flight_fair.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from IPython.display import display_html\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def dss(*args):\n",
    "    html_str=''\n",
    "    for df in args:\n",
    "        html_str+=df.to_html()\n",
    "    display_html(html_str.replace('table','table style=\"display:inline\"'),raw=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_pickle('datasets/sky-tll-ams.p')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(inplace=True)\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['x'] = df['mins'] * df['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(df['price'], df['mins'])\n",
    "plt.xlabel('Price')\n",
    "plt.ylabel('Mins')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>85862.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "      <td>161635.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "      <td>397880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235</td>\n",
       "      <td>225.92</td>\n",
       "      <td>1</td>\n",
       "      <td>53091.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "      <td>193968.40</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>265</td>\n",
       "      <td>355.87</td>\n",
       "      <td>1</td>\n",
       "      <td>94305.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1635</td>\n",
       "      <td>160.96</td>\n",
       "      <td>2</td>\n",
       "      <td>263169.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "      <td>130381.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "      <td>286094.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>145</td>\n",
       "      <td>227.49</td>\n",
       "      <td>0</td>\n",
       "      <td>32986.05</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dss(df.head(), df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_zscore = (df - df.mean())/df.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>145</td>\n",
       "      <td>227.49</td>\n",
       "      <td>0</td>\n",
       "      <td>32986.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>145</td>\n",
       "      <td>395.14</td>\n",
       "      <td>0</td>\n",
       "      <td>57295.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235</td>\n",
       "      <td>225.92</td>\n",
       "      <td>1</td>\n",
       "      <td>53091.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>235</td>\n",
       "      <td>341.32</td>\n",
       "      <td>1</td>\n",
       "      <td>80210.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>250</td>\n",
       "      <td>206.25</td>\n",
       "      <td>1</td>\n",
       "      <td>51562.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>260</td>\n",
       "      <td>207.76</td>\n",
       "      <td>1</td>\n",
       "      <td>54017.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>265</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>72246.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>265</td>\n",
       "      <td>355.87</td>\n",
       "      <td>1</td>\n",
       "      <td>94305.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>265</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>81588.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>72019.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>69872.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>305</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>247190.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>95442.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>71017.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>84515.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "      <td>160807.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>315</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>255294.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>320</td>\n",
       "      <td>802.56</td>\n",
       "      <td>1</td>\n",
       "      <td>256819.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "      <td>92882.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>92970.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "      <td>115580.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>85862.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "      <td>131179.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "      <td>146091.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "      <td>115872.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "      <td>119960.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "      <td>121929.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "      <td>120732.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "      <td>90042.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>440</td>\n",
       "      <td>1938.64</td>\n",
       "      <td>1</td>\n",
       "      <td>853001.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>440</td>\n",
       "      <td>1375.81</td>\n",
       "      <td>1</td>\n",
       "      <td>605356.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>450</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>430384.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "      <td>79993.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "      <td>76030.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>455</td>\n",
       "      <td>920.93</td>\n",
       "      <td>2</td>\n",
       "      <td>419023.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "      <td>156556.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "      <td>95598.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "      <td>158995.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "      <td>121761.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "      <td>145116.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "      <td>143085.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "      <td>133135.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "      <td>144595.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "      <td>142091.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "      <td>130381.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "      <td>238398.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>535</td>\n",
       "      <td>1317.17</td>\n",
       "      <td>2</td>\n",
       "      <td>704685.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "      <td>261556.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "      <td>148637.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "      <td>339120.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "      <td>227028.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "      <td>132994.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "      <td>193968.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "      <td>188282.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "      <td>155293.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>98564.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "      <td>239861.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "      <td>266605.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>715</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>551608.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "      <td>303314.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "      <td>192157.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "      <td>349963.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>750</td>\n",
       "      <td>1305.54</td>\n",
       "      <td>1</td>\n",
       "      <td>979155.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "      <td>173008.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>785</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>605611.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "      <td>230688.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "      <td>161635.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "      <td>193391.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>123205.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "      <td>533077.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "      <td>286094.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "      <td>305932.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "      <td>211180.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>955</td>\n",
       "      <td>802.55</td>\n",
       "      <td>2</td>\n",
       "      <td>766435.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>965</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>922935.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "      <td>326026.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "      <td>269246.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "      <td>397880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</td>\n",
       "      <td>195600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1165</td>\n",
       "      <td>300.49</td>\n",
       "      <td>1</td>\n",
       "      <td>350070.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1175</td>\n",
       "      <td>328.54</td>\n",
       "      <td>2</td>\n",
       "      <td>386034.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1270</td>\n",
       "      <td>187.34</td>\n",
       "      <td>2</td>\n",
       "      <td>237921.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1290</td>\n",
       "      <td>203.53</td>\n",
       "      <td>1</td>\n",
       "      <td>262553.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1295</td>\n",
       "      <td>244.19</td>\n",
       "      <td>1</td>\n",
       "      <td>316226.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1340</td>\n",
       "      <td>307.34</td>\n",
       "      <td>2</td>\n",
       "      <td>411835.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1345</td>\n",
       "      <td>278.94</td>\n",
       "      <td>2</td>\n",
       "      <td>375174.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1345</td>\n",
       "      <td>245.86</td>\n",
       "      <td>2</td>\n",
       "      <td>330681.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1575</td>\n",
       "      <td>223.91</td>\n",
       "      <td>2</td>\n",
       "      <td>352658.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1635</td>\n",
       "      <td>160.96</td>\n",
       "      <td>2</td>\n",
       "      <td>263169.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1680</td>\n",
       "      <td>299.34</td>\n",
       "      <td>2</td>\n",
       "      <td>502891.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1930</td>\n",
       "      <td>253.71</td>\n",
       "      <td>2</td>\n",
       "      <td>489660.30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>98564.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>123205.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1635</td>\n",
       "      <td>160.96</td>\n",
       "      <td>2</td>\n",
       "      <td>263169.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "      <td>76030.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "      <td>79993.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1270</td>\n",
       "      <td>187.34</td>\n",
       "      <td>2</td>\n",
       "      <td>237921.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</td>\n",
       "      <td>195600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "      <td>161635.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "      <td>95598.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1290</td>\n",
       "      <td>203.53</td>\n",
       "      <td>1</td>\n",
       "      <td>262553.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>250</td>\n",
       "      <td>206.25</td>\n",
       "      <td>1</td>\n",
       "      <td>51562.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>260</td>\n",
       "      <td>207.76</td>\n",
       "      <td>1</td>\n",
       "      <td>54017.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "      <td>90042.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1575</td>\n",
       "      <td>223.91</td>\n",
       "      <td>2</td>\n",
       "      <td>352658.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "      <td>211180.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235</td>\n",
       "      <td>225.92</td>\n",
       "      <td>1</td>\n",
       "      <td>53091.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>145</td>\n",
       "      <td>227.49</td>\n",
       "      <td>0</td>\n",
       "      <td>32986.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>71017.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>69872.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "      <td>173008.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>85862.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "      <td>193391.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "      <td>132994.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1295</td>\n",
       "      <td>244.19</td>\n",
       "      <td>1</td>\n",
       "      <td>316226.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1345</td>\n",
       "      <td>245.86</td>\n",
       "      <td>2</td>\n",
       "      <td>330681.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "      <td>155293.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "      <td>121761.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1930</td>\n",
       "      <td>253.71</td>\n",
       "      <td>2</td>\n",
       "      <td>489660.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "      <td>130381.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>92970.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>72019.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "      <td>192157.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "      <td>133135.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>84515.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>265</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>72246.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "      <td>148637.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "      <td>269246.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "      <td>92882.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1345</td>\n",
       "      <td>278.94</td>\n",
       "      <td>2</td>\n",
       "      <td>375174.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "      <td>142091.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "      <td>143085.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "      <td>230688.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "      <td>144595.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "      <td>120732.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "      <td>115872.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "      <td>121929.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "      <td>145116.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1680</td>\n",
       "      <td>299.34</td>\n",
       "      <td>2</td>\n",
       "      <td>502891.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "      <td>119960.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1165</td>\n",
       "      <td>300.49</td>\n",
       "      <td>1</td>\n",
       "      <td>350070.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1340</td>\n",
       "      <td>307.34</td>\n",
       "      <td>2</td>\n",
       "      <td>411835.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>265</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>81588.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>95442.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "      <td>188282.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "      <td>286094.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "      <td>115580.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1175</td>\n",
       "      <td>328.54</td>\n",
       "      <td>2</td>\n",
       "      <td>386034.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "      <td>193968.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "      <td>158995.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "      <td>326026.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "      <td>305932.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "      <td>156556.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>235</td>\n",
       "      <td>341.32</td>\n",
       "      <td>1</td>\n",
       "      <td>80210.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "      <td>131179.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "      <td>239861.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>265</td>\n",
       "      <td>355.87</td>\n",
       "      <td>1</td>\n",
       "      <td>94305.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "      <td>266605.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "      <td>146091.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>145</td>\n",
       "      <td>395.14</td>\n",
       "      <td>0</td>\n",
       "      <td>57295.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "      <td>397880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "      <td>227028.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "      <td>303314.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "      <td>238398.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "      <td>349963.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "      <td>261556.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "      <td>160807.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "      <td>339120.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "      <td>533077.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>785</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>605611.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>715</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>551608.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>955</td>\n",
       "      <td>802.55</td>\n",
       "      <td>2</td>\n",
       "      <td>766435.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>320</td>\n",
       "      <td>802.56</td>\n",
       "      <td>1</td>\n",
       "      <td>256819.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>315</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>255294.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>305</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>247190.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>455</td>\n",
       "      <td>920.93</td>\n",
       "      <td>2</td>\n",
       "      <td>419023.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>450</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>430384.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>965</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>922935.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>750</td>\n",
       "      <td>1305.54</td>\n",
       "      <td>1</td>\n",
       "      <td>979155.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>535</td>\n",
       "      <td>1317.17</td>\n",
       "      <td>2</td>\n",
       "      <td>704685.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>440</td>\n",
       "      <td>1375.81</td>\n",
       "      <td>1</td>\n",
       "      <td>605356.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>440</td>\n",
       "      <td>1938.64</td>\n",
       "      <td>1</td>\n",
       "      <td>853001.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>145</td>\n",
       "      <td>227.49</td>\n",
       "      <td>0</td>\n",
       "      <td>32986.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>250</td>\n",
       "      <td>206.25</td>\n",
       "      <td>1</td>\n",
       "      <td>51562.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>235</td>\n",
       "      <td>225.92</td>\n",
       "      <td>1</td>\n",
       "      <td>53091.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>260</td>\n",
       "      <td>207.76</td>\n",
       "      <td>1</td>\n",
       "      <td>54017.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>145</td>\n",
       "      <td>395.14</td>\n",
       "      <td>0</td>\n",
       "      <td>57295.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>69872.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>71017.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>72019.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>265</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>72246.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "      <td>76030.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "      <td>79993.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>235</td>\n",
       "      <td>341.32</td>\n",
       "      <td>1</td>\n",
       "      <td>80210.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>265</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>81588.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>84515.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>85862.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "      <td>90042.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "      <td>92882.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>92970.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>265</td>\n",
       "      <td>355.87</td>\n",
       "      <td>1</td>\n",
       "      <td>94305.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "      <td>95442.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "      <td>95598.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>98564.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "      <td>115580.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "      <td>115872.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "      <td>119960.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "      <td>120732.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "      <td>121761.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "      <td>121929.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "      <td>123205.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "      <td>130381.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "      <td>131179.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "      <td>132994.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "      <td>133135.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "      <td>142091.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "      <td>143085.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "      <td>144595.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "      <td>145116.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "      <td>146091.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "      <td>148637.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "      <td>155293.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "      <td>156556.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "      <td>158995.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "      <td>160807.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "      <td>161635.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "      <td>173008.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "      <td>188282.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "      <td>192157.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "      <td>193391.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "      <td>193968.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</td>\n",
       "      <td>195600.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "      <td>211180.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "      <td>227028.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "      <td>230688.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1270</td>\n",
       "      <td>187.34</td>\n",
       "      <td>2</td>\n",
       "      <td>237921.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "      <td>238398.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "      <td>239861.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>305</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>247190.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>315</td>\n",
       "      <td>810.46</td>\n",
       "      <td>1</td>\n",
       "      <td>255294.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>320</td>\n",
       "      <td>802.56</td>\n",
       "      <td>1</td>\n",
       "      <td>256819.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "      <td>261556.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1290</td>\n",
       "      <td>203.53</td>\n",
       "      <td>1</td>\n",
       "      <td>262553.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1635</td>\n",
       "      <td>160.96</td>\n",
       "      <td>2</td>\n",
       "      <td>263169.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "      <td>266605.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "      <td>269246.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "      <td>286094.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "      <td>303314.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "      <td>305932.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1295</td>\n",
       "      <td>244.19</td>\n",
       "      <td>1</td>\n",
       "      <td>316226.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "      <td>326026.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1345</td>\n",
       "      <td>245.86</td>\n",
       "      <td>2</td>\n",
       "      <td>330681.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "      <td>339120.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "      <td>349963.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1165</td>\n",
       "      <td>300.49</td>\n",
       "      <td>1</td>\n",
       "      <td>350070.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>1575</td>\n",
       "      <td>223.91</td>\n",
       "      <td>2</td>\n",
       "      <td>352658.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1345</td>\n",
       "      <td>278.94</td>\n",
       "      <td>2</td>\n",
       "      <td>375174.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1175</td>\n",
       "      <td>328.54</td>\n",
       "      <td>2</td>\n",
       "      <td>386034.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "      <td>397880.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1340</td>\n",
       "      <td>307.34</td>\n",
       "      <td>2</td>\n",
       "      <td>411835.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>455</td>\n",
       "      <td>920.93</td>\n",
       "      <td>2</td>\n",
       "      <td>419023.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>450</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>430384.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>1930</td>\n",
       "      <td>253.71</td>\n",
       "      <td>2</td>\n",
       "      <td>489660.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1680</td>\n",
       "      <td>299.34</td>\n",
       "      <td>2</td>\n",
       "      <td>502891.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "      <td>533077.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>715</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>551608.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>440</td>\n",
       "      <td>1375.81</td>\n",
       "      <td>1</td>\n",
       "      <td>605356.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>785</td>\n",
       "      <td>771.48</td>\n",
       "      <td>1</td>\n",
       "      <td>605611.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>535</td>\n",
       "      <td>1317.17</td>\n",
       "      <td>2</td>\n",
       "      <td>704685.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>955</td>\n",
       "      <td>802.55</td>\n",
       "      <td>2</td>\n",
       "      <td>766435.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>440</td>\n",
       "      <td>1938.64</td>\n",
       "      <td>1</td>\n",
       "      <td>853001.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>965</td>\n",
       "      <td>956.41</td>\n",
       "      <td>2</td>\n",
       "      <td>922935.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>750</td>\n",
       "      <td>1305.54</td>\n",
       "      <td>1</td>\n",
       "      <td>979155.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dss(df.sort_values(by=['mins']), df.sort_values(by=['price']), df.sort_values(by=['x']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.571249</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-1.079471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.020542</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-0.957068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.576406</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.978237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.197333</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.841685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-1.061873</td>\n",
       "      <td>-0.641020</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.985934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-1.035392</td>\n",
       "      <td>-0.636059</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.973572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.881782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.149538</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.770711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.834747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>-0.995669</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.882926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.893739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.000897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.887971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.820008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>0.358400</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.435857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.039912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.876503</td>\n",
       "      <td>1.317777</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.047588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>-0.836781</td>\n",
       "      <td>-0.407762</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.249037</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.663584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.757337</td>\n",
       "      <td>-0.545791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.813224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.184555</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.585040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.055657</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.509958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.691134</td>\n",
       "      <td>-0.342557</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.662114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.664653</td>\n",
       "      <td>-0.333392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.641535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.341637</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.631616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.351229</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.637644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.585209</td>\n",
       "      <td>-0.630672</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.792180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>5.049643</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.049523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>3.200824</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.802564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.532246</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.921534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.741011</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.842776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.769622</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.862731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>1.706606</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.864327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-0.492524</td>\n",
       "      <td>-0.212575</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.457263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.466043</td>\n",
       "      <td>-0.657411</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.230445</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.444982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.485251</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.632463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.439561</td>\n",
       "      <td>-0.335659</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.514863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.378493</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.525094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.443862</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.368573</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.517491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-0.386599</td>\n",
       "      <td>-0.394261</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.530095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.373358</td>\n",
       "      <td>-0.478747</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.589060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.360117</td>\n",
       "      <td>0.202073</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.045165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-0.307155</td>\n",
       "      <td>3.008200</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.302714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.257949</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.071441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>-0.422642</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.497134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.725450</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.461998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.254192</td>\n",
       "      <td>0.025183</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.102418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>-0.240951</td>\n",
       "      <td>-0.538400</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.161507</td>\n",
       "      <td>-0.238591</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.268883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.108544</td>\n",
       "      <td>-0.304617</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.297512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.095304</td>\n",
       "      <td>-0.489062</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.463620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.023862</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.749267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.063584</td>\n",
       "      <td>-0.151247</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.037800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.156269</td>\n",
       "      <td>-0.085057</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.096862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.169510</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.531928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.182750</td>\n",
       "      <td>0.065292</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.281703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.209232</td>\n",
       "      <td>-0.453848</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.277999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.248954</td>\n",
       "      <td>0.224542</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.516595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.262194</td>\n",
       "      <td>2.969997</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.684738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.275435</td>\n",
       "      <td>-0.565796</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.374423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.354879</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.803850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.394601</td>\n",
       "      <td>-0.371300</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.083990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.407842</td>\n",
       "      <td>-0.658955</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.431685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.434323</td>\n",
       "      <td>-0.539057</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.271788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.460805</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.625193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.527008</td>\n",
       "      <td>0.741579</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.438621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.285795</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.194998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.214185</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.294888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.765340</td>\n",
       "      <td>-0.580545</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.182216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.805062</td>\n",
       "      <td>1.317744</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.613638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.831543</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>3.401659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.844784</td>\n",
       "      <td>-0.214447</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.396065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.858025</td>\n",
       "      <td>-0.411408</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.110161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.871265</td>\n",
       "      <td>0.015132</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.757866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.924228</td>\n",
       "      <td>-0.676003</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.260667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.361170</td>\n",
       "      <td>-0.331454</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.517134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.387652</td>\n",
       "      <td>-0.239314</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.698221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1.639224</td>\n",
       "      <td>-0.703136</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.047566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1.692187</td>\n",
       "      <td>-0.649954</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.076462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1.705428</td>\n",
       "      <td>-0.516392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.346717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.824594</td>\n",
       "      <td>-0.308953</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.828136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.402243</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.643537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.510906</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.419505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2.446905</td>\n",
       "      <td>-0.583009</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.530162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2.605794</td>\n",
       "      <td>-0.789791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.079563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.724960</td>\n",
       "      <td>-0.335232</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.286625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>3.386993</td>\n",
       "      <td>-0.485120</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.220004</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.023862</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.749267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.460805</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.625193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2.605794</td>\n",
       "      <td>-0.789791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.079563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.769622</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.862731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.741011</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.842776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1.639224</td>\n",
       "      <td>-0.703136</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.047566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.924228</td>\n",
       "      <td>-0.676003</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.260667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.407842</td>\n",
       "      <td>-0.658955</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.431685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.466043</td>\n",
       "      <td>-0.657411</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1.692187</td>\n",
       "      <td>-0.649954</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.076462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-1.061873</td>\n",
       "      <td>-0.641020</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.985934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-1.035392</td>\n",
       "      <td>-0.636059</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.973572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.585209</td>\n",
       "      <td>-0.630672</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.792180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2.446905</td>\n",
       "      <td>-0.583009</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.530162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.765340</td>\n",
       "      <td>-0.580545</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.182216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.576406</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.978237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.571249</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-1.079471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.887971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.893739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.275435</td>\n",
       "      <td>-0.565796</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.374423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.757337</td>\n",
       "      <td>-0.545791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.813224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.434323</td>\n",
       "      <td>-0.539057</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.271788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>-0.240951</td>\n",
       "      <td>-0.538400</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1.705428</td>\n",
       "      <td>-0.516392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.346717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.510906</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.419505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.095304</td>\n",
       "      <td>-0.489062</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.463620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.485251</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.632463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>3.386993</td>\n",
       "      <td>-0.485120</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.220004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.373358</td>\n",
       "      <td>-0.478747</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.589060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>-0.995669</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.882926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.209232</td>\n",
       "      <td>-0.453848</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.277999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.443862</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.820008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.881782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>-0.422642</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.497134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.858025</td>\n",
       "      <td>-0.411408</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.110161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>-0.836781</td>\n",
       "      <td>-0.407762</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.402243</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.643537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-0.386599</td>\n",
       "      <td>-0.394261</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.530095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.378493</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.525094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.394601</td>\n",
       "      <td>-0.371300</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.083990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.368573</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.517491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.351229</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.637644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.691134</td>\n",
       "      <td>-0.342557</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.662114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.341637</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.631616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.439561</td>\n",
       "      <td>-0.335659</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.514863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.724960</td>\n",
       "      <td>-0.335232</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.286625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.664653</td>\n",
       "      <td>-0.333392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.641535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.361170</td>\n",
       "      <td>-0.331454</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.517134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.824594</td>\n",
       "      <td>-0.308953</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.828136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.834747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.108544</td>\n",
       "      <td>-0.304617</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.297512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.285795</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.194998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.249037</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.663584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.387652</td>\n",
       "      <td>-0.239314</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.698221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.161507</td>\n",
       "      <td>-0.238591</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.268883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.230445</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.444982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.844784</td>\n",
       "      <td>-0.214447</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.396065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.214185</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.294888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-0.492524</td>\n",
       "      <td>-0.212575</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.457263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.197333</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.841685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.184555</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.585040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.063584</td>\n",
       "      <td>-0.151247</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.037800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.149538</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.770711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.156269</td>\n",
       "      <td>-0.085057</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.096862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.055657</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.509958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.020542</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-0.957068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.871265</td>\n",
       "      <td>0.015132</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.757866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.254192</td>\n",
       "      <td>0.025183</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.102418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.182750</td>\n",
       "      <td>0.065292</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.281703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.360117</td>\n",
       "      <td>0.202073</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.045165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.248954</td>\n",
       "      <td>0.224542</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.516595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.257949</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.071441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>0.358400</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.435857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.725450</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.461998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.527008</td>\n",
       "      <td>0.741579</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.438621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.354879</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.803850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.169510</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.531928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.805062</td>\n",
       "      <td>1.317744</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.613638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.876503</td>\n",
       "      <td>1.317777</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.047588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.039912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.000897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>1.706606</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.864327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.532246</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.921534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.831543</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>3.401659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.262194</td>\n",
       "      <td>2.969997</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.684738</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-0.307155</td>\n",
       "      <td>3.008200</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.302714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>3.200824</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.802564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>5.049643</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.049523</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\"><table style=\"display:inline\" border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.571249</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-1.079471</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>-1.061873</td>\n",
       "      <td>-0.641020</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.985934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.576406</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.978237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>-1.035392</td>\n",
       "      <td>-0.636059</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.973572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>-1.339927</td>\n",
       "      <td>-0.020542</td>\n",
       "      <td>-2.722404</td>\n",
       "      <td>-0.957068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.893739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.887971</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>-0.995669</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.882926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.881782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.769622</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.862731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.741011</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.842776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>-1.101595</td>\n",
       "      <td>-0.197333</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.841685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.834747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.422970</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.820008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.757337</td>\n",
       "      <td>-0.545791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.813224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-0.585209</td>\n",
       "      <td>-0.630672</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.792180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>-0.836781</td>\n",
       "      <td>-0.407762</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777879</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.777432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>-1.022151</td>\n",
       "      <td>-0.149538</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.770711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.466043</td>\n",
       "      <td>-0.657411</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.764201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.023862</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.749267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.249037</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.663584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.691134</td>\n",
       "      <td>-0.342557</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.662114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>-0.664653</td>\n",
       "      <td>-0.333392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.641535</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.351229</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.637644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.485251</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.632463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.341637</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.631616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.460805</td>\n",
       "      <td>-0.827961</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.625193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>-0.373358</td>\n",
       "      <td>-0.478747</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.589060</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.184555</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.585040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>-0.240951</td>\n",
       "      <td>-0.538400</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.443862</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.575195</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>-0.386599</td>\n",
       "      <td>-0.394261</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.530095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.378493</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.525094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.368573</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.517491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.439561</td>\n",
       "      <td>-0.335659</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.514863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.055657</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.509958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>-0.422642</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.497134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.095304</td>\n",
       "      <td>-0.489062</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.463620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>-0.492524</td>\n",
       "      <td>-0.212575</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.457263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.230445</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.444982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>0.358400</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.435857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.407842</td>\n",
       "      <td>-0.658955</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.431685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>0.275435</td>\n",
       "      <td>-0.565796</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.374423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.108544</td>\n",
       "      <td>-0.304617</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.297512</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.209232</td>\n",
       "      <td>-0.453848</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.277999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.434323</td>\n",
       "      <td>-0.539057</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.271788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-0.161507</td>\n",
       "      <td>-0.238591</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.268883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>0.924228</td>\n",
       "      <td>-0.676003</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.260667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.765340</td>\n",
       "      <td>-0.580545</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.182216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>-0.254192</td>\n",
       "      <td>0.025183</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.102418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.394601</td>\n",
       "      <td>-0.371300</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.083990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1.639224</td>\n",
       "      <td>-0.703136</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.047566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.360117</td>\n",
       "      <td>0.202073</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.045165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.063584</td>\n",
       "      <td>-0.151247</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.037800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-0.916225</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>-0.000897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>-0.889744</td>\n",
       "      <td>1.343727</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.039912</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>-0.876503</td>\n",
       "      <td>1.317777</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.047588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.257949</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.071441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>1.692187</td>\n",
       "      <td>-0.649954</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.076462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2.605794</td>\n",
       "      <td>-0.789791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.079563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>0.156269</td>\n",
       "      <td>-0.085057</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.096862</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>0.858025</td>\n",
       "      <td>-0.411408</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.110161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.285795</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.194998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.182750</td>\n",
       "      <td>0.065292</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.281703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.214185</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.294888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1.705428</td>\n",
       "      <td>-0.516392</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.346717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>0.844784</td>\n",
       "      <td>-0.214447</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.396065</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.510906</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.419505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.725450</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.461998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>0.248954</td>\n",
       "      <td>0.224542</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.516595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1.361170</td>\n",
       "      <td>-0.331454</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.517134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2.446905</td>\n",
       "      <td>-0.583009</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.530162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>1.837834</td>\n",
       "      <td>-0.402243</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.643537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>1.387652</td>\n",
       "      <td>-0.239314</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.698221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.871265</td>\n",
       "      <td>0.015132</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>0.757866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1.824594</td>\n",
       "      <td>-0.308953</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.828136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>1.706606</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.864327</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.532246</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>0.921534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>3.386993</td>\n",
       "      <td>-0.485120</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.220004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.724960</td>\n",
       "      <td>-0.335232</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.286625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.527008</td>\n",
       "      <td>0.741579</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>1.438621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.169510</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.531928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>3.200824</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.802564</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>0.354879</td>\n",
       "      <td>1.215683</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>1.803850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>-0.307155</td>\n",
       "      <td>3.008200</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.302714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>0.805062</td>\n",
       "      <td>1.317744</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>2.613638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>-0.558727</td>\n",
       "      <td>5.049643</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.049523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>0.831543</td>\n",
       "      <td>1.823153</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>3.401659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.262194</td>\n",
       "      <td>2.969997</td>\n",
       "      <td>-0.887302</td>\n",
       "      <td>3.684738</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dss(df_zscore.sort_values(by=['mins']), df_zscore.sort_values(by=['price']), df_zscore.sort_values(by=['x']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mins = df_zscore['mins'].sort_values()\n",
    "price = df_zscore['price'].sort_values()\n",
    "xx = df_zscore['x'].sort_values()\n",
    "x = range(0, len(mins))\n",
    "plt.plot(x, mins, c='r', label='mins');\n",
    "plt.plot(x, price, c='b', label='price');\n",
    "plt.plot(x, xx, c='g', label='X');\n",
    "plt.legend(loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_final = df.sort_values(by=['x'])[:10].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mins</th>\n",
       "      <th>price</th>\n",
       "      <th>stops</th>\n",
       "      <th>x</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>145</td>\n",
       "      <td>227.49</td>\n",
       "      <td>0</td>\n",
       "      <td>32986.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>250</td>\n",
       "      <td>206.25</td>\n",
       "      <td>1</td>\n",
       "      <td>51562.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>235</td>\n",
       "      <td>225.92</td>\n",
       "      <td>1</td>\n",
       "      <td>53091.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>260</td>\n",
       "      <td>207.76</td>\n",
       "      <td>1</td>\n",
       "      <td>54017.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>145</td>\n",
       "      <td>395.14</td>\n",
       "      <td>0</td>\n",
       "      <td>57295.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>69872.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>71017.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "      <td>72019.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>265</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "      <td>72246.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "      <td>76030.50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mins   price  stops         x\n",
       "0   145  227.49      0  32986.05\n",
       "1   250  206.25      1  51562.50\n",
       "2   235  225.92      1  53091.20\n",
       "3   260  207.76      1  54017.60\n",
       "4   145  395.14      0  57295.30\n",
       "5   305  229.09      1  69872.45\n",
       "6   310  229.09      1  71017.90\n",
       "7   275  261.89      1  72019.75\n",
       "8   265  272.63      1  72246.95\n",
       "9   455  167.10      1  76030.50"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_final"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mins       145.00\n",
       "price      227.49\n",
       "stops        0.00\n",
       "x        32986.05\n",
       "Name: 0, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_final.loc[0,:]"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}