tree_embedding.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>.container { width:90% !important; }</style>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.core.display import display, HTML\n",
    "display(HTML(\"<style>.container { width:90% !important; }</style>\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "from pandas.api.types import CategoricalDtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['figure.figsize'] = (8,8)\n",
    "pd.set_option('display.max_columns', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.data.build_feather_data import cat_cols, id_cols, target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/lib/python3.6/site-packages/pandas/io/feather_format.py:117: FutureWarning: `nthreads` argument is deprecated, pass `use_threads` instead\n",
      "  return feather.read_feather(path, columns=columns, nthreads=int_use_threads)\n",
      "/home/ec2-user/anaconda3/lib/python3.6/site-packages/pyarrow/pandas_compat.py:751: FutureWarning: .labels was deprecated in version 0.24.0. Use .codes instead.\n",
      "  labels, = index.labels\n"
     ]
    }
   ],
   "source": [
    "df_train = pd.read_feather('data/train.feather')\n",
    "df_test = pd.read_feather('data/test.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "numeric_cols = [col for col in df_train.columns.tolist() if col not in cat_cols + id_cols + [target]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
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       "        text-align: right;\n",
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       "</style>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TransactionID</th>\n",
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       "      <th>V6</th>\n",
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       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
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       "      <th>V11</th>\n",
       "      <th>V12</th>\n",
       "      <th>V13</th>\n",
       "      <th>V14</th>\n",
       "      <th>V15</th>\n",
       "      <th>V16</th>\n",
       "      <th>V17</th>\n",
       "      <th>V18</th>\n",
       "      <th>V19</th>\n",
       "      <th>V20</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>V29</th>\n",
       "      <th>V30</th>\n",
       "      <th>V31</th>\n",
       "      <th>V32</th>\n",
       "      <th>V33</th>\n",
       "      <th>V34</th>\n",
       "      <th>V35</th>\n",
       "      <th>V36</th>\n",
       "      <th>V37</th>\n",
       "      <th>V38</th>\n",
       "      <th>V39</th>\n",
       "      <th>V40</th>\n",
       "      <th>V41</th>\n",
       "      <th>V42</th>\n",
       "      <th>V43</th>\n",
       "      <th>V44</th>\n",
       "      <th>V45</th>\n",
       "      <th>V46</th>\n",
       "      <th>V47</th>\n",
       "      <th>V48</th>\n",
       "      <th>V49</th>\n",
       "      <th>V50</th>\n",
       "      <th>V51</th>\n",
       "      <th>V52</th>\n",
       "      <th>V53</th>\n",
       "      <th>V54</th>\n",
       "      <th>V55</th>\n",
       "      <th>V56</th>\n",
       "      <th>V57</th>\n",
       "      <th>V58</th>\n",
       "      <th>V59</th>\n",
       "      <th>V60</th>\n",
       "      <th>V61</th>\n",
       "      <th>V62</th>\n",
       "      <th>V63</th>\n",
       "      <th>V64</th>\n",
       "      <th>V65</th>\n",
       "      <th>V66</th>\n",
       "      <th>V67</th>\n",
       "      <th>V68</th>\n",
       "      <th>V69</th>\n",
       "      <th>V70</th>\n",
       "      <th>V71</th>\n",
       "      <th>V72</th>\n",
       "      <th>V73</th>\n",
       "      <th>V74</th>\n",
       "      <th>V75</th>\n",
       "      <th>V76</th>\n",
       "      <th>V77</th>\n",
       "      <th>V78</th>\n",
       "      <th>V79</th>\n",
       "      <th>V80</th>\n",
       "      <th>V81</th>\n",
       "      <th>V82</th>\n",
       "      <th>V83</th>\n",
       "      <th>V84</th>\n",
       "      <th>V85</th>\n",
       "      <th>V86</th>\n",
       "      <th>V87</th>\n",
       "      <th>V88</th>\n",
       "      <th>V89</th>\n",
       "      <th>V90</th>\n",
       "      <th>V91</th>\n",
       "      <th>V92</th>\n",
       "      <th>V93</th>\n",
       "      <th>V94</th>\n",
       "      <th>V95</th>\n",
       "      <th>V96</th>\n",
       "      <th>V97</th>\n",
       "      <th>V98</th>\n",
       "      <th>V99</th>\n",
       "      <th>V100</th>\n",
       "      <th>V101</th>\n",
       "      <th>V102</th>\n",
       "      <th>V103</th>\n",
       "      <th>V104</th>\n",
       "      <th>V105</th>\n",
       "      <th>V106</th>\n",
       "      <th>V107</th>\n",
       "      <th>V108</th>\n",
       "      <th>V109</th>\n",
       "      <th>V110</th>\n",
       "      <th>V111</th>\n",
       "      <th>V112</th>\n",
       "      <th>V113</th>\n",
       "      <th>V114</th>\n",
       "      <th>V115</th>\n",
       "      <th>V116</th>\n",
       "      <th>V117</th>\n",
       "      <th>V118</th>\n",
       "      <th>V119</th>\n",
       "      <th>V120</th>\n",
       "      <th>V121</th>\n",
       "      <th>V122</th>\n",
       "      <th>V123</th>\n",
       "      <th>V124</th>\n",
       "      <th>V125</th>\n",
       "      <th>V126</th>\n",
       "      <th>V127</th>\n",
       "      <th>V128</th>\n",
       "      <th>V129</th>\n",
       "      <th>V130</th>\n",
       "      <th>V131</th>\n",
       "      <th>V132</th>\n",
       "      <th>V133</th>\n",
       "      <th>V134</th>\n",
       "      <th>V135</th>\n",
       "      <th>V136</th>\n",
       "      <th>V137</th>\n",
       "      <th>V138</th>\n",
       "      <th>V139</th>\n",
       "      <th>V140</th>\n",
       "      <th>V141</th>\n",
       "      <th>V142</th>\n",
       "      <th>V143</th>\n",
       "      <th>V144</th>\n",
       "      <th>V145</th>\n",
       "      <th>V146</th>\n",
       "      <th>V147</th>\n",
       "      <th>V148</th>\n",
       "      <th>V149</th>\n",
       "      <th>V150</th>\n",
       "      <th>V151</th>\n",
       "      <th>V152</th>\n",
       "      <th>V153</th>\n",
       "      <th>V154</th>\n",
       "      <th>V155</th>\n",
       "      <th>V156</th>\n",
       "      <th>V157</th>\n",
       "      <th>V158</th>\n",
       "      <th>V159</th>\n",
       "      <th>V160</th>\n",
       "      <th>V161</th>\n",
       "      <th>V162</th>\n",
       "      <th>V163</th>\n",
       "      <th>V164</th>\n",
       "      <th>V165</th>\n",
       "      <th>V166</th>\n",
       "      <th>V167</th>\n",
       "      <th>V168</th>\n",
       "      <th>V169</th>\n",
       "      <th>V170</th>\n",
       "      <th>V171</th>\n",
       "      <th>V172</th>\n",
       "      <th>V173</th>\n",
       "      <th>V174</th>\n",
       "      <th>V175</th>\n",
       "      <th>V176</th>\n",
       "      <th>V177</th>\n",
       "      <th>V178</th>\n",
       "      <th>V179</th>\n",
       "      <th>V180</th>\n",
       "      <th>V181</th>\n",
       "      <th>V182</th>\n",
       "      <th>V183</th>\n",
       "      <th>V184</th>\n",
       "      <th>V185</th>\n",
       "      <th>V186</th>\n",
       "      <th>V187</th>\n",
       "      <th>V188</th>\n",
       "      <th>V189</th>\n",
       "      <th>V190</th>\n",
       "      <th>V191</th>\n",
       "      <th>V192</th>\n",
       "      <th>V193</th>\n",
       "      <th>V194</th>\n",
       "      <th>V195</th>\n",
       "      <th>V196</th>\n",
       "      <th>V197</th>\n",
       "      <th>V198</th>\n",
       "      <th>V199</th>\n",
       "      <th>V200</th>\n",
       "      <th>V201</th>\n",
       "      <th>V202</th>\n",
       "      <th>V203</th>\n",
       "      <th>V204</th>\n",
       "      <th>V205</th>\n",
       "      <th>V206</th>\n",
       "      <th>V207</th>\n",
       "      <th>V208</th>\n",
       "      <th>V209</th>\n",
       "      <th>V210</th>\n",
       "      <th>V211</th>\n",
       "      <th>V212</th>\n",
       "      <th>V213</th>\n",
       "      <th>V214</th>\n",
       "      <th>V215</th>\n",
       "      <th>V216</th>\n",
       "      <th>V217</th>\n",
       "      <th>V218</th>\n",
       "      <th>V219</th>\n",
       "      <th>V220</th>\n",
       "      <th>V221</th>\n",
       "      <th>V222</th>\n",
       "      <th>V223</th>\n",
       "      <th>V224</th>\n",
       "      <th>V225</th>\n",
       "      <th>V226</th>\n",
       "      <th>V227</th>\n",
       "      <th>V228</th>\n",
       "      <th>V229</th>\n",
       "      <th>V230</th>\n",
       "      <th>V231</th>\n",
       "      <th>V232</th>\n",
       "      <th>V233</th>\n",
       "      <th>V234</th>\n",
       "      <th>V235</th>\n",
       "      <th>V236</th>\n",
       "      <th>V237</th>\n",
       "      <th>V238</th>\n",
       "      <th>V239</th>\n",
       "      <th>V240</th>\n",
       "      <th>V241</th>\n",
       "      <th>V242</th>\n",
       "      <th>V243</th>\n",
       "      <th>V244</th>\n",
       "      <th>V245</th>\n",
       "      <th>V246</th>\n",
       "      <th>V247</th>\n",
       "      <th>V248</th>\n",
       "      <th>V249</th>\n",
       "      <th>V250</th>\n",
       "      <th>V251</th>\n",
       "      <th>V252</th>\n",
       "      <th>V253</th>\n",
       "      <th>V254</th>\n",
       "      <th>V255</th>\n",
       "      <th>V256</th>\n",
       "      <th>V257</th>\n",
       "      <th>V258</th>\n",
       "      <th>V259</th>\n",
       "      <th>V260</th>\n",
       "      <th>V261</th>\n",
       "      <th>V262</th>\n",
       "      <th>V263</th>\n",
       "      <th>V264</th>\n",
       "      <th>V265</th>\n",
       "      <th>V266</th>\n",
       "      <th>V267</th>\n",
       "      <th>V268</th>\n",
       "      <th>V269</th>\n",
       "      <th>V270</th>\n",
       "      <th>V271</th>\n",
       "      <th>V272</th>\n",
       "      <th>V273</th>\n",
       "      <th>V274</th>\n",
       "      <th>V275</th>\n",
       "      <th>V276</th>\n",
       "      <th>V277</th>\n",
       "      <th>V278</th>\n",
       "      <th>V279</th>\n",
       "      <th>V280</th>\n",
       "      <th>V281</th>\n",
       "      <th>V282</th>\n",
       "      <th>V283</th>\n",
       "      <th>V284</th>\n",
       "      <th>V285</th>\n",
       "      <th>V286</th>\n",
       "      <th>V287</th>\n",
       "      <th>V288</th>\n",
       "      <th>V289</th>\n",
       "      <th>V290</th>\n",
       "      <th>V291</th>\n",
       "      <th>V292</th>\n",
       "      <th>V293</th>\n",
       "      <th>V294</th>\n",
       "      <th>V295</th>\n",
       "      <th>V296</th>\n",
       "      <th>V297</th>\n",
       "      <th>V298</th>\n",
       "      <th>V299</th>\n",
       "      <th>V300</th>\n",
       "      <th>V301</th>\n",
       "      <th>V302</th>\n",
       "      <th>V303</th>\n",
       "      <th>V304</th>\n",
       "      <th>V305</th>\n",
       "      <th>V306</th>\n",
       "      <th>V307</th>\n",
       "      <th>V308</th>\n",
       "      <th>V309</th>\n",
       "      <th>V310</th>\n",
       "      <th>V311</th>\n",
       "      <th>V312</th>\n",
       "      <th>V313</th>\n",
       "      <th>V314</th>\n",
       "      <th>V315</th>\n",
       "      <th>V316</th>\n",
       "      <th>V317</th>\n",
       "      <th>V318</th>\n",
       "      <th>V319</th>\n",
       "      <th>V320</th>\n",
       "      <th>V321</th>\n",
       "      <th>V322</th>\n",
       "      <th>V323</th>\n",
       "      <th>V324</th>\n",
       "      <th>V325</th>\n",
       "      <th>V326</th>\n",
       "      <th>V327</th>\n",
       "      <th>V328</th>\n",
       "      <th>V329</th>\n",
       "      <th>V330</th>\n",
       "      <th>V331</th>\n",
       "      <th>V332</th>\n",
       "      <th>V333</th>\n",
       "      <th>V334</th>\n",
       "      <th>V335</th>\n",
       "      <th>V336</th>\n",
       "      <th>V337</th>\n",
       "      <th>V338</th>\n",
       "      <th>V339</th>\n",
       "      <th>id_01</th>\n",
       "      <th>id_02</th>\n",
       "      <th>id_03</th>\n",
       "      <th>id_04</th>\n",
       "      <th>id_05</th>\n",
       "      <th>id_06</th>\n",
       "      <th>id_07</th>\n",
       "      <th>id_08</th>\n",
       "      <th>id_09</th>\n",
       "      <th>id_10</th>\n",
       "      <th>id_11</th>\n",
       "      <th>id_12</th>\n",
       "      <th>id_13</th>\n",
       "      <th>id_14</th>\n",
       "      <th>id_15</th>\n",
       "      <th>id_16</th>\n",
       "      <th>id_17</th>\n",
       "      <th>id_18</th>\n",
       "      <th>id_19</th>\n",
       "      <th>id_20</th>\n",
       "      <th>id_21</th>\n",
       "      <th>id_22</th>\n",
       "      <th>id_23</th>\n",
       "      <th>id_24</th>\n",
       "      <th>id_25</th>\n",
       "      <th>id_26</th>\n",
       "      <th>id_27</th>\n",
       "      <th>id_28</th>\n",
       "      <th>id_29</th>\n",
       "      <th>id_30</th>\n",
       "      <th>id_31</th>\n",
       "      <th>id_32</th>\n",
       "      <th>id_33</th>\n",
       "      <th>id_34</th>\n",
       "      <th>id_35</th>\n",
       "      <th>id_36</th>\n",
       "      <th>id_37</th>\n",
       "      <th>id_38</th>\n",
       "      <th>DeviceType</th>\n",
       "      <th>DeviceInfo</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2987000</td>\n",
       "      <td>0</td>\n",
       "      <td>86400</td>\n",
       "      <td>68.5</td>\n",
       "      <td>W</td>\n",
       "      <td>13926</td>\n",
       "      <td>None</td>\n",
       "      <td>150.0</td>\n",
       "      <td>discover</td>\n",
       "      <td>142.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>315.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M2</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2987001</td>\n",
       "      <td>0</td>\n",
       "      <td>86401</td>\n",
       "      <td>29.0</td>\n",
       "      <td>W</td>\n",
       "      <td>2755</td>\n",
       "      <td>404.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>325.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2987002</td>\n",
       "      <td>0</td>\n",
       "      <td>86469</td>\n",
       "      <td>59.0</td>\n",
       "      <td>W</td>\n",
       "      <td>4663</td>\n",
       "      <td>490.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>visa</td>\n",
       "      <td>166.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>outlook.com</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>315.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2987003</td>\n",
       "      <td>0</td>\n",
       "      <td>86499</td>\n",
       "      <td>50.0</td>\n",
       "      <td>W</td>\n",
       "      <td>18132</td>\n",
       "      <td>567.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>117.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>476.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>None</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>84.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>111.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
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       "      <td>354.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2987004</td>\n",
       "      <td>0</td>\n",
       "      <td>86506</td>\n",
       "      <td>50.0</td>\n",
       "      <td>H</td>\n",
       "      <td>4497</td>\n",
       "      <td>514.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>420.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>None</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15557.990234</td>\n",
       "      <td>169690.796875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>515.0</td>\n",
       "      <td>5155.0</td>\n",
       "      <td>2840.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70787.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>None</td>\n",
       "      <td>-480.0</td>\n",
       "      <td>New</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>166.0</td>\n",
       "      <td>None</td>\n",
       "      <td>542.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>New</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Android 7.0</td>\n",
       "      <td>samsung browser 6.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2220x1080</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>mobile</td>\n",
       "      <td>SAMSUNG SM-G892A Build/NRD90M</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TransactionID  isFraud  TransactionDT  TransactionAmt ProductCD  card1  \\\n",
       "0        2987000        0          86400            68.5         W  13926   \n",
       "1        2987001        0          86401            29.0         W   2755   \n",
       "2        2987002        0          86469            59.0         W   4663   \n",
       "3        2987003        0          86499            50.0         W  18132   \n",
       "4        2987004        0          86506            50.0         H   4497   \n",
       "\n",
       "   card2  card3       card4  card5   card6  addr1 addr2  dist1  dist2  \\\n",
       "0   None  150.0    discover  142.0  credit  315.0  87.0   19.0    NaN   \n",
       "1  404.0  150.0  mastercard  102.0  credit  325.0  87.0    NaN    NaN   \n",
       "2  490.0  150.0        visa  166.0   debit  330.0  87.0  287.0    NaN   \n",
       "3  567.0  150.0  mastercard  117.0   debit  476.0  87.0    NaN    NaN   \n",
       "4  514.0  150.0  mastercard  102.0  credit  420.0  87.0    NaN    NaN   \n",
       "\n",
       "  P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  \\\n",
       "0          None          None  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "1     gmail.com          None  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "2   outlook.com          None  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "3     yahoo.com          None  2.0  5.0  0.0  0.0  0.0  4.0  0.0  0.0  1.0   \n",
       "4     gmail.com          None  1.0  1.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "\n",
       "   C10  C11  C12   C13  C14     D1     D2    D3    D4   D5  D6  D7  D8  D9  \\\n",
       "0  0.0  2.0  0.0   1.0  1.0   14.0    NaN  13.0   NaN  NaN NaN NaN NaN NaN   \n",
       "1  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN NaN NaN NaN   \n",
       "2  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0  NaN NaN NaN NaN NaN   \n",
       "3  0.0  1.0  0.0  25.0  1.0  112.0  112.0   0.0  94.0  0.0 NaN NaN NaN NaN   \n",
       "4  1.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   NaN  NaN NaN NaN NaN NaN   \n",
       "\n",
       "    D10    D11  D12  D13  D14    D15    M1    M2    M3    M4    M5    M6  \\\n",
       "0  13.0   13.0  NaN  NaN  NaN    0.0     T     T     T    M2     F     T   \n",
       "1   0.0    NaN  NaN  NaN  NaN    0.0  None  None  None    M0     T     T   \n",
       "2   0.0  315.0  NaN  NaN  NaN  315.0     T     T     T    M0     F     F   \n",
       "3  84.0    NaN  NaN  NaN  NaN  111.0  None  None  None    M0     T     F   \n",
       "4   NaN    NaN  NaN  NaN  NaN    NaN  None  None  None  None  None  None   \n",
       "\n",
       "     M7    M8    M9   V1   V2   V3   V4   V5   V6   V7   V8   V9  V10  V11  \\\n",
       "0  None  None  None  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
       "1  None  None  None  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2     F     F     F  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0   \n",
       "3  None  None  None  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "4  None  None  None  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V12  V13  V14  V15  V16  V17  V18  V19  V20  V21  V22  V23  V24  V25  V26  \\\n",
       "0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "1  0.0  0.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "2  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "3  1.0  1.0  1.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V27  V28  V29  V30  V31  V32  V33  V34  V35  V36  V37  V38  V39  V40  V41  \\\n",
       "0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "1  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
       "2  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0   \n",
       "3  0.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V42  V43  V44  V45  V46  V47  V48  V49  V50  V51  V52  V53  V54  V55  V56  \\\n",
       "0  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0  1.0   \n",
       "1  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0   \n",
       "2  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "3  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  1.0  1.0  1.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V57  V58  V59  V60  V61  V62  V63  V64  V65  V66  V67  V68  V69  V70  V71  \\\n",
       "0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
       "1  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
       "2  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
       "3  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V72  V73  V74  V75  V76  V77  V78  V79  V80  V81  V82  V83  V84  V85  V86  \\\n",
       "0  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0   \n",
       "1  0.0  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
       "2  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
       "3  0.0  0.0  0.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "   V87  V88  V89  V90  V91  V92  V93  V94  V95   V96   V97  V98   V99  V100  \\\n",
       "0  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   1.0   0.0  0.0   0.0   0.0   \n",
       "1  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0   0.0   0.0   \n",
       "2  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  0.0   0.0   0.0  0.0   0.0   0.0   \n",
       "3  1.0  1.0  0.0  0.0  0.0  0.0  0.0  0.0  1.0  48.0  28.0  0.0  10.0   4.0   \n",
       "4  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  0.0   0.0   0.0  0.0   0.0   0.0   \n",
       "\n",
       "   V101  V102  V103  V104  V105  V106  V107  V108  V109  V110  V111  V112  \\\n",
       "0   0.0   1.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "1   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "3   1.0  38.0  24.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V113  V114  V115  V116  V117  V118  V119  V120  V121  V122  V123  V124  \\\n",
       "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V125  V126    V127   V128  V129   V130   V131  V132    V133   V134  V135  \\\n",
       "0   1.0   0.0   117.0    0.0   0.0    0.0    0.0   0.0   117.0    0.0   0.0   \n",
       "1   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   \n",
       "2   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   \n",
       "3   1.0  50.0  1758.0  925.0   0.0  354.0  135.0  50.0  1404.0  790.0   0.0   \n",
       "4   1.0   0.0     0.0    0.0   0.0    0.0    0.0   0.0     0.0    0.0   0.0   \n",
       "\n",
       "   V136  V137  V138  V139  V140  V141  V142  V143  V144   V145  V146  V147  \\\n",
       "0   0.0   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   \n",
       "1   0.0   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   \n",
       "2   0.0   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   \n",
       "3   0.0   0.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN    NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   6.0  18.0  140.0   0.0   0.0   \n",
       "\n",
       "   V148  V149    V150  V151  V152  V153  V154  V155  V156  V157  V158  \\\n",
       "0   NaN   NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN     NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0  1803.0  49.0  64.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "           V159           V160  V161  V162  V163   V164    V165    V166  V167  \\\n",
       "0           NaN            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   \n",
       "1           NaN            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   \n",
       "2           NaN            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   \n",
       "3           NaN            NaN   NaN   NaN   NaN    NaN     NaN     NaN   NaN   \n",
       "4  15557.990234  169690.796875   0.0   0.0   0.0  515.0  5155.0  2840.0   0.0   \n",
       "\n",
       "   V168  V169  V170  V171  V172  V173  V174  V175  V176  V177  V178  V179  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   \n",
       "\n",
       "   V180  V181  V182  V183  V184  V185  V186  V187  V188  V189  V190  V191  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V192  V193  V194  V195  V196  V197  V198  V199  V200  V201  V202  V203  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   0.0   \n",
       "\n",
       "   V204  V205  V206  V207  V208  V209  V210  V211  V212  V213  V214  V215  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V216  V217  V218  V219  V220  V221  V222  V223  V224  V225  V226  V227  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V228  V229  V230  V231  V232  V233  V234  V235  V236  V237  V238  V239  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V240  V241  V242  V243  V244  V245  V246  V247  V248  V249  V250  V251  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V252  V253  V254  V255  V256  V257  V258  V259  V260  V261  V262  V263  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   \n",
       "\n",
       "   V264  V265  V266  V267  V268  V269  V270  V271  V272  V273  V274  V275  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V276  V277  V278  V279  V280  V281  V282  V283  V284  V285  V286  V287  \\\n",
       "0   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
       "1   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
       "2   NaN   NaN   NaN   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
       "3   NaN   NaN   NaN   1.0  28.0   0.0   0.0   0.0   0.0  10.0   0.0   4.0   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V288  V289  V290  V291  V292  V293  V294  V295  V296  V297  V298  V299  \\\n",
       "0   0.0   0.0   1.0   1.0   1.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3   0.0   0.0   1.0   1.0   1.0   1.0  38.0  24.0   0.0   0.0   0.0   0.0   \n",
       "4   0.0   0.0   1.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V300  V301  V302  V303  V304  V305  V306    V307   V308  V309   V310  V311  \\\n",
       "0   0.0   0.0   0.0   0.0   0.0   1.0   0.0   117.0    0.0   0.0    0.0   0.0   \n",
       "1   0.0   0.0   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0   \n",
       "2   0.0   0.0   0.0   0.0   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0   \n",
       "3   0.0   0.0   0.0   0.0   0.0   1.0  50.0  1758.0  925.0   0.0  354.0   0.0   \n",
       "4   0.0   0.0   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0   \n",
       "\n",
       "    V312  V313  V314  V315  V316    V317   V318  V319  V320  V321  V322  V323  \\\n",
       "0    0.0   0.0   0.0   0.0   0.0   117.0    0.0   0.0   0.0   0.0   NaN   NaN   \n",
       "1    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   NaN   NaN   \n",
       "2    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   NaN   NaN   \n",
       "3  135.0   0.0   0.0   0.0  50.0  1404.0  790.0   0.0   0.0   0.0   NaN   NaN   \n",
       "4    0.0   0.0   0.0   0.0   0.0     0.0    0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V324  V325  V326  V327  V328  V329  V330  V331  V332  V333  V334  V335  \\\n",
       "0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "1   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "3   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "4   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V336  V337  V338  V339  id_01    id_02  id_03  id_04  id_05  id_06  id_07  \\\n",
       "0   NaN   NaN   NaN   NaN    NaN      NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "1   NaN   NaN   NaN   NaN    NaN      NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2   NaN   NaN   NaN   NaN    NaN      NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "3   NaN   NaN   NaN   NaN    NaN      NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "4   0.0   0.0   0.0   0.0    0.0  70787.0    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "   id_08  id_09  id_10  id_11     id_12 id_13   id_14 id_15     id_16  id_17  \\\n",
       "0    NaN    NaN    NaN    NaN      None  None    None  None      None   None   \n",
       "1    NaN    NaN    NaN    NaN      None  None    None  None      None   None   \n",
       "2    NaN    NaN    NaN    NaN      None  None    None  None      None   None   \n",
       "3    NaN    NaN    NaN    NaN      None  None    None  None      None   None   \n",
       "4    NaN    NaN    NaN  100.0  NotFound  None  -480.0   New  NotFound  166.0   \n",
       "\n",
       "  id_18  id_19  id_20 id_21 id_22 id_23 id_24 id_25 id_26 id_27 id_28  \\\n",
       "0  None   None   None  None  None  None  None  None  None  None  None   \n",
       "1  None   None   None  None  None  None  None  None  None  None  None   \n",
       "2  None   None   None  None  None  None  None  None  None  None  None   \n",
       "3  None   None   None  None  None  None  None  None  None  None  None   \n",
       "4  None  542.0  144.0  None  None  None  None  None  None  None   New   \n",
       "\n",
       "      id_29        id_30                id_31 id_32      id_33  \\\n",
       "0      None         None                 None  None       None   \n",
       "1      None         None                 None  None       None   \n",
       "2      None         None                 None  None       None   \n",
       "3      None         None                 None  None       None   \n",
       "4  NotFound  Android 7.0  samsung browser 6.2  32.0  2220x1080   \n",
       "\n",
       "            id_34 id_35 id_36 id_37 id_38 DeviceType  \\\n",
       "0            None  None  None  None  None       None   \n",
       "1            None  None  None  None  None       None   \n",
       "2            None  None  None  None  None       None   \n",
       "3            None  None  None  None  None       None   \n",
       "4  match_status:2     T     F     T     T     mobile   \n",
       "\n",
       "                      DeviceInfo  \n",
       "0                           None  \n",
       "1                           None  \n",
       "2                           None  \n",
       "3                           None  \n",
       "4  SAMSUNG SM-G892A Build/NRD90M  "
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feature Engineering\n",
    "## Count NULLs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train['n_nulls'] = df_train.isnull().sum(axis=1)\n",
    "df_test['n_nulls'] = df_test.isnull().sum(axis=1)\n",
    "\n",
    "numeric_cols += ['n_nulls']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Remove Version Numbers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [],
   "source": [
    "for col in ['id_30', 'id_31']:\n",
    "    df_train[col+'_clean'] = df_test[col].str.replace(r'[^A-Za-z]', '', regex=True)\n",
    "    df_test[col+'_clean'] = df_test[col].str.replace(r'[^A-Za-z]', '', regex=True)\n",
    "    cat_cols += [col+'_clean']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convert Categories to Ints for LGB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "def cat_to_int(df_train, df_test, col):\n",
    "    catDtype = CategoricalDtype(categories=df_train[col].value_counts().index.values)\n",
    "    return df_train[col].astype(catDtype).cat.codes.values, df_test[col].astype(catDtype).cat.codes.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train.loc[:,cat_cols] = df_train[cat_cols].fillna('<UNK>')\n",
    "df_test.loc[:,cat_cols] = df_test[cat_cols].fillna('<UNK>')\n",
    "\n",
    "df_train = df_train.fillna(-999)\n",
    "df_test = df_test.fillna(-999)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "cat_cols_encoded = list()\n",
    "for col in cat_cols:\n",
    "    df_train[col+'_code'], df_test[col+'_code'] = cat_to_int(df_train, df_test, col)\n",
    "    cat_cols_encoded.append(col+'_code')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Modeling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lightgbm as lgb\n",
    "from sklearn.model_selection import KFold\n",
    "from pandas.api.types import CategoricalDtype"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "features = cat_cols + numeric_cols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "N_val = int(df_train.shape[0]*0.05)\n",
    "df_val = df_train.sort_values(by='TransactionDT').tail(N_val)\n",
    "df_train_sample = df_train[~df_train.index.isin(df_val.index)]\n",
    "shuffle_ks = True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(590540, 561013, 29527)"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train.shape[0], df_train_sample.shape[0], df_val.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TransactionID</th>\n",
       "      <th>isFraud</th>\n",
       "      <th>TransactionDT</th>\n",
       "      <th>TransactionAmt</th>\n",
       "      <th>ProductCD</th>\n",
       "      <th>card1</th>\n",
       "      <th>card2</th>\n",
       "      <th>card3</th>\n",
       "      <th>card4</th>\n",
       "      <th>card5</th>\n",
       "      <th>card6</th>\n",
       "      <th>addr1</th>\n",
       "      <th>addr2</th>\n",
       "      <th>dist1</th>\n",
       "      <th>dist2</th>\n",
       "      <th>P_emaildomain</th>\n",
       "      <th>R_emaildomain</th>\n",
       "      <th>C1</th>\n",
       "      <th>C2</th>\n",
       "      <th>C3</th>\n",
       "      <th>C4</th>\n",
       "      <th>C5</th>\n",
       "      <th>C6</th>\n",
       "      <th>C7</th>\n",
       "      <th>C8</th>\n",
       "      <th>C9</th>\n",
       "      <th>C10</th>\n",
       "      <th>C11</th>\n",
       "      <th>C12</th>\n",
       "      <th>C13</th>\n",
       "      <th>C14</th>\n",
       "      <th>D1</th>\n",
       "      <th>D2</th>\n",
       "      <th>D3</th>\n",
       "      <th>D4</th>\n",
       "      <th>D5</th>\n",
       "      <th>D6</th>\n",
       "      <th>D7</th>\n",
       "      <th>D8</th>\n",
       "      <th>D9</th>\n",
       "      <th>D10</th>\n",
       "      <th>D11</th>\n",
       "      <th>D12</th>\n",
       "      <th>D13</th>\n",
       "      <th>D14</th>\n",
       "      <th>D15</th>\n",
       "      <th>M1</th>\n",
       "      <th>M2</th>\n",
       "      <th>M3</th>\n",
       "      <th>M4</th>\n",
       "      <th>M5</th>\n",
       "      <th>M6</th>\n",
       "      <th>M7</th>\n",
       "      <th>M8</th>\n",
       "      <th>M9</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>V10</th>\n",
       "      <th>V11</th>\n",
       "      <th>V12</th>\n",
       "      <th>V13</th>\n",
       "      <th>V14</th>\n",
       "      <th>V15</th>\n",
       "      <th>V16</th>\n",
       "      <th>V17</th>\n",
       "      <th>V18</th>\n",
       "      <th>V19</th>\n",
       "      <th>V20</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>V29</th>\n",
       "      <th>V30</th>\n",
       "      <th>V31</th>\n",
       "      <th>V32</th>\n",
       "      <th>V33</th>\n",
       "      <th>V34</th>\n",
       "      <th>V35</th>\n",
       "      <th>V36</th>\n",
       "      <th>V37</th>\n",
       "      <th>V38</th>\n",
       "      <th>V39</th>\n",
       "      <th>V40</th>\n",
       "      <th>V41</th>\n",
       "      <th>V42</th>\n",
       "      <th>V43</th>\n",
       "      <th>V44</th>\n",
       "      <th>V45</th>\n",
       "      <th>V46</th>\n",
       "      <th>V47</th>\n",
       "      <th>V48</th>\n",
       "      <th>V49</th>\n",
       "      <th>V50</th>\n",
       "      <th>V51</th>\n",
       "      <th>V52</th>\n",
       "      <th>V53</th>\n",
       "      <th>V54</th>\n",
       "      <th>V55</th>\n",
       "      <th>V56</th>\n",
       "      <th>V57</th>\n",
       "      <th>V58</th>\n",
       "      <th>V59</th>\n",
       "      <th>V60</th>\n",
       "      <th>V61</th>\n",
       "      <th>V62</th>\n",
       "      <th>V63</th>\n",
       "      <th>V64</th>\n",
       "      <th>V65</th>\n",
       "      <th>V66</th>\n",
       "      <th>V67</th>\n",
       "      <th>V68</th>\n",
       "      <th>V69</th>\n",
       "      <th>V70</th>\n",
       "      <th>V71</th>\n",
       "      <th>V72</th>\n",
       "      <th>V73</th>\n",
       "      <th>V74</th>\n",
       "      <th>V75</th>\n",
       "      <th>V76</th>\n",
       "      <th>V77</th>\n",
       "      <th>V78</th>\n",
       "      <th>V79</th>\n",
       "      <th>V80</th>\n",
       "      <th>V81</th>\n",
       "      <th>V82</th>\n",
       "      <th>V83</th>\n",
       "      <th>V84</th>\n",
       "      <th>V85</th>\n",
       "      <th>V86</th>\n",
       "      <th>V87</th>\n",
       "      <th>V88</th>\n",
       "      <th>V89</th>\n",
       "      <th>V90</th>\n",
       "      <th>V91</th>\n",
       "      <th>V92</th>\n",
       "      <th>V93</th>\n",
       "      <th>V94</th>\n",
       "      <th>V95</th>\n",
       "      <th>V96</th>\n",
       "      <th>V97</th>\n",
       "      <th>V98</th>\n",
       "      <th>V99</th>\n",
       "      <th>V100</th>\n",
       "      <th>V101</th>\n",
       "      <th>V102</th>\n",
       "      <th>V103</th>\n",
       "      <th>V104</th>\n",
       "      <th>V105</th>\n",
       "      <th>V106</th>\n",
       "      <th>V107</th>\n",
       "      <th>V108</th>\n",
       "      <th>V109</th>\n",
       "      <th>V110</th>\n",
       "      <th>V111</th>\n",
       "      <th>V112</th>\n",
       "      <th>V113</th>\n",
       "      <th>V114</th>\n",
       "      <th>V115</th>\n",
       "      <th>V116</th>\n",
       "      <th>V117</th>\n",
       "      <th>V118</th>\n",
       "      <th>V119</th>\n",
       "      <th>V120</th>\n",
       "      <th>V121</th>\n",
       "      <th>V122</th>\n",
       "      <th>V123</th>\n",
       "      <th>V124</th>\n",
       "      <th>V125</th>\n",
       "      <th>V126</th>\n",
       "      <th>V127</th>\n",
       "      <th>V128</th>\n",
       "      <th>V129</th>\n",
       "      <th>V130</th>\n",
       "      <th>V131</th>\n",
       "      <th>V132</th>\n",
       "      <th>V133</th>\n",
       "      <th>V134</th>\n",
       "      <th>V135</th>\n",
       "      <th>V136</th>\n",
       "      <th>V137</th>\n",
       "      <th>V138</th>\n",
       "      <th>V139</th>\n",
       "      <th>V140</th>\n",
       "      <th>V141</th>\n",
       "      <th>V142</th>\n",
       "      <th>V143</th>\n",
       "      <th>V144</th>\n",
       "      <th>V145</th>\n",
       "      <th>V146</th>\n",
       "      <th>V147</th>\n",
       "      <th>V148</th>\n",
       "      <th>V149</th>\n",
       "      <th>V150</th>\n",
       "      <th>V151</th>\n",
       "      <th>V152</th>\n",
       "      <th>V153</th>\n",
       "      <th>V154</th>\n",
       "      <th>V155</th>\n",
       "      <th>V156</th>\n",
       "      <th>V157</th>\n",
       "      <th>V158</th>\n",
       "      <th>V159</th>\n",
       "      <th>V160</th>\n",
       "      <th>V161</th>\n",
       "      <th>V162</th>\n",
       "      <th>V163</th>\n",
       "      <th>V164</th>\n",
       "      <th>V165</th>\n",
       "      <th>V166</th>\n",
       "      <th>V167</th>\n",
       "      <th>V168</th>\n",
       "      <th>V169</th>\n",
       "      <th>V170</th>\n",
       "      <th>V171</th>\n",
       "      <th>V172</th>\n",
       "      <th>V173</th>\n",
       "      <th>V174</th>\n",
       "      <th>V175</th>\n",
       "      <th>V176</th>\n",
       "      <th>V177</th>\n",
       "      <th>V178</th>\n",
       "      <th>V179</th>\n",
       "      <th>V180</th>\n",
       "      <th>V181</th>\n",
       "      <th>V182</th>\n",
       "      <th>V183</th>\n",
       "      <th>V184</th>\n",
       "      <th>V185</th>\n",
       "      <th>V186</th>\n",
       "      <th>V187</th>\n",
       "      <th>V188</th>\n",
       "      <th>V189</th>\n",
       "      <th>V190</th>\n",
       "      <th>V191</th>\n",
       "      <th>V192</th>\n",
       "      <th>V193</th>\n",
       "      <th>V194</th>\n",
       "      <th>V195</th>\n",
       "      <th>V196</th>\n",
       "      <th>V197</th>\n",
       "      <th>V198</th>\n",
       "      <th>V199</th>\n",
       "      <th>V200</th>\n",
       "      <th>V201</th>\n",
       "      <th>V202</th>\n",
       "      <th>V203</th>\n",
       "      <th>V204</th>\n",
       "      <th>V205</th>\n",
       "      <th>V206</th>\n",
       "      <th>V207</th>\n",
       "      <th>V208</th>\n",
       "      <th>V209</th>\n",
       "      <th>V210</th>\n",
       "      <th>V211</th>\n",
       "      <th>V212</th>\n",
       "      <th>V213</th>\n",
       "      <th>V214</th>\n",
       "      <th>V215</th>\n",
       "      <th>V216</th>\n",
       "      <th>V217</th>\n",
       "      <th>V218</th>\n",
       "      <th>V219</th>\n",
       "      <th>V220</th>\n",
       "      <th>V221</th>\n",
       "      <th>V222</th>\n",
       "      <th>V223</th>\n",
       "      <th>V224</th>\n",
       "      <th>V225</th>\n",
       "      <th>V226</th>\n",
       "      <th>V227</th>\n",
       "      <th>V228</th>\n",
       "      <th>V229</th>\n",
       "      <th>V230</th>\n",
       "      <th>V231</th>\n",
       "      <th>V232</th>\n",
       "      <th>V233</th>\n",
       "      <th>V234</th>\n",
       "      <th>V235</th>\n",
       "      <th>V236</th>\n",
       "      <th>V237</th>\n",
       "      <th>V238</th>\n",
       "      <th>V239</th>\n",
       "      <th>V240</th>\n",
       "      <th>V241</th>\n",
       "      <th>V242</th>\n",
       "      <th>V243</th>\n",
       "      <th>V244</th>\n",
       "      <th>V245</th>\n",
       "      <th>V246</th>\n",
       "      <th>V247</th>\n",
       "      <th>V248</th>\n",
       "      <th>V249</th>\n",
       "      <th>V250</th>\n",
       "      <th>V251</th>\n",
       "      <th>V252</th>\n",
       "      <th>V253</th>\n",
       "      <th>V254</th>\n",
       "      <th>V255</th>\n",
       "      <th>V256</th>\n",
       "      <th>V257</th>\n",
       "      <th>V258</th>\n",
       "      <th>V259</th>\n",
       "      <th>V260</th>\n",
       "      <th>V261</th>\n",
       "      <th>V262</th>\n",
       "      <th>V263</th>\n",
       "      <th>V264</th>\n",
       "      <th>V265</th>\n",
       "      <th>V266</th>\n",
       "      <th>V267</th>\n",
       "      <th>V268</th>\n",
       "      <th>V269</th>\n",
       "      <th>V270</th>\n",
       "      <th>V271</th>\n",
       "      <th>V272</th>\n",
       "      <th>V273</th>\n",
       "      <th>V274</th>\n",
       "      <th>V275</th>\n",
       "      <th>V276</th>\n",
       "      <th>V277</th>\n",
       "      <th>V278</th>\n",
       "      <th>V279</th>\n",
       "      <th>V280</th>\n",
       "      <th>V281</th>\n",
       "      <th>V282</th>\n",
       "      <th>V283</th>\n",
       "      <th>V284</th>\n",
       "      <th>V285</th>\n",
       "      <th>V286</th>\n",
       "      <th>V287</th>\n",
       "      <th>V288</th>\n",
       "      <th>V289</th>\n",
       "      <th>V290</th>\n",
       "      <th>V291</th>\n",
       "      <th>V292</th>\n",
       "      <th>V293</th>\n",
       "      <th>V294</th>\n",
       "      <th>V295</th>\n",
       "      <th>V296</th>\n",
       "      <th>V297</th>\n",
       "      <th>V298</th>\n",
       "      <th>V299</th>\n",
       "      <th>V300</th>\n",
       "      <th>V301</th>\n",
       "      <th>V302</th>\n",
       "      <th>V303</th>\n",
       "      <th>V304</th>\n",
       "      <th>V305</th>\n",
       "      <th>V306</th>\n",
       "      <th>V307</th>\n",
       "      <th>V308</th>\n",
       "      <th>V309</th>\n",
       "      <th>V310</th>\n",
       "      <th>V311</th>\n",
       "      <th>V312</th>\n",
       "      <th>V313</th>\n",
       "      <th>V314</th>\n",
       "      <th>V315</th>\n",
       "      <th>V316</th>\n",
       "      <th>V317</th>\n",
       "      <th>V318</th>\n",
       "      <th>V319</th>\n",
       "      <th>V320</th>\n",
       "      <th>V321</th>\n",
       "      <th>V322</th>\n",
       "      <th>V323</th>\n",
       "      <th>V324</th>\n",
       "      <th>V325</th>\n",
       "      <th>V326</th>\n",
       "      <th>V327</th>\n",
       "      <th>V328</th>\n",
       "      <th>V329</th>\n",
       "      <th>V330</th>\n",
       "      <th>V331</th>\n",
       "      <th>V332</th>\n",
       "      <th>V333</th>\n",
       "      <th>V334</th>\n",
       "      <th>V335</th>\n",
       "      <th>V336</th>\n",
       "      <th>V337</th>\n",
       "      <th>V338</th>\n",
       "      <th>V339</th>\n",
       "      <th>id_01</th>\n",
       "      <th>id_02</th>\n",
       "      <th>id_03</th>\n",
       "      <th>id_04</th>\n",
       "      <th>id_05</th>\n",
       "      <th>id_06</th>\n",
       "      <th>id_07</th>\n",
       "      <th>id_08</th>\n",
       "      <th>id_09</th>\n",
       "      <th>id_10</th>\n",
       "      <th>id_11</th>\n",
       "      <th>id_12</th>\n",
       "      <th>id_13</th>\n",
       "      <th>id_14</th>\n",
       "      <th>id_15</th>\n",
       "      <th>id_16</th>\n",
       "      <th>id_17</th>\n",
       "      <th>id_18</th>\n",
       "      <th>id_19</th>\n",
       "      <th>id_20</th>\n",
       "      <th>id_21</th>\n",
       "      <th>id_22</th>\n",
       "      <th>id_23</th>\n",
       "      <th>id_24</th>\n",
       "      <th>id_25</th>\n",
       "      <th>id_26</th>\n",
       "      <th>id_27</th>\n",
       "      <th>id_28</th>\n",
       "      <th>id_29</th>\n",
       "      <th>id_30</th>\n",
       "      <th>id_31</th>\n",
       "      <th>id_32</th>\n",
       "      <th>id_33</th>\n",
       "      <th>id_34</th>\n",
       "      <th>id_35</th>\n",
       "      <th>id_36</th>\n",
       "      <th>id_37</th>\n",
       "      <th>id_38</th>\n",
       "      <th>DeviceType</th>\n",
       "      <th>DeviceInfo</th>\n",
       "      <th>n_nulls</th>\n",
       "      <th>id_30_clean</th>\n",
       "      <th>id_31_clean</th>\n",
       "      <th>ProductCD_code</th>\n",
       "      <th>card1_code</th>\n",
       "      <th>card2_code</th>\n",
       "      <th>card3_code</th>\n",
       "      <th>card4_code</th>\n",
       "      <th>card5_code</th>\n",
       "      <th>card6_code</th>\n",
       "      <th>addr1_code</th>\n",
       "      <th>addr2_code</th>\n",
       "      <th>P_emaildomain_code</th>\n",
       "      <th>R_emaildomain_code</th>\n",
       "      <th>M1_code</th>\n",
       "      <th>M2_code</th>\n",
       "      <th>M3_code</th>\n",
       "      <th>M4_code</th>\n",
       "      <th>M5_code</th>\n",
       "      <th>M6_code</th>\n",
       "      <th>M7_code</th>\n",
       "      <th>M8_code</th>\n",
       "      <th>M9_code</th>\n",
       "      <th>DeviceType_code</th>\n",
       "      <th>DeviceInfo_code</th>\n",
       "      <th>id_12_code</th>\n",
       "      <th>id_13_code</th>\n",
       "      <th>id_14_code</th>\n",
       "      <th>id_15_code</th>\n",
       "      <th>id_16_code</th>\n",
       "      <th>id_17_code</th>\n",
       "      <th>id_18_code</th>\n",
       "      <th>id_19_code</th>\n",
       "      <th>id_20_code</th>\n",
       "      <th>id_21_code</th>\n",
       "      <th>id_22_code</th>\n",
       "      <th>id_23_code</th>\n",
       "      <th>id_24_code</th>\n",
       "      <th>id_25_code</th>\n",
       "      <th>id_26_code</th>\n",
       "      <th>id_27_code</th>\n",
       "      <th>id_28_code</th>\n",
       "      <th>id_29_code</th>\n",
       "      <th>id_30_code</th>\n",
       "      <th>id_31_code</th>\n",
       "      <th>id_32_code</th>\n",
       "      <th>id_33_code</th>\n",
       "      <th>id_34_code</th>\n",
       "      <th>id_35_code</th>\n",
       "      <th>id_36_code</th>\n",
       "      <th>id_37_code</th>\n",
       "      <th>id_38_code</th>\n",
       "      <th>id_30_clean_code</th>\n",
       "      <th>id_31_clean_code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2987000</td>\n",
       "      <td>0</td>\n",
       "      <td>86400</td>\n",
       "      <td>68.5</td>\n",
       "      <td>W</td>\n",
       "      <td>13926</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>150.0</td>\n",
       "      <td>discover</td>\n",
       "      <td>142.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>315.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M2</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>234</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>1407</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2987001</td>\n",
       "      <td>0</td>\n",
       "      <td>86401</td>\n",
       "      <td>29.0</td>\n",
       "      <td>W</td>\n",
       "      <td>2755</td>\n",
       "      <td>404.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>325.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>230</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>152</td>\n",
       "      <td>36</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2987002</td>\n",
       "      <td>0</td>\n",
       "      <td>86469</td>\n",
       "      <td>59.0</td>\n",
       "      <td>W</td>\n",
       "      <td>4663</td>\n",
       "      <td>490.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>visa</td>\n",
       "      <td>166.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>outlook.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>211</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>91</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2987003</td>\n",
       "      <td>0</td>\n",
       "      <td>86499</td>\n",
       "      <td>50.0</td>\n",
       "      <td>W</td>\n",
       "      <td>18132</td>\n",
       "      <td>567.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>117.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>476.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>112.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>M0</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.000000</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1758.0</td>\n",
       "      <td>925.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>354.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1404.0</td>\n",
       "      <td>790.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>227</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2987004</td>\n",
       "      <td>0</td>\n",
       "      <td>86506</td>\n",
       "      <td>50.0</td>\n",
       "      <td>H</td>\n",
       "      <td>4497</td>\n",
       "      <td>514.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>420.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>gmail.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1803.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15557.990234</td>\n",
       "      <td>169690.796875</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>515.0</td>\n",
       "      <td>5155.0</td>\n",
       "      <td>2840.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70787.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>-480.0</td>\n",
       "      <td>New</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>542.0</td>\n",
       "      <td>144.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>New</td>\n",
       "      <td>NotFound</td>\n",
       "      <td>Android 7.0</td>\n",
       "      <td>samsung browser 6.2</td>\n",
       "      <td>32.0</td>\n",
       "      <td>2220x1080</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>mobile</td>\n",
       "      <td>SAMSUNG SM-G892A Build/NRD90M</td>\n",
       "      <td>137</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>3</td>\n",
       "      <td>2744</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>527</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>22</td>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   TransactionID  isFraud  TransactionDT  TransactionAmt ProductCD  card1  \\\n",
       "0        2987000        0          86400            68.5         W  13926   \n",
       "1        2987001        0          86401            29.0         W   2755   \n",
       "2        2987002        0          86469            59.0         W   4663   \n",
       "3        2987003        0          86499            50.0         W  18132   \n",
       "4        2987004        0          86506            50.0         H   4497   \n",
       "\n",
       "   card2  card3       card4  card5   card6  addr1 addr2  dist1  dist2  \\\n",
       "0  <UNK>  150.0    discover  142.0  credit  315.0  87.0   19.0 -999.0   \n",
       "1  404.0  150.0  mastercard  102.0  credit  325.0  87.0 -999.0 -999.0   \n",
       "2  490.0  150.0        visa  166.0   debit  330.0  87.0  287.0 -999.0   \n",
       "3  567.0  150.0  mastercard  117.0   debit  476.0  87.0 -999.0 -999.0   \n",
       "4  514.0  150.0  mastercard  102.0  credit  420.0  87.0 -999.0 -999.0   \n",
       "\n",
       "  P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7   C8   C9  \\\n",
       "0         <UNK>         <UNK>  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "1     gmail.com         <UNK>  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  0.0   \n",
       "2   outlook.com         <UNK>  1.0  1.0  0.0  0.0  0.0  1.0  0.0  0.0  1.0   \n",
       "3     yahoo.com         <UNK>  2.0  5.0  0.0  0.0  0.0  4.0  0.0  0.0  1.0   \n",
       "4     gmail.com         <UNK>  1.0  1.0  0.0  0.0  0.0  1.0  0.0  1.0  0.0   \n",
       "\n",
       "   C10  C11  C12   C13  C14     D1     D2     D3     D4     D5     D6     D7  \\\n",
       "0  0.0  2.0  0.0   1.0  1.0   14.0 -999.0   13.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1  0.0  1.0  0.0   1.0  1.0    0.0 -999.0 -999.0    0.0 -999.0 -999.0 -999.0   \n",
       "2  0.0  1.0  0.0   1.0  1.0    0.0 -999.0 -999.0    0.0 -999.0 -999.0 -999.0   \n",
       "3  0.0  1.0  0.0  25.0  1.0  112.0  112.0    0.0   94.0    0.0 -999.0 -999.0   \n",
       "4  1.0  1.0  0.0   1.0  1.0    0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "      D8     D9    D10    D11    D12    D13    D14    D15     M1     M2  \\\n",
       "0 -999.0 -999.0   13.0   13.0 -999.0 -999.0 -999.0    0.0      T      T   \n",
       "1 -999.0 -999.0    0.0 -999.0 -999.0 -999.0 -999.0    0.0  <UNK>  <UNK>   \n",
       "2 -999.0 -999.0    0.0  315.0 -999.0 -999.0 -999.0  315.0      T      T   \n",
       "3 -999.0 -999.0   84.0 -999.0 -999.0 -999.0 -999.0  111.0  <UNK>  <UNK>   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  <UNK>  <UNK>   \n",
       "\n",
       "      M3     M4     M5     M6     M7     M8     M9     V1     V2     V3  \\\n",
       "0      T     M2      F      T  <UNK>  <UNK>  <UNK>    1.0    1.0    1.0   \n",
       "1  <UNK>     M0      T      T  <UNK>  <UNK>  <UNK> -999.0 -999.0 -999.0   \n",
       "2      T     M0      F      F      F      F      F    1.0    1.0    1.0   \n",
       "3  <UNK>     M0      T      F  <UNK>  <UNK>  <UNK> -999.0 -999.0 -999.0   \n",
       "4  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK> -999.0 -999.0 -999.0   \n",
       "\n",
       "      V4     V5     V6     V7     V8     V9    V10    V11    V12    V13  \\\n",
       "0    1.0    1.0    1.0    1.0    1.0    1.0    0.0    0.0    1.0    1.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0    0.0    0.0   \n",
       "2    1.0    1.0    1.0    1.0    1.0    1.0    0.0    0.0    1.0    1.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0    1.0    1.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V14    V15    V16    V17    V18    V19    V20    V21    V22    V23  \\\n",
       "0    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0   \n",
       "1    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0   \n",
       "2    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0   \n",
       "3    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V24    V25    V26    V27    V28    V29    V30    V31    V32    V33  \\\n",
       "0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "1    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "2    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "3    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V34    V35    V36    V37    V38    V39    V40    V41    V42    V43  \\\n",
       "0    0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1    0.0    0.0    0.0    1.0    1.0    0.0    0.0    1.0    0.0    0.0   \n",
       "2    0.0    1.0    1.0    1.0    1.0    0.0    0.0    1.0    0.0    0.0   \n",
       "3    0.0    1.0    1.0    1.0    1.0    0.0    0.0    1.0    0.0    0.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V44    V45    V46    V47    V48    V49    V50    V51    V52    V53  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0    1.0   \n",
       "1    1.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "2    1.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
       "3    1.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V54    V55    V56    V57    V58    V59    V60    V61    V62    V63  \\\n",
       "0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0   \n",
       "1    0.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0   \n",
       "2    1.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0   \n",
       "3    1.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0    1.0    0.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V64    V65    V66    V67    V68    V69    V70    V71    V72    V73  \\\n",
       "0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "1    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "2    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "3    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V74    V75    V76    V77    V78    V79    V80    V81    V82    V83  \\\n",
       "0    0.0    1.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0   \n",
       "1    0.0    0.0    0.0    1.0    1.0    0.0    0.0    0.0    1.0    1.0   \n",
       "2    0.0    1.0    1.0    1.0    1.0    0.0    0.0    0.0    1.0    1.0   \n",
       "3    0.0    1.0    1.0    1.0    1.0    0.0    0.0    0.0    1.0    1.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V84    V85    V86    V87    V88    V89    V90    V91    V92    V93  \\\n",
       "0    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0   \n",
       "1    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0   \n",
       "2    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0   \n",
       "3    0.0    0.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0   \n",
       "4 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "     V94  V95   V96   V97  V98   V99  V100  V101  V102  V103  V104  V105  \\\n",
       "0    0.0  0.0   1.0   0.0  0.0   0.0   0.0   0.0   1.0   0.0   0.0   0.0   \n",
       "1    0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2    0.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3    0.0  1.0  48.0  28.0  0.0  10.0   4.0   1.0  38.0  24.0   0.0   0.0   \n",
       "4 -999.0  0.0   0.0   0.0  0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "\n",
       "   V106  V107  V108  V109  V110  V111  V112  V113  V114  V115  V116  V117  \\\n",
       "0   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "1   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "3   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "4   0.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "   V118  V119  V120  V121  V122  V123  V124  V125  V126    V127   V128  V129  \\\n",
       "0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0   117.0    0.0   0.0   \n",
       "1   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0   \n",
       "2   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0   \n",
       "3   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  50.0  1758.0  925.0   0.0   \n",
       "4   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   0.0     0.0    0.0   0.0   \n",
       "\n",
       "    V130   V131  V132    V133   V134  V135  V136  V137   V138   V139   V140  \\\n",
       "0    0.0    0.0   0.0   117.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "1    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "2    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "3  354.0  135.0  50.0  1404.0  790.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0   0.0     0.0    0.0   0.0   0.0   0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V141   V142   V143   V144   V145   V146   V147   V148   V149    V150  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  -999.0   \n",
       "4    0.0    0.0    6.0   18.0  140.0    0.0    0.0    0.0    0.0  1803.0   \n",
       "\n",
       "    V151   V152   V153   V154   V155   V156   V157   V158          V159  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.000000   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.000000   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.000000   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.000000   \n",
       "4   49.0   64.0    0.0    0.0    0.0    0.0    0.0    0.0  15557.990234   \n",
       "\n",
       "            V160   V161   V162   V163   V164    V165    V166   V167   V168  \\\n",
       "0    -999.000000 -999.0 -999.0 -999.0 -999.0  -999.0  -999.0 -999.0 -999.0   \n",
       "1    -999.000000 -999.0 -999.0 -999.0 -999.0  -999.0  -999.0 -999.0 -999.0   \n",
       "2    -999.000000 -999.0 -999.0 -999.0 -999.0  -999.0  -999.0 -999.0 -999.0   \n",
       "3    -999.000000 -999.0 -999.0 -999.0 -999.0  -999.0  -999.0 -999.0 -999.0   \n",
       "4  169690.796875    0.0    0.0    0.0  515.0  5155.0  2840.0    0.0    0.0   \n",
       "\n",
       "    V169   V170   V171   V172   V173   V174   V175   V176   V177   V178  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    1.0    1.0    0.0    0.0    0.0    0.0    1.0    0.0    0.0   \n",
       "\n",
       "    V179   V180   V181   V182   V183   V184   V185   V186   V187   V188  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    1.0    1.0    1.0   \n",
       "\n",
       "    V189   V190   V191   V192   V193   V194   V195   V196   V197   V198  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
       "\n",
       "    V199   V200   V201   V202   V203   V204   V205   V206   V207   V208  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V209   V210   V211   V212   V213   V214   V215   V216   V217   V218  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V219   V220   V221   V222   V223   V224   V225   V226   V227   V228  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    1.0   \n",
       "\n",
       "    V229   V230   V231   V232   V233   V234   V235   V236   V237   V238  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V239   V240   V241   V242   V243   V244   V245   V246   V247   V248  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
       "\n",
       "    V249   V250   V251   V252   V253   V254   V255   V256   V257   V258  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0    1.0   \n",
       "\n",
       "    V259   V260   V261   V262   V263   V264   V265   V266   V267   V268  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    1.0    1.0    1.0    1.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V269   V270   V271   V272   V273   V274   V275   V276   V277   V278  V279  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   1.0   \n",
       "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   0.0   \n",
       "\n",
       "   V280  V281  V282  V283  V284  V285  V286  V287  V288  V289  V290  V291  \\\n",
       "0   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "1   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "2   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "3  28.0   0.0   0.0   0.0   0.0  10.0   0.0   4.0   0.0   0.0   1.0   1.0   \n",
       "4   0.0   0.0   1.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "\n",
       "   V292  V293  V294  V295  V296  V297  V298  V299  V300  V301  V302  V303  \\\n",
       "0   1.0   0.0   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "1   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "2   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "3   1.0   1.0  38.0  24.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   \n",
       "4   1.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   0.0   1.0   1.0   \n",
       "\n",
       "   V304  V305  V306    V307   V308  V309   V310  V311   V312  V313  V314  \\\n",
       "0   0.0   1.0   0.0   117.0    0.0   0.0    0.0   0.0    0.0   0.0   0.0   \n",
       "1   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   0.0   0.0   \n",
       "2   0.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   0.0   0.0   \n",
       "3   0.0   1.0  50.0  1758.0  925.0   0.0  354.0   0.0  135.0   0.0   0.0   \n",
       "4   1.0   1.0   0.0     0.0    0.0   0.0    0.0   0.0    0.0   0.0   0.0   \n",
       "\n",
       "   V315  V316    V317   V318  V319  V320  V321   V322   V323   V324   V325  \\\n",
       "0   0.0   0.0   117.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1   0.0   0.0     0.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2   0.0   0.0     0.0    0.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3   0.0  50.0  1404.0  790.0   0.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4   0.0   0.0     0.0    0.0   0.0   0.0   0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V326   V327   V328   V329   V330   V331   V332   V333   V334   V335  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "    V336   V337   V338   V339  id_01    id_02  id_03  id_04  id_05  id_06  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0   -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "4    0.0    0.0    0.0    0.0    0.0  70787.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "   id_07  id_08  id_09  id_10  id_11     id_12  id_13   id_14  id_15  \\\n",
       "0 -999.0 -999.0 -999.0 -999.0 -999.0     <UNK>  <UNK>   <UNK>  <UNK>   \n",
       "1 -999.0 -999.0 -999.0 -999.0 -999.0     <UNK>  <UNK>   <UNK>  <UNK>   \n",
       "2 -999.0 -999.0 -999.0 -999.0 -999.0     <UNK>  <UNK>   <UNK>  <UNK>   \n",
       "3 -999.0 -999.0 -999.0 -999.0 -999.0     <UNK>  <UNK>   <UNK>  <UNK>   \n",
       "4 -999.0 -999.0 -999.0 -999.0  100.0  NotFound  <UNK>  -480.0    New   \n",
       "\n",
       "      id_16  id_17  id_18  id_19  id_20  id_21  id_22  id_23  id_24  id_25  \\\n",
       "0     <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "1     <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "2     <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "3     <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "4  NotFound  166.0  <UNK>  542.0  144.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "\n",
       "   id_26  id_27  id_28     id_29        id_30                id_31  id_32  \\\n",
       "0  <UNK>  <UNK>  <UNK>     <UNK>        <UNK>                <UNK>  <UNK>   \n",
       "1  <UNK>  <UNK>  <UNK>     <UNK>        <UNK>                <UNK>  <UNK>   \n",
       "2  <UNK>  <UNK>  <UNK>     <UNK>        <UNK>                <UNK>  <UNK>   \n",
       "3  <UNK>  <UNK>  <UNK>     <UNK>        <UNK>                <UNK>  <UNK>   \n",
       "4  <UNK>  <UNK>    New  NotFound  Android 7.0  samsung browser 6.2   32.0   \n",
       "\n",
       "       id_33           id_34  id_35  id_36  id_37  id_38 DeviceType  \\\n",
       "0      <UNK>           <UNK>  <UNK>  <UNK>  <UNK>  <UNK>      <UNK>   \n",
       "1      <UNK>           <UNK>  <UNK>  <UNK>  <UNK>  <UNK>      <UNK>   \n",
       "2      <UNK>           <UNK>  <UNK>  <UNK>  <UNK>  <UNK>      <UNK>   \n",
       "3      <UNK>           <UNK>  <UNK>  <UNK>  <UNK>  <UNK>      <UNK>   \n",
       "4  2220x1080  match_status:2      T      F      T      T     mobile   \n",
       "\n",
       "                      DeviceInfo  n_nulls id_30_clean id_31_clean  \\\n",
       "0                          <UNK>      234       <UNK>       <UNK>   \n",
       "1                          <UNK>      230       <UNK>       <UNK>   \n",
       "2                          <UNK>      211       <UNK>       <UNK>   \n",
       "3                          <UNK>      227       <UNK>       <UNK>   \n",
       "4  SAMSUNG SM-G892A Build/NRD90M      137       <UNK>       <UNK>   \n",
       "\n",
       "   ProductCD_code  card1_code  card2_code  card3_code  card4_code  card5_code  \\\n",
       "0               0        1407          12           0           3          28   \n",
       "1               0         152          36           0           1           3   \n",
       "2               0          91           3           0           0           2   \n",
       "3               0          14          22           0           1           4   \n",
       "4               3        2744           9           0           1           3   \n",
       "\n",
       "   card6_code  addr1_code  addr2_code  P_emaildomain_code  R_emaildomain_code  \\\n",
       "0           1           6           0                   2                   0   \n",
       "1           1           2           0                   0                   0   \n",
       "2           0           5           0                   8                   0   \n",
       "3           0          16           0                   1                   0   \n",
       "4           1          35           0                   0                   0   \n",
       "\n",
       "   M1_code  M2_code  M3_code  M4_code  M5_code  M6_code  M7_code  M8_code  \\\n",
       "0        0        0        1        2        1        1        0        0   \n",
       "1        1        1        0        1        2        1        0        0   \n",
       "2        0        0        1        1        1        0        1        1   \n",
       "3        1        1        0        1        2        0        0        0   \n",
       "4        1        1        0        0        0        2        0        0   \n",
       "\n",
       "   M9_code  DeviceType_code  DeviceInfo_code  id_12_code  id_13_code  \\\n",
       "0        0                0                0           0           0   \n",
       "1        0                0                0           0           0   \n",
       "2        2                0                0           0           0   \n",
       "3        0                0                0           0           0   \n",
       "4        0                2              527           1           0   \n",
       "\n",
       "   id_14_code  id_15_code  id_16_code  id_17_code  id_18_code  id_19_code  \\\n",
       "0           0           0           0           0           0           0   \n",
       "1           0           0           0           0           0           0   \n",
       "2           0           0           0           0           0           0   \n",
       "3           0           0           0           0           0           0   \n",
       "4           3           2           2           1           0           7   \n",
       "\n",
       "   id_20_code  id_21_code  id_22_code  id_23_code  id_24_code  id_25_code  \\\n",
       "0           0           0           0           0           0           0   \n",
       "1           0           0           0           0           0           0   \n",
       "2           0           0           0           0           0           0   \n",
       "3           0           0           0           0           0           0   \n",
       "4          40           0           0           0           0           0   \n",
       "\n",
       "   id_26_code  id_27_code  id_28_code  id_29_code  id_30_code  id_31_code  \\\n",
       "0           0           0           0           0           0           0   \n",
       "1           0           0           0           0           0           0   \n",
       "2           0           0           0           0           0           0   \n",
       "3           0           0           0           0           0           0   \n",
       "4           0           0           2           2           5          22   \n",
       "\n",
       "   id_32_code  id_33_code  id_34_code  id_35_code  id_36_code  id_37_code  \\\n",
       "0           0           0           0           0           0           0   \n",
       "1           0           0           0           0           0           0   \n",
       "2           0           0           0           0           0           0   \n",
       "3           0           0           0           0           0           0   \n",
       "4           2          20           1           1           1           1   \n",
       "\n",
       "   id_38_code  id_30_clean_code  id_31_clean_code  \n",
       "0           0                 0                 0  \n",
       "1           0                 0                 0  \n",
       "2           0                 0                 0  \n",
       "3           0                 0                 0  \n",
       "4           2                 0                 0  "
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_sample.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [],
   "source": [
    "w = (df_train_sample[target]==0).sum() / (df_train_sample[target]==1).sum() / 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train LGB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_data_lgb = lgb.Dataset(\n",
    "    data=df_train_sample[numeric_cols + cat_cols_encoded], \n",
    "    label=df_train_sample[target],\n",
    "    categorical_feature=cat_cols_encoded,\n",
    "    free_raw_data=False,\n",
    ")\n",
    "\n",
    "holdout_data_lgb = lgb.Dataset(\n",
    "    data=df_val[numeric_cols + cat_cols_encoded], \n",
    "    label=df_val[target],\n",
    "    categorical_feature=cat_cols_encoded,\n",
    "    free_raw_data=False,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [],
   "source": [
    "lgb_params = {\n",
    "    'num_leaves': 500,\n",
    "    'min_data_in_leaf': 106,\n",
    "    'max_depth': -1,\n",
    "    'min_child_weight': 0.03,\n",
    "    'feature_fraction': 0.38,\n",
    "    'bagging_fraction': 0.42,\n",
    "    'objective': 'binary',\n",
    "    'learning_rate': 0.05,\n",
    "    \"boosting_type\": \"gbdt\",\n",
    "    \"bagging_seed\": 0,\n",
    "    \"metric\": 'auc',\n",
    "    \"verbosity\": -1,\n",
    "    'reg_alpha': 0.4,\n",
    "    'reg_lambda': 0.7,\n",
    "    'random_state': 0,\n",
    "    'scale_pos_weight': w,\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/lib/python3.6/site-packages/lightgbm/basic.py:1205: UserWarning: Using categorical_feature in Dataset.\n",
      "  warnings.warn('Using categorical_feature in Dataset.')\n",
      "/home/ec2-user/anaconda3/lib/python3.6/site-packages/lightgbm/basic.py:762: UserWarning: categorical_feature in param dict is overridden.\n",
      "  warnings.warn('categorical_feature in param dict is overridden.')\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1]\tvalid_0's auc: 0.856209\n",
      "Training until validation scores don't improve for 100 rounds.\n",
      "[2]\tvalid_0's auc: 0.877693\n",
      "[3]\tvalid_0's auc: 0.898001\n",
      "[4]\tvalid_0's auc: 0.90716\n",
      "[5]\tvalid_0's auc: 0.913148\n",
      "[6]\tvalid_0's auc: 0.91987\n",
      "[7]\tvalid_0's auc: 0.921343\n",
      "[8]\tvalid_0's auc: 0.921564\n",
      "[9]\tvalid_0's auc: 0.925059\n",
      "[10]\tvalid_0's auc: 0.926598\n",
      "[11]\tvalid_0's auc: 0.92941\n",
      "[12]\tvalid_0's auc: 0.931781\n",
      "[13]\tvalid_0's auc: 0.933579\n",
      "[14]\tvalid_0's auc: 0.934277\n",
      "[15]\tvalid_0's auc: 0.934867\n",
      "[16]\tvalid_0's auc: 0.936586\n",
      "[17]\tvalid_0's auc: 0.937028\n",
      "[18]\tvalid_0's auc: 0.937332\n",
      "[19]\tvalid_0's auc: 0.937854\n",
      "[20]\tvalid_0's auc: 0.938697\n",
      "[21]\tvalid_0's auc: 0.939503\n",
      "[22]\tvalid_0's auc: 0.939671\n",
      "[23]\tvalid_0's auc: 0.94065\n",
      "[24]\tvalid_0's auc: 0.94134\n",
      "[25]\tvalid_0's auc: 0.941443\n",
      "[26]\tvalid_0's auc: 0.941957\n",
      "[27]\tvalid_0's auc: 0.942049\n",
      "[28]\tvalid_0's auc: 0.942027\n",
      "[29]\tvalid_0's auc: 0.942056\n",
      "[30]\tvalid_0's auc: 0.942347\n",
      "[31]\tvalid_0's auc: 0.942492\n",
      "[32]\tvalid_0's auc: 0.942884\n",
      "Did not meet early stopping. Best iteration is:\n",
      "[32]\tvalid_0's auc: 0.942884\n"
     ]
    }
   ],
   "source": [
    "num_round = 32\n",
    "bst = lgb.train(lgb_params, train_data_lgb, num_round, valid_sets=[holdout_data_lgb], early_stopping_rounds=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "defaultdict(dict, {'valid_0': {'auc': 0.9428844848262027}})"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bst.best_score"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Evaluate Performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import roc_curve, roc_auc_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_roc(y_trues, y_preds, labels, x_max=1.0):\n",
    "    fig, ax = plt.subplots()\n",
    "    for i, y_pred in enumerate(y_preds):\n",
    "        y_true = y_trues[i]\n",
    "        fpr, tpr, thresholds = roc_curve(y_true, y_pred)\n",
    "        auc = roc_auc_score(y_true, y_pred)\n",
    "        ax.plot(fpr, tpr, label='%s; AUC=%.3f' % (labels[i], auc), marker='o', markersize=1)\n",
    "\n",
    "    ax.legend()\n",
    "    ax.grid()\n",
    "    ax.plot(np.linspace(0, 1, 20), np.linspace(0, 1, 20), linestyle='--')\n",
    "    ax.set_title('ROC curve')\n",
    "    ax.set_xlabel('False Positive Rate')\n",
    "    ax.set_xlim([-0.01, x_max])\n",
    "    _ = ax.set_ylabel('True Positive Rate')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train_hat_lgb = bst.predict(\n",
    "    df_train_sample[numeric_cols+cat_cols_encoded].values, num_iteration=bst.best_iteration\n",
    ")\n",
    "\n",
    "y_val_hat_lgb = bst.predict(\n",
    "    df_val[numeric_cols+cat_cols_encoded].values, num_iteration=bst.best_iteration\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_roc(\n",
    "    [df_train_sample[target], df_val[target]],\n",
    "    [y_train_hat_lgb, y_val_hat_lgb],\n",
    "    ['LGB - Train', 'LGB - Val']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_train_embed = bst.predict(\n",
    "    df_train_sample[numeric_cols+cat_cols_encoded].values, \n",
    "    num_iteration=bst.best_iteration,\n",
    "    pred_leaf=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_val_embed = bst.predict(\n",
    "    df_val[numeric_cols+cat_cols_encoded].values, \n",
    "    num_iteration=bst.best_iteration,\n",
    "    pred_leaf=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_embed = pd.DataFrame(y_train_embed)\n",
    "df_val_embed = pd.DataFrame(y_val_embed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['c%d'%i for i in range(32)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_embed.columns = columns\n",
    "df_val_embed.columns = columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_embed[target] = df_train_sample[target].values\n",
    "df_val_embed[target] = df_val[target].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>158</td>\n",
       "      <td>189</td>\n",
       "      <td>333</td>\n",
       "      <td>251</td>\n",
       "      <td>452</td>\n",
       "      <td>253</td>\n",
       "      <td>139</td>\n",
       "      <td>243</td>\n",
       "      <td>58</td>\n",
       "      <td>91</td>\n",
       "      <td>293</td>\n",
       "      <td>73</td>\n",
       "      <td>397</td>\n",
       "      <td>368</td>\n",
       "      <td>232</td>\n",
       "      <td>265</td>\n",
       "      <td>340</td>\n",
       "      <td>46</td>\n",
       "      <td>140</td>\n",
       "      <td>23</td>\n",
       "      <td>359</td>\n",
       "      <td>460</td>\n",
       "      <td>176</td>\n",
       "      <td>139</td>\n",
       "      <td>456</td>\n",
       "      <td>465</td>\n",
       "      <td>128</td>\n",
       "      <td>243</td>\n",
       "      <td>260</td>\n",
       "      <td>79</td>\n",
       "      <td>228</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>388</td>\n",
       "      <td>51</td>\n",
       "      <td>316</td>\n",
       "      <td>299</td>\n",
       "      <td>150</td>\n",
       "      <td>414</td>\n",
       "      <td>9</td>\n",
       "      <td>254</td>\n",
       "      <td>221</td>\n",
       "      <td>98</td>\n",
       "      <td>251</td>\n",
       "      <td>55</td>\n",
       "      <td>486</td>\n",
       "      <td>19</td>\n",
       "      <td>69</td>\n",
       "      <td>60</td>\n",
       "      <td>23</td>\n",
       "      <td>426</td>\n",
       "      <td>454</td>\n",
       "      <td>49</td>\n",
       "      <td>328</td>\n",
       "      <td>185</td>\n",
       "      <td>192</td>\n",
       "      <td>83</td>\n",
       "      <td>137</td>\n",
       "      <td>129</td>\n",
       "      <td>131</td>\n",
       "      <td>153</td>\n",
       "      <td>413</td>\n",
       "      <td>492</td>\n",
       "      <td>8</td>\n",
       "      <td>341</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
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       "    c0   c1   c2   c3   c4   c5   c6   c7   c8   c9  c10  c11  c12  c13  c14  \\\n",
       "0  292  324   30  313  148   51  458  167  335    3  405    6  289  215  437   \n",
       "1  389  172  247  310   50  200  195   22    7  358   48  437  246  309  110   \n",
       "2  242  173  450  185  120  457  195  167  243  112  353  491  314  459   18   \n",
       "3  488  158  189  333  251  452  253  139  243   58   91  293   73  397  368   \n",
       "4  388   51  316  299  150  414    9  254  221   98  251   55  486   19   69   \n",
       "\n",
       "   c15  c16  c17  c18  c19  c20  c21  c22  c23  c24  c25  c26  c27  c28  c29  \\\n",
       "0   49    2  478  146   18   30  343  271  475  110   43   82  178  423  201   \n",
       "1  407  361  247  450  363  347  185  350   36  454   57  426  355  386  299   \n",
       "2  496  340  175  405  179   79   65  353  255  275  469  499  209  412   26   \n",
       "3  232  265  340   46  140   23  359  460  176  139  456  465  128  243  260   \n",
       "4   60   23  426  454   49  328  185  192   83  137  129  131  153  413  492   \n",
       "\n",
       "   c30  c31  isFraud  \n",
       "0  291   36        0  \n",
       "1  411  218        0  \n",
       "2  230   95        0  \n",
       "3   79  228        0  \n",
       "4    8  341        0  "
      ]
     },
     "execution_count": 90,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train_embed.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
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       "      <td>269</td>\n",
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       "      <td>198</td>\n",
       "      <td>95</td>\n",
       "      <td>41</td>\n",
       "      <td>40</td>\n",
       "      <td>93</td>\n",
       "      <td>140</td>\n",
       "      <td>130</td>\n",
       "      <td>325</td>\n",
       "      <td>171</td>\n",
       "      <td>152</td>\n",
       "      <td>269</td>\n",
       "      <td>275</td>\n",
       "      <td>263</td>\n",
       "      <td>55</td>\n",
       "      <td>254</td>\n",
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       "      <td>29</td>\n",
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       "      <td>33</td>\n",
       "      <td>85</td>\n",
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       "      <td>25</td>\n",
       "      <td>31</td>\n",
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       "      <td>198</td>\n",
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       "      <td>41</td>\n",
       "      <td>40</td>\n",
       "      <td>93</td>\n",
       "      <td>140</td>\n",
       "      <td>130</td>\n",
       "      <td>325</td>\n",
       "      <td>171</td>\n",
       "      <td>152</td>\n",
       "      <td>269</td>\n",
       "      <td>275</td>\n",
       "      <td>263</td>\n",
       "      <td>55</td>\n",
       "      <td>254</td>\n",
       "      <td>282</td>\n",
       "      <td>0</td>\n",
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       "      <th>3</th>\n",
       "      <td>33</td>\n",
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       "      <td>62</td>\n",
       "      <td>493</td>\n",
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       "      <td>387</td>\n",
       "      <td>33</td>\n",
       "      <td>85</td>\n",
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       "      <td>459</td>\n",
       "      <td>58</td>\n",
       "      <td>439</td>\n",
       "      <td>312</td>\n",
       "      <td>490</td>\n",
       "      <td>352</td>\n",
       "      <td>169</td>\n",
       "      <td>349</td>\n",
       "      <td>0</td>\n",
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       "   c0  c1   c2   c3  c4   c5   c6  c7   c8   c9  c10  c11  c12  c13  c14  c15  \\\n",
       "0  33   9  246   18  62  493   29  15  387   33   85    2   41   25   31  121   \n",
       "1  33   9  246   18  62  493   29  15  387   33   85    2   41   25   31  121   \n",
       "2  33   9  246   18  62  493   29  15  387   33   85    2   41   25   31  121   \n",
       "3  33   9  246   18  62  493   29  15  387   33   85    2   41   25   31  121   \n",
       "4   8   4  318  163   2  317  222   1  256  286  496  435  402  116   77    3   \n",
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       "4    5  320  397  162   25   66  204   85  459   58  439  312  490  352  169   \n",
       "\n",
       "   c31  isFraud  \n",
       "0  282        0  \n",
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     "execution_count": 91,
     "metadata": {},
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   ],
   "source": [
    "df_val_embed.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_train_embed.to_feather('data/train_embed.feather')\n",
    "df_val_embed.to_feather('data/val_embed.feather')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Understand these embeddings\n",
    "\n",
    "## Nearest Neighbors\n",
    "Do NNs have similar data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import NearestNeighbors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "nbrs = NearestNeighbors(n_neighbors=10, algorithm='ball_tree').fit(y_val_embed)\n",
    "distances, indices = nbrs.kneighbors(y_val_embed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
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     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "distances[:5,:]"
   ]
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  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "row_oi = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [
    {
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       "      <th>D14</th>\n",
       "      <th>D15</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>V10</th>\n",
       "      <th>V11</th>\n",
       "      <th>V12</th>\n",
       "      <th>V13</th>\n",
       "      <th>V14</th>\n",
       "      <th>V15</th>\n",
       "      <th>V16</th>\n",
       "      <th>V17</th>\n",
       "      <th>V18</th>\n",
       "      <th>V19</th>\n",
       "      <th>V20</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>V29</th>\n",
       "      <th>V30</th>\n",
       "      <th>V31</th>\n",
       "      <th>V32</th>\n",
       "      <th>V33</th>\n",
       "      <th>V34</th>\n",
       "      <th>V35</th>\n",
       "      <th>V36</th>\n",
       "      <th>V37</th>\n",
       "      <th>V38</th>\n",
       "      <th>V39</th>\n",
       "      <th>V40</th>\n",
       "      <th>V41</th>\n",
       "      <th>V42</th>\n",
       "      <th>V43</th>\n",
       "      <th>V44</th>\n",
       "      <th>V45</th>\n",
       "      <th>V46</th>\n",
       "      <th>V47</th>\n",
       "      <th>V48</th>\n",
       "      <th>V49</th>\n",
       "      <th>V50</th>\n",
       "      <th>V51</th>\n",
       "      <th>V52</th>\n",
       "      <th>V53</th>\n",
       "      <th>V54</th>\n",
       "      <th>V55</th>\n",
       "      <th>V56</th>\n",
       "      <th>V57</th>\n",
       "      <th>V58</th>\n",
       "      <th>V59</th>\n",
       "      <th>V60</th>\n",
       "      <th>V61</th>\n",
       "      <th>V62</th>\n",
       "      <th>V63</th>\n",
       "      <th>V64</th>\n",
       "      <th>V65</th>\n",
       "      <th>V66</th>\n",
       "      <th>V67</th>\n",
       "      <th>V68</th>\n",
       "      <th>V69</th>\n",
       "      <th>V70</th>\n",
       "      <th>V71</th>\n",
       "      <th>V72</th>\n",
       "      <th>V73</th>\n",
       "      <th>V74</th>\n",
       "      <th>V75</th>\n",
       "      <th>V76</th>\n",
       "      <th>V77</th>\n",
       "      <th>V78</th>\n",
       "      <th>V79</th>\n",
       "      <th>V80</th>\n",
       "      <th>V81</th>\n",
       "      <th>V82</th>\n",
       "      <th>V83</th>\n",
       "      <th>V84</th>\n",
       "      <th>V85</th>\n",
       "      <th>V86</th>\n",
       "      <th>V87</th>\n",
       "      <th>V88</th>\n",
       "      <th>V89</th>\n",
       "      <th>V90</th>\n",
       "      <th>V91</th>\n",
       "      <th>V92</th>\n",
       "      <th>V93</th>\n",
       "      <th>V94</th>\n",
       "      <th>V95</th>\n",
       "      <th>V96</th>\n",
       "      <th>V97</th>\n",
       "      <th>V98</th>\n",
       "      <th>V99</th>\n",
       "      <th>V100</th>\n",
       "      <th>V101</th>\n",
       "      <th>V102</th>\n",
       "      <th>V103</th>\n",
       "      <th>V104</th>\n",
       "      <th>V105</th>\n",
       "      <th>V106</th>\n",
       "      <th>V107</th>\n",
       "      <th>V108</th>\n",
       "      <th>V109</th>\n",
       "      <th>V110</th>\n",
       "      <th>V111</th>\n",
       "      <th>V112</th>\n",
       "      <th>V113</th>\n",
       "      <th>V114</th>\n",
       "      <th>V115</th>\n",
       "      <th>V116</th>\n",
       "      <th>V117</th>\n",
       "      <th>V118</th>\n",
       "      <th>V119</th>\n",
       "      <th>V120</th>\n",
       "      <th>V121</th>\n",
       "      <th>V122</th>\n",
       "      <th>V123</th>\n",
       "      <th>V124</th>\n",
       "      <th>V125</th>\n",
       "      <th>V126</th>\n",
       "      <th>V127</th>\n",
       "      <th>V128</th>\n",
       "      <th>V129</th>\n",
       "      <th>V130</th>\n",
       "      <th>V131</th>\n",
       "      <th>V132</th>\n",
       "      <th>V133</th>\n",
       "      <th>V134</th>\n",
       "      <th>V135</th>\n",
       "      <th>V136</th>\n",
       "      <th>V137</th>\n",
       "      <th>V138</th>\n",
       "      <th>V139</th>\n",
       "      <th>V140</th>\n",
       "      <th>V141</th>\n",
       "      <th>V142</th>\n",
       "      <th>V143</th>\n",
       "      <th>V144</th>\n",
       "      <th>V145</th>\n",
       "      <th>V146</th>\n",
       "      <th>V147</th>\n",
       "      <th>V148</th>\n",
       "      <th>V149</th>\n",
       "      <th>V150</th>\n",
       "      <th>V151</th>\n",
       "      <th>V152</th>\n",
       "      <th>V153</th>\n",
       "      <th>V154</th>\n",
       "      <th>V155</th>\n",
       "      <th>V156</th>\n",
       "      <th>V157</th>\n",
       "      <th>V158</th>\n",
       "      <th>V159</th>\n",
       "      <th>V160</th>\n",
       "      <th>V161</th>\n",
       "      <th>V162</th>\n",
       "      <th>V163</th>\n",
       "      <th>V164</th>\n",
       "      <th>V165</th>\n",
       "      <th>V166</th>\n",
       "      <th>V167</th>\n",
       "      <th>V168</th>\n",
       "      <th>V169</th>\n",
       "      <th>V170</th>\n",
       "      <th>V171</th>\n",
       "      <th>V172</th>\n",
       "      <th>V173</th>\n",
       "      <th>V174</th>\n",
       "      <th>V175</th>\n",
       "      <th>V176</th>\n",
       "      <th>V177</th>\n",
       "      <th>V178</th>\n",
       "      <th>V179</th>\n",
       "      <th>V180</th>\n",
       "      <th>V181</th>\n",
       "      <th>V182</th>\n",
       "      <th>V183</th>\n",
       "      <th>V184</th>\n",
       "      <th>V185</th>\n",
       "      <th>V186</th>\n",
       "      <th>V187</th>\n",
       "      <th>V188</th>\n",
       "      <th>V189</th>\n",
       "      <th>V190</th>\n",
       "      <th>V191</th>\n",
       "      <th>V192</th>\n",
       "      <th>V193</th>\n",
       "      <th>V194</th>\n",
       "      <th>V195</th>\n",
       "      <th>V196</th>\n",
       "      <th>V197</th>\n",
       "      <th>V198</th>\n",
       "      <th>V199</th>\n",
       "      <th>V200</th>\n",
       "      <th>V201</th>\n",
       "      <th>V202</th>\n",
       "      <th>V203</th>\n",
       "      <th>V204</th>\n",
       "      <th>V205</th>\n",
       "      <th>V206</th>\n",
       "      <th>V207</th>\n",
       "      <th>V208</th>\n",
       "      <th>V209</th>\n",
       "      <th>V210</th>\n",
       "      <th>V211</th>\n",
       "      <th>V212</th>\n",
       "      <th>V213</th>\n",
       "      <th>V214</th>\n",
       "      <th>V215</th>\n",
       "      <th>V216</th>\n",
       "      <th>V217</th>\n",
       "      <th>V218</th>\n",
       "      <th>V219</th>\n",
       "      <th>V220</th>\n",
       "      <th>V221</th>\n",
       "      <th>V222</th>\n",
       "      <th>V223</th>\n",
       "      <th>V224</th>\n",
       "      <th>V225</th>\n",
       "      <th>V226</th>\n",
       "      <th>V227</th>\n",
       "      <th>V228</th>\n",
       "      <th>V229</th>\n",
       "      <th>V230</th>\n",
       "      <th>V231</th>\n",
       "      <th>V232</th>\n",
       "      <th>V233</th>\n",
       "      <th>V234</th>\n",
       "      <th>V235</th>\n",
       "      <th>V236</th>\n",
       "      <th>V237</th>\n",
       "      <th>V238</th>\n",
       "      <th>V239</th>\n",
       "      <th>V240</th>\n",
       "      <th>V241</th>\n",
       "      <th>V242</th>\n",
       "      <th>V243</th>\n",
       "      <th>V244</th>\n",
       "      <th>V245</th>\n",
       "      <th>V246</th>\n",
       "      <th>V247</th>\n",
       "      <th>V248</th>\n",
       "      <th>V249</th>\n",
       "      <th>V250</th>\n",
       "      <th>V251</th>\n",
       "      <th>V252</th>\n",
       "      <th>V253</th>\n",
       "      <th>V254</th>\n",
       "      <th>V255</th>\n",
       "      <th>V256</th>\n",
       "      <th>V257</th>\n",
       "      <th>V258</th>\n",
       "      <th>V259</th>\n",
       "      <th>V260</th>\n",
       "      <th>V261</th>\n",
       "      <th>V262</th>\n",
       "      <th>V263</th>\n",
       "      <th>V264</th>\n",
       "      <th>V265</th>\n",
       "      <th>V266</th>\n",
       "      <th>V267</th>\n",
       "      <th>V268</th>\n",
       "      <th>V269</th>\n",
       "      <th>V270</th>\n",
       "      <th>V271</th>\n",
       "      <th>V272</th>\n",
       "      <th>V273</th>\n",
       "      <th>V274</th>\n",
       "      <th>V275</th>\n",
       "      <th>V276</th>\n",
       "      <th>V277</th>\n",
       "      <th>V278</th>\n",
       "      <th>V279</th>\n",
       "      <th>V280</th>\n",
       "      <th>V281</th>\n",
       "      <th>V282</th>\n",
       "      <th>V283</th>\n",
       "      <th>V284</th>\n",
       "      <th>V285</th>\n",
       "      <th>V286</th>\n",
       "      <th>V287</th>\n",
       "      <th>V288</th>\n",
       "      <th>V289</th>\n",
       "      <th>V290</th>\n",
       "      <th>V291</th>\n",
       "      <th>V292</th>\n",
       "      <th>V293</th>\n",
       "      <th>V294</th>\n",
       "      <th>V295</th>\n",
       "      <th>V296</th>\n",
       "      <th>V297</th>\n",
       "      <th>V298</th>\n",
       "      <th>V299</th>\n",
       "      <th>V300</th>\n",
       "      <th>V301</th>\n",
       "      <th>V302</th>\n",
       "      <th>V303</th>\n",
       "      <th>V304</th>\n",
       "      <th>V305</th>\n",
       "      <th>V306</th>\n",
       "      <th>V307</th>\n",
       "      <th>V308</th>\n",
       "      <th>V309</th>\n",
       "      <th>V310</th>\n",
       "      <th>V311</th>\n",
       "      <th>V312</th>\n",
       "      <th>V313</th>\n",
       "      <th>V314</th>\n",
       "      <th>V315</th>\n",
       "      <th>V316</th>\n",
       "      <th>V317</th>\n",
       "      <th>V318</th>\n",
       "      <th>V319</th>\n",
       "      <th>V320</th>\n",
       "      <th>V321</th>\n",
       "      <th>V322</th>\n",
       "      <th>V323</th>\n",
       "      <th>V324</th>\n",
       "      <th>V325</th>\n",
       "      <th>V326</th>\n",
       "      <th>V327</th>\n",
       "      <th>V328</th>\n",
       "      <th>V329</th>\n",
       "      <th>V330</th>\n",
       "      <th>V331</th>\n",
       "      <th>V332</th>\n",
       "      <th>V333</th>\n",
       "      <th>V334</th>\n",
       "      <th>V335</th>\n",
       "      <th>V336</th>\n",
       "      <th>V337</th>\n",
       "      <th>V338</th>\n",
       "      <th>V339</th>\n",
       "      <th>id_01</th>\n",
       "      <th>id_02</th>\n",
       "      <th>id_03</th>\n",
       "      <th>id_04</th>\n",
       "      <th>id_05</th>\n",
       "      <th>id_06</th>\n",
       "      <th>id_07</th>\n",
       "      <th>id_08</th>\n",
       "      <th>id_09</th>\n",
       "      <th>id_10</th>\n",
       "      <th>id_11</th>\n",
       "      <th>n_nulls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>561039</th>\n",
       "      <td>0</td>\n",
       "      <td>3548039</td>\n",
       "      <td>14858175</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>125.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.958332</td>\n",
       "      <td>0.958333</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>1044.0</td>\n",
       "      <td>651.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>64738.0</td>\n",
       "      <td>111286.0</td>\n",
       "      <td>72688.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>1052.0</td>\n",
       "      <td>63573.0</td>\n",
       "      <td>101276.0</td>\n",
       "      <td>67979.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>63573.0</td>\n",
       "      <td>67979.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>563.0</td>\n",
       "      <td>633.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>552.0</td>\n",
       "      <td>895.0</td>\n",
       "      <td>598.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>64102.0</td>\n",
       "      <td>105058.0</td>\n",
       "      <td>70940.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>62937.0</td>\n",
       "      <td>96669.0</td>\n",
       "      <td>67131.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>649.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>558.0</td>\n",
       "      <td>941.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>64738.0</td>\n",
       "      <td>110799.0</td>\n",
       "      <td>72523.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>63573.0</td>\n",
       "      <td>101382.0</td>\n",
       "      <td>67979.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>569.0</td>\n",
       "      <td>1045.0</td>\n",
       "      <td>651.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>64738.0</td>\n",
       "      <td>111392.0</td>\n",
       "      <td>72688.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>1052.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1379.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561620</th>\n",
       "      <td>0</td>\n",
       "      <td>3548620</td>\n",
       "      <td>14864524</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>1319.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>91085.0</td>\n",
       "      <td>137633.0</td>\n",
       "      <td>98713.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>89920.0</td>\n",
       "      <td>127623.0</td>\n",
       "      <td>94114.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89920.0</td>\n",
       "      <td>94114.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>906.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>825.0</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>871.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90237.0</td>\n",
       "      <td>131193.0</td>\n",
       "      <td>97075.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>89072.0</td>\n",
       "      <td>122804.0</td>\n",
       "      <td>93266.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>922.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>833.0</td>\n",
       "      <td>1216.0</td>\n",
       "      <td>879.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91085.0</td>\n",
       "      <td>137146.0</td>\n",
       "      <td>98658.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>89920.0</td>\n",
       "      <td>127729.0</td>\n",
       "      <td>94114.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>1320.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>91085.0</td>\n",
       "      <td>137739.0</td>\n",
       "      <td>98713.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>714.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561621</th>\n",
       "      <td>0</td>\n",
       "      <td>3548621</td>\n",
       "      <td>14864539</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>1320.0</td>\n",
       "      <td>924.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>834.0</td>\n",
       "      <td>1216.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>91191.0</td>\n",
       "      <td>137739.0</td>\n",
       "      <td>98819.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>90026.0</td>\n",
       "      <td>127729.0</td>\n",
       "      <td>94220.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>834.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90026.0</td>\n",
       "      <td>94220.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>907.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>826.0</td>\n",
       "      <td>1169.0</td>\n",
       "      <td>872.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90343.0</td>\n",
       "      <td>131299.0</td>\n",
       "      <td>97181.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>89178.0</td>\n",
       "      <td>122910.0</td>\n",
       "      <td>93372.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>834.0</td>\n",
       "      <td>1217.0</td>\n",
       "      <td>880.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91191.0</td>\n",
       "      <td>137252.0</td>\n",
       "      <td>98764.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90026.0</td>\n",
       "      <td>127835.0</td>\n",
       "      <td>94220.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>1321.0</td>\n",
       "      <td>924.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>91191.0</td>\n",
       "      <td>137845.0</td>\n",
       "      <td>98819.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>2460.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561634</th>\n",
       "      <td>0</td>\n",
       "      <td>3548634</td>\n",
       "      <td>14864727</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>1324.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>1220.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>91615.0</td>\n",
       "      <td>138163.0</td>\n",
       "      <td>99243.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>90450.0</td>\n",
       "      <td>128153.0</td>\n",
       "      <td>94644.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90450.0</td>\n",
       "      <td>94644.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>911.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>830.0</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>876.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90767.0</td>\n",
       "      <td>131723.0</td>\n",
       "      <td>97605.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>89602.0</td>\n",
       "      <td>123334.0</td>\n",
       "      <td>93796.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>927.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>884.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91615.0</td>\n",
       "      <td>137676.0</td>\n",
       "      <td>99188.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90450.0</td>\n",
       "      <td>128259.0</td>\n",
       "      <td>94644.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>849.0</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>91615.0</td>\n",
       "      <td>138269.0</td>\n",
       "      <td>99243.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561636</th>\n",
       "      <td>0</td>\n",
       "      <td>3548636</td>\n",
       "      <td>14864732</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>929.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>1221.0</td>\n",
       "      <td>885.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>91721.0</td>\n",
       "      <td>138269.0</td>\n",
       "      <td>99349.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>90556.0</td>\n",
       "      <td>128259.0</td>\n",
       "      <td>94750.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90556.0</td>\n",
       "      <td>94750.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>842.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>831.0</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>90873.0</td>\n",
       "      <td>131829.0</td>\n",
       "      <td>97711.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>89708.0</td>\n",
       "      <td>123440.0</td>\n",
       "      <td>93902.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>839.0</td>\n",
       "      <td>1222.0</td>\n",
       "      <td>885.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91721.0</td>\n",
       "      <td>137782.0</td>\n",
       "      <td>99294.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90556.0</td>\n",
       "      <td>128365.0</td>\n",
       "      <td>94750.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>850.0</td>\n",
       "      <td>1326.0</td>\n",
       "      <td>929.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>91721.0</td>\n",
       "      <td>138375.0</td>\n",
       "      <td>99349.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1241.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561649</th>\n",
       "      <td>0</td>\n",
       "      <td>3548649</td>\n",
       "      <td>14865146</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>1329.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>1225.0</td>\n",
       "      <td>889.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>92145.0</td>\n",
       "      <td>138693.0</td>\n",
       "      <td>99773.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>90980.0</td>\n",
       "      <td>128683.0</td>\n",
       "      <td>95174.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>90980.0</td>\n",
       "      <td>95174.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>846.0</td>\n",
       "      <td>916.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>835.0</td>\n",
       "      <td>1178.0</td>\n",
       "      <td>881.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91297.0</td>\n",
       "      <td>132253.0</td>\n",
       "      <td>98135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>90132.0</td>\n",
       "      <td>123864.0</td>\n",
       "      <td>94326.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>932.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>843.0</td>\n",
       "      <td>1226.0</td>\n",
       "      <td>889.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>92145.0</td>\n",
       "      <td>138206.0</td>\n",
       "      <td>99718.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>90980.0</td>\n",
       "      <td>128789.0</td>\n",
       "      <td>95174.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>854.0</td>\n",
       "      <td>1330.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>92145.0</td>\n",
       "      <td>138799.0</td>\n",
       "      <td>99773.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1275.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561654</th>\n",
       "      <td>0</td>\n",
       "      <td>3548654</td>\n",
       "      <td>14865292</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>1330.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>1226.0</td>\n",
       "      <td>890.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>92251.0</td>\n",
       "      <td>138799.0</td>\n",
       "      <td>99879.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>91086.0</td>\n",
       "      <td>128789.0</td>\n",
       "      <td>95280.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91086.0</td>\n",
       "      <td>95280.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>847.0</td>\n",
       "      <td>917.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91403.0</td>\n",
       "      <td>132359.0</td>\n",
       "      <td>98241.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>90238.0</td>\n",
       "      <td>123970.0</td>\n",
       "      <td>94432.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>844.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>890.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>92251.0</td>\n",
       "      <td>138312.0</td>\n",
       "      <td>99824.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>91086.0</td>\n",
       "      <td>128895.0</td>\n",
       "      <td>95280.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>855.0</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>92251.0</td>\n",
       "      <td>138905.0</td>\n",
       "      <td>99879.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1132.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>561655</th>\n",
       "      <td>0</td>\n",
       "      <td>3548655</td>\n",
       "      <td>14865297</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.041666</td>\n",
       "      <td>0.041666</td>\n",
       "      <td>253.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>256.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>1331.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>891.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>92357.0</td>\n",
       "      <td>138905.0</td>\n",
       "      <td>99985.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>91192.0</td>\n",
       "      <td>128895.0</td>\n",
       "      <td>95386.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>91192.0</td>\n",
       "      <td>95386.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>848.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>837.0</td>\n",
       "      <td>1180.0</td>\n",
       "      <td>883.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>91509.0</td>\n",
       "      <td>132465.0</td>\n",
       "      <td>98347.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>90344.0</td>\n",
       "      <td>124076.0</td>\n",
       "      <td>94538.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>6428.0</td>\n",
       "      <td>2932.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>934.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>845.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>891.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>92357.0</td>\n",
       "      <td>138418.0</td>\n",
       "      <td>99930.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>91192.0</td>\n",
       "      <td>129001.0</td>\n",
       "      <td>95386.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7226.0</td>\n",
       "      <td>3602.0</td>\n",
       "      <td>856.0</td>\n",
       "      <td>1332.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>92357.0</td>\n",
       "      <td>139011.0</td>\n",
       "      <td>99985.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1165.0</td>\n",
       "      <td>7709.0</td>\n",
       "      <td>3657.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1132.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562637</th>\n",
       "      <td>0</td>\n",
       "      <td>3549637</td>\n",
       "      <td>14915624</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.625000</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>254.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>1359.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>668.0</td>\n",
       "      <td>1252.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>71279.0</td>\n",
       "      <td>141873.0</td>\n",
       "      <td>100479.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>70961.0</td>\n",
       "      <td>131545.0</td>\n",
       "      <td>96308.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>8027.0</td>\n",
       "      <td>3229.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>668.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70961.0</td>\n",
       "      <td>96308.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>669.0</td>\n",
       "      <td>928.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>666.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>892.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>71067.0</td>\n",
       "      <td>135433.0</td>\n",
       "      <td>99371.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>70749.0</td>\n",
       "      <td>126726.0</td>\n",
       "      <td>95460.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>6746.0</td>\n",
       "      <td>3034.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>939.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>668.0</td>\n",
       "      <td>1253.0</td>\n",
       "      <td>900.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>71279.0</td>\n",
       "      <td>141386.0</td>\n",
       "      <td>100424.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70961.0</td>\n",
       "      <td>131651.0</td>\n",
       "      <td>96308.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>7544.0</td>\n",
       "      <td>3174.0</td>\n",
       "      <td>671.0</td>\n",
       "      <td>1360.0</td>\n",
       "      <td>940.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>71279.0</td>\n",
       "      <td>141979.0</td>\n",
       "      <td>100479.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>318.0</td>\n",
       "      <td>8027.0</td>\n",
       "      <td>3229.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>562652</th>\n",
       "      <td>0</td>\n",
       "      <td>3549652</td>\n",
       "      <td>14915705</td>\n",
       "      <td>S</td>\n",
       "      <td>15775</td>\n",
       "      <td>481.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>mastercard</td>\n",
       "      <td>102.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>yahoo.com</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>desktop</td>\n",
       "      <td>Windows</td>\n",
       "      <td>Found</td>\n",
       "      <td>52.0</td>\n",
       "      <td>-300.0</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>166.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>633.0</td>\n",
       "      <td>533.0</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>Found</td>\n",
       "      <td>Found</td>\n",
       "      <td>Windows 10</td>\n",
       "      <td>edge 16.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1366x768</td>\n",
       "      <td>match_status:2</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>F</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>&lt;UNK&gt;</td>\n",
       "      <td>106.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.625000</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>254.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>257.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>678.0</td>\n",
       "      <td>1369.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>667.0</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>902.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>71949.0</td>\n",
       "      <td>142933.0</td>\n",
       "      <td>101539.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>70783.0</td>\n",
       "      <td>131757.0</td>\n",
       "      <td>96520.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>8875.0</td>\n",
       "      <td>4077.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>667.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2401.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>70783.0</td>\n",
       "      <td>96520.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>676.0</td>\n",
       "      <td>938.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>665.0</td>\n",
       "      <td>1207.0</td>\n",
       "      <td>894.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>71737.0</td>\n",
       "      <td>136493.0</td>\n",
       "      <td>100431.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>877.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>1961.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>70571.0</td>\n",
       "      <td>126938.0</td>\n",
       "      <td>95672.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>7594.0</td>\n",
       "      <td>3882.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>678.0</td>\n",
       "      <td>949.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>667.0</td>\n",
       "      <td>1255.0</td>\n",
       "      <td>902.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>82.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>71949.0</td>\n",
       "      <td>142446.0</td>\n",
       "      <td>101484.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2191.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>740.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>70783.0</td>\n",
       "      <td>131863.0</td>\n",
       "      <td>96520.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>8392.0</td>\n",
       "      <td>4022.0</td>\n",
       "      <td>678.0</td>\n",
       "      <td>1370.0</td>\n",
       "      <td>950.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>71949.0</td>\n",
       "      <td>143039.0</td>\n",
       "      <td>101539.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2301.0</td>\n",
       "      <td>942.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>8875.0</td>\n",
       "      <td>4077.0</td>\n",
       "      <td>-10.0</td>\n",
       "      <td>758.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>-999.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        isFraud  TransactionID  TransactionDT ProductCD  card1  card2  card3  \\\n",
       "561039        0        3548039       14858175         S  15775  481.0  150.0   \n",
       "561620        0        3548620       14864524         S  15775  481.0  150.0   \n",
       "561621        0        3548621       14864539         S  15775  481.0  150.0   \n",
       "561634        0        3548634       14864727         S  15775  481.0  150.0   \n",
       "561636        0        3548636       14864732         S  15775  481.0  150.0   \n",
       "561649        0        3548649       14865146         S  15775  481.0  150.0   \n",
       "561654        0        3548654       14865292         S  15775  481.0  150.0   \n",
       "561655        0        3548655       14865297         S  15775  481.0  150.0   \n",
       "562637        0        3549637       14915624         S  15775  481.0  150.0   \n",
       "562652        0        3549652       14915705         S  15775  481.0  150.0   \n",
       "\n",
       "             card4  card5   card6  addr1 addr2 P_emaildomain R_emaildomain  \\\n",
       "561039  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561620  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561621  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561634  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561636  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561649  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561654  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "561655  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "562637  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "562652  mastercard  102.0  credit  330.0  87.0         <UNK>     yahoo.com   \n",
       "\n",
       "           M1     M2     M3     M4     M5     M6     M7     M8     M9  \\\n",
       "561039  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561620  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561621  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561634  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561636  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561649  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561654  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "561655  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "562637  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "562652  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>   \n",
       "\n",
       "       DeviceType DeviceInfo  id_12 id_13   id_14  id_15  id_16  id_17  id_18  \\\n",
       "561039    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561620    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561621    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561634    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561636    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561649    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561654    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "561655    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "562637    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "562652    desktop    Windows  Found  52.0  -300.0  Found  Found  166.0  <UNK>   \n",
       "\n",
       "        id_19  id_20  id_21  id_22  id_23  id_24  id_25  id_26  id_27  id_28  \\\n",
       "561039  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561620  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561621  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561634  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561636  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561649  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561654  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "561655  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "562637  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "562652  633.0  533.0  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  <UNK>  Found   \n",
       "\n",
       "        id_29       id_30      id_31 id_32     id_33           id_34 id_35  \\\n",
       "561039  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561620  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561621  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561634  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561636  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561649  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561654  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "561655  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "562637  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "562652  Found  Windows 10  edge 16.0  24.0  1366x768  match_status:2     T   \n",
       "\n",
       "       id_36 id_37 id_38 id_30_clean id_31_clean  TransactionAmt  dist1  \\\n",
       "561039     F     T     F       <UNK>       <UNK>           125.0 -999.0   \n",
       "561620     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561621     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561634     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561636     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561649     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561654     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "561655     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "562637     F     T     T       <UNK>       <UNK>           106.0 -999.0   \n",
       "562652     F     T     F       <UNK>       <UNK>           106.0 -999.0   \n",
       "\n",
       "        dist2   C1   C2   C3   C4   C5   C6   C7   C8   C9  C10  C11  C12  \\\n",
       "561039 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561620 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561621 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561634 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561636 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561649 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561654 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "561655 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "562637 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "562652 -999.0  5.0  3.0  0.0  3.0  0.0  0.0  0.0  8.0  0.0  3.0  5.0  0.0   \n",
       "\n",
       "         C13  C14    D1    D2   D3     D4     D5     D6   D7         D8  \\\n",
       "561039  61.0  5.0  42.0  42.0  0.0 -999.0 -999.0  256.0  0.0  26.958332   \n",
       "561620  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561621  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561634  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561636  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561649  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561654  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "561655  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  256.0  0.0  27.041666   \n",
       "562637  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  257.0  0.0  27.625000   \n",
       "562652  61.0  5.0  43.0  43.0  0.0 -999.0 -999.0  257.0  0.0  27.625000   \n",
       "\n",
       "              D9    D10    D11    D12   D13    D14    D15     V1     V2  \\\n",
       "561039  0.958333  253.0 -999.0 -999.0  26.0  256.0 -999.0 -999.0 -999.0   \n",
       "561620  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561621  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561634  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561636  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561649  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561654  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "561655  0.041666  253.0 -999.0 -999.0  27.0  256.0 -999.0 -999.0 -999.0   \n",
       "562637  0.625000  254.0 -999.0 -999.0  27.0  257.0 -999.0 -999.0 -999.0   \n",
       "562652  0.625000  254.0 -999.0 -999.0  27.0  257.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "           V3     V4     V5     V6     V7     V8     V9    V10    V11  V12  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  0.0   \n",
       "\n",
       "        V13  V14  V15  V16  V17  V18  V19  V20  V21  V22  V23  V24  V25  V26  \\\n",
       "561039  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561620  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561621  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561634  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561636  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561649  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561654  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "561655  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "562637  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "562652  0.0  1.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "        V27  V28  V29  V30  V31  V32  V33  V34    V35    V36    V37    V38  \\\n",
       "561039  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561620  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561621  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561634  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561636  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561649  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561654  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561655  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562637  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562652  0.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "          V39    V40    V41    V42    V43    V44    V45    V46    V47    V48  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "          V49    V50    V51    V52  V53  V54  V55  V56  V57  V58  V59  V60  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0  0.0  0.0  1.0  1.0  0.0  0.0  1.0  1.0   \n",
       "\n",
       "        V61  V62  V63  V64  V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  \\\n",
       "561039  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561620  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561621  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561634  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561636  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561649  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561654  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "561655  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "562637  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "562652  0.0  0.0  1.0  1.0  1.0  1.0  1.0  0.0  0.0  0.0  1.0  1.0  0.0  0.0   \n",
       "\n",
       "          V75    V76    V77    V78    V79    V80    V81    V82    V83    V84  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "          V85    V86    V87    V88    V89    V90    V91    V92    V93    V94  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "          V95     V96    V97  V98   V99  V100   V101    V102   V103  V104  \\\n",
       "561039  569.0  1044.0  651.0  0.0  27.0  10.0  558.0   940.0  606.0  11.0   \n",
       "561620  844.0  1319.0  923.0  0.0  27.0   9.0  833.0  1215.0  879.0  11.0   \n",
       "561621  845.0  1320.0  924.0  0.0  27.0   9.0  834.0  1216.0  880.0  11.0   \n",
       "561634  849.0  1324.0  928.0  0.0  27.0   9.0  838.0  1220.0  884.0  11.0   \n",
       "561636  850.0  1325.0  929.0  0.0  27.0   9.0  839.0  1221.0  885.0  11.0   \n",
       "561649  854.0  1329.0  933.0  0.0  27.0   9.0  843.0  1225.0  889.0  11.0   \n",
       "561654  855.0  1330.0  934.0  0.0  27.0   9.0  844.0  1226.0  890.0  11.0   \n",
       "561655  856.0  1331.0  935.0  0.0  27.0   9.0  845.0  1227.0  891.0  11.0   \n",
       "562637  671.0  1359.0  940.0  0.0  27.0   9.0  668.0  1252.0  900.0   3.0   \n",
       "562652  678.0  1369.0  950.0  0.0  27.0   9.0  667.0  1254.0  902.0  11.0   \n",
       "\n",
       "        V105  V106  V107  V108  V109  V110  V111  V112  V113  V114  V115  \\\n",
       "561039  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561620  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561621  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561634  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561636  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561649  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561654  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561655  77.0  35.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "562637  80.0  31.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "562652  88.0  39.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "        V116  V117  V118  V119  V120  V121  V122  V123  V124  V125     V126  \\\n",
       "561039   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   3.0  64738.0   \n",
       "561620   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  91085.0   \n",
       "561621   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  91191.0   \n",
       "561634   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  91615.0   \n",
       "561636   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  91721.0   \n",
       "561649   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  92145.0   \n",
       "561654   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  92251.0   \n",
       "561655   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  92357.0   \n",
       "562637   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  71279.0   \n",
       "562652   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   4.0   2.0  71949.0   \n",
       "\n",
       "            V127      V128  V129    V130    V131     V132      V133     V134  \\\n",
       "561039  111286.0   72688.0   0.0  2301.0  1052.0  63573.0  101276.0  67979.0   \n",
       "561620  137633.0   98713.0   0.0  2301.0   942.0  89920.0  127623.0  94114.0   \n",
       "561621  137739.0   98819.0   0.0  2301.0   942.0  90026.0  127729.0  94220.0   \n",
       "561634  138163.0   99243.0   0.0  2301.0   942.0  90450.0  128153.0  94644.0   \n",
       "561636  138269.0   99349.0   0.0  2301.0   942.0  90556.0  128259.0  94750.0   \n",
       "561649  138693.0   99773.0   0.0  2301.0   942.0  90980.0  128683.0  95174.0   \n",
       "561654  138799.0   99879.0   0.0  2301.0   942.0  91086.0  128789.0  95280.0   \n",
       "561655  138905.0   99985.0   0.0  2301.0   942.0  91192.0  128895.0  95386.0   \n",
       "562637  141873.0  100479.0   0.0  2301.0   942.0  70961.0  131545.0  96308.0   \n",
       "562652  142933.0  101539.0   0.0  2301.0   942.0  70783.0  131757.0  96520.0   \n",
       "\n",
       "          V135    V136    V137  V138  V139  V140  V141  V142   V143  V144  \\\n",
       "561039  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  558.0  11.0   \n",
       "561620  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  833.0  11.0   \n",
       "561621  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  834.0  11.0   \n",
       "561634  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  838.0  11.0   \n",
       "561636  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  839.0  11.0   \n",
       "561649  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  843.0  11.0   \n",
       "561654  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  844.0  11.0   \n",
       "561655  1165.0  7709.0  3657.0   0.0   0.0   0.0   0.0   0.0  845.0  11.0   \n",
       "562637   318.0  8027.0  3229.0   0.0   0.0   0.0   0.0   0.0  668.0   3.0   \n",
       "562652  1166.0  8875.0  4077.0   0.0   0.0   0.0   0.0   0.0  667.0  11.0   \n",
       "\n",
       "        V145  V146  V147  V148  V149  V150  V151  V152  V153  V154  V155  \\\n",
       "561039  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561620  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561621  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561634  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561636  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561649  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561654  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "561655  35.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "562637  31.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "562652  39.0   0.0   0.0   0.0   0.0   1.0   1.0   2.0   0.0   0.0   0.0   \n",
       "\n",
       "        V156  V157  V158  V159    V160  V161  V162  V163     V164     V165  \\\n",
       "561039   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  63573.0  67979.0   \n",
       "561620   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  89920.0  94114.0   \n",
       "561621   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  90026.0  94220.0   \n",
       "561634   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  90450.0  94644.0   \n",
       "561636   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  90556.0  94750.0   \n",
       "561649   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  90980.0  95174.0   \n",
       "561654   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  91086.0  95280.0   \n",
       "561655   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  91192.0  95386.0   \n",
       "562637   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  70961.0  96308.0   \n",
       "562652   0.0   0.0   0.0   0.0  2401.0   0.0   0.0   0.0  70783.0  96520.0   \n",
       "\n",
       "          V166   V167   V168  V169  V170  V171  V172  V173  V174  V175  V176  \\\n",
       "561039  1165.0  563.0  633.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561620  1165.0  836.0  906.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561621  1165.0  837.0  907.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561634  1165.0  841.0  911.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561636  1165.0  842.0  912.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561649  1165.0  846.0  916.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561654  1165.0  847.0  917.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "561655  1165.0  848.0  918.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "562637   318.0  669.0  928.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "562652  1166.0  676.0  938.0   0.0   1.0  14.0   0.0   0.0   1.0   7.0   1.0   \n",
       "\n",
       "         V177    V178   V179  V180  V181  V182  V183  V184  V185  V186  V187  \\\n",
       "561039  552.0   895.0  598.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561620  825.0  1168.0  871.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561621  826.0  1169.0  872.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561634  830.0  1173.0  876.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561636  831.0  1174.0  877.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561649  835.0  1178.0  881.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561654  836.0  1179.0  882.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "561655  837.0  1180.0  883.0  61.0  11.0  61.0  27.0   0.0   3.0   1.0   1.0   \n",
       "562637  666.0  1205.0  892.0  64.0   3.0  64.0  28.0   0.0   3.0   1.0   1.0   \n",
       "562652  665.0  1207.0  894.0  72.0  11.0  72.0  36.0   0.0   3.0   1.0   1.0   \n",
       "\n",
       "        V188  V189  V190  V191  V192  V193  V194  V195  V196  V197  V198  \\\n",
       "561039   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561620   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561621   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561634   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561636   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561649   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561654   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "561655   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "562637   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "562652   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "        V199  V200  V201     V202      V203      V204  V205  V206   V207  \\\n",
       "561039   1.0   1.0   1.0  64102.0  105058.0   70940.0   0.0   0.0  877.0   \n",
       "561620   1.0   1.0   1.0  90237.0  131193.0   97075.0   0.0   0.0  877.0   \n",
       "561621   1.0   1.0   1.0  90343.0  131299.0   97181.0   0.0   0.0  877.0   \n",
       "561634   1.0   1.0   1.0  90767.0  131723.0   97605.0   0.0   0.0  877.0   \n",
       "561636   1.0   1.0   1.0  90873.0  131829.0   97711.0   0.0   0.0  877.0   \n",
       "561649   1.0   1.0   1.0  91297.0  132253.0   98135.0   0.0   0.0  877.0   \n",
       "561654   1.0   1.0   1.0  91403.0  132359.0   98241.0   0.0   0.0  877.0   \n",
       "561655   1.0   1.0   1.0  91509.0  132465.0   98347.0   0.0   0.0  877.0   \n",
       "562637   1.0   1.0   1.0  71067.0  135433.0   99371.0   0.0   0.0  877.0   \n",
       "562652   1.0   1.0   1.0  71737.0  136493.0  100431.0   0.0   0.0  877.0   \n",
       "\n",
       "        V208    V209   V210     V211      V212     V213    V214    V215  \\\n",
       "561039  75.0  1961.0  465.0  62937.0   96669.0  67131.0  1165.0  6428.0   \n",
       "561620  75.0  1961.0  465.0  89072.0  122804.0  93266.0  1165.0  6428.0   \n",
       "561621  75.0  1961.0  465.0  89178.0  122910.0  93372.0  1165.0  6428.0   \n",
       "561634  75.0  1961.0  465.0  89602.0  123334.0  93796.0  1165.0  6428.0   \n",
       "561636  75.0  1961.0  465.0  89708.0  123440.0  93902.0  1165.0  6428.0   \n",
       "561649  75.0  1961.0  465.0  90132.0  123864.0  94326.0  1165.0  6428.0   \n",
       "561654  75.0  1961.0  465.0  90238.0  123970.0  94432.0  1165.0  6428.0   \n",
       "561655  75.0  1961.0  465.0  90344.0  124076.0  94538.0  1165.0  6428.0   \n",
       "562637  75.0  1961.0  465.0  70749.0  126726.0  95460.0   318.0  6746.0   \n",
       "562652  75.0  1961.0  465.0  70571.0  126938.0  95672.0  1166.0  7594.0   \n",
       "\n",
       "          V216   V217   V218   V219  V220  V221  V222   V223   V224   V225  \\\n",
       "561039  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561620  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561621  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561634  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561636  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561649  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561654  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561655  2932.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "562637  3034.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "562652  3882.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "         V226  V227   V228   V229   V230   V231   V232   V233  V234   V235  \\\n",
       "561039 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561620 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561621 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561634 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561636 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561649 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561654 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "561655 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  73.0 -999.0   \n",
       "562637 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  76.0 -999.0   \n",
       "562652 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0  84.0 -999.0   \n",
       "\n",
       "         V236   V237  V238  V239   V240   V241   V242   V243   V244  V245  \\\n",
       "561039 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561620 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561621 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561634 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561636 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561649 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561654 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "561655 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "562637 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "562652 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0   0.0   \n",
       "\n",
       "         V246   V247   V248   V249  V250  V251   V252   V253   V254  V255  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0   0.0   0.0 -999.0 -999.0 -999.0   0.0   \n",
       "\n",
       "        V256   V257   V258  V259   V260   V261   V262   V263   V264   V265  \\\n",
       "561039   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561620   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561621   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561634   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561636   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561649   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561654   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "561655   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562637   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "562652   0.0 -999.0 -999.0   0.0 -999.0 -999.0 -999.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "         V266   V267   V268   V269  V270  V271  V272   V273   V274   V275  \\\n",
       "561039 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561620 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561621 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561634 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561636 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561649 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561654 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "561655 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "562637 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "562652 -999.0 -999.0 -999.0 -999.0   0.0   0.0   0.0 -999.0 -999.0 -999.0   \n",
       "\n",
       "         V276   V277   V278   V279   V280  V281  V282  V283  V284  V285  V286  \\\n",
       "561039 -999.0 -999.0 -999.0  569.0  649.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561620 -999.0 -999.0 -999.0  844.0  922.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561621 -999.0 -999.0 -999.0  845.0  923.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561634 -999.0 -999.0 -999.0  849.0  927.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561636 -999.0 -999.0 -999.0  850.0  928.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561649 -999.0 -999.0 -999.0  854.0  932.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561654 -999.0 -999.0 -999.0  855.0  933.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "561655 -999.0 -999.0 -999.0  856.0  934.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "562637 -999.0 -999.0 -999.0  671.0  939.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "562652 -999.0 -999.0 -999.0  678.0  949.0   0.0   1.0   1.0   0.0  26.0   0.0   \n",
       "\n",
       "        V287  V288  V289  V290  V291  V292   V293    V294   V295  V296  V297  \\\n",
       "561039   9.0   1.0   1.0   1.0   2.0   1.0  558.0   941.0  606.0  71.0  11.0   \n",
       "561620   9.0   1.0   1.0   1.0   2.0   1.0  833.0  1216.0  879.0  71.0  11.0   \n",
       "561621   9.0   1.0   1.0   1.0   2.0   1.0  834.0  1217.0  880.0  71.0  11.0   \n",
       "561634   9.0   1.0   1.0   1.0   2.0   1.0  838.0  1221.0  884.0  71.0  11.0   \n",
       "561636   9.0   1.0   1.0   1.0   2.0   1.0  839.0  1222.0  885.0  71.0  11.0   \n",
       "561649   9.0   1.0   1.0   1.0   2.0   1.0  843.0  1226.0  889.0  71.0  11.0   \n",
       "561654   9.0   1.0   1.0   1.0   2.0   1.0  844.0  1227.0  890.0  71.0  11.0   \n",
       "561655   9.0   1.0   1.0   1.0   2.0   1.0  845.0  1228.0  891.0  71.0  11.0   \n",
       "562637   9.0   1.0   1.0   1.0   2.0   1.0  668.0  1253.0  900.0  74.0   3.0   \n",
       "562652   9.0   1.0   1.0   1.0   2.0   1.0  667.0  1255.0  902.0  82.0  11.0   \n",
       "\n",
       "        V298  V299  V300  V301  V302  V303  V304  V305     V306      V307  \\\n",
       "561039  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  64738.0  110799.0   \n",
       "561620  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  91085.0  137146.0   \n",
       "561621  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  91191.0  137252.0   \n",
       "561634  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  91615.0  137676.0   \n",
       "561636  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  91721.0  137782.0   \n",
       "561649  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  92145.0  138206.0   \n",
       "561654  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  92251.0  138312.0   \n",
       "561655  71.0  34.0   0.0   0.0   2.0   5.0   3.0   1.0  92357.0  138418.0   \n",
       "562637  74.0  30.0   0.0   0.0   1.0   5.0   2.0   1.0  71279.0  141386.0   \n",
       "562652  82.0  38.0   0.0   0.0   1.0   5.0   2.0   1.0  71949.0  142446.0   \n",
       "\n",
       "            V308  V309    V310  V311   V312   V313   V314   V315     V316  \\\n",
       "561039   72523.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  63573.0   \n",
       "561620   98658.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  89920.0   \n",
       "561621   98764.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  90026.0   \n",
       "561634   99188.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  90450.0   \n",
       "561636   99294.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  90556.0   \n",
       "561649   99718.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  90980.0   \n",
       "561654   99824.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  91086.0   \n",
       "561655   99930.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  91192.0   \n",
       "562637  100424.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  70961.0   \n",
       "562652  101484.0   0.0  2191.0   0.0  942.0  100.0  740.0  100.0  70783.0   \n",
       "\n",
       "            V317     V318    V319    V320    V321   V322    V323   V324  V325  \\\n",
       "561039  101382.0  67979.0  1165.0  7226.0  3602.0  569.0  1045.0  651.0   0.0   \n",
       "561620  127729.0  94114.0  1165.0  7226.0  3602.0  844.0  1320.0  923.0   0.0   \n",
       "561621  127835.0  94220.0  1165.0  7226.0  3602.0  845.0  1321.0  924.0   0.0   \n",
       "561634  128259.0  94644.0  1165.0  7226.0  3602.0  849.0  1325.0  928.0   0.0   \n",
       "561636  128365.0  94750.0  1165.0  7226.0  3602.0  850.0  1326.0  929.0   0.0   \n",
       "561649  128789.0  95174.0  1165.0  7226.0  3602.0  854.0  1330.0  933.0   0.0   \n",
       "561654  128895.0  95280.0  1165.0  7226.0  3602.0  855.0  1331.0  934.0   0.0   \n",
       "561655  129001.0  95386.0  1165.0  7226.0  3602.0  856.0  1332.0  935.0   0.0   \n",
       "562637  131651.0  96308.0   318.0  7544.0  3174.0  671.0  1360.0  940.0   0.0   \n",
       "562652  131863.0  96520.0  1166.0  8392.0  4022.0  678.0  1370.0  950.0   0.0   \n",
       "\n",
       "        V326  V327  V328  V329  V330     V331      V332      V333  V334  \\\n",
       "561039  27.0  10.0  11.0  77.0  35.0  64738.0  111392.0   72688.0   0.0   \n",
       "561620  27.0   9.0  11.0  77.0  35.0  91085.0  137739.0   98713.0   0.0   \n",
       "561621  27.0   9.0  11.0  77.0  35.0  91191.0  137845.0   98819.0   0.0   \n",
       "561634  27.0   9.0  11.0  77.0  35.0  91615.0  138269.0   99243.0   0.0   \n",
       "561636  27.0   9.0  11.0  77.0  35.0  91721.0  138375.0   99349.0   0.0   \n",
       "561649  27.0   9.0  11.0  77.0  35.0  92145.0  138799.0   99773.0   0.0   \n",
       "561654  27.0   9.0  11.0  77.0  35.0  92251.0  138905.0   99879.0   0.0   \n",
       "561655  27.0   9.0  11.0  77.0  35.0  92357.0  139011.0   99985.0   0.0   \n",
       "562637  27.0   9.0   3.0  80.0  31.0  71279.0  141979.0  100479.0   0.0   \n",
       "562652  27.0   9.0  11.0  88.0  39.0  71949.0  143039.0  101539.0   0.0   \n",
       "\n",
       "          V335    V336    V337    V338    V339  id_01   id_02  id_03  id_04  \\\n",
       "561039  2301.0  1052.0  1165.0  7709.0  3657.0  -10.0  1379.0    0.0    0.0   \n",
       "561620  2301.0   942.0  1165.0  7709.0  3657.0  -10.0   714.0    0.0    0.0   \n",
       "561621  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  2460.0    0.0    0.0   \n",
       "561634  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  1241.0    0.0    0.0   \n",
       "561636  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  1241.0    0.0    0.0   \n",
       "561649  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  1275.0    0.0    0.0   \n",
       "561654  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  1132.0    0.0    0.0   \n",
       "561655  2301.0   942.0  1165.0  7709.0  3657.0  -10.0  1132.0    0.0    0.0   \n",
       "562637  2301.0   942.0   318.0  8027.0  3229.0  -10.0  1179.0    0.0    0.0   \n",
       "562652  2301.0   942.0  1166.0  8875.0  4077.0  -10.0   758.0    0.0    0.0   \n",
       "\n",
       "        id_05  id_06  id_07  id_08  id_09  id_10  id_11  n_nulls  \n",
       "561039    6.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561620    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561621    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561634    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561636    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561649    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561654    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "561655    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "562637    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  \n",
       "562652    0.0    0.0 -999.0 -999.0    0.0    0.0  100.0      122  "
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_val.iloc[indices[row_oi,:]][[target]+id_cols+cat_cols+numeric_cols].sort_values(by='TransactionID')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Viz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.manifold import TSNE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [],
   "source": [
    "tsne = TSNE(\n",
    "    perplexity=20.0,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_val_proj = tsne.fit_transform(y_val_embed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "colors = ['tab:red' if y else 'tab:blue' for y in df_val[target].values]\n",
    "labels = ['Fraud' if y else 'Legit' for y in df_val[target].values]\n",
    "ax.scatter(x=y_val_proj[:,0], y=y_val_proj[:,1], c=colors, s=1, alpha=0.5)\n",
    "ax.grid()\n",
    "\n",
    "_ = ax.set_title('TSNE Projection of LightGMB Embeddings')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}