n",
       "      <td>16.060000</td>\n",
       "      <td>5.26</td>\n",
       "      <td>7.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>24.56</td>\n",
       "      <td>-8.88</td>\n",
       "      <td>11.446000</td>\n",
       "      <td>10.097333</td>\n",
       "      <td>10.269333</td>\n",
       "      <td>9.746667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>1620</td>\n",
       "      <td>1718</td>\n",
       "      <td>1069</td>\n",
       "      <td>1805</td>\n",
       "      <td>17.740000</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>-1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40.74</td>\n",
       "      <td>22.81</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.878000</td>\n",
       "      <td>6.681333</td>\n",
       "      <td>6.900667</td>\n",
       "      <td>7.031333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>904</td>\n",
       "      <td>835</td>\n",
       "      <td>1097</td>\n",
       "      <td>776</td>\n",
       "      <td>16.670000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>19.61</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.301333</td>\n",
       "      <td>14.121333</td>\n",
       "      <td>13.323333</td>\n",
       "      <td>12.608667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>679</td>\n",
       "      <td>462</td>\n",
       "      <td>1138</td>\n",
       "      <td>756</td>\n",
       "      <td>17.310000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>52.94</td>\n",
       "      <td>4.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44.44</td>\n",
       "      <td>11.133333</td>\n",
       "      <td>14.384667</td>\n",
       "      <td>17.914000</td>\n",
       "      <td>14.662667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>712</td>\n",
       "      <td>453</td>\n",
       "      <td>1142</td>\n",
       "      <td>490</td>\n",
       "      <td>15.880000</td>\n",
       "      <td>42.11</td>\n",
       "      <td>50.98</td>\n",
       "      <td>-15.55</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.334667</td>\n",
       "      <td>17.823333</td>\n",
       "      <td>18.414667</td>\n",
       "      <td>13.979333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>1234</td>\n",
       "      <td>1232</td>\n",
       "      <td>1164</td>\n",
       "      <td>950</td>\n",
       "      <td>16.010000</td>\n",
       "      <td>33.33</td>\n",
       "      <td>3.92</td>\n",
       "      <td>2.22</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>27.78</td>\n",
       "      <td>11.622667</td>\n",
       "      <td>13.217333</td>\n",
       "      <td>11.256667</td>\n",
       "      <td>11.143333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>1194</td>\n",
       "      <td>1155</td>\n",
       "      <td>1183</td>\n",
       "      <td>1011</td>\n",
       "      <td>19.190000</td>\n",
       "      <td>21.05</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.41</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>47.78</td>\n",
       "      <td>9.429333</td>\n",
       "      <td>10.730667</td>\n",
       "      <td>9.719333</td>\n",
       "      <td>9.327333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>1036</td>\n",
       "      <td>1012</td>\n",
       "      <td>1189</td>\n",
       "      <td>984</td>\n",
       "      <td>16.350000</td>\n",
       "      <td>20.00</td>\n",
       "      <td>13.73</td>\n",
       "      <td>8.33</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>15.79</td>\n",
       "      <td>36.67</td>\n",
       "      <td>11.864000</td>\n",
       "      <td>13.803333</td>\n",
       "      <td>13.385333</td>\n",
       "      <td>13.025333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>1270</td>\n",
       "      <td>1127</td>\n",
       "      <td>1207</td>\n",
       "      <td>1205</td>\n",
       "      <td>16.800000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>15.69</td>\n",
       "      <td>2.22</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>10.917333</td>\n",
       "      <td>11.152667</td>\n",
       "      <td>11.380000</td>\n",
       "      <td>10.482000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>908</td>\n",
       "      <td>818</td>\n",
       "      <td>1211</td>\n",
       "      <td>850</td>\n",
       "      <td>16.330000</td>\n",
       "      <td>26.67</td>\n",
       "      <td>29.41</td>\n",
       "      <td>16.67</td>\n",
       "      <td>-6.66</td>\n",
       "      <td>-12.28</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.731333</td>\n",
       "      <td>13.802667</td>\n",
       "      <td>13.985333</td>\n",
       "      <td>13.136000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>1115</td>\n",
       "      <td>1097</td>\n",
       "      <td>1216</td>\n",
       "      <td>1210</td>\n",
       "      <td>14.220000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.84</td>\n",
       "      <td>4.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.352000</td>\n",
       "      <td>11.578667</td>\n",
       "      <td>12.101333</td>\n",
       "      <td>11.874667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>1115</td>\n",
       "      <td>1097</td>\n",
       "      <td>1216</td>\n",
       "      <td>1210</td>\n",
       "      <td>14.220000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.84</td>\n",
       "      <td>4.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.352000</td>\n",
       "      <td>11.578667</td>\n",
       "      <td>12.101333</td>\n",
       "      <td>11.874667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>1036</td>\n",
       "      <td>1189</td>\n",
       "      <td>1219</td>\n",
       "      <td>1335</td>\n",
       "      <td>15.540000</td>\n",
       "      <td>7.02</td>\n",
       "      <td>17.65</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.51</td>\n",
       "      <td>5.56</td>\n",
       "      <td>13.484000</td>\n",
       "      <td>12.906667</td>\n",
       "      <td>13.615333</td>\n",
       "      <td>14.660667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>1032</td>\n",
       "      <td>909</td>\n",
       "      <td>1246</td>\n",
       "      <td>867</td>\n",
       "      <td>16.860000</td>\n",
       "      <td>26.32</td>\n",
       "      <td>17.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45.56</td>\n",
       "      <td>10.654667</td>\n",
       "      <td>13.586000</td>\n",
       "      <td>13.008000</td>\n",
       "      <td>11.831333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>978</td>\n",
       "      <td>770</td>\n",
       "      <td>1263</td>\n",
       "      <td>934</td>\n",
       "      <td>15.840000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>35.29</td>\n",
       "      <td>4.17</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.847333</td>\n",
       "      <td>13.117333</td>\n",
       "      <td>14.534000</td>\n",
       "      <td>12.459333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>1028</td>\n",
       "      <td>955</td>\n",
       "      <td>1269</td>\n",
       "      <td>896</td>\n",
       "      <td>16.810000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>17.65</td>\n",
       "      <td>6.67</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.67</td>\n",
       "      <td>10.119333</td>\n",
       "      <td>12.968667</td>\n",
       "      <td>12.274000</td>\n",
       "      <td>11.542000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>1109</td>\n",
       "      <td>868</td>\n",
       "      <td>1274</td>\n",
       "      <td>1101</td>\n",
       "      <td>15.970000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>31.37</td>\n",
       "      <td>4.44</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.824667</td>\n",
       "      <td>11.970000</td>\n",
       "      <td>13.476667</td>\n",
       "      <td>11.681333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>1330</td>\n",
       "      <td>1462</td>\n",
       "      <td>1303</td>\n",
       "      <td>1104</td>\n",
       "      <td>19.620000</td>\n",
       "      <td>29.82</td>\n",
       "      <td>-1.96</td>\n",
       "      <td>6.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.56</td>\n",
       "      <td>9.185333</td>\n",
       "      <td>10.598000</td>\n",
       "      <td>8.479333</td>\n",
       "      <td>9.054667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>1184</td>\n",
       "      <td>1175</td>\n",
       "      <td>1341</td>\n",
       "      <td>1091</td>\n",
       "      <td>16.730000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>13.73</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>10.169333</td>\n",
       "      <td>11.716667</td>\n",
       "      <td>11.111333</td>\n",
       "      <td>11.084667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>1172</td>\n",
       "      <td>1112</td>\n",
       "      <td>1348</td>\n",
       "      <td>1193</td>\n",
       "      <td>13.640000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>21.57</td>\n",
       "      <td>17.78</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.607333</td>\n",
       "      <td>13.535333</td>\n",
       "      <td>13.804000</td>\n",
       "      <td>13.551333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>1152</td>\n",
       "      <td>1222</td>\n",
       "      <td>1370</td>\n",
       "      <td>1113</td>\n",
       "      <td>16.730000</td>\n",
       "      <td>25.00</td>\n",
       "      <td>13.73</td>\n",
       "      <td>17.78</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.834000</td>\n",
       "      <td>12.476667</td>\n",
       "      <td>11.725333</td>\n",
       "      <td>11.995333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>1247</td>\n",
       "      <td>992</td>\n",
       "      <td>1381</td>\n",
       "      <td>1160</td>\n",
       "      <td>17.350000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>27.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>10.042000</td>\n",
       "      <td>11.456000</td>\n",
       "      <td>12.467333</td>\n",
       "      <td>10.637333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>1223</td>\n",
       "      <td>1242</td>\n",
       "      <td>1393</td>\n",
       "      <td>1206</td>\n",
       "      <td>18.750000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>9.80</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.56</td>\n",
       "      <td>8.318000</td>\n",
       "      <td>9.776667</td>\n",
       "      <td>9.377333</td>\n",
       "      <td>9.464667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>1186</td>\n",
       "      <td>1030</td>\n",
       "      <td>1403</td>\n",
       "      <td>882</td>\n",
       "      <td>15.940000</td>\n",
       "      <td>36.84</td>\n",
       "      <td>17.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.721333</td>\n",
       "      <td>13.354000</td>\n",
       "      <td>12.074667</td>\n",
       "      <td>10.898000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>1661</td>\n",
       "      <td>2156</td>\n",
       "      <td>1407</td>\n",
       "      <td>1811</td>\n",
       "      <td>17.590000</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>17.65</td>\n",
       "      <td>11.11</td>\n",
       "      <td>3.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.076000</td>\n",
       "      <td>7.554000</td>\n",
       "      <td>6.172000</td>\n",
       "      <td>7.842000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>1613</td>\n",
       "      <td>1414</td>\n",
       "      <td>1424</td>\n",
       "      <td>1744</td>\n",
       "      <td>17.900000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.63</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.00</td>\n",
       "      <td>10.018000</td>\n",
       "      <td>9.088667</td>\n",
       "      <td>10.134667</td>\n",
       "      <td>9.088667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>1610</td>\n",
       "      <td>1508</td>\n",
       "      <td>1429</td>\n",
       "      <td>1222</td>\n",
       "      <td>17.660000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>5.88</td>\n",
       "      <td>-6.25</td>\n",
       "      <td>18.52</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>18.89</td>\n",
       "      <td>8.994667</td>\n",
       "      <td>10.440000</td>\n",
       "      <td>8.960667</td>\n",
       "      <td>8.152000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>1643</td>\n",
       "      <td>1647</td>\n",
       "      <td>1429</td>\n",
       "      <td>1507</td>\n",
       "      <td>17.110000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>3.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>8.77</td>\n",
       "      <td>32.22</td>\n",
       "      <td>10.352000</td>\n",
       "      <td>10.314667</td>\n",
       "      <td>9.640000</td>\n",
       "      <td>9.378667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>1537</td>\n",
       "      <td>1582</td>\n",
       "      <td>1460</td>\n",
       "      <td>1679</td>\n",
       "      <td>19.390000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>5.88</td>\n",
       "      <td>4.44</td>\n",
       "      <td>11.11</td>\n",
       "      <td>5.26</td>\n",
       "      <td>60.00</td>\n",
       "      <td>9.241333</td>\n",
       "      <td>8.713333</td>\n",
       "      <td>8.988667</td>\n",
       "      <td>8.892667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>1707</td>\n",
       "      <td>1606</td>\n",
       "      <td>1504</td>\n",
       "      <td>1740</td>\n",
       "      <td>18.780000</td>\n",
       "      <td>5.26</td>\n",
       "      <td>9.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.56</td>\n",
       "      <td>7.840000</td>\n",
       "      <td>7.362667</td>\n",
       "      <td>7.665333</td>\n",
       "      <td>7.012000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>1326</td>\n",
       "      <td>1049</td>\n",
       "      <td>1511</td>\n",
       "      <td>1331</td>\n",
       "      <td>17.790000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>23.53</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64.44</td>\n",
       "      <td>8.824000</td>\n",
       "      <td>10.064000</td>\n",
       "      <td>11.516000</td>\n",
       "      <td>9.652000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>1206</td>\n",
       "      <td>958</td>\n",
       "      <td>1566</td>\n",
       "      <td>1162</td>\n",
       "      <td>14.470000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>31.37</td>\n",
       "      <td>6.67</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>10.696000</td>\n",
       "      <td>12.784667</td>\n",
       "      <td>13.940000</td>\n",
       "      <td>12.293333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>1786</td>\n",
       "      <td>1750</td>\n",
       "      <td>1569</td>\n",
       "      <td>1552</td>\n",
       "      <td>17.000000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>5.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.00</td>\n",
       "      <td>9.681333</td>\n",
       "      <td>10.125333</td>\n",
       "      <td>9.230667</td>\n",
       "      <td>8.838667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>1788</td>\n",
       "      <td>2100</td>\n",
       "      <td>1579</td>\n",
       "      <td>1901</td>\n",
       "      <td>16.580000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.11</td>\n",
       "      <td>9.956667</td>\n",
       "      <td>9.029333</td>\n",
       "      <td>8.327333</td>\n",
       "      <td>9.216000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>1355</td>\n",
       "      <td>1294</td>\n",
       "      <td>1659</td>\n",
       "      <td>1367</td>\n",
       "      <td>15.530000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>17.65</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>16.67</td>\n",
       "      <td>9.945333</td>\n",
       "      <td>11.286000</td>\n",
       "      <td>11.410000</td>\n",
       "      <td>11.122000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>1234</td>\n",
       "      <td>970</td>\n",
       "      <td>1713</td>\n",
       "      <td>981</td>\n",
       "      <td>15.490000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>27.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>8.684000</td>\n",
       "      <td>12.631333</td>\n",
       "      <td>12.590000</td>\n",
       "      <td>10.760000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>2443</td>\n",
       "      <td>2451</td>\n",
       "      <td>1769</td>\n",
       "      <td>2729</td>\n",
       "      <td>17.440000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.88</td>\n",
       "      <td>6.25</td>\n",
       "      <td>33.33</td>\n",
       "      <td>-12.28</td>\n",
       "      <td>11.11</td>\n",
       "      <td>8.220000</td>\n",
       "      <td>5.973333</td>\n",
       "      <td>6.365333</td>\n",
       "      <td>6.390000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>1779</td>\n",
       "      <td>1554</td>\n",
       "      <td>1819</td>\n",
       "      <td>2058</td>\n",
       "      <td>13.210000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.57</td>\n",
       "      <td>8.89</td>\n",
       "      <td>22.22</td>\n",
       "      <td>8.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.860000</td>\n",
       "      <td>10.224000</td>\n",
       "      <td>11.662000</td>\n",
       "      <td>10.816667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>1872</td>\n",
       "      <td>2508</td>\n",
       "      <td>1832</td>\n",
       "      <td>2572</td>\n",
       "      <td>15.050000</td>\n",
       "      <td>3.51</td>\n",
       "      <td>1.96</td>\n",
       "      <td>31.11</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>12.22</td>\n",
       "      <td>10.582000</td>\n",
       "      <td>8.626000</td>\n",
       "      <td>8.522667</td>\n",
       "      <td>10.466000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>2083</td>\n",
       "      <td>1736</td>\n",
       "      <td>1884</td>\n",
       "      <td>1783</td>\n",
       "      <td>16.050000</td>\n",
       "      <td>14.04</td>\n",
       "      <td>13.73</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.901333</td>\n",
       "      <td>8.566667</td>\n",
       "      <td>8.546000</td>\n",
       "      <td>7.335333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>2059</td>\n",
       "      <td>1716</td>\n",
       "      <td>1896</td>\n",
       "      <td>2227</td>\n",
       "      <td>17.890000</td>\n",
       "      <td>-7.01</td>\n",
       "      <td>15.69</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>22.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.11</td>\n",
       "      <td>6.618667</td>\n",
       "      <td>5.863333</td>\n",
       "      <td>7.376667</td>\n",
       "      <td>6.183333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>1491</td>\n",
       "      <td>1192</td>\n",
       "      <td>1926</td>\n",
       "      <td>1355</td>\n",
       "      <td>17.230000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>21.57</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>52.22</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>9.952000</td>\n",
       "      <td>10.571333</td>\n",
       "      <td>8.838000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>1704</td>\n",
       "      <td>1727</td>\n",
       "      <td>1932</td>\n",
       "      <td>2251</td>\n",
       "      <td>14.980000</td>\n",
       "      <td>-6.66</td>\n",
       "      <td>16.67</td>\n",
       "      <td>17.78</td>\n",
       "      <td>7.41</td>\n",
       "      <td>12.28</td>\n",
       "      <td>17.78</td>\n",
       "      <td>9.936667</td>\n",
       "      <td>8.924667</td>\n",
       "      <td>10.480000</td>\n",
       "      <td>10.554000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>1634</td>\n",
       "      <td>1457</td>\n",
       "      <td>1939</td>\n",
       "      <td>1258</td>\n",
       "      <td>16.920000</td>\n",
       "      <td>28.07</td>\n",
       "      <td>13.73</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.33</td>\n",
       "      <td>7.077333</td>\n",
       "      <td>10.011333</td>\n",
       "      <td>9.055333</td>\n",
       "      <td>7.992667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>2534</td>\n",
       "      <td>2962</td>\n",
       "      <td>1956</td>\n",
       "      <td>2601</td>\n",
       "      <td>16.040000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>-3.91</td>\n",
       "      <td>11.11</td>\n",
       "      <td>18.52</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>4.44</td>\n",
       "      <td>8.315333</td>\n",
       "      <td>6.781333</td>\n",
       "      <td>5.818667</td>\n",
       "      <td>6.820000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>1363</td>\n",
       "      <td>1125</td>\n",
       "      <td>1962</td>\n",
       "      <td>1408</td>\n",
       "      <td>14.430000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>33.33</td>\n",
       "      <td>13.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.222667</td>\n",
       "      <td>12.374667</td>\n",
       "      <td>13.778000</td>\n",
       "      <td>12.444667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>2033</td>\n",
       "      <td>2154</td>\n",
       "      <td>2015</td>\n",
       "      <td>1568</td>\n",
       "      <td>15.310000</td>\n",
       "      <td>31.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.78</td>\n",
       "      <td>8.677333</td>\n",
       "      <td>10.488667</td>\n",
       "      <td>8.383333</td>\n",
       "      <td>8.677333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>1591</td>\n",
       "      <td>1398</td>\n",
       "      <td>2030</td>\n",
       "      <td>1546</td>\n",
       "      <td>18.420000</td>\n",
       "      <td>10.53</td>\n",
       "      <td>17.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>40.00</td>\n",
       "      <td>6.156000</td>\n",
       "      <td>8.280667</td>\n",
       "      <td>8.755333</td>\n",
       "      <td>7.578667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>1519</td>\n",
       "      <td>1262</td>\n",
       "      <td>2158</td>\n",
       "      <td>1568</td>\n",
       "      <td>14.460000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>27.45</td>\n",
       "      <td>8.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.921333</td>\n",
       "      <td>10.977333</td>\n",
       "      <td>11.988667</td>\n",
       "      <td>10.751333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>1495</td>\n",
       "      <td>1104</td>\n",
       "      <td>2234</td>\n",
       "      <td>1625</td>\n",
       "      <td>18.720000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>16.67</td>\n",
       "      <td>5.323333</td>\n",
       "      <td>7.545333</td>\n",
       "      <td>9.767333</td>\n",
       "      <td>7.545333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>2348</td>\n",
       "      <td>2550</td>\n",
       "      <td>2298</td>\n",
       "      <td>2605</td>\n",
       "      <td>14.400000</td>\n",
       "      <td>7.02</td>\n",
       "      <td>5.88</td>\n",
       "      <td>14.58</td>\n",
       "      <td>7.41</td>\n",
       "      <td>7.02</td>\n",
       "      <td>21.11</td>\n",
       "      <td>9.901333</td>\n",
       "      <td>9.295333</td>\n",
       "      <td>9.219333</td>\n",
       "      <td>9.799333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>1759</td>\n",
       "      <td>1547</td>\n",
       "      <td>2320</td>\n",
       "      <td>1523</td>\n",
       "      <td>15.120000</td>\n",
       "      <td>22.81</td>\n",
       "      <td>17.65</td>\n",
       "      <td>4.44</td>\n",
       "      <td>-7.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.11</td>\n",
       "      <td>7.360000</td>\n",
       "      <td>10.254667</td>\n",
       "      <td>9.910667</td>\n",
       "      <td>9.030000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>1790</td>\n",
       "      <td>1595</td>\n",
       "      <td>2332</td>\n",
       "      <td>1991</td>\n",
       "      <td>16.850000</td>\n",
       "      <td>5.26</td>\n",
       "      <td>21.57</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1.10</td>\n",
       "      <td>6.817333</td>\n",
       "      <td>7.865333</td>\n",
       "      <td>8.952667</td>\n",
       "      <td>8.255333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>2014</td>\n",
       "      <td>1965</td>\n",
       "      <td>2365</td>\n",
       "      <td>2468</td>\n",
       "      <td>14.270000</td>\n",
       "      <td>1.75</td>\n",
       "      <td>18.52</td>\n",
       "      <td>16.67</td>\n",
       "      <td>6.67</td>\n",
       "      <td>15.79</td>\n",
       "      <td>-24.43</td>\n",
       "      <td>9.075333</td>\n",
       "      <td>8.870667</td>\n",
       "      <td>9.988667</td>\n",
       "      <td>9.865333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>2516</td>\n",
       "      <td>3039</td>\n",
       "      <td>2398</td>\n",
       "      <td>2519</td>\n",
       "      <td>18.900000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>-7.83</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>7.02</td>\n",
       "      <td>-3.32</td>\n",
       "      <td>4.351333</td>\n",
       "      <td>4.153333</td>\n",
       "      <td>2.812667</td>\n",
       "      <td>4.075333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>2370</td>\n",
       "      <td>2982</td>\n",
       "      <td>2419</td>\n",
       "      <td>2548</td>\n",
       "      <td>15.330000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.22</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>-1.74</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.780000</td>\n",
       "      <td>8.597333</td>\n",
       "      <td>7.544667</td>\n",
       "      <td>9.026000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>1684</td>\n",
       "      <td>1664</td>\n",
       "      <td>2450</td>\n",
       "      <td>1911</td>\n",
       "      <td>17.460000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>18.52</td>\n",
       "      <td>16.67</td>\n",
       "      <td>-18.51</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>6.67</td>\n",
       "      <td>4.711333</td>\n",
       "      <td>6.653333</td>\n",
       "      <td>7.303333</td>\n",
       "      <td>7.180000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>2149</td>\n",
       "      <td>1921</td>\n",
       "      <td>2503</td>\n",
       "      <td>2342</td>\n",
       "      <td>19.040000</td>\n",
       "      <td>-5.25</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>15.79</td>\n",
       "      <td>32.22</td>\n",
       "      <td>3.946667</td>\n",
       "      <td>4.583333</td>\n",
       "      <td>5.674000</td>\n",
       "      <td>4.933333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>1701</td>\n",
       "      <td>1278</td>\n",
       "      <td>2558</td>\n",
       "      <td>1502</td>\n",
       "      <td>15.770000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>31.37</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.952667</td>\n",
       "      <td>10.459333</td>\n",
       "      <td>11.381333</td>\n",
       "      <td>9.290000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>2358</td>\n",
       "      <td>2085</td>\n",
       "      <td>2560</td>\n",
       "      <td>1774</td>\n",
       "      <td>17.630000</td>\n",
       "      <td>24.56</td>\n",
       "      <td>7.84</td>\n",
       "      <td>-4.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>4.924000</td>\n",
       "      <td>7.379333</td>\n",
       "      <td>6.264667</td>\n",
       "      <td>5.446667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>3022</td>\n",
       "      <td>3240</td>\n",
       "      <td>2603</td>\n",
       "      <td>2701</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.67</td>\n",
       "      <td>11.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.508667</td>\n",
       "      <td>7.492667</td>\n",
       "      <td>6.323333</td>\n",
       "      <td>6.768000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>1815</td>\n",
       "      <td>1444</td>\n",
       "      <td>2649</td>\n",
       "      <td>2160</td>\n",
       "      <td>15.110000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.33</td>\n",
       "      <td>11.11</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.146667</td>\n",
       "      <td>9.381333</td>\n",
       "      <td>11.603333</td>\n",
       "      <td>10.122000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>2209</td>\n",
       "      <td>1951</td>\n",
       "      <td>2817</td>\n",
       "      <td>2016</td>\n",
       "      <td>15.660000</td>\n",
       "      <td>17.54</td>\n",
       "      <td>17.65</td>\n",
       "      <td>6.67</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>6.902000</td>\n",
       "      <td>9.049333</td>\n",
       "      <td>9.056667</td>\n",
       "      <td>8.324667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>2120</td>\n",
       "      <td>1640</td>\n",
       "      <td>2825</td>\n",
       "      <td>2219</td>\n",
       "      <td>17.460000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.44</td>\n",
       "      <td>5.433333</td>\n",
       "      <td>7.002000</td>\n",
       "      <td>8.570667</td>\n",
       "      <td>7.002000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>2640</td>\n",
       "      <td>2870</td>\n",
       "      <td>3030</td>\n",
       "      <td>2869</td>\n",
       "      <td>19.020000</td>\n",
       "      <td>8.77</td>\n",
       "      <td>5.56</td>\n",
       "      <td>14.58</td>\n",
       "      <td>-11.10</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.696667</td>\n",
       "      <td>4.420000</td>\n",
       "      <td>4.206000</td>\n",
       "      <td>4.807333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>2803</td>\n",
       "      <td>3264</td>\n",
       "      <td>3085</td>\n",
       "      <td>2565</td>\n",
       "      <td>19.720000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>-3.91</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-18.51</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.132667</td>\n",
       "      <td>3.652000</td>\n",
       "      <td>2.104667</td>\n",
       "      <td>3.106000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>2677</td>\n",
       "      <td>2296</td>\n",
       "      <td>3305</td>\n",
       "      <td>3297</td>\n",
       "      <td>14.300000</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>23.53</td>\n",
       "      <td>13.33</td>\n",
       "      <td>7.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.474000</td>\n",
       "      <td>7.426667</td>\n",
       "      <td>9.228667</td>\n",
       "      <td>8.548667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>3695</td>\n",
       "      <td>3330</td>\n",
       "      <td>3841</td>\n",
       "      <td>3838</td>\n",
       "      <td>17.830000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1.75</td>\n",
       "      <td>22.22</td>\n",
       "      <td>3.500000</td>\n",
       "      <td>3.776000</td>\n",
       "      <td>4.298667</td>\n",
       "      <td>3.776000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>3710</td>\n",
       "      <td>3768</td>\n",
       "      <td>3912</td>\n",
       "      <td>2930</td>\n",
       "      <td>16.500000</td>\n",
       "      <td>19.30</td>\n",
       "      <td>-3.91</td>\n",
       "      <td>-2.21</td>\n",
       "      <td>-11.10</td>\n",
       "      <td>14.04</td>\n",
       "      <td>15.56</td>\n",
       "      <td>3.438667</td>\n",
       "      <td>5.352000</td>\n",
       "      <td>3.804667</td>\n",
       "      <td>3.918000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>2006</td>\n",
       "      <td>1191</td>\n",
       "      <td>4050</td>\n",
       "      <td>2132</td>\n",
       "      <td>12.820000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>52.94</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.058667</td>\n",
       "      <td>10.588000</td>\n",
       "      <td>14.117333</td>\n",
       "      <td>10.588000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>3710</td>\n",
       "      <td>4298</td>\n",
       "      <td>4391</td>\n",
       "      <td>3982</td>\n",
       "      <td>15.080000</td>\n",
       "      <td>12.28</td>\n",
       "      <td>3.92</td>\n",
       "      <td>17.78</td>\n",
       "      <td>-14.80</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>5.56</td>\n",
       "      <td>4.664000</td>\n",
       "      <td>5.545333</td>\n",
       "      <td>4.988000</td>\n",
       "      <td>5.912000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>376</th>\n",
       "      <td>5066</td>\n",
       "      <td>6010</td>\n",
       "      <td>5058</td>\n",
       "      <td>4808</td>\n",
       "      <td>14.350000</td>\n",
       "      <td>15.79</td>\n",
       "      <td>-3.91</td>\n",
       "      <td>11.11</td>\n",
       "      <td>-3.69</td>\n",
       "      <td>-3.50</td>\n",
       "      <td>7.78</td>\n",
       "      <td>4.913333</td>\n",
       "      <td>5.210667</td>\n",
       "      <td>3.897333</td>\n",
       "      <td>4.898667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>377</th>\n",
       "      <td>4643</td>\n",
       "      <td>3452</td>\n",
       "      <td>6396</td>\n",
       "      <td>4836</td>\n",
       "      <td>15.880000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.57</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.876000</td>\n",
       "      <td>4.314000</td>\n",
       "      <td>5.752000</td>\n",
       "      <td>4.314000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>378</th>\n",
       "      <td>7188</td>\n",
       "      <td>6203</td>\n",
       "      <td>8212</td>\n",
       "      <td>6176</td>\n",
       "      <td>17.194497</td>\n",
       "      <td>12.28</td>\n",
       "      <td>9.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.762667</td>\n",
       "      <td>5.234667</td>\n",
       "      <td>5.069333</td>\n",
       "      <td>4.416000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     software rank  logic rank  ai rank  network rank        avg     os  \\\n",
       "0                2           2        2             2  18.780000  33.33   \n",
       "1                6           6        7             4  16.780000  49.12   \n",
       "2                9           9        9            11  20.000000  31.58   \n",
       "3               11           8       11             8  18.370000  47.37   \n",
       "4               13          15       14            15  18.090000  43.86   \n",
       "5               17          13       15            17  17.194497  28.07   \n",
       "6               15          14       17            12  15.540000  43.86   \n",
       "7               20          20       20            21  17.890000  35.09   \n",
       "8               32          35       24            31  17.194497  33.33   \n",
       "9               25          24       26            23  18.920000  33.33   \n",
       "10              31          38       29            39  17.194497  21.05   \n",
       "11              33          33       29            34  19.060000  31.58   \n",
       "12              28          28       30            32  18.820000  24.56   \n",
       "13              36          43       34            40  18.410000  21.05   \n",
       "14              38          36       38            33  19.730000  35.09   \n",
       "15              34          25       40            29  20.000000  36.84   \n",
       "16              56          65       45            65  14.040000  26.32   \n",
       "17              66          64       47            80  18.360000  15.79   \n",
       "18              73          90       47            66  14.960000  40.35   \n",
       "19              60          45       49            37  17.680000  40.35   \n",
       "20              74         104       59            97  20.000000  12.28   \n",
       "21              73          56       62            68  15.620000  26.32   \n",
       "22              58          69       64            61  15.970000  31.58   \n",
       "23              51          26       65            48  17.310000  19.30   \n",
       "24              74          74       70            76  19.190000  26.32   \n",
       "25              83          70       77            55  19.360000  43.86   \n",
       "26              78          98       78           121  16.130000  12.28   \n",
       "27              81          76       79            72  15.940000  42.11   \n",
       "28              76          82       80            81  16.570000  29.82   \n",
       "29              88          71       86            95  14.810000  15.79   \n",
       "30              96          90       97            88  19.320000  35.09   \n",
       "31              85          59      100            85  16.340000  15.79   \n",
       "32              85          84      101            74  20.000000  38.60   \n",
       "33              98          77      102            92  18.770000  24.56   \n",
       "34              97          97      105           116  16.910000  21.05   \n",
       "35             142         142      109           128  18.850000  22.81   \n",
       "36             111         118      111           125  16.340000  24.56   \n",
       "37              86          67      116            69  20.000000  42.11   \n",
       "38             111          85      123            88  16.620000  35.09   \n",
       "39             136         122      126           159  15.880000  12.28   \n",
       "40             138         136      129           145  18.310000  19.30   \n",
       "41             140         143      133           147  18.170000  19.30   \n",
       "42             121         147      134           187  17.194497   1.75   \n",
       "43             137         133      138           141  16.410000  22.81   \n",
       "44             124         106      142           108  15.880000  28.07   \n",
       "45             106         113      146           105  17.500000  35.09   \n",
       "46             130         129      154           140  17.210000  22.81   \n",
       "47             167         131      160           151  16.850000  21.05   \n",
       "48             153         166      194           181  17.194497  17.54   \n",
       "49             211         183      220           188  20.000000  19.30   \n",
       "50             262         231      290           246  20.000000  22.81   \n",
       "51             293         283      291           249  16.810000  33.33   \n",
       "52             236         189      297           233  17.130000  19.30   \n",
       "53             326         328      320           280  18.100000  29.82   \n",
       "54             360         367      326           387  16.500000  15.79   \n",
       "55             314         241      328           320  19.250000   8.77   \n",
       "56             287         287      338           333  17.194497  15.79   \n",
       "57             400         384      349           331  17.660000  28.07   \n",
       "58             484         546      355           505  13.970000  17.54   \n",
       "59             317         256      362           242  17.640000  33.33   \n",
       "60             396         386      366           395  17.670000  17.54   \n",
       "61             395         384      368           457  17.440000   8.77   \n",
       "62             394         357      428           381  18.010000  17.54   \n",
       "63             386         409      429           307  20.000000  38.60   \n",
       "64             457         472      442           442  18.990000  21.05   \n",
       "65             628         685      462           702  14.610000  10.53   \n",
       "66             420         396      484           428  15.680000  19.30   \n",
       "67             460         399      509           459  17.194497  15.60   \n",
       "68             588         519      510           501  17.520000  21.05   \n",
       "69             617         703      526           447  16.950000  40.35   \n",
       "70             440         388      530           305  18.200000  40.35   \n",
       "71             594         542      536           493  15.160000  26.32   \n",
       "72             637         658      540           686  19.440000   8.77   \n",
       "73             510         445      562           365  19.130000  35.09   \n",
       "74             648         756      562           706  17.194497  12.28   \n",
       "75             544         577      647           658  16.800000   8.77   \n",
       "76             590         555      714           564  16.720000  19.30   \n",
       "77             653         797      734           780  16.930000  10.53   \n",
       "78             772         824      810           889  18.830000   7.02   \n",
       "79            1008        1214      911          1014  19.070000  15.79   \n",
       "80            1110        1048     1335          1080  15.860000  15.79   \n",
       "81            1344        1792     1344          2113  17.194497   0.00   \n",
       "82            1132         995     1384           986  17.194497  19.30   \n",
       "83            1124         942     1464           874  15.220000  26.32   \n",
       "84            1798        1445     2033          1778  17.010000   5.26   \n",
       "85            2603        1846     3842          2342  16.110000   8.77   \n",
       "86            4807        4874     4924          3944  16.830000  14.04   \n",
       "87            6379        6325     6470          6613  17.194497   0.00   \n",
       "88            6650        6741     6728          6956  18.630000   0.00   \n",
       "89            9493        9669     9510          9559  17.194497   1.75   \n",
       "90               1           1        1             1  16.840000  68.33   \n",
       "91               2           2        2             2  16.650000  68.42   \n",
       "92               5           4        5             4  17.800000  55.00   \n",
       "93               8           9        7            14  17.194497  29.82   \n",
       "94               9          12        8            14  14.960000  43.86   \n",
       "95               7           6        9             6  19.410000  50.88   \n",
       "96              10          10       10            13  19.350000  42.11   \n",
       "97              12          15       11             9  20.000000  61.40   \n",
       "98              16          19       12            23  18.150000  24.56   \n",
       "99              11           7       13             7  16.070000  73.33   \n",
       "100             13          16       14            12  19.460000  60.00   \n",
       "101             10          19       17            13  17.450000  65.00   \n",
       "102             18          18       24            20  18.300000  45.00   \n",
       "103             21          21       26            19  19.840000  56.14   \n",
       "104             43          35       31            47  19.980000  24.56   \n",
       "105             33          30       35            37  17.970000  45.61   \n",
       "106             38          28       37            30  18.710000  52.63   \n",
       "107             35          25       38            36  20.000000  35.09   \n",
       "108             40          36       39            31  17.510000  55.00   \n",
       "109             77          89       40            90  17.220000  14.04   \n",
       "110             55          71       41            57  18.160000  45.61   \n",
       "111             51          64       42            45  20.000000  61.67   \n",
       "112             54          44       45            43  18.650000  53.33   \n",
       "113             46          32       48            39  17.330000  43.33   \n",
       "114             45          37       49            41  18.400000  42.11   \n",
       "115             48          42       53            46  17.210000  46.67   \n",
       "116             56          61       56            53  19.760000  48.33   \n",
       "117             42          40       60            44  18.820000  41.67   \n",
       "118             53          66       61            83  15.460000  21.05   \n",
       "119             67          84       62            62  18.500000  53.33   \n",
       "120             57          57       63            66  17.500000  29.82   \n",
       "121             50          43       64            49  18.700000  43.86   \n",
       "122             37          29       68            41  18.670000  47.37   \n",
       "123             67          74       68            73  16.680000  38.60   \n",
       "124             74         105       69            79  17.720000  43.86   \n",
       "125             70          75       72            73  17.600000  42.11   \n",
       "126             71          50       73            55  18.550000  45.00   \n",
       "127            106         112       76           105  16.160000  41.67   \n",
       "128             45          27       78            26  19.400000  60.00   \n",
       "129             81          81       81            84  17.194497  38.33   \n",
       "130             61          53       83            48  18.720000  61.40   \n",
       "131             89          83       85            72  18.340000  51.67   \n",
       "132            103         123       87           100  20.000000  46.67   \n",
       "133             88          86       89            92  16.350000  38.33   \n",
       "134             78          65       90            64  18.910000  47.37   \n",
       "135             96          93       91            89  15.850000  45.61   \n",
       "136             94          72       93            91  16.960000  33.33   \n",
       "137            105          87       95            87  16.630000  43.86   \n",
       "138            110         108       96           116  20.000000  26.32   \n",
       "139            104         116      100           120  16.290000  29.82   \n",
       "140             73          60      102            84  18.900000  26.67   \n",
       "141            140         172      106           132  17.360000  48.33   \n",
       "142            167         210      107           168  17.890000  35.00   \n",
       "143             93          85      108            78  20.000000  50.00   \n",
       "144             84          76      111            81  18.190000  38.60   \n",
       "145             96          84      112            84  18.590000  48.33   \n",
       "146            101         106      112            99  16.760000  48.33   \n",
       "147            120         118      115           103  17.270000  51.67   \n",
       "148            104          98      116            98  17.860000  45.00   \n",
       "149            116         100      117           108  19.210000  36.84   \n",
       "150             82         100      120           116  18.390000  28.07   \n",
       "151             95          68      120            77  17.460000  46.67   \n",
       "152            166         189      124           189  14.050000  28.07   \n",
       "153            132         151      125           125  18.370000  42.11   \n",
       "154            125         116      134           152  16.580000  15.79   \n",
       "155             83          62      140            60  18.980000  60.00   \n",
       "156            129         125      142           105  20.000000  54.39   \n",
       "157            133         113      143           115  14.640000  45.61   \n",
       "158            122         117      145           101  17.910000  56.67   \n",
       "159            124         107      147           117  16.700000  36.84   \n",
       "160             91          77      150            80  15.620000  53.33   \n",
       "161            162         185      152           155  15.570000  45.00   \n",
       "162            126          99      153           107  20.000000  41.67   \n",
       "163            198         215      154           211  16.630000  28.07   \n",
       "164            150         150      162           166  17.950000  29.82   \n",
       "165            186         181      164           201  17.480000  26.32   \n",
       "166            159         143      165           144  15.860000  43.33   \n",
       "167            128         102      167           134  17.940000  28.07   \n",
       "168             97          79      168            82  17.040000  51.67   \n",
       "169            123         170      170           108  20.000000  40.35   \n",
       "170            137         109      176           143  19.780000  22.81   \n",
       "171            166         128      178           141  16.200000  38.60   \n",
       "172            143         140      185           180  17.410000  22.81   \n",
       "173            171         169      187           188  16.550000  29.82   \n",
       "174            162         126      191           140  19.040000  42.11   \n",
       "175            173         153      191           149  17.910000  42.11   \n",
       "176            190         193      192           195  18.290000  33.33   \n",
       "177            200         170      194           167  15.580000  42.11   \n",
       "178            251         268      197           233  15.130000  40.00   \n",
       "179            204         163      198           222  15.480000  15.79   \n",
       "180            145         154      199           199  17.194497  21.05   \n",
       "181            196         172      199           148  17.194497  50.00   \n",
       "182            187         178      201           189  17.800000  33.33   \n",
       "183            242         285      205           342  16.080000   0.00   \n",
       "184            361         499      207           496  19.560000   0.00   \n",
       "185            316         314      212           311  15.520000  24.56   \n",
       "186            209         175      214           196  20.000000  31.58   \n",
       "187            243         239      217           229  17.194497  35.09   \n",
       "188            155         129      218           128  18.030000  49.12   \n",
       "189            159         133      223           147  15.860000  41.67   \n",
       "190            269         238      228           220  18.360000  38.33   \n",
       "191            226         238      229           231  15.240000  35.00   \n",
       "192            224         194      231           232  16.900000  28.07   \n",
       "193            214         211      235           192  15.970000  45.61   \n",
       "194            302         328      236           273  13.280000  43.86   \n",
       "195            184         183      238           193  15.330000  33.33   \n",
       "196            205         155      239           144  15.530000  51.67   \n",
       "197            237         232      247           203  15.500000  45.61   \n",
       "198            253         179      247           199  16.540000  36.84   \n",
       "199            220         196      248           202  17.180000  36.84   \n",
       "200            181         139      251           157  18.520000  36.84   \n",
       "201            236         224      255           229  15.990000  33.33   \n",
       "202            291         306      255           349  18.060000  12.28   \n",
       "203            195         214      257           199  16.920000  40.35   \n",
       "204            360         351      273           279  18.210000  45.00   \n",
       "205            308         327      276           364  16.770000  19.30   \n",
       "206            286         265      278           268  14.290000  36.67   \n",
       "207            180         125      281           169  16.080000  31.67   \n",
       "208            203         191      285           218  19.420000  29.82   \n",
       "209            271         229      286           289  18.770000  17.54   \n",
       "210            283         302      289           281  18.480000  35.00   \n",
       "211            312         349      291           343  17.950000  24.56   \n",
       "212            259         261      293           255  15.700000  38.60   \n",
       "213            300         321      300           276  17.170000  41.67   \n",
       "214            248         253      307           271  17.330000  29.82   \n",
       "215            238         221      310           183  19.050000  50.00   \n",
       "216            288         234      310           249  18.990000  33.33   \n",
       "217            315         309      311           399  19.140000   5.26   \n",
       "218            290         236      329           316  16.050000  10.00   \n",
       "219            344         463      332           301  20.000000  54.39   \n",
       "220            209         167      339           246  14.210000  19.30   \n",
       "221            435         555      341           481  17.194497  24.56   \n",
       "222            312         267      343           300  16.990000  28.33   \n",
       "223            373         378      345           369  14.400000  28.07   \n",
       "224            321         322      347           264  20.000000  49.12   \n",
       "225            381         311      358           327  15.840000  29.82   \n",
       "226            278         237      360           265  19.180000  31.58   \n",
       "227            268         227      365           253  15.440000  31.58   \n",
       "228            450         477      369           478  20.000000  15.79   \n",
       "229            357         342      375           339  16.740000  31.58   \n",
       "230            320         295      376           300  17.194497  38.60   \n",
       "231            415         416      376           318  16.460000  51.67   \n",
       "232            386         444      377           421  16.030000  21.05   \n",
       "233            529         596      378           515  14.430000  22.81   \n",
       "234            279         225      382           306  17.940000  15.00   \n",
       "235            260         179      385           186  19.860000  48.33   \n",
       "236            353         249      394           312  19.430000  24.56   \n",
       "237            353         334      396           330  19.010000  31.58   \n",
       "238            411         396      400           353  18.050000  35.09   \n",
       "239            514         636      402           490  19.570000  28.07   \n",
       "240            326         285      408           310  15.400000  35.09   \n",
       "241            530         752      411           710  17.194497   5.26   \n",
       "242            443         491      422           443  19.960000  22.81   \n",
       "243            358         329      445           304  15.470000  48.33   \n",
       "244            446         323      445           371  16.160000  26.32   \n",
       "245            367         338      447           321  15.500000  40.35   \n",
       "246            388         269      454           345  17.040000  21.05   \n",
       "247            464         541      461           464  17.480000  29.82   \n",
       "248            349         337      466           323  17.050000  38.60   \n",
       "249            409         402      468           385  17.180000  33.33   \n",
       "250            461         389      475           415  15.230000  26.32   \n",
       "251            426         360      480           371  18.850000  29.82   \n",
       "252            372         327      484           420  18.740000  10.53   \n",
       "253            556         555      503           469  17.280000  36.84   \n",
       "254            354         316      518           390  16.440000  15.79   \n",
       "255            405         371      521           383  17.480000  28.07   \n",
       "256            459         431      522           429  16.590000  31.58   \n",
       "257            468         386      523           439  17.080000  21.05   \n",
       "258            398         317      531           386  15.080000  21.05   \n",
       "259            571         553      531           479  18.820000  35.09   \n",
       "260            395         385      532           382  17.420000  33.33   \n",
       "261            427         359      532           357  15.950000  42.11   \n",
       "262            619         806      547           705  17.550000  15.79   \n",
       "263            650         717      558           553  15.580000  40.35   \n",
       "264            464         600      578           773  15.600000   0.00   \n",
       "265            739         715      585           654  15.850000  26.67   \n",
       "266            613         859      588           880  14.080000  10.53   \n",
       "267            596         492      610           476  15.040000  35.09   \n",
       "268            749         904      610           775  14.960000  24.56   \n",
       "269            509         466      622           405  17.550000  45.61   \n",
       "270            515         537      629           502  17.190000  31.58   \n",
       "271            574         532      636           439  20.000000  41.67   \n",
       "272            588         524      645           751  15.010000   1.75   \n",
       "273            605         583      678           452  17.170000  45.61   \n",
       "274            486         332      679           403  15.030000  28.07   \n",
       "275            512         370      700           520  15.700000  12.28   \n",
       "276            965         919      701           818  15.730000  26.32   \n",
       "277           1148        1179      735          1146  16.990000   8.77   \n",
       "278            654         643      740           527  16.230000  40.35   \n",
       "279            600         545      754           591  19.170000  19.30   \n",
       "280            635         685      763           686  14.440000  24.56   \n",
       "281            839         740      763           879  16.380000   8.77   \n",
       "282            853         782      778           694  17.720000  29.82   \n",
       "283           1033        1175      796           977  17.810000  17.54   \n",
       "284            485         339      809           358  13.300000  43.86   \n",
       "285            575         404      809           508  15.660000  21.05   \n",
       "286            670         525      816           564  17.820000  25.00   \n",
       "287            756         723      820           725  17.030000  21.05   \n",
       "288            900         991      821           863  14.250000  26.32   \n",
       "289           1156        1382      829          1093  16.460000  18.33   \n",
       "290            931        1034      835          1154  17.510000   1.75   \n",
       "291           1442        1724      845          1493  15.110000  10.53   \n",
       "292           1127        1412      849          1379  18.060000   3.51   \n",
       "293            623         504      856           537  16.590000  29.82   \n",
       "294            613         483      873           619  20.000000  12.28   \n",
       "295            505         363      878           434  17.940000  29.82   \n",
       "296            925         941      901          1181  16.370000   0.00   \n",
       "297            677         608      902           731  15.520000  15.79   \n",
       "298           1045        1161      903           873  18.020000  29.82   \n",
       "299            672         545      905           590  17.180000  28.07   \n",
       "300            874         771      918           783  17.620000  21.05   \n",
       "301            910        1030      997          1048  17.620000  12.28   \n",
       "302           1164        1271     1037          1156  18.710000  15.79   \n",
       "303           1199        1314     1039          1517  13.650000   0.00   \n",
       "304            695         531     1050           578  15.460000  29.82   \n",
       "305           1355        1278     1062          1359  16.060000   5.26   \n",
       "306           1620        1718     1069          1805  17.740000  -5.25   \n",
       "307            904         835     1097           776  16.670000  31.58   \n",
       "308            679         462     1138           756  17.310000   0.00   \n",
       "309            712         453     1142           490  15.880000  42.11   \n",
       "310           1234        1232     1164           950  16.010000  33.33   \n",
       "311           1194        1155     1183          1011  19.190000  21.05   \n",
       "312           1036        1012     1189           984  16.350000  20.00   \n",
       "313           1270        1127     1207          1205  16.800000  12.28   \n",
       "314            908         818     1211           850  16.330000  26.67   \n",
       "315           1115        1097     1216          1210  14.220000   0.00   \n",
       "316           1115        1097     1216          1210  14.220000   0.00   \n",
       "317           1036        1189     1219          1335  15.540000   7.02   \n",
       "318           1032         909     1246           867  16.860000  26.32   \n",
       "319            978         770     1263           934  15.840000  14.04   \n",
       "320           1028         955     1269           896  16.810000  28.07   \n",
       "321           1109         868     1274          1101  15.970000   8.77   \n",
       "322           1330        1462     1303          1104  19.620000  29.82   \n",
       "323           1184        1175     1341          1091  16.730000  22.81   \n",
       "324           1172        1112     1348          1193  13.640000  17.54   \n",
       "325           1152        1222     1370          1113  16.730000  25.00   \n",
       "326           1247         992     1381          1160  17.350000  12.28   \n",
       "327           1223        1242     1393          1206  18.750000  15.79   \n",
       "328           1186        1030     1403           882  15.940000  36.84   \n",
       "329           1661        2156     1407          1811  17.590000  13.33   \n",
       "330           1613        1414     1424          1744  17.900000   0.00   \n",
       "331           1610        1508     1429          1222  17.660000  28.07   \n",
       "332           1643        1647     1429          1507  17.110000  14.04   \n",
       "333           1537        1582     1460          1679  19.390000   1.75   \n",
       "334           1707        1606     1504          1740  18.780000   5.26   \n",
       "335           1326        1049     1511          1331  17.790000   1.75   \n",
       "336           1206         958     1566          1162  14.470000  14.04   \n",
       "337           1786        1750     1569          1552  17.000000  19.30   \n",
       "338           1788        2100     1579          1901  16.580000  10.53   \n",
       "339           1355        1294     1659          1367  15.530000  15.79   \n",
       "340           1234         970     1713           981  15.490000  28.07   \n",
       "341           2443        2451     1769          2729  17.440000   0.00   \n",
       "342           1779        1554     1819          2058  13.210000   0.00   \n",
       "343           1872        2508     1832          2572  15.050000   3.51   \n",
       "344           2083        1736     1884          1783  16.050000  14.04   \n",
       "345           2059        1716     1896          2227  17.890000  -7.01   \n",
       "346           1491        1192     1926          1355  17.230000  12.28   \n",
       "347           1704        1727     1932          2251  14.980000  -6.66   \n",
       "348           1634        1457     1939          1258  16.920000  28.07   \n",
       "349           2534        2962     1956          2601  16.040000  10.53   \n",
       "350           1363        1125     1962          1408  14.430000  12.28   \n",
       "351           2033        2154     2015          1568  15.310000  31.58   \n",
       "352           1591        1398     2030          1546  18.420000  10.53   \n",
       "353           1519        1262     2158          1568  14.460000  12.28   \n",
       "354           1495        1104     2234          1625  18.720000   0.00   \n",
       "355           2348        2550     2298          2605  14.400000   7.02   \n",
       "356           1759        1547     2320          1523  15.120000  22.81   \n",
       "357           1790        1595     2332          1991  16.850000   5.26   \n",
       "358           2014        1965     2365          2468  14.270000   1.75   \n",
       "359           2516        3039     2398          2519  18.900000  12.28   \n",
       "360           2370        2982     2419          2548  15.330000  15.79   \n",
       "361           1684        1664     2450          1911  17.460000   8.77   \n",
       "362           2149        1921     2503          2342  19.040000  -5.25   \n",
       "363           1701        1278     2558          1502  15.770000  17.54   \n",
       "364           2358        2085     2560          1774  17.630000  24.56   \n",
       "365           3022        3240     2603          2701  16.000000  17.54   \n",
       "366           1815        1444     2649          2160  15.110000   0.00   \n",
       "367           2209        1951     2817          2016  15.660000  17.54   \n",
       "368           2120        1640     2825          2219  17.460000   0.00   \n",
       "369           2640        2870     3030          2869  19.020000   8.77   \n",
       "370           2803        3264     3085          2565  19.720000  19.30   \n",
       "371           2677        2296     3305          3297  14.300000  -3.50   \n",
       "372           3695        3330     3841          3838  17.830000   0.00   \n",
       "373           3710        3768     3912          2930  16.500000  19.30   \n",
       "374           2006        1191     4050          2132  12.820000   0.00   \n",
       "375           3710        4298     4391          3982  15.080000  12.28   \n",
       "376           5066        6010     5058          4808  14.350000  15.79   \n",
       "377           4643        3452     6396          4836  15.880000   0.00   \n",
       "378           7188        6203     8212          6176  17.194497  12.28   \n",
       "\n",
       "     logic     ai  signal   math  english     ai_avg  network_avg  logic_avg  \\\n",
       "0    50.00  73.33   55.56  45.00    82.22  55.480667    52.443333  53.554667   \n",
       "1    25.00  46.67   25.93  63.33    87.78  45.084667    45.186000  43.578000   \n",
       "2    63.33  43.33   48.15  31.67     0.00  40.167333    40.396000  42.512667   \n",
       "3    65.00  38.33   33.33  10.00    60.00  40.361333    43.075333  44.250667   \n",
       "4    58.33  55.00   44.44   0.00     2.22  40.252000    40.435333  41.400000   \n",
       "5    68.33  30.00   55.56  33.33    17.78  39.466000    40.188667  42.872667   \n",
       "6    63.33  38.33   37.04  20.00    52.22  40.993333    43.114667  44.412667   \n",
       "7    53.33  45.00   44.44  15.00    28.89  38.942667    38.874667  40.090667   \n",
       "8    38.33  43.33   62.96   3.33     0.00  36.367333    34.058667  34.392000   \n",
       "9    53.33  45.00   29.63  13.33    37.78  35.998667    36.800667  38.134000   \n",
       "10   40.00  56.67   44.44  28.33     0.00  37.320667    34.650000  35.913333   \n",
       "11   41.67  45.00   51.85   8.33     5.56  35.723333    34.150000  34.822667   \n",
       "12   48.33  53.33   29.63  23.33     0.00  34.614000    33.942667  35.527333   \n",
       "13   35.00  46.67   33.33  30.00    35.56  34.358667    32.762000  33.692000   \n",
       "14   45.00  36.67   33.33  15.00     3.33  31.684667    32.357333  33.018000   \n",
       "15   61.67  28.33   33.33   6.67    11.11  31.441333    33.898000  35.553333   \n",
       "16   33.33  48.33   37.04  20.00    37.78  35.189333    33.474667  33.942000   \n",
       "17   46.67  40.00   62.96   0.00     0.00  32.639333    29.939333  31.998000   \n",
       "18   20.00  43.33   51.85   8.33     3.33  33.994000    31.672000  30.315333   \n",
       "19   53.33  16.67   55.56   5.00     0.00  31.404667    32.834667  33.700000   \n",
       "20    8.33  45.00   22.22  40.00    61.11  29.418000    26.310667  26.047333   \n",
       "21   58.33  23.33   62.96   0.00    14.44  32.817333    32.708000  34.842000   \n",
       "22   28.33  50.00    7.41  41.67     0.00  30.464667    30.631333  30.414667   \n",
       "23   88.33  18.33   51.85   6.67     0.00  31.784667    34.281333  38.883333   \n",
       "24   33.33  35.00   33.33  21.67     0.00  28.596667    28.018000  28.485333   \n",
       "25   31.67   8.33   29.63   8.33    74.44  27.215333    29.720000  28.907333   \n",
       "26   40.00  58.33   29.63   3.33    25.56  31.418000    29.039333  30.887333   \n",
       "27   41.67  33.33   33.33  -1.66     0.00  29.310667    30.452000  30.422667   \n",
       "28   36.67  40.00   22.22  10.00    35.56  29.668000    29.952667  30.409333   \n",
       "29   55.00  21.67   44.44  35.00     0.00  29.824667    30.136667  32.750667   \n",
       "30   40.00  28.33   29.63  -1.66     0.00  25.610667    26.752667  27.080000   \n",
       "31   65.00  15.00   29.63  23.33    75.56  29.898667    32.309333  35.590000   \n",
       "32   31.67  21.67    7.41  18.33    44.44  24.610000    27.356000  26.894000   \n",
       "33   48.33  16.67   33.33   8.33    46.67  26.689333    28.215333  29.800000   \n",
       "34   50.00  41.67   29.63   0.00     0.00  27.914667    27.898000  29.828000   \n",
       "35   28.33  15.00   44.44  15.00    32.22  25.375333    24.822000  25.190000   \n",
       "36   45.00  36.67   33.33   0.00     0.00  27.356667    27.327333  28.690000   \n",
       "37   58.33  16.67   14.81   0.00     0.00  23.606667    28.204000  29.285333   \n",
       "38   48.33  11.67   22.22  25.00    26.67  26.129333    29.431333  30.314000   \n",
       "39   53.33  33.33   44.44   1.67     3.33  27.787333    26.976667  29.713333   \n",
       "40   41.67  31.67   33.33   5.00     0.00  25.194000    24.925333  26.416667   \n",
       "41   40.00  28.33   33.33  10.00     2.22  24.895333    24.738000  26.118000   \n",
       "42   40.00  45.00   18.52  33.33    26.67  27.609333    26.158000  28.708000   \n",
       "43   45.00  33.33   29.63   5.00     0.00  26.042667    26.366000  27.845333   \n",
       "44   46.67  18.33   22.22  10.00    58.89  26.428000    28.707333  29.947333   \n",
       "45   46.67  36.67    7.41   0.00     0.00  24.501333    27.013333  27.785333   \n",
       "46   46.67  36.67   18.52   5.00     0.00  24.934000    25.886667  27.477333   \n",
       "47   53.33  16.67   44.44   1.67     0.00  24.876667    25.761333  27.913333   \n",
       "48   43.33  40.00    3.70   5.00     8.89  21.951333    23.096000  24.815333   \n",
       "49   33.33  10.00   18.52  33.33     0.00  19.118667    20.726000  21.661333   \n",
       "50   40.00  15.00   18.52   3.33     2.22  18.191333    20.144000  21.290000   \n",
       "51   31.67  16.67   22.22   0.00     0.00  19.778000    21.518667  21.408000   \n",
       "52   51.67  18.33   14.81  11.67     0.00  20.155333    22.677333  24.835333   \n",
       "53   28.33  18.33   18.52   0.00    -1.10  18.260000    19.680000  19.580667   \n",
       "54   33.33  20.00   33.33   0.00     7.78  20.120000    19.839333  21.008667   \n",
       "55   48.33   6.67   29.63   5.00    33.33  18.791333    20.178000  22.815333   \n",
       "56   41.67  30.00   11.11   0.00     2.22  19.084000    20.174000  21.899333   \n",
       "57   25.00   6.67   29.63   5.00     5.56  17.689333    18.807333  18.602667   \n",
       "58   20.00  20.00   44.44   3.33     0.00  20.840000    19.046667  19.210667   \n",
       "59   43.33   8.33   14.81   0.00     0.00  17.626667    21.194667  21.861333   \n",
       "60   31.67  13.33   29.63   0.00     0.00  17.211333    17.628000  18.570000   \n",
       "61   38.33  20.00   33.33   0.00     0.00  18.864000    18.448667  20.419333   \n",
       "62   40.00  11.67   18.52   5.00     6.67  16.768667    18.592000  20.089333   \n",
       "63   20.00  13.33    0.00  -1.66     3.33  13.942000    16.960000  15.720000   \n",
       "64   25.00  13.33   18.52   0.00    12.22  15.616667    16.563333  16.826667   \n",
       "65   20.00  20.00   44.44   0.00    -3.32  18.772667    16.512000  17.143333   \n",
       "66   40.00  18.33   11.11   5.00     6.67  17.414667    19.405333  20.785333   \n",
       "67   45.00  11.00   22.00   0.00     0.00  16.453333    18.293333  20.253333   \n",
       "68   30.00   1.67   33.33   0.00     2.22  15.469333    16.539333  17.136000   \n",
       "69    0.00   6.67   11.11   0.00    38.89  14.663333    16.168000  13.478000   \n",
       "70   30.00   0.00    0.00   0.00    28.89  13.996000    18.686000  17.996000   \n",
       "71   30.00   5.00   29.63   0.00     0.00  16.523333    17.969333  18.214667   \n",
       "72   23.33  15.00   29.63   1.67     0.00  15.013333    14.178000  15.148667   \n",
       "73   28.33  -1.66    7.41   5.00     0.00  12.501333    16.346000  15.895333   \n",
       "74   11.67  16.67   22.22   8.33     5.56  14.382667    13.386667  13.346000   \n",
       "75   35.00  28.33    7.41   0.00     0.00  15.457333    15.992667  17.741333   \n",
       "76   35.00  15.00    3.70   5.00     0.00  13.933333    16.306667  17.353333   \n",
       "77   16.67  25.00    0.00   8.33    30.00  14.106000    14.252667  14.662000   \n",
       "78   21.67  16.67   11.11   8.33    11.11  12.812000    12.872667  13.849333   \n",
       "79    0.00  13.33    7.41  10.00     7.78  10.046667     9.716667   8.664000   \n",
       "80   26.67   5.00   11.11   6.67     0.00  11.158667    12.915333  13.640667   \n",
       "81   10.00  33.33   11.11  -1.66     0.00  12.222000     9.926000  10.592667   \n",
       "82   28.33   3.33    7.41   0.00     0.00  10.007333    12.466667  13.068667   \n",
       "83   30.00   0.00    3.70   0.00     0.00  10.004000    13.512000  13.757333   \n",
       "84   25.00  -1.66   14.81   5.00     0.00   7.571333     8.712000  10.028000   \n",
       "85   30.00  -5.00    0.00   0.00     5.56   4.791333     7.709333   9.124667   \n",
       "86    0.00   0.00    0.00   0.00     0.00   2.808000     3.744000   2.808000   \n",
       "87    0.00   0.00    0.00   0.00    60.00   4.000000     4.000000   4.000000   \n",
       "88   -1.66   0.00    0.00   0.00    18.89   1.038000     0.927333   0.816667   \n",
       "89    0.00   0.00    0.00   0.00     0.00   0.350000     0.466667   0.350000   \n",
       "90   58.82  85.42   80.00  14.04     0.00  62.159333    59.608000  58.974000   \n",
       "91   47.06  55.56   44.44  35.09    76.67  53.452667    54.484667  53.060667   \n",
       "92   64.71  41.67   74.07   3.51    25.56  47.726000    47.990667  48.638000   \n",
       "93   49.02  64.44   66.67   0.00    61.11  47.092000    43.607333  44.887333   \n",
       "94   47.06  64.71   80.00   5.26     3.33  49.226000    45.640000  45.853333   \n",
       "95   49.02  44.44   37.04  21.05    82.22  44.258667    45.486667  45.362667   \n",
       "96   58.82  35.56   66.67   1.75    47.78  42.500000    42.413333  43.527333   \n",
       "97   45.10  41.67   55.56   5.26     0.00  41.218667    41.836667  40.750000   \n",
       "98   49.02  46.67   74.07  -1.74    86.67  44.253333    41.109333  42.740000   \n",
       "99   60.78  25.00   62.96  -1.74    18.89  43.056000    46.132667  45.296000   \n",
       "100  55.56  50.00   41.67   5.26     0.00  41.776667    43.369333  43.073333   \n",
       "101  45.10  60.42   29.63   5.26    13.33  42.641333    43.978000  42.651333   \n",
       "102  60.78  52.08   29.63   1.75    28.89  39.077333    40.682000  41.734000   \n",
       "103  52.94  37.78   25.93   8.77    22.22  36.198000    39.222667  39.009333   \n",
       "104  50.98  16.67   66.67  22.81    26.67  34.308000    33.788000  35.549333   \n",
       "105  52.94  39.58   40.74   0.00    23.33  36.438667    37.654000  38.142667   \n",
       "106  56.86  22.22   51.85   0.00     0.00  34.402667    36.764000  37.046000   \n",
       "107  58.82  17.78   44.44  19.30    33.33  33.285333    35.398000  36.980000   \n",
       "108  50.98  26.67   44.44  -1.74    30.00  35.565333    37.890000  37.622000   \n",
       "109  21.57  10.42   76.67  42.11    86.67  35.189333    31.757333  32.259333   \n",
       "110  29.41  35.56   44.44   0.00    57.78  35.266000    34.934000  33.854000   \n",
       "111  31.37  35.42   33.33   0.00     0.00  32.628000    34.247333  32.227333   \n",
       "112  50.98  15.56   55.56   0.00     0.00  32.724667    34.937333  34.780667   \n",
       "113  58.82  17.78   40.74   0.00    77.78  34.583333    37.492000  38.524667   \n",
       "114  52.94  20.00   33.33  15.79    54.44  33.214667    35.996000  36.718000   \n",
       "115  52.94  31.25   33.33   0.00    43.33  34.280667    36.616000  37.034000   \n",
       "116  37.25  29.17   33.33   0.00    47.78  32.262667    33.801333  33.062667   \n",
       "117  50.98  31.11   14.81  26.32    32.22  32.046667    35.162000  35.782667   \n",
       "118  52.94  62.50   40.74   0.00     0.00  36.083333    34.133333  36.259333   \n",
       "119  31.37  35.56   40.74   0.00     0.00  32.479333    33.039333  31.575333   \n",
       "120  50.98  33.33   44.44   0.00    51.11  33.944667    34.146667  35.557333   \n",
       "121  56.86  26.67   33.33   8.77     0.00  31.300667    34.015333  34.882000   \n",
       "122  70.59  41.67   11.11   0.00     0.00  32.220000    36.565333  38.113333   \n",
       "123  45.10  35.56   40.74   3.51    18.89  33.091333    33.584667  34.018000   \n",
       "124  19.61  44.44   22.22   0.00    91.11  33.755333    33.542667  31.926000   \n",
       "125  47.06  33.33   33.33   0.00    15.56  31.288000    32.788667  33.118667   \n",
       "126  56.86   2.22   44.44   1.75    50.00  29.628000    33.308000  34.098667   \n",
       "127  33.33  28.89   55.56  -1.74     0.00  31.362000    30.732000  30.176000   \n",
       "128  68.63  15.56    0.00   0.00    67.78  29.818667    37.356667  37.932000   \n",
       "129  52.94  31.25   40.74   0.00     0.00  31.206000    32.491333  33.465333   \n",
       "130  54.90  26.67    3.70   0.00    17.78  28.637333    34.366000  33.932667   \n",
       "131  45.10  11.11   40.74   0.00    16.67  28.569333    31.564000  31.126000   \n",
       "132  23.53  28.89   29.63   0.00    30.00  28.101333    28.880000  27.337333   \n",
       "133  52.94  24.44   44.44   0.00     0.00  30.130000    31.622667  32.596667   \n",
       "134  52.94   8.89   29.63   0.00    50.00  28.162667    32.282000  32.653333   \n",
       "135  45.10  20.00   44.44   5.26     0.00  30.058000    31.809333  31.775333   \n",
       "136  62.75   6.67   59.26   0.00     0.00  28.663333    30.673333  32.634667   \n",
       "137  52.94   6.67   55.56   0.00     0.00  28.721333    31.026000  31.631333   \n",
       "138  39.22  20.00   44.44   5.26    26.67  27.194000    27.267333  28.127333   \n",
       "139  35.29  33.33   25.93  15.79    64.44  31.144667    31.534667  31.899333   \n",
       "140  68.63  31.11   18.52   0.00    13.33  27.373333    30.418000  33.215333   \n",
       "141  19.61  24.44   44.44   0.00     8.89  28.278667    28.216000  26.301333   \n",
       "142  17.65  24.44   55.56   5.26    17.78  28.869333    27.046000  25.889333   \n",
       "143  50.98  11.11   25.93   0.00     3.33  25.168000    29.430667  29.496000   \n",
       "144  56.86  22.22   14.81   0.00    50.00  27.522000    31.417333  32.634667   \n",
       "145  52.94  20.00   25.93   0.00     0.00  27.244000    30.933333  31.240667   \n",
       "146  43.14  31.11   22.22   0.00     0.00  28.158000    30.700667  30.354667   \n",
       "147  33.33  16.67   29.63   0.00    38.89  27.742000    30.322000  29.099333   \n",
       "148  47.06  24.44   25.93   0.00     0.00  26.978000    29.757333  29.894667   \n",
       "149  49.02  13.33   40.74   0.00     0.00  25.606667    27.726000  28.538000   \n",
       "150  47.06  51.11   -3.69  -1.74    64.44  28.844000    30.691333  31.957333   \n",
       "151  64.71   2.22   33.33   5.26     0.00  25.921333    30.976667  32.179333   \n",
       "152  29.41  24.44   59.26   1.75    32.22  30.286000    28.538000  28.627333   \n",
       "153  23.53  20.83   25.93  12.28    40.00  26.604000    27.862667  26.624000   \n",
       "154  47.06  24.44   37.04  -1.74    80.00  28.459333    28.550667  30.635333   \n",
       "155  62.75  11.11    0.00   0.00    15.56  24.366667    31.809333  31.992667   \n",
       "156  37.25  17.78   18.52   0.00     6.67  24.734667    28.424000  27.281333   \n",
       "157  49.02  12.50   40.74   0.00     8.89  27.732000    30.491333  30.718667   \n",
       "158  37.25  18.75   11.11   0.00    28.89  25.448667    29.719333  28.424667   \n",
       "159  50.98  15.56   25.93   0.00    44.44  26.463333    29.552000  30.494667   \n",
       "160  64.71  26.67    0.00   0.00     0.00  26.406000    32.497333  33.256000   \n",
       "161  31.37  28.89   29.63   0.00     0.00  26.812667    28.002667  27.094000   \n",
       "162  52.94   4.44   22.22   0.00    25.56  22.724667    27.254667  28.006000   \n",
       "163  29.41  24.44   44.44   0.00    21.11  26.348000    25.588000  25.677333   \n",
       "164  43.14  29.17   25.93   0.00     0.00  24.680667    25.871333  26.759333   \n",
       "165  39.22  20.00   44.44   0.00     0.00  24.714667    24.788000  25.648000   \n",
       "166  45.10  13.33   40.74  -3.50    11.11  26.656000    28.946667  29.064667   \n",
       "167  62.75  17.78   29.63  -1.74    13.33  25.304667    28.198667  30.510667   \n",
       "168  64.71  17.78   -7.40   0.00    26.67  24.001333    31.068000  31.937333   \n",
       "169  58.82   8.89   14.81   0.00    10.00  21.912000    26.943333  28.174667   \n",
       "170  58.82  13.33   25.93   3.51     6.67  22.058000    24.882667  27.283333   \n",
       "171  52.94   4.44   40.74   0.00     3.33  24.332667    27.423333  28.379333   \n",
       "172  49.02  33.33   14.81   0.00    25.56  24.652000    26.231333  27.978667   \n",
       "173  39.22  24.44   22.22  15.79     0.00  24.260000    25.752000  26.378667   \n",
       "174  52.94   4.44   29.63   0.00     0.00  22.590667    26.656000  27.378000   \n",
       "175  43.14  13.33   25.93   0.00     0.00  22.914667    25.980667  26.049333   \n",
       "176  35.29  20.00   25.93  -5.25    27.78  23.042667    24.555333  24.686000   \n",
       "177  41.18  13.33   33.33   0.00     0.00  24.133333    26.575333  26.513333   \n",
       "178  23.53  22.92   40.74   0.00     0.00  25.397333    25.388667  24.290667   \n",
       "179  49.02  12.50   44.44   5.26    24.44  24.246000    24.770667  26.986000   \n",
       "180  49.02  42.22   11.11   5.26    42.22  27.742667    28.858667  30.723333   \n",
       "181  37.25   9.80   25.93  -1.74     0.00  22.534000    25.968667  25.118667   \n",
       "182  39.22  17.78   25.93   0.00    22.22  23.304000    25.226667  25.619333   \n",
       "183  21.57  31.42   29.43  31.58    41.11  24.092000    21.473333  22.911333   \n",
       "184   0.00  31.25   55.56   3.51    50.00  23.246667    17.459333  17.459333   \n",
       "185  21.57  13.33   55.56  12.28     0.00  24.092000    22.574667  22.375333   \n",
       "186  43.14   8.89   29.63   0.00     0.00  20.364667    22.778000  23.548667   \n",
       "187  33.33  20.00   33.33   0.00     8.89  24.054000    25.060000  24.942667   \n",
       "188  50.98  11.11    7.41  -1.74    28.89  22.760000    28.198667  28.322667   \n",
       "189  54.90  20.00   11.11   0.00     0.00  23.209333    27.573333  28.455333   \n",
       "190  33.33   2.22   40.74   0.00     0.00  20.850000    22.763333  22.430000   \n",
       "191  33.33  24.44   22.22  10.53    22.22  25.290667    26.735333  26.624000   \n",
       "192  45.10  17.78   33.33   0.00    11.11  23.775333    25.246000  26.381333   \n",
       "193  37.25  22.22   14.81  -1.74     4.44  23.040000    26.095333  25.538000   \n",
       "194  19.61  22.92   37.04  -3.50    13.33  25.328667    25.562667  23.946000   \n",
       "195  39.22  22.22    3.70  15.79    48.89  23.925333    27.034000  27.426667   \n",
       "196  49.02   4.44   22.22   0.00     0.00  22.498000    27.433333  27.256667   \n",
       "197  33.33  18.75   18.52   0.00    15.56  23.307333    26.085333  25.266667   \n",
       "198  50.98   0.00   40.74   0.00     3.33  22.535333    25.674000  26.616667   \n",
       "199  43.14  18.75   18.52   0.00     0.00  21.824000    24.671333  25.091333   \n",
       "200  52.94   6.67   11.11   0.00    32.22  20.575333    25.375333  26.448667   \n",
       "201  41.18  22.92   22.22   0.00     0.00  22.712667    24.670667  25.194000   \n",
       "202  29.41  22.22   33.33  10.53    34.44  22.668667    21.744667  22.886667   \n",
       "203  37.25  33.33   -3.69   5.26     0.00  21.888000    25.085333  24.878667   \n",
       "204  14.81  -4.43   40.74   0.00    28.89  19.867333    21.434000  19.421333   \n",
       "205  29.41  28.89   33.33   0.00    17.78  23.336667    22.436000  23.110000   \n",
       "206  35.29  20.00   29.63   0.00     0.00  23.298667    24.787333  24.695333   \n",
       "207  64.71   8.89   11.11   0.00    31.11  21.628667    26.720667  28.923333   \n",
       "208  47.06  26.67    0.00   0.00     0.00  19.350667    22.698000  23.847333   \n",
       "209  47.06  11.11   33.33  -1.74     3.33  19.401333    20.745333  22.713333   \n",
       "210  21.57  24.44    7.41   3.51    31.11  20.417333    22.065333  21.170000   \n",
       "211  23.53  31.11   22.22  -1.74     3.33  20.779333    20.430000  20.361333   \n",
       "212  33.33  26.67   11.11   0.00    11.11  22.238667    24.515333  24.164000   \n",
       "213  19.61  22.22   11.11   0.00    32.22  21.244000    23.107333  21.636667   \n",
       "214  37.25  31.11    7.41   0.00     3.33  20.930667    22.834000  23.329333   \n",
       "215  37.25  13.33   -3.69   5.26    11.11  19.225333    24.399333  23.549333   \n",
       "216  41.18   4.44   25.93   0.00     0.00  18.526667    21.469333  21.992667   \n",
       "217  37.25  24.44   29.63   0.00    35.56  20.832667    20.062000  22.194667   \n",
       "218  47.06  11.11   25.93  21.05    18.89  20.489333    21.824000  24.294667   \n",
       "219   0.00  26.67    0.00   0.00     0.00  17.990000    19.838000  16.212000   \n",
       "220  58.82  26.67   -3.69   0.00    70.00  22.743333    26.419333  29.054000   \n",
       "221   5.88  27.08   29.63   0.00    13.33  19.732000    17.980667  16.735333   \n",
       "222  41.18  14.58   22.22   0.00     0.00  19.488667    21.669333  22.526000   \n",
       "223  25.49  20.00   29.63   0.00    27.78  22.124000    22.386000  22.214000   \n",
       "224  21.57  13.33    3.70   0.00     0.00  16.994667    20.572000  18.735333   \n",
       "225  37.25   2.22   40.74   0.00     0.00  19.670667    21.278000  21.773333   \n",
       "226  45.10  13.33    7.41   0.00     0.00  17.366000    21.095333  21.996667   \n",
       "227  45.10  11.11    3.70   0.00    75.56  21.069333    25.194000  26.095333   \n",
       "228  13.73  11.11   33.33   8.77    18.89  17.046000    16.051333  15.914000   \n",
       "229  31.37  15.56   22.22   0.00     0.00  19.092000    20.770000  20.756000   \n",
       "230  39.22  20.00   14.81   0.00     0.00  21.244667    24.112000  24.153333   \n",
       "231  15.69   4.44   25.93   0.00     0.00  18.796000    21.262000  18.863333   \n",
       "232  11.76  24.44    7.41  14.04    78.89  20.908667    20.972667  20.353333   \n",
       "233   5.88  11.11   40.74  24.56    12.22  20.546000    19.002000  17.873333   \n",
       "234  52.94  15.56    7.41   0.00    42.22  18.504667    21.502667  24.032000   \n",
       "235  52.94  -4.43   -3.69   0.00     0.00  14.805333    22.098000  22.405333   \n",
       "236  50.98  -4.43   29.63   0.00     6.67  16.898667    20.254667  22.016000   \n",
       "237  33.33  13.33   14.81  -8.76     2.22  16.256667    18.708000  18.824667   \n",
       "238  21.57   4.44   22.22   0.00    31.11  17.596000    19.596000  18.694667   \n",
       "239  -1.96  13.33   22.22  -1.74    61.11  17.193333    16.564000  14.562000   \n",
       "240  45.10  20.00   11.11   0.00     0.00  20.586667    23.858667  24.526000   \n",
       "241  -3.91  33.33   22.22  19.30    64.44  20.732000    17.118667  16.507333   \n",
       "242   9.80  11.11   11.11   7.02    70.00  16.656000    17.348667  16.481333   \n",
       "243  35.29  20.00    0.00   0.00     0.00  19.704667    23.946000  23.076667   \n",
       "244  43.14 -11.10   44.44   0.00     0.00  16.944000    19.352000  20.473333   \n",
       "245  35.29  13.33   11.11   0.00     0.00  18.552000    21.965333  21.628000   \n",
       "246  50.98  -4.43   29.63   0.00    14.44  16.714667    19.836667  21.832000   \n",
       "247   9.80  20.00    7.41   0.00    61.11  18.160000    18.974000  17.639333   \n",
       "248  35.29  17.78    0.00   0.00     0.00  17.166667    20.907333  20.686667   \n",
       "249  27.45  15.56   11.11   0.00     7.78  17.216000    19.490000  19.098000   \n",
       "250  33.33   2.22   29.63   0.00    34.44  18.522000    20.375333  20.842667   \n",
       "251  35.29   0.00   22.22   0.00     0.00  15.113333    17.972667  18.337333   \n",
       "252  41.18  15.56    7.41   0.00    48.89  16.487333    18.403333  20.446667   \n",
       "253  15.69   8.89   22.22   0.00     0.00  16.274667    17.702667  16.292667   \n",
       "254  41.18  17.78   -7.40   3.51    76.67  17.489333    20.595333  22.288000   \n",
       "255  33.33  10.42    3.70  -5.25    51.11  16.284000    19.436000  19.786667   \n",
       "256  33.33  15.56   14.81   0.00     0.00  17.871333    20.174000  20.290667   \n",
       "257  35.29   0.00   22.22   0.00    47.78  16.544667    18.819333  19.768667   \n",
       "258  45.10   6.25   11.11   0.00    61.11  18.186000    21.438667  23.042000   \n",
       "259  17.65   4.44   22.22   0.00    13.33  15.888000    17.626667  16.464000   \n",
       "260  33.33  22.22   -7.40   0.00     0.00  15.555333    19.011333  19.011333   \n",
       "261  39.22   6.67   11.11   0.00     0.00  17.652000    21.888667  21.696000   \n",
       "262   0.00  26.67    7.41   5.26    72.22  17.268000    16.048667  14.996000   \n",
       "263   7.84  13.33   22.22   0.00    20.00  18.447333    19.290000  17.122667   \n",
       "264  27.45  55.56    0.00   0.00     0.00  18.476000    16.602000  18.432000   \n",
       "265  13.73   8.33   33.33   1.75     0.00  16.285333    16.201333  15.338667   \n",
       "266  11.76  50.00   14.81   3.51     0.00  20.437333    17.602667  17.684667   \n",
       "267  29.41   0.00   22.22   0.00    12.22  16.198000    19.016667  18.638000   \n",
       "268   5.88  24.44   25.93   0.00    22.22  18.880667    17.552000  16.306667   \n",
       "269  27.45   6.67    0.00   0.00    12.22  15.375333    19.801333  18.590667   \n",
       "270  23.53  20.83   -3.69   0.00     7.78  14.788667    17.320000  16.783333   \n",
       "271  17.65   0.00    0.00   0.00    23.33  12.242667    16.197333  14.596000   \n",
       "272  40.74  25.00   25.93 -19.29    11.11  15.803333    15.240667  17.840000   \n",
       "273  15.69   4.44   -7.40   3.51    32.22  13.534000    17.818000  15.823333   \n",
       "274  54.90  -4.43   14.81   0.00     0.00  14.714667    19.554000  21.342667   \n",
       "275  54.90   4.44   18.52   0.00     0.00  14.664000    17.612000  20.453333   \n",
       "276   9.80   0.00   40.74   0.00     0.00  14.718667    14.410667  13.309333   \n",
       "277   3.70   5.88   46.67   0.00    16.67  14.260667    11.588667  11.250667   \n",
       "278  17.65  11.11    0.00   0.00    15.56  14.423333    17.549333  16.036000   \n",
       "279  29.41  13.33    0.00  -1.74    16.67  12.215333    14.574000  15.248000   \n",
       "280  25.49  31.25    0.00   0.00     8.89  17.236667    18.490000  18.552000   \n",
       "281  25.49   8.89   33.33   0.00     0.00  14.189333    13.658667  14.773333   \n",
       "282  15.69   0.00   22.22   0.00     0.00  12.500000    14.052667  13.110667   \n",
       "283  -7.83   4.44   18.52  14.04    68.89  13.816667    12.933333  11.242000   \n",
       "284  52.94  -2.21   -7.40   0.00    10.00  14.428000    21.522000  22.127333   \n",
       "285  47.06  -2.21    7.41   0.00    37.78  13.896000    18.090000  19.824000   \n",
       "286  35.29   0.00   11.11   0.00     0.00  11.927333    15.206000  15.892000   \n",
       "287  21.57  11.11    7.41   0.00    46.67  14.642000    16.248667  16.283333   \n",
       "288   7.84  17.78   14.81  -1.74    30.00  15.780667    15.885333  14.653333   \n",
       "289  -7.83  11.11   25.93  15.79     0.00  12.876000    11.106667   9.362667   \n",
       "290  11.11  21.57   20.00   8.77     6.67  13.197333    11.283333  11.907333   \n",
       "291  -9.79   8.33   48.15   8.77     1.11  13.895333    10.179333   8.824667   \n",
       "292   0.00  22.22   25.93   7.02     0.00  12.749333     9.773333   9.539333   \n",
       "293  37.25   6.67    0.00   0.00     0.00  12.709333    16.736000  17.231333   \n",
       "294  41.18   8.89    0.00   0.00     0.00  10.317333    13.288667  15.215333   \n",
       "295  50.98   0.00  -14.80   0.00     6.67  10.246000    16.619333  18.030000   \n",
       "296  23.53  26.67   22.22   0.00     0.00  14.693333    13.002667  14.571333   \n",
       "297  35.29  20.00    3.70   0.00     0.00  13.936667    15.762000  17.062000   \n",
       "298  -5.87   4.44   11.11   0.00    51.11  11.994667    12.554667  10.175333   \n",
       "299  37.25   6.67    0.00   0.00     8.89  12.952000    16.862000  17.474000   \n",
       "300  21.57   2.22   11.11  10.53    17.78  12.489333    14.442000  14.476667   \n",
       "301  13.73  26.67    3.70   0.00     0.00  12.138667    11.848000  11.944667   \n",
       "302   3.92  13.33   14.81   0.00     8.89  10.790000    10.228000   9.436667   \n",
       "303   9.80  20.00   25.93   0.00    57.78  15.678000    13.269333  13.922667   \n",
       "304  41.18   4.44   -3.69   0.00     0.00  11.900667    16.584000  17.341333   \n",
       "305   7.84   0.00   33.33  24.56    -8.88  11.446000    10.097333  10.269333   \n",
       "306  -1.96   0.00   40.74  22.81     0.00   9.878000     6.681333   6.900667   \n",
       "307  19.61   8.89    0.00   0.00     0.00  11.301333    14.121333  13.323333   \n",
       "308  52.94   4.17    0.00   0.00    44.44  11.133333    14.384667  17.914000   \n",
       "309  50.98 -15.55   -3.69   0.00     0.00  10.334667    17.823333  18.414667   \n",
       "310   3.92   2.22   11.11  -1.74    27.78  11.622667    13.217333  11.256667   \n",
       "311   5.88   0.00    7.41  -1.74    47.78   9.429333    10.730667   9.719333   \n",
       "312  13.73   8.33   -3.69  15.79    36.67  11.864000    13.803333  13.385333   \n",
       "313  15.69   2.22   22.22   0.00    20.00  10.917333    11.152667  11.380000   \n",
       "314  29.41  16.67   -6.66 -12.28     0.00  10.731333    13.802667  13.985333   \n",
       "315   7.84   4.44    0.00  68.42     0.00  11.352000    11.578667  12.101333   \n",
       "316   7.84   4.44    0.00  68.42     0.00  11.352000    11.578667  12.101333   \n",
       "317  17.65  33.33    0.00   3.51     5.56  13.484000    12.906667  13.615333   \n",
       "318  17.65   0.00    0.00   0.00    45.56  10.654667    13.586000  13.008000   \n",
       "319  35.29   4.17   11.11   0.00     0.00  10.847333    13.117333  14.534000   \n",
       "320  17.65   6.67   -3.69   0.00    16.67  10.119333    12.968667  12.274000   \n",
       "321  31.37   4.44   18.52   0.00     0.00  10.824667    11.970000  13.476667   \n",
       "322  -1.96   6.67    0.00   0.00    25.56   9.185333    10.598000   8.479333   \n",
       "323  13.73  13.33    0.00   0.00     3.33  10.169333    11.716667  11.111333   \n",
       "324  21.57  17.78    7.41   0.00     0.00  12.607333    13.535333  13.804000   \n",
       "325  13.73  17.78   -3.69   0.00     0.00  10.834000    12.476667  11.725333   \n",
       "326  27.45   0.00   18.52   0.00     3.33  10.042000    11.456000  12.467333   \n",
       "327   9.80  11.11   -7.40   0.00    35.56   8.318000     9.776667   9.377333   \n",
       "328  17.65   0.00    0.00   0.00     0.00   9.721333    13.354000  12.074667   \n",
       "329  -7.40  17.65   11.11   3.51     0.00   9.076000     7.554000   6.172000   \n",
       "330  15.69   0.00   29.63   0.00    30.00  10.018000     9.088667  10.134667   \n",
       "331   5.88  -6.25   18.52  -5.25    18.89   8.994667    10.440000   8.960667   \n",
       "332   3.92   0.00   18.52   8.77    32.22  10.352000    10.314667   9.640000   \n",
       "333   5.88   4.44   11.11   5.26    60.00   9.241333     8.713333   8.988667   \n",
       "334   9.80   0.00   22.22   0.00    15.56   7.840000     7.362667   7.665333   \n",
       "335  23.53  -4.43   11.11   0.00    64.44   8.824000    10.064000  11.516000   \n",
       "336  31.37   6.67    7.41   0.00     6.67  10.696000    12.784667  13.940000   \n",
       "337   5.88   0.00   18.52   0.00    20.00   9.681333    10.125333   9.230667   \n",
       "338   0.00  13.33   11.11   0.00    31.11   9.956667     9.029333   8.327333   \n",
       "339  17.65  13.33    0.00  -1.74    16.67   9.945333    11.286000  11.410000   \n",
       "340  27.45   0.00   -3.69   0.00     2.22   8.684000    12.631333  12.590000   \n",
       "341   5.88   6.25   33.33 -12.28    11.11   8.220000     5.973333   6.365333   \n",
       "342  21.57   8.89   22.22   8.77     0.00  10.860000    10.224000  11.662000   \n",
       "343   1.96  31.11    3.70  -1.74    12.22  10.582000     8.626000   8.522667   \n",
       "344  13.73  -4.43   22.22   0.00     0.00   7.901333     8.566667   8.546000   \n",
       "345  15.69  -2.21   22.22   0.00    31.11   6.618667     5.863333   7.376667   \n",
       "346  21.57  -4.43    0.00  -1.74    52.22   7.400000     9.952000  10.571333   \n",
       "347  16.67  17.78    7.41  12.28    17.78   9.936667     8.924667  10.480000   \n",
       "348  13.73  -2.21    0.00   0.00     3.33   7.077333    10.011333   9.055333   \n",
       "349  -3.91  11.11   18.52  -1.74     4.44   8.315333     6.781333   5.818667   \n",
       "350  33.33  13.33    0.00  -1.74     0.00  10.222667    12.374667  13.778000   \n",
       "351   0.00   4.41    0.00   0.00    17.78   8.677333    10.488667   8.383333   \n",
       "352  17.65   0.00   -3.69  -1.74    40.00   6.156000     8.280667   8.755333   \n",
       "353  27.45   8.89    0.00  -1.74    10.00   8.921333    10.977333  11.988667   \n",
       "354  33.33   0.00    0.00  -1.74    16.67   5.323333     7.545333   9.767333   \n",
       "355   5.88  14.58    7.41   7.02    21.11   9.901333     9.295333   9.219333   \n",
       "356  17.65   4.44   -7.40   0.00    11.11   7.360000    10.254667   9.910667   \n",
       "357  21.57  11.11    0.00   0.00    -1.10   6.817333     7.865333   8.952667   \n",
       "358  18.52  16.67    6.67  15.79   -24.43   9.075333     8.870667   9.988667   \n",
       "359  -7.83  11.11   -3.69   7.02    -3.32   4.351333     4.153333   2.812667   \n",
       "360   0.00  22.22   -3.69  -1.74    10.00   8.780000     8.597333   7.544667   \n",
       "361  18.52  16.67  -18.51  -5.25     6.67   4.711333     6.653333   7.303333   \n",
       "362  11.11   0.00   -3.69  15.79    32.22   3.946667     4.583333   5.674000   \n",
       "363  31.37   0.00   -3.69   0.00     0.00   6.952667    10.459333  11.381333   \n",
       "364   7.84  -4.43    0.00   0.00     2.22   4.924000     7.379333   6.264667   \n",
       "365   0.00   6.67   11.11   0.00     0.00   7.508667     7.492667   6.323333   \n",
       "366  33.33  11.11    3.70   0.00     0.00   8.146667     9.381333  11.603333   \n",
       "367  17.65   6.67   -3.69   0.00     0.00   6.902000     9.049333   9.056667   \n",
       "368  23.53   0.00    0.00   0.00    34.44   5.433333     7.002000   8.570667   \n",
       "369   5.56  14.58  -11.10  -3.50     0.00   3.696667     4.420000   4.206000   \n",
       "370  -3.91  11.11  -18.51  -3.50     0.00   2.132667     3.652000   2.104667   \n",
       "371  23.53  13.33    7.41   0.00     0.00   7.474000     7.426667   9.228667   \n",
       "372   7.84   0.00    3.70   1.75    22.22   3.500000     3.776000   4.298667   \n",
       "373  -3.91  -2.21  -11.10  14.04    15.56   3.438667     5.352000   3.804667   \n",
       "374  52.94   0.00    0.00   0.00     0.00   7.058667    10.588000  14.117333   \n",
       "375   3.92  17.78  -14.80  -3.50     5.56   4.664000     5.545333   4.988000   \n",
       "376  -3.91  11.11   -3.69  -3.50     7.78   4.913333     5.210667   3.897333   \n",
       "377  21.57   0.00    0.00   0.00     0.00   2.876000     4.314000   5.752000   \n",
       "378   9.80   0.00    0.00   0.00     0.00   3.762667     5.234667   5.069333   \n",
       "\n",
       "     software_avg  \n",
       "0       55.110000  \n",
       "1       45.022667  \n",
       "2       41.179333  \n",
       "3       42.472667  \n",
       "4       41.178000  \n",
       "5       40.317333  \n",
       "6       42.746000  \n",
       "7       39.535333  \n",
       "8       34.725333  \n",
       "9       37.578667  \n",
       "10      37.024667  \n",
       "11      35.044667  \n",
       "12      35.860667  \n",
       "13      34.470000  \n",
       "14      32.462667  \n",
       "15      33.330667  \n",
       "16      34.942000  \n",
       "17      31.553333  \n",
       "18      31.870667  \n",
       "19      31.256000  \n",
       "20      28.492000  \n",
       "21      32.508667  \n",
       "22      31.859333  \n",
       "23      34.216667  \n",
       "24      28.596667  \n",
       "25      27.351333  \n",
       "26      32.109333  \n",
       "27      29.866667  \n",
       "28      30.631333  \n",
       "29      30.528667  \n",
       "30      26.302000  \n",
       "31      32.256667  \n",
       "32      26.227333  \n",
       "33      27.689333  \n",
       "34      29.272667  \n",
       "35      24.301333  \n",
       "36      28.134667  \n",
       "37      26.508000  \n",
       "38      27.870000  \n",
       "39      28.380000  \n",
       "40      25.750000  \n",
       "41      25.340000  \n",
       "42      29.041333  \n",
       "43      27.067333  \n",
       "44      28.058000  \n",
       "45      27.118667  \n",
       "46      26.810667  \n",
       "47      25.469333  \n",
       "48      24.593333  \n",
       "49      20.106000  \n",
       "50      19.623333  \n",
       "51      20.408000  \n",
       "52      22.612667  \n",
       "53      18.914000  \n",
       "54      20.120000  \n",
       "55      20.038000  \n",
       "56      21.121333  \n",
       "57      17.380667  \n",
       "58      19.210667  \n",
       "59      19.528000  \n",
       "60      17.347333  \n",
       "61      19.197333  \n",
       "62      18.200667  \n",
       "63      15.275333  \n",
       "64      16.048667  \n",
       "65      17.143333  \n",
       "66      19.340667  \n",
       "67      17.986667  \n",
       "68      15.247333  \n",
       "69      13.922667  \n",
       "70      15.996000  \n",
       "71      16.548000  \n",
       "72      14.593333  \n",
       "73      13.896000  \n",
       "74      13.679333  \n",
       "75      17.296667  \n",
       "76      16.020000  \n",
       "77      15.217333  \n",
       "78      13.516000  \n",
       "79       9.552667  \n",
       "80      12.196000  \n",
       "81      12.148000  \n",
       "82      11.402000  \n",
       "83      11.757333  \n",
       "84       8.250667  \n",
       "85       6.791333  \n",
       "86       2.808000  \n",
       "87       4.000000  \n",
       "88       0.927333  \n",
       "89       0.350000  \n",
       "90      60.747333  \n",
       "91      53.627333  \n",
       "92      47.102000  \n",
       "93      45.915333  \n",
       "94      47.030000  \n",
       "95      45.057333  \n",
       "96      41.976667  \n",
       "97      40.521333  \n",
       "98      42.583333  \n",
       "99      42.910667  \n",
       "100     42.702667  \n",
       "101     43.672667  \n",
       "102     41.154000  \n",
       "103     37.998667  \n",
       "104     33.262000  \n",
       "105     37.252000  \n",
       "106     34.736667  \n",
       "107     34.244000  \n",
       "108     36.001333  \n",
       "109     31.516000  \n",
       "110     34.264000  \n",
       "111     32.497333  \n",
       "112     32.419333  \n",
       "113     35.788667  \n",
       "114     34.522000  \n",
       "115     35.588000  \n",
       "116     32.524000  \n",
       "117     34.458000  \n",
       "118     36.896667  \n",
       "119     31.854667  \n",
       "120     34.380667  \n",
       "121     32.869333  \n",
       "122     36.185333  \n",
       "123     33.382000  \n",
       "124     33.581333  \n",
       "125     32.203333  \n",
       "126     30.456000  \n",
       "127     29.880000  \n",
       "128     34.394000  \n",
       "129     32.019333  \n",
       "130     32.050667  \n",
       "131     28.860000  \n",
       "132     27.694667  \n",
       "133     30.696667  \n",
       "134     29.716667  \n",
       "135     30.102000  \n",
       "136     28.896000  \n",
       "137     28.546667  \n",
       "138     26.846000  \n",
       "139     31.768667  \n",
       "140     30.714000  \n",
       "141     26.623333  \n",
       "142     26.342000  \n",
       "143     26.838000  \n",
       "144     30.325333  \n",
       "145     29.044667  \n",
       "146     29.552667  \n",
       "147     27.988667  \n",
       "148     28.386667  \n",
       "149     26.158667  \n",
       "150     32.227333  \n",
       "151     28.013333  \n",
       "152     28.296000  \n",
       "153     26.444000  \n",
       "154     29.127333  \n",
       "155     28.550000  \n",
       "156     25.983333  \n",
       "157     28.284000  \n",
       "158     27.191333  \n",
       "159     28.133333  \n",
       "160     30.720000  \n",
       "161     26.928667  \n",
       "162     24.772667  \n",
       "163     25.346000  \n",
       "164     25.828000  \n",
       "165     24.366667  \n",
       "166     26.946667  \n",
       "167     27.512667  \n",
       "168     28.808667  \n",
       "169     24.846000  \n",
       "170     24.250667  \n",
       "171     25.146000  \n",
       "172     26.932667  \n",
       "173     25.393333  \n",
       "174     24.144667  \n",
       "175     24.062000  \n",
       "176     23.666667  \n",
       "177     24.656667  \n",
       "178     24.250000  \n",
       "179     24.551333  \n",
       "180     30.270000  \n",
       "181     23.288667  \n",
       "182     24.190000  \n",
       "183     23.568000  \n",
       "184     19.542667  \n",
       "185     21.826000  \n",
       "186     21.265333  \n",
       "187     24.054000  \n",
       "188     25.664667  \n",
       "189     26.128667  \n",
       "190     20.356000  \n",
       "191     26.031333  \n",
       "192     24.560000  \n",
       "193     24.536000  \n",
       "194     24.166667  \n",
       "195     26.293333  \n",
       "196     24.284667  \n",
       "197     24.294667  \n",
       "198     23.218000  \n",
       "199     23.465333  \n",
       "200     23.364000  \n",
       "201     23.976667  \n",
       "202     22.407333  \n",
       "203     24.617333  \n",
       "204     18.138667  \n",
       "205     23.075333  \n",
       "206     23.676000  \n",
       "207     25.202000  \n",
       "208     22.488000  \n",
       "209     20.316667  \n",
       "210     21.361333  \n",
       "211     20.866667  \n",
       "212     23.720000  \n",
       "213     21.810667  \n",
       "214     22.920000  \n",
       "215     21.954667  \n",
       "216     19.543333  \n",
       "217     21.340667  \n",
       "218     21.898000  \n",
       "219     17.990000  \n",
       "220     26.910667  \n",
       "221     18.148667  \n",
       "222     20.752667  \n",
       "223     21.848000  \n",
       "224     18.186000  \n",
       "225     19.438000  \n",
       "226     19.878667  \n",
       "227     23.829333  \n",
       "228     15.739333  \n",
       "229     19.702000  \n",
       "230     22.872000  \n",
       "231     18.113333  \n",
       "232     21.198667  \n",
       "233     18.222000  \n",
       "234     21.540000  \n",
       "235     18.580667  \n",
       "236     18.322000  \n",
       "237     17.491333  \n",
       "238     17.552667  \n",
       "239     15.581333  \n",
       "240     22.852667  \n",
       "241     18.990000  \n",
       "242     16.568667  \n",
       "243     22.057333  \n",
       "244     16.857333  \n",
       "245     20.164000  \n",
       "246     18.138000  \n",
       "247     18.319333  \n",
       "248     19.519333  \n",
       "249     18.305333  \n",
       "250     18.768667  \n",
       "251     15.984667  \n",
       "252     18.738667  \n",
       "253     15.839333  \n",
       "254     20.728000  \n",
       "255     18.259333  \n",
       "256     19.106000  \n",
       "257     17.416000  \n",
       "258     20.452000  \n",
       "259     15.583333  \n",
       "260     18.270667  \n",
       "261     19.526000  \n",
       "262     16.774000  \n",
       "263     17.488667  \n",
       "264     20.306000  \n",
       "265     14.978667  \n",
       "266     20.234000  \n",
       "267     16.677333  \n",
       "268     17.544000  \n",
       "269     17.205333  \n",
       "270     16.603333  \n",
       "271     13.419333  \n",
       "272     16.790667  \n",
       "273     15.073333  \n",
       "274     17.387333  \n",
       "275     17.089333  \n",
       "276     12.656000  \n",
       "277     11.396000  \n",
       "278     15.600000  \n",
       "279     14.176000  \n",
       "280     18.936000  \n",
       "281     13.666667  \n",
       "282     12.064667  \n",
       "283     12.060000  \n",
       "284     18.450667  \n",
       "285     16.539333  \n",
       "286     13.539333  \n",
       "287     15.586000  \n",
       "288     15.316000  \n",
       "289     10.625333  \n",
       "290     12.604667  \n",
       "291     10.032667  \n",
       "292     11.020667  \n",
       "293     15.192667  \n",
       "294     13.062667  \n",
       "295     14.631333  \n",
       "296     14.780667  \n",
       "297     16.042667  \n",
       "298     10.862667  \n",
       "299     15.435333  \n",
       "300     13.186667  \n",
       "301     12.807333  \n",
       "302     10.064000  \n",
       "303     14.602667  \n",
       "304     14.892000  \n",
       "305      9.746667  \n",
       "306      7.031333  \n",
       "307     12.608667  \n",
       "308     14.662667  \n",
       "309     13.979333  \n",
       "310     11.143333  \n",
       "311      9.327333  \n",
       "312     13.025333  \n",
       "313     10.482000  \n",
       "314     13.136000  \n",
       "315     11.874667  \n",
       "316     11.874667  \n",
       "317     14.660667  \n",
       "318     11.831333  \n",
       "319     12.459333  \n",
       "320     11.542000  \n",
       "321     11.681333  \n",
       "322      9.054667  \n",
       "323     11.084667  \n",
       "324     13.551333  \n",
       "325     11.995333  \n",
       "326     10.637333  \n",
       "327      9.464667  \n",
       "328     10.898000  \n",
       "329      7.842000  \n",
       "330      9.088667  \n",
       "331      8.152000  \n",
       "332      9.378667  \n",
       "333      8.892667  \n",
       "334      7.012000  \n",
       "335      9.652000  \n",
       "336     12.293333  \n",
       "337      8.838667  \n",
       "338      9.216000  \n",
       "339     11.122000  \n",
       "340     10.760000  \n",
       "341      6.390000  \n",
       "342     10.816667  \n",
       "343     10.466000  \n",
       "344      7.335333  \n",
       "345      6.183333  \n",
       "346      8.838000  \n",
       "347     10.554000  \n",
       "348      7.992667  \n",
       "349      6.820000  \n",
       "350     12.444667  \n",
       "351      8.677333  \n",
       "352      7.578667  \n",
       "353     10.751333  \n",
       "354      7.545333  \n",
       "355      9.799333  \n",
       "356      9.030000  \n",
       "357      8.255333  \n",
       "358      9.865333  \n",
       "359      4.075333  \n",
       "360      9.026000  \n",
       "361      7.180000  \n",
       "362      4.933333  \n",
       "363      9.290000  \n",
       "364      5.446667  \n",
       "365      6.768000  \n",
       "366     10.122000  \n",
       "367      8.324667  \n",
       "368      7.002000  \n",
       "369      4.807333  \n",
       "370      3.106000  \n",
       "371      8.548667  \n",
       "372      3.776000  \n",
       "373      3.918000  \n",
       "374     10.588000  \n",
       "375      5.912000  \n",
       "376      4.898667  \n",
       "377      4.314000  \n",
       "378      4.416000  "
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "2c4acc70",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn.model_selection import train_test_split\n",
    "\n",
    "# train, test = train_test_split(df, test_size=0.1, shuffle=True)\n",
    "\n",
    "# x_train = train[['avg', 'ai_avg']]\n",
    "# y_train = train[['ai rank']]\n",
    "# x_test = test[['avg', 'ai_avg']]\n",
    "# y_test = test[['ai rank']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "id": "e47e27d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_ai = df[['avg', 'ai_avg']]\n",
    "y_train_ai = df[['ai rank']]\n",
    "\n",
    "x_train_software = df[['avg', 'software_avg']]\n",
    "y_train_software = df[['software rank']]\n",
    "\n",
    "x_train_logic = df[['avg', 'logic_avg']]\n",
    "y_train_logic = df[['logic rank']]\n",
    "\n",
    "x_train_network = df[['avg', 'network_avg']]\n",
    "y_train_network = df[['network rank']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "id": "7c234b06",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "uniform  = []\n",
    "distance = []\n",
    "r = range (1,30,1)\n",
    "\n",
    "for k in r:\n",
    "    \n",
    "    # Euclidan, 'straight' distance\n",
    "    model = KNeighborsRegressor(n_neighbors = k, weights='uniform')\n",
    "    model.fit(x_train.values, y_train.values)\n",
    "    uniform.append(model.score(x_test.values,y_test.values))\n",
    "\n",
    "    # Distance is inversely proportional (to lessen the weight of outliers)\n",
    "    model = KNeighborsRegressor(n_neighbors = k, weights='distance') \n",
    "    model.fit(x_train.values, y_train.values)\n",
    "    distance.append(model.score(x_test.values,y_test.values))\n",
    "\n",
    "uniform = np.array(uniform)\n",
    "distance = np.array(distance)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [10, 3]\n",
    "plt.rcParams['figure.dpi'] = 100 # 200 e.g. is really fine, but slower\n",
    "plt.plot(r,uniform,label='uniform',color='blue')\n",
    "plt.plot(r,distance,label='distance',color='red')\n",
    "plt.legend()\n",
    "plt.gca().set_xticks(r)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "id": "088ab1a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "software_model = KNeighborsRegressor(n_neighbors = 11, weights='distance') \n",
    "software_model.fit(x_train_software.values, y_train_software.values)\n",
    "\n",
    "ai_model = KNeighborsRegressor(n_neighbors = 11, weights='distance') \n",
    "ai_model.fit(x_train_ai.values, y_train_ai.values)\n",
    "\n",
    "logic_model = KNeighborsRegressor(n_neighbors = 11, weights='distance') \n",
    "logic_model.fit(x_train_logic.values, y_train_logic.values)\n",
    "\n",
    "network_model = KNeighborsRegressor(n_neighbors = 11, weights='distance') \n",
    "network_model.fit(x_train_network.values, y_train_network.values)\n",
    "\n",
    "\n",
    "# score = model.score(x_test.values,y_test.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "46fac4bf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = KNeighborsRegressor(n_neighbors = 11, weights='uniform')\n",
    "# model.fit(x_train.values, y_train.values)\n",
    "# score = model.score(x_test.values,y_test.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ad669300",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# model.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "id": "b288b32c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[  86.72143262],\n",
       "       [   7.60914106],\n",
       "       [  27.73886364],\n",
       "       [1260.77147489]])"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict(pd.DataFrame({'avg':[15, 20, 10, 18], 'ai_avg': [31, 50,40,10]}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "id": "878866c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[238.79402688]])"
      ]
     },
     "execution_count": 132,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict([[20,21]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 140,
   "id": "66ec3f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "\n",
    "# save model\n",
    "pickle.dump(software_model, open(\"software_model.pickle\", \"wb\"))\n",
    "pickle.dump(ai_model, open(\"ai_model.pickle\", \"wb\"))\n",
    "pickle.dump(logic_model, open(\"logic_model.pickle\", \"wb\"))\n",
    "pickle.dump(network_model, open(\"network_model.pickle\", \"wb\"))\n",
    "\n",
    "# load model\n",
    "filename = \"software_model.pickle\"\n",
    "loaded_model = pickle.load(open(filename, \"rb\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 141,
   "id": "d49ff8e9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[14.36767077]])"
      ]
     },
     "execution_count": 141,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "loaded_model.predict([[18.92,40.5]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7e5bc7cd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f2fb264e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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