flight.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 242,
   "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": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display_side_by_side(*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": 291,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_pickle('datasets/sky-tll-ams.p')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['x'] = df['mins'] * df['price']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 293,
   "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": 294,
   "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>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>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>85862.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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>3</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>4</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "      <td>161635.95</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mins   price  stops          x\n",
       "0   365  235.24      2   85862.60\n",
       "1   365  235.24      2   85862.60\n",
       "2   365  235.24      2   85862.60\n",
       "3   365  235.24      2   85862.60\n",
       "4   805  200.79      2  161635.95"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop_duplicates(inplace=True)\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 296,
   "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": [
    "display_side_by_side(df.head(), df.tail())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 310,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_zscore = (df - df.mean())/df.std()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 311,
   "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",
       "    <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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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\"><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>-0.757337</td>\n",
       "      <td>-0.545791</td>\n",
       "      <td>0.947800</td>\n",
       "      <td>-0.813224</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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",
       "  </tbody>\n",
       "</table style=\"display:inline\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_side_by_side(df, df_zscore)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 329,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "display_side_by_side(df.sort_values(by=['mins']), df.sort_values(by=['price']), df.sort_values(by=['x']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 330,
   "metadata": {
    "scrolled": true
   },
   "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": [
    "display_side_by_side(df_zscore.sort_values(by=['mins']), df_zscore.sort_values(by=['price']), df_zscore.sort_values(by=['x']))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 328,
   "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": 319,
   "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": [
    "y = df_zscore['price'].sort_values()\n",
    "x = range(0, len(y))\n",
    "plt.plot(x, y);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_zscore = df_zscore.drop(df_zscore[abs(df_zscore.mins) > 1].index)\n",
    "df_zscore = df_zscore.drop(df_zscore[abs(df_zscore.price) > 1].index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(57, 3)"
      ]
     },
     "execution_count": 204,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zscore.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.757337</td>\n",
       "      <td>-0.545791</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.871265</td>\n",
       "      <td>0.015132</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.184555</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.765340</td>\n",
       "      <td>-0.580545</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>-0.717615</td>\n",
       "      <td>-0.055657</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.741011</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.394601</td>\n",
       "      <td>-0.371300</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.249037</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>-0.783819</td>\n",
       "      <td>-0.458250</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>-0.095304</td>\n",
       "      <td>-0.489062</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>-0.638171</td>\n",
       "      <td>-0.351229</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.230445</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>-0.466043</td>\n",
       "      <td>-0.657411</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>-0.691134</td>\n",
       "      <td>-0.342557</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>-0.452802</td>\n",
       "      <td>-0.485251</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.307179</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>0.182750</td>\n",
       "      <td>0.065292</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>-0.399839</td>\n",
       "      <td>-0.368573</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>-0.108544</td>\n",
       "      <td>-0.304617</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>-0.836781</td>\n",
       "      <td>-0.407762</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>-0.519005</td>\n",
       "      <td>-0.769622</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.527008</td>\n",
       "      <td>0.741579</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>0.434323</td>\n",
       "      <td>-0.539057</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>-0.902985</td>\n",
       "      <td>-0.565993</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>-0.439561</td>\n",
       "      <td>-0.335659</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>0.063584</td>\n",
       "      <td>-0.151247</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>-0.360117</td>\n",
       "      <td>0.202073</td>\n",
       "      <td>-0.887302</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>-0.280673</td>\n",
       "      <td>0.257949</td>\n",
       "      <td>0.947800</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>0.685896</td>\n",
       "      <td>-0.285795</td>\n",
       "      <td>0.947800</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mins     price     stops\n",
       "0  -0.757337 -0.545791  0.947800\n",
       "1   0.407842 -0.658955  0.947800\n",
       "2   0.871265  0.015132 -0.887302\n",
       "4  -0.161507 -0.238591  0.947800\n",
       "5  -0.717615 -0.184555  0.947800\n",
       "7  -0.585209 -0.630672 -0.887302\n",
       "11  0.765340 -0.580545  0.947800\n",
       "12  0.209232 -0.453848 -0.887302\n",
       "13 -0.717615 -0.055657  0.947800\n",
       "15  0.685896 -0.214185  0.947800\n",
       "16 -0.519005 -0.741011 -0.887302\n",
       "19  0.023862 -0.827961 -0.887302\n",
       "20  0.394601 -0.371300  0.947800\n",
       "22 -0.280673 -0.422642  0.947800\n",
       "23 -0.783819 -0.249037  0.947800\n",
       "24 -0.638171 -0.341637  0.947800\n",
       "26 -0.783819 -0.458250 -0.887302\n",
       "27 -0.399839 -0.443862  0.947800\n",
       "31 -0.095304 -0.489062  0.947800\n",
       "32 -0.254192  0.025183  0.947800\n",
       "35 -0.638171 -0.351229  0.947800\n",
       "36 -0.902985 -0.422970 -0.887302\n",
       "38 -0.452802 -0.230445  0.947800\n",
       "39 -0.386599 -0.394261 -0.887302\n",
       "42 -0.466043 -0.657411 -0.887302\n",
       "43 -0.916225 -0.565993 -0.887302\n",
       "44 -0.691134 -0.342557 -0.887302\n",
       "46 -0.280673  0.725450  0.947800\n",
       "49 -0.452802 -0.485251  0.947800\n",
       "50  0.156269 -0.085057  0.947800\n",
       "51 -0.902985 -0.307179 -0.887302\n",
       "52 -0.240951 -0.538400  0.947800\n",
       "54  0.182750  0.065292  0.947800\n",
       "55  0.275435 -0.565796  0.947800\n",
       "56 -0.399839 -0.368573  0.947800\n",
       "57 -0.889744  0.358400 -0.887302\n",
       "60 -0.108544 -0.304617  0.947800\n",
       "62 -0.995669 -0.458250 -0.887302\n",
       "63 -0.836781 -0.407762 -0.887302\n",
       "64  0.844784 -0.214447 -0.887302\n",
       "65 -0.519005 -0.769622 -0.887302\n",
       "66 -0.492524 -0.212575  0.947800\n",
       "67  0.527008  0.741579  0.947800\n",
       "70 -0.399839 -0.378493  0.947800\n",
       "71  0.434323 -0.539057 -0.887302\n",
       "73  0.460805 -0.827961 -0.887302\n",
       "75 -0.902985 -0.565993 -0.887302\n",
       "77 -0.664653 -0.333392 -0.887302\n",
       "78 -0.439561 -0.335659 -0.887302\n",
       "79  0.924228 -0.676003  0.947800\n",
       "80  0.063584 -0.151247  0.947800\n",
       "81  0.248954  0.224542 -0.887302\n",
       "82 -0.360117  0.202073 -0.887302\n",
       "83  0.858025 -0.411408 -0.887302\n",
       "84 -0.280673  0.257949  0.947800\n",
       "88 -0.373358 -0.478747  0.947800\n",
       "89  0.685896 -0.285795  0.947800"
      ]
     },
     "execution_count": 205,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_zscore"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.loc[df_zscore.index]\n",
    "df.columns = ['mins', 'price', 'stops']\n",
    "df = df.sort_values(by=['mins', 'price', 'stops'])\n",
    "df.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    mins   price  stops\n",
       "0    275  261.89      1\n",
       "1    305  229.09      1\n",
       "2    310  229.09      1\n",
       "3    310  272.63      1\n",
       "4    310  307.88      1\n",
       "5    315  510.50      1\n",
       "6    335  277.26      1\n",
       "7    355  261.89      1\n",
       "8    355  325.58      2\n",
       "9    365  235.24      2\n",
       "10   380  345.21      2\n",
       "11   380  384.45      2\n",
       "12   390  297.11      1\n",
       "13   400  299.90      1\n",
       "14   410  294.47      2\n",
       "15   410  297.39      2\n",
       "16   430  209.40      1\n",
       "17   455  167.10      1\n",
       "18   455  175.81      1\n",
       "19   465  336.68      2\n",
       "20   475  201.26      1\n",
       "21   480  253.67      2\n",
       "22   480  331.24      2\n",
       "23   485  299.21      1\n",
       "24   500  266.27      2\n",
       "25   500  286.17      2\n",
       "26   500  289.19      2\n",
       "27   505  281.37      1\n",
       "28   510  255.65      2\n",
       "29   515  462.91      1\n",
       "30   545  272.73      2\n",
       "31   545  479.92      2\n",
       "32   545  622.24      2\n",
       "33   555  409.06      2\n",
       "34   560  237.49      2\n",
       "35   590  328.76      2\n",
       "36   610  308.66      2\n",
       "37   615  252.51      2\n",
       "38   660  149.34      1\n",
       "39   675  355.35      2\n",
       "40   710  375.50      2\n",
       "41   720  421.27      2\n",
       "42   730  263.23      1\n",
       "43   745  469.75      1\n",
       "44   755  229.15      2\n",
       "45   800  288.36      2\n",
       "46   805  200.79      2\n",
       "47   815  237.29      1\n",
       "48   825  149.34      1\n",
       "49   850  627.15      2\n",
       "50   910  314.39      2\n",
       "51   910  336.19      2\n",
       "52   940  224.66      2\n",
       "53   970  336.11      1\n",
       "54   975  276.15      1\n",
       "55   980  406.00      1\n",
       "56  1000  195.60      2"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "metadata": {},
   "outputs": [],
   "source": [
    "price_df = df.sort_values(by=['price', 'mins', 'stops'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>660</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>825</td>\n",
       "      <td>149.34</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>455</td>\n",
       "      <td>167.10</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>455</td>\n",
       "      <td>175.81</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>1000</td>\n",
       "      <td>195.60</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>805</td>\n",
       "      <td>200.79</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>475</td>\n",
       "      <td>201.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>430</td>\n",
       "      <td>209.40</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>940</td>\n",
       "      <td>224.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>305</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>755</td>\n",
       "      <td>229.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>815</td>\n",
       "      <td>237.29</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>560</td>\n",
       "      <td>237.49</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>615</td>\n",
       "      <td>252.51</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>480</td>\n",
       "      <td>253.67</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>510</td>\n",
       "      <td>255.65</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>275</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>355</td>\n",
       "      <td>261.89</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>730</td>\n",
       "      <td>263.23</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>500</td>\n",
       "      <td>266.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>310</td>\n",
       "      <td>272.63</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>545</td>\n",
       "      <td>272.73</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>975</td>\n",
       "      <td>276.15</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>335</td>\n",
       "      <td>277.26</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>800</td>\n",
       "      <td>288.36</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>410</td>\n",
       "      <td>294.47</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>390</td>\n",
       "      <td>297.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>410</td>\n",
       "      <td>297.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>485</td>\n",
       "      <td>299.21</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>400</td>\n",
       "      <td>299.90</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>310</td>\n",
       "      <td>307.88</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>910</td>\n",
       "      <td>314.39</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>355</td>\n",
       "      <td>325.58</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>480</td>\n",
       "      <td>331.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>970</td>\n",
       "      <td>336.11</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>910</td>\n",
       "      <td>336.19</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>465</td>\n",
       "      <td>336.68</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>380</td>\n",
       "      <td>345.21</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>675</td>\n",
       "      <td>355.35</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>710</td>\n",
       "      <td>375.50</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>380</td>\n",
       "      <td>384.45</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>980</td>\n",
       "      <td>406.00</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>555</td>\n",
       "      <td>409.06</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>720</td>\n",
       "      <td>421.27</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>515</td>\n",
       "      <td>462.91</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>745</td>\n",
       "      <td>469.75</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>545</td>\n",
       "      <td>479.92</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>315</td>\n",
       "      <td>510.50</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>545</td>\n",
       "      <td>622.24</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>850</td>\n",
       "      <td>627.15</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table style=\"display:inline\">"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_side_by_side(df, price_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_idx = list(df.index.values)\n",
    "p_idx = list(price_df.index.values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "metadata": {},
   "outputs": [],
   "source": [
    "t_idx_diff = [abs(t_idx.index(i) - p_idx.index(i)) for i in t_idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     mins   price  stops  diff\n",
      "367   145  227.49      0    15\n",
      "94    145  395.14      0    64\n",
      "16    235  225.92      1    12\n",
      "49    235  341.32      1    56\n",
      "205   250  206.25      1     5\n",
      "68    260  207.76      1     5\n",
      "83    265  272.63      1    25\n",
      "122   265  307.88      1    41\n",
      "348   265  355.87      1    54\n",
      "241   275  261.89      1    18\n",
      "165   305  229.09      1     6\n",
      "28    305  810.46      1    68\n",
      "286   310  229.09      1     5\n",
      "140   310  272.63      1    19\n",
      "202   310  307.88      1    35\n",
      "226   315  510.50      1    57\n",
      "282   315  810.46      1    64\n",
      "64    320  802.56      1    61\n",
      "251   335  277.26      1    17\n",
      "103   355  261.89      1     9\n",
      "86    355  325.58      2    32\n",
      "0     365  235.24      2     2\n",
      "26    380  345.21      2    38\n",
      "63    380  384.45      2    41\n",
      "175   390  297.11      1    18\n",
      "299   400  299.90      1    20\n",
      "138   410  294.47      2    15\n",
      "88    410  297.39      2    16\n",
      "30    430  209.40      1    17\n",
      "38    450  956.41      2    53\n",
      "267   455  167.10      1    28\n",
      "67    455  175.81      1    28\n",
      "153   455  920.93      2    49\n",
      "268   465  336.68      2    25\n",
      "157   475  201.26      1    27\n",
      "193   480  253.67      2    10\n",
      "142   480  331.24      2    19\n",
      "309   485  299.21      1     7\n",
      "113   500  266.27      2     8\n",
      "273   500  286.17      2     1\n",
      "221   500  289.19      2     0\n",
      "146   505  281.37      1     4\n",
      "360   510  255.65      2    16\n",
      "328   515  462.91      1    26\n",
      "84    545  272.73      2    11\n",
      "337   545  479.92      2    26\n",
      "185   545  622.24      2    27\n",
      "126   555  409.06      2    20\n",
      "204   560  237.49      2    27\n",
      "25    590  328.76      2     5\n",
      "236   610  308.66      2     0\n",
      "123   615  252.51      2    27\n",
      "80    660  149.34      1    52\n",
      "319   675  355.35      2     8\n",
      "200   710  375.50      2     9\n",
      "135   715  771.48      1    20\n",
      "215   720  421.27      2    12\n",
      "62    730  263.23      1    28\n",
      "322   745  469.75      1    12\n",
      "218   755  229.15      2    41\n",
      "190   785  771.48      1    16\n",
      "81    800  288.36      2    22\n",
      "4     805  200.79      2    56\n",
      "274   815  237.29      1    43\n",
      "284   825  149.34      1    63\n",
      "269   850  627.15      2     9\n",
      "364   910  314.39      2    15\n",
      "66    910  336.19      2    10\n",
      "59    940  224.66      2    55\n",
      "184   955  802.55      2     8\n",
      "237   965  956.41      2    13\n",
      "260   970  336.11      1    15\n",
      "336   975  276.15      1    38\n",
      "8     980  406.00      1     7\n",
      "316  1000  195.60      2    69\n",
      "41   1165  300.49      1    29\n",
      "130  1175  328.54      2    23\n",
      "296  1270  187.34      2    73\n",
      "229  1290  203.53      1    70\n",
      "338  1295  244.19      1    57\n",
      "285  1340  307.34      2    33\n",
      "187  1345  245.86      2    58\n",
      "228  1345  278.94      2    46\n",
      "154  1575  223.91      2    71\n"
     ]
    }
   ],
   "source": [
    "df['diff'] = t_idx_diff\n",
    "print(time_df.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "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": 213,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "11.4"
      ]
     },
     "execution_count": 213,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df) * .2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "metadata": {},
   "outputs": [],
   "source": [
    "final_df = time_df[time_df['diff'] < math.ceil(len(df) * .1)].sort_values(by=['price', 'mins', 'stops'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "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>diff</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>250</td>\n",
       "      <td>206.25</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>260</td>\n",
       "      <td>207.76</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>310</td>\n",
       "      <td>229.09</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>365</td>\n",
       "      <td>235.24</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>505</td>\n",
       "      <td>281.37</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>500</td>\n",
       "      <td>286.17</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>500</td>\n",
       "      <td>289.19</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>610</td>\n",
       "      <td>308.66</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>590</td>\n",
       "      <td>328.76</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   mins   price  stops  diff\n",
       "0   250  206.25      1     5\n",
       "1   260  207.76      1     5\n",
       "2   310  229.09      1     5\n",
       "3   365  235.24      2     2\n",
       "4   505  281.37      1     4\n",
       "5   500  286.17      2     1\n",
       "6   500  289.19      2     0\n",
       "7   610  308.66      2     0\n",
       "8   590  328.76      2     5"
      ]
     },
     "execution_count": 215,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "final_df.reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Optimal flight would be:\n",
      "mins     500.00\n",
      "price    289.19\n",
      "stops      2.00\n",
      "diff       0.00\n",
      "Name: 221, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print('Optimal flight would be:\\n{}'.format(final_df.iloc[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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