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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Projekt 2 - EDA\n",
+    "Online shoppers intention zawierają informację o aktywności użytkowników w sesji i czy w trakcie sesji użytkownik dokonał jakiegoś zakupu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_profiling\n",
+    "import copy\n",
+    "from sklearn.decomposition import PCA\n",
+    "import sklearn.metrics\n",
+    "from sklearn import manifold"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Podstawowe informacje\n",
+    "W celu pozyskania podstawowych informacji użyjemy narzędzia do zautomatyzowanej eksploracji danych **pandas_profiling**. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 190,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 12330 entries, 0 to 12329\n",
+      "Data columns (total 18 columns):\n",
+      " #   Column                   Non-Null Count  Dtype  \n",
+      "---  ------                   --------------  -----  \n",
+      " 0   Administrative           12330 non-null  int64  \n",
+      " 1   Administrative_Duration  12330 non-null  float64\n",
+      " 2   Informational            12330 non-null  int64  \n",
+      " 3   Informational_Duration   12330 non-null  float64\n",
+      " 4   ProductRelated           12330 non-null  int64  \n",
+      " 5   ProductRelated_Duration  12330 non-null  float64\n",
+      " 6   BounceRates              12330 non-null  float64\n",
+      " 7   ExitRates                12330 non-null  float64\n",
+      " 8   PageValues               12330 non-null  float64\n",
+      " 9   SpecialDay               12330 non-null  float64\n",
+      " 10  Month                    12330 non-null  object \n",
+      " 11  OperatingSystems         12330 non-null  int64  \n",
+      " 12  Browser                  12330 non-null  int64  \n",
+      " 13  Region                   12330 non-null  int64  \n",
+      " 14  TrafficType              12330 non-null  int64  \n",
+      " 15  VisitorType              12330 non-null  object \n",
+      " 16  Weekend                  12330 non-null  bool   \n",
+      " 17  Revenue                  12330 non-null  bool   \n",
+      "dtypes: bool(2), float64(7), int64(7), object(2)\n",
+      "memory usage: 1.5+ MB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df=df.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Nie ma braków danych\n",
+    "Zmienna Month i VisitorsType (Returning, New, Other) typu object\n",
+    "Zmienna Weekend i Revenue typu bool.\n",
+    "\n",
+    "Zmienne `Administrative`, `Informational`, `ProductRelated` przedstawiają ile stron danego typu odwiedził użytkownik\n",
+    "\n",
+    "`Administrative_Duration`,  `Informational_Duration`, `ProductRelated_Duration` ile czasu w sumie użytkownik spędził na stronie danego typu\n",
+    "\n",
+    "`BounceRates` - procent stron które użytkownik odwiedził bez żadnej dalszej interakcji\n",
+    "\n",
+    "`SpecialDay` - jak blisko specjalnego dnia była sesja"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 191,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df=df.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 192,
+   "metadata": {},
+   "outputs": [
+    {
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+       "model_id": "6f7b314672704afa870a761eaa0b6431",
+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Summarize dataset:   0%|          | 0/31 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "version_minor": 0
+      },
+      "text/plain": [
+       "Generate report structure:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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+       "version_major": 2,
+       "version_minor": 0
+      },
+      "text/plain": [
+       "Render HTML:   0%|          | 0/1 [00:00<?, ?it/s]"
+      ]
+     },
+     "metadata": {},
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+    },
+    {
+     "data": {
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+       "<iframe width=\"100%\" height=\"800px\" srcdoc=\"&lt;!doctype html&gt;&lt;html lang=en&gt;&lt;head&gt;&lt;meta charset=utf-8&gt;&lt;meta name=viewport content=&quot;width=device-width, initial-scale=1, shrink-to-fit=no&quot;&gt;&lt;meta name=description content=&quot;Profile report generated with the `pandas-profiling` Python package&quot;&gt;&lt;meta name=author content=&quot;Simon Brugman and the open source community.&quot;&gt;&lt;meta name=generator content=&quot;Pandas Profiling v2.11.0&quot;&gt;&lt;meta name=url content=https://github.com/pandas-profiling/pandas-profiling&gt;&lt;meta name=date content=&quot;2021-05-11 10:30:23.571411&quot;&gt;&lt;title&gt;Pandas Profiling Report&lt;/title&gt;&lt;style&gt;\n",
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bottom,from(#3c3c3c),to(#222));background-image:linear-gradient(to bottom,#3c3c3c 0,#222 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff3c3c3c&#x27;, endColorstr=&#x27;#ff222222&#x27;, GradientType=0);filter:progid:DXImageTransform.Microsoft.gradient(enabled=false);background-repeat:repeat-x;border-radius:4px}.navbar-inverse .navbar-nav&gt;.active&gt;a,.navbar-inverse .navbar-nav&gt;.open&gt;a{background-image:-webkit-linear-gradient(top,#080808 0,#0f0f0f 100%);background-image:-o-linear-gradient(top,#080808 0,#0f0f0f 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#080808),to(#0f0f0f));background-image:linear-gradient(to bottom,#080808 0,#0f0f0f 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff080808&#x27;, endColorstr=&#x27;#ff0f0f0f&#x27;, GradientType=0);background-repeat:repeat-x;-webkit-box-shadow:inset 0 3px 9px rgba(0,0,0,.25);box-shadow:inset 0 3px 9px rgba(0,0,0,.25)}.navbar-inverse .navbar-brand,.navbar-inverse .navbar-nav&gt;li&gt;a{text-shadow:0 -1px 0 rgba(0,0,0,.25)}.navbar-fixed-bottom,.navbar-fixed-top,.navbar-static-top{border-radius:0}@media (max-width:767px){.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a,.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a:focus,.navbar .navbar-nav .open .dropdown-menu&gt;.active&gt;a:hover{color:#fff;background-image:-webkit-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2e6da4));background-image:linear-gradient(to bottom,#337ab7 0,#2e6da4 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2e6da4&#x27;, GradientType=0);background-repeat:repeat-x}}.alert{text-shadow:0 1px 0 rgba(255,255,255,.2);-webkit-box-shadow:inset 0 1px 0 rgba(255,255,255,.25),0 1px 2px rgba(0,0,0,.05);box-shadow:inset 0 1px 0 rgba(255,255,255,.25),0 1px 2px rgba(0,0,0,.05)}.alert-success{background-image:-webkit-linear-gradient(top,#dff0d8 0,#c8e5bc 100%);background-image:-o-linear-gradient(top,#dff0d8 0,#c8e5bc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#dff0d8),to(#c8e5bc));background-image:linear-gradient(to bottom,#dff0d8 0,#c8e5bc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffdff0d8&#x27;, endColorstr=&#x27;#ffc8e5bc&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#b2dba1}.alert-info{background-image:-webkit-linear-gradient(top,#d9edf7 0,#b9def0 100%);background-image:-o-linear-gradient(top,#d9edf7 0,#b9def0 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9edf7),to(#b9def0));background-image:linear-gradient(to bottom,#d9edf7 0,#b9def0 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9edf7&#x27;, endColorstr=&#x27;#ffb9def0&#x27;, 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GradientType=0);background-repeat:repeat-x;border-color:#dca7a7}.progress{background-image:-webkit-linear-gradient(top,#ebebeb 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#ebebeb 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#ebebeb),to(#f5f5f5));background-image:linear-gradient(to bottom,#ebebeb 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffebebeb&#x27;, endColorstr=&#x27;#fff5f5f5&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar{background-image:-webkit-linear-gradient(top,#337ab7 0,#286090 100%);background-image:-o-linear-gradient(top,#337ab7 0,#286090 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#286090));background-image:linear-gradient(to bottom,#337ab7 0,#286090 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff286090&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-success{background-image:-webkit-linear-gradient(top,#5cb85c 0,#449d44 100%);background-image:-o-linear-gradient(top,#5cb85c 0,#449d44 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5cb85c),to(#449d44));background-image:linear-gradient(to bottom,#5cb85c 0,#449d44 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5cb85c&#x27;, endColorstr=&#x27;#ff449d44&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-info{background-image:-webkit-linear-gradient(top,#5bc0de 0,#31b0d5 100%);background-image:-o-linear-gradient(top,#5bc0de 0,#31b0d5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#5bc0de),to(#31b0d5));background-image:linear-gradient(to bottom,#5bc0de 0,#31b0d5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff5bc0de&#x27;, endColorstr=&#x27;#ff31b0d5&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-warning{background-image:-webkit-linear-gradient(top,#f0ad4e 0,#ec971f 100%);background-image:-o-linear-gradient(top,#f0ad4e 0,#ec971f 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f0ad4e),to(#ec971f));background-image:linear-gradient(to bottom,#f0ad4e 0,#ec971f 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff0ad4e&#x27;, endColorstr=&#x27;#ffec971f&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-danger{background-image:-webkit-linear-gradient(top,#d9534f 0,#c9302c 100%);background-image:-o-linear-gradient(top,#d9534f 0,#c9302c 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9534f),to(#c9302c));background-image:linear-gradient(to bottom,#d9534f 0,#c9302c 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9534f&#x27;, endColorstr=&#x27;#ffc9302c&#x27;, GradientType=0);background-repeat:repeat-x}.progress-bar-striped{background-image:-webkit-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:-o-linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent);background-image:linear-gradient(45deg,rgba(255,255,255,.15) 25%,transparent 25%,transparent 50%,rgba(255,255,255,.15) 50%,rgba(255,255,255,.15) 75%,transparent 75%,transparent)}.list-group{border-radius:4px;-webkit-box-shadow:0 1px 2px rgba(0,0,0,.075);box-shadow:0 1px 2px rgba(0,0,0,.075)}.list-group-item.active,.list-group-item.active:focus,.list-group-item.active:hover{text-shadow:0 -1px 0 #286090;background-image:-webkit-linear-gradient(top,#337ab7 0,#2b669a 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2b669a 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2b669a));background-image:linear-gradient(to bottom,#337ab7 0,#2b669a 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2b669a&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#2b669a}.list-group-item.active .badge,.list-group-item.active:focus .badge,.list-group-item.active:hover .badge{text-shadow:none}.panel{-webkit-box-shadow:0 1px 2px rgba(0,0,0,.05);box-shadow:0 1px 2px rgba(0,0,0,.05)}.panel-default&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-o-linear-gradient(top,#f5f5f5 0,#e8e8e8 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f5f5f5),to(#e8e8e8));background-image:linear-gradient(to bottom,#f5f5f5 0,#e8e8e8 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff5f5f5&#x27;, endColorstr=&#x27;#ffe8e8e8&#x27;, GradientType=0);background-repeat:repeat-x}.panel-primary&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-o-linear-gradient(top,#337ab7 0,#2e6da4 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#337ab7),to(#2e6da4));background-image:linear-gradient(to bottom,#337ab7 0,#2e6da4 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ff337ab7&#x27;, endColorstr=&#x27;#ff2e6da4&#x27;, GradientType=0);background-repeat:repeat-x}.panel-success&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#dff0d8 0,#d0e9c6 100%);background-image:-o-linear-gradient(top,#dff0d8 0,#d0e9c6 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#dff0d8),to(#d0e9c6));background-image:linear-gradient(to bottom,#dff0d8 0,#d0e9c6 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffdff0d8&#x27;, endColorstr=&#x27;#ffd0e9c6&#x27;, GradientType=0);background-repeat:repeat-x}.panel-info&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#d9edf7 0,#c4e3f3 100%);background-image:-o-linear-gradient(top,#d9edf7 0,#c4e3f3 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#d9edf7),to(#c4e3f3));background-image:linear-gradient(to bottom,#d9edf7 0,#c4e3f3 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffd9edf7&#x27;, endColorstr=&#x27;#ffc4e3f3&#x27;, GradientType=0);background-repeat:repeat-x}.panel-warning&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#fcf8e3 0,#faf2cc 100%);background-image:-o-linear-gradient(top,#fcf8e3 0,#faf2cc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#fcf8e3),to(#faf2cc));background-image:linear-gradient(to bottom,#fcf8e3 0,#faf2cc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fffcf8e3&#x27;, endColorstr=&#x27;#fffaf2cc&#x27;, GradientType=0);background-repeat:repeat-x}.panel-danger&gt;.panel-heading{background-image:-webkit-linear-gradient(top,#f2dede 0,#ebcccc 100%);background-image:-o-linear-gradient(top,#f2dede 0,#ebcccc 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#f2dede),to(#ebcccc));background-image:linear-gradient(to bottom,#f2dede 0,#ebcccc 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#fff2dede&#x27;, endColorstr=&#x27;#ffebcccc&#x27;, GradientType=0);background-repeat:repeat-x}.well{background-image:-webkit-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-o-linear-gradient(top,#e8e8e8 0,#f5f5f5 100%);background-image:-webkit-gradient(linear,left top,left bottom,from(#e8e8e8),to(#f5f5f5));background-image:linear-gradient(to bottom,#e8e8e8 0,#f5f5f5 100%);filter:progid:DXImageTransform.Microsoft.gradient(startColorstr=&#x27;#ffe8e8e8&#x27;, endColorstr=&#x27;#fff5f5f5&#x27;, GradientType=0);background-repeat:repeat-x;border-color:#dcdcdc;-webkit-box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1);box-shadow:inset 0 1px 3px rgba(0,0,0,.05),0 1px 0 rgba(255,255,255,.1)}\n",
+       "/*# sourceMappingURL=bootstrap-theme.min.css.map */        &lt;/style&gt;&lt;style&gt;body {\n",
+       "  padding-top: 80px;\n",
+       "}\n",
+       ".content .container-fluid{\n",
+       "    margin-left: 20px !important;\n",
+       "    margin-right: 20px !important;\n",
+       "    margin-bottom: 20px;\n",
+       "}\n",
+       "\n",
+       ".page-header{\n",
+       "    border:0 !important;\n",
+       "}\n",
+       "\n",
+       ".row.variable, .section-items &gt; .row {\n",
+       "    border: 1px solid #e1e1e8;\n",
+       "    border-top: hidden;\n",
+       "}\n",
+       "\n",
+       ".row.spacing{\n",
+       "    padding: 2em 1em;\n",
+       "}\n",
+       "\n",
+       ".row.header {\n",
+       "    border-bottom: 1px solid #e1e1e8;\n",
+       "    /*background-color: #f5f5f5;*/\n",
+       "    padding-left: 2em;\n",
+       "}\n",
+       "\n",
+       "\n",
+       ".dl-horizontal dt {\n",
+       "    text-align: left;\n",
+       "    padding-right: 1em;\n",
+       "    white-space: normal;\n",
+       "}\n",
+       "\n",
+       ".dl-horizontal dd {\n",
+       "    margin-left: 0;\n",
+       "}\n",
+       "\n",
+       ".col-md-12 {\n",
+       "    padding-left: 2em;\n",
+       "}\n",
+       "\n",
+       ".indent {\n",
+       "    margin-left: 1em;\n",
+       "}\n",
+       "\n",
+       ".center-img {\n",
+       "    margin-left: auto !important;\n",
+       "    margin-right: auto !important;\n",
+       "    display: block;\n",
+       "}\n",
+       "\n",
+       "/* Table example_values */\n",
+       "table.example_values {\n",
+       "    border: 0;\n",
+       "}\n",
+       "\n",
+       ".example_values th {\n",
+       "    border: 0;\n",
+       "    padding: 0;\n",
+       "    color: #555;\n",
+       "    font-weight: 600;\n",
+       "}\n",
+       "\n",
+       ".example_values tr, .example_values td {\n",
+       "    border: 0;\n",
+       "    padding: 0;\n",
+       "    color: #555;\n",
+       "}\n",
+       "\n",
+       "/* STATS */\n",
+       "table.stats, table.sample, table.duplicate{\n",
+       "    border: 0;\n",
+       "}\n",
+       "\n",
+       ".stats tr, .sample tr, .duplicate tr {\n",
+       "    border: 0;\n",
+       "}\n",
+       "\n",
+       ".stats th, .stats td{\n",
+       "    color: #555;\n",
+       "    border: 0;\n",
+       "}\n",
+       "\n",
+       ".stats th {\n",
+       "    padding: 0 2em 0 0;\n",
+       "    font-weight: 600;\n",
+       "}\n",
+       "\n",
+       ".stats td {\n",
+       "    padding: 1px;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* Sample table */\n",
+       "table.sample, table.duplicate{\n",
+       "    margin-bottom: 2em;\n",
+       "    margin-left: 1em;\n",
+       "}\n",
+       "\n",
+       ".sample td, .sample th, .duplicate td, .duplicate th {\n",
+       "    padding: 0.5em;\n",
+       "    white-space: nowrap;\n",
+       "    border: 0;\n",
+       "\n",
+       "}\n",
+       "\n",
+       ".sample thead, .duplicate thead {\n",
+       "    border-top: 0;\n",
+       "    border-bottom: 2px solid #ddd;\n",
+       "}\n",
+       "\n",
+       ".sample td, .duplicate td {\n",
+       "    width: 100%;\n",
+       "}\n",
+       "\n",
+       "\n",
+       "/* There is no good solution available to make the divs equal height and then center ... */\n",
+       ".histogram {\n",
+       "    margin-top: 3em;\n",
+       "}\n",
+       "\n",
+       "/* Freq table */\n",
+       "table.freq {\n",
+       "    margin-bottom: 2em;\n",
+       "    border: 0;\n",
+       "}\n",
+       "\n",
+       "table.freq th, table.freq tr, table.freq td {\n",
+       "    border: 0;\n",
+       "    padding: 0;\n",
+       "}\n",
+       "\n",
+       ".freq thead {\n",
+       "    font-weight: 600;\n",
+       "    white-space: nowrap;\n",
+       "    overflow: hidden;\n",
+       "    text-overflow: ellipsis;\n",
+       "\n",
+       "}\n",
+       "\n",
+       "/* Freq mini */\n",
+       ".freq.mini td {\n",
+       "    width: 50%;\n",
+       "    padding: 1px;\n",
+       "    font-size: 12px;\n",
+       "\n",
+       "}\n",
+       "\n",
+       "table.freq.mini {\n",
+       "    width: 100%;\n",
+       "}\n",
+       "\n",
+       ".freq.mini th {\n",
+       "    overflow: hidden;\n",
+       "    text-overflow: ellipsis;\n",
+       "    white-space: nowrap;\n",
+       "    max-width: 5em;\n",
+       "    font-weight: 400;\n",
+       "    text-align: right;\n",
+       "    padding-right: 0.5em;\n",
+       "}\n",
+       "\n",
+       "/* Message classes */\n",
+       ".missing {\n",
+       "    color: #a94442;\n",
+       "}\n",
+       "\n",
+       ".alert, .alert &gt; th, .alert &gt; td {\n",
+       "    color: #a94442;\n",
+       "}\n",
+       "\n",
+       ".ignore {\n",
+       "    opacity: 0.4;\n",
+       "}\n",
+       "\n",
+       "/* Bars in tables */\n",
+       ".freq.table{\n",
+       "    table-layout: fixed;\n",
+       "}\n",
+       "\n",
+       ".freq:not(.mini) tr td:nth-child(1), .freq:not(.mini) tr th:nth-child(1){\n",
+       "    width: auto;\n",
+       "    max-width: none;\n",
+       "\n",
+       "    white-space: nowrap;\n",
+       "    overflow: hidden;\n",
+       "    text-overflow: ellipsis;\n",
+       "}\n",
+       "\n",
+       ".freq:not(.mini) tr td:nth-child(2), .freq:not(.mini) tr td:nth-child(3), .freq:not(.mini) tr th:nth-child(2), .freq:not(.mini) tr th:nth-child(3){\n",
+       "    width: 100px;\n",
+       "    text-align: right;\n",
+       "}\n",
+       ".freq:not(.mini) tr td:nth-child(4), .freq:not(.mini) tr th:nth-child(4){\n",
+       "    width:200px;\n",
+       "}\n",
+       "\n",
+       ".freq .bar {\n",
+       "    float: left;\n",
+       "    width: 0;\n",
+       "    height: 100%;\n",
+       "    line-height: 20px;\n",
+       "    color: #fff;\n",
+       "    text-align: center;\n",
+       "    background-color: #337ab7;\n",
+       "    border-radius: 3px;\n",
+       "    margin-right: 4px;\n",
+       "}\n",
+       "\n",
+       ".other .bar {\n",
+       "    background-color: #999;\n",
+       "}\n",
+       "\n",
+       ".missing .bar {\n",
+       "    background-color: #a94442;\n",
+       "}\n",
+       "\n",
+       ".tooltip-inner {\n",
+       "    width: 100%;\n",
+       "    white-space: nowrap;\n",
+       "    text-align: left;\n",
+       "}\n",
+       "\n",
+       ".extrapadding {\n",
+       "    padding: 2em;\n",
+       "}\n",
+       "\n",
+       ".variable .h4 {\n",
+       "    text-overflow: ellipsis;\n",
+       "    display:inline-block;\n",
+       "    width: calc(90%); /* The trick is here! */\n",
+       "    overflow:hidden;\n",
+       "}\n",
+       "\n",
+       ".variable.ignore .h4{\n",
+       "    text-decoration: line-through;\n",
+       "}\n",
+       "\n",
+       ".table-responsive{\n",
+       "    overflow: scroll;\n",
+       "    width: 100%;\n",
+       "    overflow-y: hidden;\n",
+       "}\n",
+       ".img-responsive{\n",
+       "    max-width: 99%;\n",
+       "}\n",
+       ".footer-text{\n",
+       "    padding:20px;\n",
+       "}\n",
+       "\n",
+       "table.list-warnings td{\n",
+       "    padding-right:10px;\n",
+       "}\n",
+       "\n",
+       "a.anchor-pos {\n",
+       "    display: block;\n",
+       "    position: relative;\n",
+       "    top: -70px;\n",
+       "    visibility: hidden;\n",
+       "}\n",
+       "\n",
+       "a.anchor-pos-variable{\n",
+       "    /*top: -70px;*/\n",
+       "}\n",
+       "\n",
+       "#sample-container, #duplicate-container{\n",
+       "    overflow: auto;\n",
+       "    width: 100%;\n",
+       "    overflow-y: hidden;\n",
+       "}\n",
+       "\n",
+       "#overview-content td, #overview-content th{\n",
+       "    border-top: 0;\n",
+       "    line-height: 1;\n",
+       "}\n",
+       "\n",
+       ".variable-description{\n",
+       "    color: #777;\n",
+       "    font-size: 10pt;\n",
+       "    margin-top: 10px;\n",
+       "    font-style: italic;\n",
+       "}\n",
+       "\n",
+       "select.multiple{\n",
+       "    width: 180px;\n",
+       "    height: 500px;\n",
+       "    margin: 10px 0;\n",
+       "}\n",
+       "\n",
+       ".named-list-item{\n",
+       "    padding: 1em;\n",
+       "}\n",
+       "\n",
+       "/* not printing tabs */\n",
+       "@media print {\n",
+       "    .tab-content &gt; .tab-pane, .collapse {\n",
+       "        display: block !important;\n",
+       "        opacity: 1 !important;\n",
+       "        visibility: visible !important;\n",
+       "        /*page-break-after: always;*/\n",
+       "        page-break-after: right;\n",
+       "        page-break-before: avoid;\n",
+       "    }\n",
+       "\n",
+       "    .nav-pills, .nav-tabs, button[data-toggle=&quot;collapse&quot;], .mini, .col-sm-3 img {\n",
+       "        display:none !important;\n",
+       "    }\n",
+       "\n",
+       "    a[download=&quot;config.yml&quot;]:after {\n",
+       "        content: none !important;\n",
+       "    }\n",
+       "\n",
+       "    .row {\n",
+       "        border: 0 !important;\n",
+       "    }\n",
+       "}\n",
+       "\n",
+       ".text-placeholder {\n",
+       "    display: inline-block;\n",
+       "    background-color: #444;\n",
+       "    height: 12px;\n",
+       "    border-radius: 100px;\n",
+       "    margin: 5px 0;\n",
+       "    min-width: 200px;\n",
+       "    opacity: .1;\n",
+       "}&lt;/style&gt;&lt;/head&gt;&lt;body&gt;&lt;a class=anchor-pos id=top&gt;&lt;/a&gt;&lt;nav class=&quot;navbar navbar-default navbar-fixed-top&quot;&gt;&lt;div class=container-fluid&gt;&lt;div class=navbar-header&gt;&lt;button type=button class=&quot;navbar-toggle collapsed&quot; data-toggle=collapse data-target=#navbar aria-expanded=false aria-controls=navbar&gt;&lt;span class=sr-only&gt;Toggle navigation&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;span class=icon-bar&gt;&lt;/span&gt;&lt;/button&gt;&lt;a class=&quot;navbar-brand anchor&quot; href=#top&gt;Pandas Profiling Report&lt;/a&gt;&lt;/div&gt;&lt;div id=navbar class=&quot;navbar-collapse collapse&quot;&gt;&lt;ul class=&quot;nav navbar-nav navbar-right&quot;&gt;&lt;li&gt;&lt;a class=anchor href=#overview&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#variables&gt;Variables&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#interactions&gt;Interactions&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#correlations&gt;Correlations&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#missing&gt;Missing values&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#sample&gt;Sample&lt;/a&gt;&lt;/li&gt;&lt;li&gt;&lt;a class=anchor href=#duplicate&gt;Duplicate rows&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;/div&gt;&lt;/div&gt;&lt;/nav&gt;&lt;div class=content&gt;&lt;div class=container&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=overview&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Overview&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-pills&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#overview-dataset_overview aria-controls=overview-dataset_overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-warnings aria-controls=overview-warnings role=tab data-toggle=tab&gt;Warnings &lt;span class=badge&gt;11&lt;/span&gt;&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#overview-reproduction aria-controls=overview-reproduction role=tab data-toggle=tab&gt;Reproduction&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content style=&quot;padding-top: 10px;&quot;&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=overview-dataset_overview&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Dataset statistics&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Number of variables&lt;/th&gt;&lt;td&gt;18&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Number of observations&lt;/th&gt;&lt;td&gt;12330&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing cells (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows&lt;/th&gt;&lt;td&gt;125&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duplicate rows (%)&lt;/th&gt;&lt;td&gt;1.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Total size in memory&lt;/th&gt;&lt;td&gt;1.6 MiB&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Average record size in memory&lt;/th&gt;&lt;td&gt;138.0 B&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;p class=h4&gt;Variable types&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Numeric&lt;/th&gt;&lt;td&gt;14&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Categorical&lt;/th&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Boolean&lt;/th&gt;&lt;td&gt;2&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-warnings&gt;&lt;table class=&quot;table table-condensed list-warnings&quot;&gt;&lt;p class=h4&gt;Warnings&lt;/p&gt;&lt;tr style=border-top:0&gt;&lt;td&gt; Dataset has 125 (1.0%) duplicate rows &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;Duplicates&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1237916842100216157&gt;&lt;code&gt;BounceRates&lt;/code&gt;&lt;/a&gt; is highly correlated with &lt;code&gt;ExitRates&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_1079992658198559588&gt;&lt;code&gt;ExitRates&lt;/code&gt;&lt;/a&gt; is highly correlated with &lt;code&gt;BounceRates&lt;/code&gt;&lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-default&quot;&gt;High correlation&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-9189065468825192370&gt;&lt;code&gt;Administrative&lt;/code&gt;&lt;/a&gt; has 5768 (46.8%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1139836470139716399&gt;&lt;code&gt;Administrative_Duration&lt;/code&gt;&lt;/a&gt; has 5903 (47.9%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-4671293302659195914&gt;&lt;code&gt;Informational&lt;/code&gt;&lt;/a&gt; has 9699 (78.7%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_5088814811301288256&gt;&lt;code&gt;Informational_Duration&lt;/code&gt;&lt;/a&gt; has 9925 (80.5%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-3024171451147171946&gt;&lt;code&gt;ProductRelated_Duration&lt;/code&gt;&lt;/a&gt; has 755 (6.1%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-1237916842100216157&gt;&lt;code&gt;BounceRates&lt;/code&gt;&lt;/a&gt; has 5518 (44.8%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-3157168549824686412&gt;&lt;code&gt;PageValues&lt;/code&gt;&lt;/a&gt; has 9600 (77.9%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;td&gt;&lt;a class=anchor href=#pp_var_-6966331473896094170&gt;&lt;code&gt;SpecialDay&lt;/code&gt;&lt;/a&gt; has 11079 (89.9%) zeros &lt;/td&gt;&lt;td&gt;&lt;span class=&quot;label label-info&quot;&gt;Zeros&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=overview-reproduction&gt;&lt;div class=col-sm-12&gt;&lt;p class=h4&gt;Reproduction&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Analysis started&lt;/th&gt;&lt;td&gt;2021-05-11 10:30:23.571411&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Analysis finished&lt;/th&gt;&lt;td&gt;2021-05-11 10:30:57.696122&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Duration&lt;/th&gt;&lt;td&gt;34.12 seconds&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Software version&lt;/th&gt;&lt;td&gt;&lt;a href=https://github.com/pandas-profiling/pandas-profiling&gt;pandas-profiling v2.11.0&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Download configuration&lt;/th&gt;&lt;td&gt;&lt;a download=config.yaml href=&quot;data:text/plain;charset=utf-8,title%3A%20Pandas%20Profiling%20Report%0Adataset%3A%0A%20%20%20%20description%3A%20%27%27%0A%20%20%20%20creator%3A%20%27%27%0A%20%20%20%20author%3A%20%27%27%0A%20%20%20%20copyright_holder%3A%20%27%27%0A%20%20%20%20copyright_year%3A%20%27%27%0A%20%20%20%20url%3A%20%27%27%0Avariables%3A%0A%20%20%20%20descriptions%3A%20%7B%7D%0Ainfer_dtypes%3A%20yes%0Ashow_variable_description%3A%20yes%0Apool_size%3A%200%0Aprogress_bar%3A%20yes%0Avars%3A%0A%20%20%20%20num%3A%0A%20%20%20%20%20%20%20%20quantiles%3A%0A%20%20%20%20%20%20%20%20-%200.05%0A%20%20%20%20%20%20%20%20-%200.25%0A%20%20%20%20%20%20%20%20-%200.5%0A%20%20%20%20%20%20%20%20-%200.75%0A%20%20%20%20%20%20%20%20-%200.95%0A%20%20%20%20%20%20%20%20skewness_threshold%3A%2020%0A%20%20%20%20%20%20%20%20low_categorical_threshold%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20cat%3A%0A%20%20%20%20%20%20%20%20length%3A%20yes%0A%20%20%20%20%20%20%20%20characters%3A%20yes%0A%20%20%20%20%20%20%20%20words%3A%20yes%0A%20%20%20%20%20%20%20%20cardinality_threshold%3A%2050%0A%20%20%20%20%20%20%20%20n_obs%3A%205%0A%20%20%20%20%20%20%20%20chi_squared_threshold%3A%200.999%0A%20%20%20%20%20%20%20%20coerce_str_to_date%3A%20no%0A%20%20%20%20%20%20%20%20redact%3A%20no%0A%20%20%20%20bool%3A%0A%20%20%20%20%20%20%20%20n_obs%3A%203%0A%20%20%20%20%20%20%20%20mappings%3A%0A%20%20%20%20%20%20%20%20-%20%5Bt%2C%20f%5D%0A%20%20%20%20%20%20%20%20-%20%5B%27yes%27%2C%20%27no%27%5D%0A%20%20%20%20%20%20%20%20-%20%5By%2C%20n%5D%0A%20%20%20%20%20%20%20%20-%20%5B%27true%27%2C%20%27false%27%5D%0A%20%20%20%20file%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20image%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20%20%20%20%20exif%3A%20yes%0A%20%20%20%20%20%20%20%20hash%3A%20yes%0A%20%20%20%20path%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0A%20%20%20%20url%3A%0A%20%20%20%20%20%20%20%20active%3A%20no%0Asort%3A%20None%0Amissing_diagrams%3A%0A%20%20%20%20bar%3A%20yes%0A%20%20%20%20matrix%3A%20yes%0A%20%20%20%20heatmap%3A%20yes%0A%20%20%20%20dendrogram%3A%20yes%0Acorrelations%3A%0A%20%20%20%20pearson%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20spearman%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20kendall%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20phi_k%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20no%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0A%20%20%20%20cramers%3A%0A%20%20%20%20%20%20%20%20calculate%3A%20yes%0A%20%20%20%20%20%20%20%20warn_high_correlations%3A%20yes%0A%20%20%20%20%20%20%20%20threshold%3A%200.9%0Ainteractions%3A%0A%20%20%20%20targets%3A%20%5B%5D%0A%20%20%20%20continuous%3A%20yes%0Acategorical_maximum_correlation_distinct%3A%20100%0Aplot%3A%0A%20%20%20%20image_format%3A%20svg%0A%20%20%20%20dpi%3A%20800%0A%20%20%20%20scatter_threshold%3A%201000%0A%20%20%20%20correlation%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20bad%3A%20%27%23000000%27%0A%20%20%20%20missing%3A%0A%20%20%20%20%20%20%20%20cmap%3A%20RdBu%0A%20%20%20%20%20%20%20%20force_labels%3A%20yes%0A%20%20%20%20pie%3A%0A%20%20%20%20%20%20%20%20max_unique%3A%2010%0A%20%20%20%20histogram%3A%0A%20%20%20%20%20%20%20%20x_axis_labels%3A%20yes%0A%20%20%20%20%20%20%20%20bins%3A%2050%0A%20%20%20%20%20%20%20%20max_bins%3A%20250%0An_obs_unique%3A%205%0An_extreme_obs%3A%205%0An_freq_table_max%3A%2010%0Amemory_deep%3A%20no%0Aduplicates%3A%0A%20%20%20%20head%3A%2010%0Asamples%3A%0A%20%20%20%20head%3A%2010%0A%20%20%20%20tail%3A%2010%0A%20%20%20%20random%3A%200%0Areject_variables%3A%20yes%0Anotebook%3A%0A%20%20%20%20iframe%3A%0A%20%20%20%20%20%20%20%20height%3A%20800px%0A%20%20%20%20%20%20%20%20width%3A%20100%25%0A%20%20%20%20%20%20%20%20attribute%3A%20srcdoc%0Ahtml%3A%0A%20%20%20%20minify_html%3A%20yes%0A%20%20%20%20use_local_assets%3A%20yes%0A%20%20%20%20inline%3A%20yes%0A%20%20%20%20navbar_show%3A%20yes%0A%20%20%20%20file_name%3A%20None%0A%20%20%20%20style%3A%0A%20%20%20%20%20%20%20%20theme%3A%20None%0A%20%20%20%20%20%20%20%20logo%3A%20%27%27%0A%20%20%20%20%20%20%20%20primary_color%3A%20%27%23337ab7%27%0A%20%20%20%20%20%20%20%20full_width%3A%20no%0A&quot;&gt;config.yaml&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=variables&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Variables&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_-9189065468825192370&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=Administrative&gt;&lt;a href=#pp_var_-9189065468825192370&gt;Administrative&lt;/a&gt;&lt;br&gt;&lt;small&gt;Real number (&amp;Ropf;&lt;sub&gt;&amp;ge;0&lt;/sub&gt;)&lt;/small&gt;&lt;/p&gt;&lt;code&gt;ZEROS&lt;/code&gt;&lt;br&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td&gt;27&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td&gt;0.2%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Infinite (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Mean&lt;/th&gt;&lt;td&gt;2.315166261&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Minimum&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Maximum&lt;/th&gt;&lt;td&gt;27&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Zeros&lt;/th&gt;&lt;td&gt;5768&lt;/td&gt;&lt;/tr&gt;&lt;tr class=alert&gt;&lt;th&gt;Zeros (%)&lt;/th&gt;&lt;td&gt;46.8%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;192.7 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11.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;1114&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:19.3%&gt; &amp;nbsp; &lt;/div&gt; 9.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt;3&lt;/td&gt;&lt;td&gt;915&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:15.9%&gt; &amp;nbsp; &lt;/div&gt; 7.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;765&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.3%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;575&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.0%&gt; &amp;nbsp; &lt;/div&gt; 4.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;432&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.5%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;338&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.9%&gt; &amp;nbsp; &lt;/div&gt; 2.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;287&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.0%&gt; &amp;nbsp; &lt;/div&gt; 2.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=9&gt;9&lt;/td&gt;&lt;td&gt;225&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.9%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (17)&quot;&gt;Other values (17)&lt;/td&gt;&lt;td&gt;557&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.7%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-9189065468825192370bottom--9189065468825192370extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-9189065468825192370extreme_values--9189065468825192370firstn aria-controls=-9189065468825192370extreme_values--9189065468825192370firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-9189065468825192370extreme_values--9189065468825192370lastn aria-controls=-9189065468825192370extreme_values--9189065468825192370lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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&amp;nbsp; &lt;/div&gt; 0.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;45&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &amp;nbsp; &lt;/div&gt; 0.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11&gt;11&lt;/td&gt;&lt;td&gt;42&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;41&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=14&gt;14&lt;/td&gt;&lt;td&gt;37&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.6%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=9&gt;9&lt;/td&gt;&lt;td&gt;35&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.6%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=15&gt;15&lt;/td&gt;&lt;td&gt;33&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.5%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10&gt;10&lt;/td&gt;&lt;td&gt;32&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.5%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (3325)&quot;&gt;Other values (3325)&lt;/td&gt;&lt;td&gt;6053&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 49.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1139836470139716399bottom--1139836470139716399extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1139836470139716399extreme_values--1139836470139716399firstn aria-controls=-1139836470139716399extreme_values--1139836470139716399firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1139836470139716399extreme_values--1139836470139716399lastn aria-controls=-1139836470139716399extreme_values--1139836470139716399lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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8.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;728&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.5%&gt; &amp;nbsp; &lt;/div&gt; 5.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt;3&lt;/td&gt;&lt;td&gt;380&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.9%&gt; &amp;nbsp; &lt;/div&gt; 3.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;222&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;99&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.0%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;78&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;36&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.4%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=9&gt;9&lt;/td&gt;&lt;td&gt;15&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;14&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (7)&quot;&gt;Other values (7)&lt;/td&gt;&lt;td&gt;18&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4671293302659195914bottom--4671293302659195914extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-4671293302659195914extreme_values--4671293302659195914firstn aria-controls=-4671293302659195914extreme_values--4671293302659195914firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4671293302659195914extreme_values--4671293302659195914lastn aria-controls=-4671293302659195914extreme_values--4671293302659195914lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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&amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10&gt;10&lt;/td&gt;&lt;td&gt;26&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;26&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12&gt;12&lt;/td&gt;&lt;td&gt;23&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13&gt;13&lt;/td&gt;&lt;td&gt;23&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;22&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=16&gt;16&lt;/td&gt;&lt;td&gt;22&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; 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id=5088814811301288256extreme_values-5088814811301288256firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt;0&lt;/td&gt;&lt;td&gt;9925&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 80.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1.5&gt;1.5&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;11&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2.5&gt;2.5&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; 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3.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt;3&lt;/td&gt;&lt;td&gt;458&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.6%&gt; &amp;nbsp; &lt;/div&gt; 3.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;404&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.9%&gt; &amp;nbsp; &lt;/div&gt; 3.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;396&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.8%&gt; &amp;nbsp; &lt;/div&gt; 3.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;391&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.8%&gt; &amp;nbsp; &lt;/div&gt; 3.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;382&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.7%&gt; &amp;nbsp; &lt;/div&gt; 3.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;370&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.5%&gt; &amp;nbsp; 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+       "L 421.2 10.8 \n",
+       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p3b67212c30&gt;&lt;rect height=227.502214 width=361.275 x=59.925 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=50) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3024171451147171946bottom--3024171451147171946common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt;0&lt;/td&gt;&lt;td&gt;755&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.6%&gt; &amp;nbsp; &lt;/div&gt; 6.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=17&gt;17&lt;/td&gt;&lt;td&gt;21&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.2%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;17&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11&gt;11&lt;/td&gt;&lt;td&gt;17&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=15&gt;15&lt;/td&gt;&lt;td&gt;16&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=19&gt;19&lt;/td&gt;&lt;td&gt;15&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=22&gt;22&lt;/td&gt;&lt;td&gt;15&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12&gt;12&lt;/td&gt;&lt;td&gt;15&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;14&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13&gt;13&lt;/td&gt;&lt;td&gt;14&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (9541)&quot;&gt;Other values (9541)&lt;/td&gt;&lt;td&gt;11431&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 92.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3024171451147171946bottom--3024171451147171946extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-3024171451147171946extreme_values--3024171451147171946firstn aria-controls=-3024171451147171946extreme_values--3024171451147171946firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-3024171451147171946extreme_values--3024171451147171946lastn aria-controls=-3024171451147171946extreme_values--3024171451147171946lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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&amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3024171451147171946extreme_values--3024171451147171946lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=63973.52223&gt;63973.52223&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=43171.23338&gt;43171.23338&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=29970.46597&gt;29970.46597&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=27009.85943&gt;27009.85943&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 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5.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.066666667&gt;0.066666667&lt;/td&gt;&lt;td&gt;134&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &amp;nbsp; &lt;/div&gt; 1.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.028571429&gt;0.028571429&lt;/td&gt;&lt;td&gt;115&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.1%&gt; &amp;nbsp; &lt;/div&gt; 0.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.05&gt;0.05&lt;/td&gt;&lt;td&gt;113&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.0%&gt; &amp;nbsp; &lt;/div&gt; 0.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.033333333&gt;0.033333333&lt;/td&gt;&lt;td&gt;101&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.8%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.025&gt;0.025&lt;/td&gt;&lt;td&gt;100&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.8%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.016666667&gt;0.016666667&lt;/td&gt;&lt;td&gt;99&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.8%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.1&gt;0.1&lt;/td&gt;&lt;td&gt;98&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.8%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.04&gt;0.04&lt;/td&gt;&lt;td&gt;96&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.7%&gt; &amp;nbsp; &lt;/div&gt; 0.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (1862)&quot;&gt;Other values (1862)&lt;/td&gt;&lt;td&gt;5256&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:95.3%&gt; 42.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-1237916842100216157bottom--1237916842100216157extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-1237916842100216157extreme_values--1237916842100216157firstn aria-controls=-1237916842100216157extreme_values--1237916842100216157firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-1237916842100216157extreme_values--1237916842100216157lastn aria-controls=-1237916842100216157extreme_values--1237916842100216157lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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2.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.05&gt;0.05&lt;/td&gt;&lt;td&gt;329&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.5%&gt; &amp;nbsp; &lt;/div&gt; 2.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.033333333&gt;0.033333333&lt;/td&gt;&lt;td&gt;291&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.1%&gt; &amp;nbsp; &lt;/div&gt; 2.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.066666667&gt;0.066666667&lt;/td&gt;&lt;td&gt;267&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.8%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.025&gt;0.025&lt;/td&gt;&lt;td&gt;224&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.4%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.04&gt;0.04&lt;/td&gt;&lt;td&gt;214&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.3%&gt; &amp;nbsp; &lt;/div&gt; 1.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.016666667&gt;0.016666667&lt;/td&gt;&lt;td&gt;181&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.9%&gt; 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0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=42.29306752&gt;42.29306752&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=16.1585582&gt;16.1585582&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=12.55885714&gt;12.55885714&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=59.988&gt;59.988&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10.99901844&gt;10.99901844&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=40.4014481&gt;40.4014481&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=34.03997536&gt;34.03997536&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=21.2112655&gt;21.2112655&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.0%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (2694)&quot;&gt;Other values (2694)&lt;/td&gt;&lt;td&gt;2707&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:28.2%&gt; &amp;nbsp; &lt;/div&gt; 22.0% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3157168549824686412bottom--3157168549824686412extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-3157168549824686412extreme_values--3157168549824686412firstn aria-controls=-3157168549824686412extreme_values--3157168549824686412firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-3157168549824686412extreme_values--3157168549824686412lastn aria-controls=-3157168549824686412extreme_values--3157168549824686412lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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&amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-3157168549824686412extreme_values--3157168549824686412lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=361.7637419&gt;361.7637419&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=360.9533839&gt;360.9533839&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=287.9537928&gt;287.9537928&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 0.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=270.7846931&gt;270.7846931&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt;&lt; 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+       "L 421.2 10.8 \n",
+       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=p310a8fecdc&gt;&lt;rect height=237.224932 width=355.775 x=65.425 y=10.8 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt;&lt;strong&gt;Histogram with fixed size bins&lt;/strong&gt; (bins=6) &lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6966331473896094170bottom--6966331473896094170common_values&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt;0&lt;/td&gt;&lt;td&gt;11079&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 89.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt;0.6&lt;/td&gt;&lt;td&gt;351&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.8&gt;0.8&lt;/td&gt;&lt;td&gt;325&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.4&gt;0.4&lt;/td&gt;&lt;td&gt;243&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 2.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.2&gt;0.2&lt;/td&gt;&lt;td&gt;178&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.6%&gt; &amp;nbsp; &lt;/div&gt; 1.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;154&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.4%&gt; &amp;nbsp; &lt;/div&gt; 1.2% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6966331473896094170bottom--6966331473896094170extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-6966331473896094170extreme_values--6966331473896094170firstn aria-controls=-6966331473896094170extreme_values--6966331473896094170firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-6966331473896094170extreme_values--6966331473896094170lastn aria-controls=-6966331473896094170extreme_values--6966331473896094170lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-6966331473896094170extreme_values--6966331473896094170firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=0&gt;0&lt;/td&gt;&lt;td&gt;11079&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 89.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.2&gt;0.2&lt;/td&gt;&lt;td&gt;178&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.6%&gt; &amp;nbsp; &lt;/div&gt; 1.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.4&gt;0.4&lt;/td&gt;&lt;td&gt;243&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.2%&gt; &amp;nbsp; &lt;/div&gt; 2.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt;0.6&lt;/td&gt;&lt;td&gt;351&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.2%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.8&gt;0.8&lt;/td&gt;&lt;td&gt;325&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:2.9%&gt; &amp;nbsp; &lt;/div&gt; 2.6% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-6966331473896094170extreme_values--6966331473896094170lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;154&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:43.9%&gt; 1.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.8&gt;0.8&lt;/td&gt;&lt;td&gt;325&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:92.6%&gt; 2.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.6&gt;0.6&lt;/td&gt;&lt;td&gt;351&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 2.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.4&gt;0.4&lt;/td&gt;&lt;td&gt;243&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:69.2%&gt; 2.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=0.2&gt;0.2&lt;/td&gt;&lt;td&gt;178&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.7%&gt; 1.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; id=pp_var_4477646541572623740&gt;&lt;/a&gt;&lt;div class=variable&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4 title=Month&gt;&lt;a href=#pp_var_4477646541572623740&gt;Month&lt;/a&gt;&lt;br&gt;&lt;small&gt;Categorical&lt;/small&gt;&lt;/p&gt;&lt;p class=variable-description&gt;&lt;/p&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Distinct&lt;/th&gt;&lt;td&gt;10&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct (%)&lt;/th&gt;&lt;td&gt;0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;192.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt; May &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 3364&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Nov &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:89.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 2998&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Mar &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:56.7% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1907&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Dec &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:51.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1727&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Oct &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:16.3% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 549&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;th width=50%&gt; Other values (5) &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:53.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1785&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom-4477646541572623740, #minifreqtable4477646541572623740&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom-4477646541572623740 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#4477646541572623740bottom-4477646541572623740overview aria-controls=4477646541572623740bottom-4477646541572623740overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740bottom-4477646541572623740string aria-controls=4477646541572623740bottom-4477646541572623740string role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740bottom-4477646541572623740word aria-controls=4477646541572623740bottom-4477646541572623740word role=tab data-toggle=tab&gt;Words&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740bottom-4477646541572623740characters aria-controls=4477646541572623740bottom-4477646541572623740characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=4477646541572623740bottom-4477646541572623740overview&gt;&lt;div class=row&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Length&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Max length&lt;/th&gt;&lt;td&gt;4&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Median length&lt;/th&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Mean length&lt;/th&gt;&lt;td&gt;3.023357664&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Min length&lt;/th&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Characters and Unicode&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Total characters&lt;/th&gt;&lt;td&gt;37278&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct characters&lt;/th&gt;&lt;td&gt;22&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct categories&lt;/th&gt;&lt;td&gt;2 &lt;a title=&quot;Unicode categories (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode categories (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;/th&gt;&lt;td&gt;1 &lt;a title=&quot;Unicode scripts (click for more information)&quot; href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode scripts (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;/th&gt;&lt;td&gt;1 &lt;a title=&quot;Unicode blocks (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_block target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode blocks (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt; The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. &lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Unique&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;/th&gt;&lt;td&gt;0 &lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot;&gt;?&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Sample&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;/th&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2nd row&lt;/th&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3rd row&lt;/th&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4th row&lt;/th&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5th row&lt;/th&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=4477646541572623740bottom-4477646541572623740string&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=May&gt;May&lt;/td&gt;&lt;td&gt;3364&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 27.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Nov&gt;Nov&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:89.1%&gt; 24.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Mar&gt;Mar&lt;/td&gt;&lt;td&gt;1907&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:56.7%&gt; 15.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Dec&gt;Dec&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.3%&gt; 14.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Oct&gt;Oct&lt;/td&gt;&lt;td&gt;549&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.3%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Sep&gt;Sep&lt;/td&gt;&lt;td&gt;448&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.3%&gt; &amp;nbsp; &lt;/div&gt; 3.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Aug&gt;Aug&lt;/td&gt;&lt;td&gt;433&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.9%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Jul&gt;Jul&lt;/td&gt;&lt;td&gt;432&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.8%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=June&gt;June&lt;/td&gt;&lt;td&gt;288&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.6%&gt; &amp;nbsp; &lt;/div&gt; 2.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Feb&gt;Feb&lt;/td&gt;&lt;td&gt;184&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.5%&gt; &amp;nbsp; &lt;/div&gt; 1.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;?xml version=&quot;1.0&quot; 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15.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=dec&gt;dec&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.3%&gt; 14.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=oct&gt;oct&lt;/td&gt;&lt;td&gt;549&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.3%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=sep&gt;sep&lt;/td&gt;&lt;td&gt;448&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.3%&gt; &amp;nbsp; &lt;/div&gt; 3.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=aug&gt;aug&lt;/td&gt;&lt;td&gt;433&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.9%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=jul&gt;jul&lt;/td&gt;&lt;td&gt;432&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:12.8%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=june&gt;june&lt;/td&gt;&lt;td&gt;288&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.6%&gt; &amp;nbsp; &lt;/div&gt; 2.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=feb&gt;feb&lt;/td&gt;&lt;td&gt;184&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.5%&gt; &amp;nbsp; &lt;/div&gt; 1.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=4477646541572623740bottom-4477646541572623740characters&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#4477646541572623740unicode-4477646541572623740characters aria-controls=4477646541572623740unicode-4477646541572623740characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740unicode-4477646541572623740categories aria-controls=4477646541572623740unicode-4477646541572623740categories role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740unicode-4477646541572623740scripts aria-controls=4477646541572623740unicode-4477646541572623740scripts role=tab data-toggle=tab&gt;Scripts&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#4477646541572623740unicode-4477646541572623740blocks aria-controls=4477646541572623740unicode-4477646541572623740blocks role=tab data-toggle=tab&gt;Blocks&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=4477646541572623740unicode-4477646541572623740characters&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring characters&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=M&gt;M&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=a&gt;a&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=y&gt;y&lt;/td&gt;&lt;td&gt;3364&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:57.8%&gt; 9.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=N&gt;N&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=v&gt;v&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;2647&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:45.5%&gt; 7.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=c&gt;c&lt;/td&gt;&lt;td&gt;2276&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:39.1%&gt; &amp;nbsp; &lt;/div&gt; 6.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;1907&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=D&gt;D&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:29.7%&gt; &amp;nbsp; &lt;/div&gt; 4.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (12)&quot;&gt;Other values (12)&lt;/td&gt;&lt;td&gt;5821&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 15.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=4477646541572623740unicode-4477646541572623740categories&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring categories&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=&quot;Lowercase Letter&quot;&gt;Lowercase Letter&lt;/td&gt;&lt;td&gt;24948&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 66.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;Uppercase Letter&quot;&gt;Uppercase Letter&lt;/td&gt;&lt;td&gt;12330&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:49.4%&gt; 33.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=a&gt;a&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 21.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=y&gt;y&lt;/td&gt;&lt;td&gt;3364&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:63.8%&gt; 13.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:56.9%&gt; 12.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=v&gt;v&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:56.9%&gt; 12.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;2647&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:50.2%&gt; 10.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=c&gt;c&lt;/td&gt;&lt;td&gt;2276&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:43.2%&gt; 9.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;1907&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:36.2%&gt; &amp;nbsp; &lt;/div&gt; 7.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=u&gt;u&lt;/td&gt;&lt;td&gt;1153&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:21.9%&gt; &amp;nbsp; &lt;/div&gt; 4.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=t&gt;t&lt;/td&gt;&lt;td&gt;549&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.4%&gt; &amp;nbsp; &lt;/div&gt; 2.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=p&gt;p&lt;/td&gt;&lt;td&gt;448&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.5%&gt; &amp;nbsp; &lt;/div&gt; 1.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (4)&quot;&gt;Other values (4)&lt;/td&gt;&lt;td&gt;1337&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:25.4%&gt; &amp;nbsp; &lt;/div&gt; 5.4% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=M&gt;M&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 42.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=N&gt;N&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:56.9%&gt; 24.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=D&gt;D&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &amp;nbsp; &lt;/div&gt; 14.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=J&gt;J&lt;/td&gt;&lt;td&gt;720&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.7%&gt; &amp;nbsp; &lt;/div&gt; 5.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=O&gt;O&lt;/td&gt;&lt;td&gt;549&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.4%&gt; &amp;nbsp; &lt;/div&gt; 4.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=S&gt;S&lt;/td&gt;&lt;td&gt;448&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.5%&gt; &amp;nbsp; &lt;/div&gt; 3.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=A&gt;A&lt;/td&gt;&lt;td&gt;433&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.2%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=F&gt;F&lt;/td&gt;&lt;td&gt;184&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:3.5%&gt; &amp;nbsp; &lt;/div&gt; 1.5% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=4477646541572623740unicode-4477646541572623740scripts&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring scripts&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=Latin&gt;Latin&lt;/td&gt;&lt;td&gt;37278&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=M&gt;M&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=a&gt;a&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=y&gt;y&lt;/td&gt;&lt;td&gt;3364&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:57.8%&gt; 9.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=N&gt;N&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=v&gt;v&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;2647&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:45.5%&gt; 7.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=c&gt;c&lt;/td&gt;&lt;td&gt;2276&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:39.1%&gt; &amp;nbsp; &lt;/div&gt; 6.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;1907&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=D&gt;D&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:29.7%&gt; &amp;nbsp; &lt;/div&gt; 4.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (12)&quot;&gt;Other values (12)&lt;/td&gt;&lt;td&gt;5821&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 15.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=4477646541572623740unicode-4477646541572623740blocks&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring blocks&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=ASCII&gt;ASCII&lt;/td&gt;&lt;td&gt;37278&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=M&gt;M&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=a&gt;a&lt;/td&gt;&lt;td&gt;5271&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:90.6%&gt; 14.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=y&gt;y&lt;/td&gt;&lt;td&gt;3364&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:57.8%&gt; 9.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=N&gt;N&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=v&gt;v&lt;/td&gt;&lt;td&gt;2998&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:51.5%&gt; 8.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;2647&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:45.5%&gt; 7.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=c&gt;c&lt;/td&gt;&lt;td&gt;2276&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:39.1%&gt; &amp;nbsp; &lt;/div&gt; 6.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;1907&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:32.8%&gt; &amp;nbsp; &lt;/div&gt; 5.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=D&gt;D&lt;/td&gt;&lt;td&gt;1727&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:29.7%&gt; &amp;nbsp; &lt;/div&gt; 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&amp;nbsp; &lt;/div&gt; 20.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;478&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.2%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;79&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:1.2%&gt; &amp;nbsp; &lt;/div&gt; 0.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;19&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.3%&gt; &amp;nbsp; &lt;/div&gt; 0.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;7&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3390164617854827745bottom-3390164617854827745extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#3390164617854827745extreme_values-3390164617854827745firstn aria-controls=3390164617854827745extreme_values-3390164617854827745firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#3390164617854827745extreme_values-3390164617854827745lastn aria-controls=3390164617854827745extreme_values-3390164617854827745lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=3390164617854827745extreme_values-3390164617854827745firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;2585&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:39.2%&gt; &amp;nbsp; &lt;/div&gt; 21.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;6601&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 53.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt;3&lt;/td&gt;&lt;td&gt;2555&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:38.7%&gt; &amp;nbsp; &lt;/div&gt; 20.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;478&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.2%&gt; &amp;nbsp; &lt;/div&gt; 3.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;6&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.1%&gt; &amp;nbsp; &lt;/div&gt;&lt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=3390164617854827745extreme_values-3390164617854827745lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;79&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.5%&gt; 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&amp;nbsp; &lt;/div&gt; 9.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;1136&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:23.8%&gt; &amp;nbsp; &lt;/div&gt; 9.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;805&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.8%&gt; &amp;nbsp; &lt;/div&gt; 6.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=7&gt;7&lt;/td&gt;&lt;td&gt;761&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:15.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=9&gt;9&lt;/td&gt;&lt;td&gt;511&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:10.7%&gt; &amp;nbsp; &lt;/div&gt; 4.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;434&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.1%&gt; &amp;nbsp; &lt;/div&gt; 3.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;318&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.7%&gt; 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16.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;1069&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:27.3%&gt; &amp;nbsp; &lt;/div&gt; 8.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=13&gt;13&lt;/td&gt;&lt;td&gt;738&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:18.9%&gt; &amp;nbsp; &lt;/div&gt; 6.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=10&gt;10&lt;/td&gt;&lt;td&gt;450&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:11.5%&gt; &amp;nbsp; &lt;/div&gt; 3.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=6&gt;6&lt;/td&gt;&lt;td&gt;444&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:11.3%&gt; &amp;nbsp; &lt;/div&gt; 3.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=8&gt;8&lt;/td&gt;&lt;td&gt;343&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.8%&gt; &amp;nbsp; &lt;/div&gt; 2.8% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;260&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.6%&gt; &amp;nbsp; &lt;/div&gt; 2.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=11&gt;11&lt;/td&gt;&lt;td&gt;247&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.3%&gt; &amp;nbsp; &lt;/div&gt; 2.0% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (10)&quot;&gt;Other values (10)&lt;/td&gt;&lt;td&gt;363&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:9.3%&gt; &amp;nbsp; &lt;/div&gt; 2.9% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=8369555681883043419bottom-8369555681883043419extreme_values&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#8369555681883043419extreme_values-8369555681883043419firstn aria-controls=8369555681883043419extreme_values-8369555681883043419firstn role=tab data-toggle=tab&gt;Minimum 5 values&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#8369555681883043419extreme_values-8369555681883043419lastn aria-controls=8369555681883043419extreme_values-8369555681883043419lastn role=tab data-toggle=tab&gt;Maximum 5 values&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=8369555681883043419extreme_values-8369555681883043419firstn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=1&gt;1&lt;/td&gt;&lt;td&gt;2451&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:62.6%&gt; 19.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=2&gt;2&lt;/td&gt;&lt;td&gt;3913&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 31.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=3&gt;3&lt;/td&gt;&lt;td&gt;2052&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:52.4%&gt; 16.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=4&gt;4&lt;/td&gt;&lt;td&gt;1069&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:27.3%&gt; &amp;nbsp; &lt;/div&gt; 8.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=5&gt;5&lt;/td&gt;&lt;td&gt;260&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.6%&gt; &amp;nbsp; &lt;/div&gt; 2.1% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=8369555681883043419extreme_values-8369555681883043419lastn&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=20&gt;20&lt;/td&gt;&lt;td&gt;198&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 1.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=19&gt;19&lt;/td&gt;&lt;td&gt;17&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:8.6%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=18&gt;18&lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:5.1%&gt; &amp;nbsp; &lt;/div&gt; 0.1% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=17&gt;17&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.5%&gt; 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0.1%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Missing (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Memory size&lt;/th&gt;&lt;td&gt;192.7 KiB&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-6&gt;&lt;div class=&quot;col-sm- collapse in&quot; id=minifreqtable&gt;&lt;table class=&quot;mini freq&quot;&gt;&lt;tr class&gt;&lt;th width=50%&gt; Returning_Visitor &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:100.0% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 10551&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; New_Visitor &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:16.1% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; 1694&amp;nbsp; &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;th width=50%&gt; Other &lt;/th&gt;&lt;td width=50%&gt;&lt;div class=bar style=width:0.8% data-toggle=tooltip data-placement=right data-html=true data-delay=500&gt; &amp;nbsp; &lt;/div&gt; 85 &lt;/td&gt;&lt;/tr&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;col-sm-12 text-right&quot;&gt;&lt;button class=&quot;btn btn-default btn-sm&quot; data-toggle=collapse data-target=&quot;#bottom--4678209601324789246, #minifreqtable-4678209601324789246&quot; aria-expanded=true aria-controls=collapseExample&gt;Toggle details&lt;/button&gt;&lt;/div&gt;&lt;div id=bottom--4678209601324789246 class=collapse&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-4678209601324789246bottom--4678209601324789246overview aria-controls=-4678209601324789246bottom--4678209601324789246overview role=tab data-toggle=tab&gt;Overview&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246bottom--4678209601324789246string aria-controls=-4678209601324789246bottom--4678209601324789246string role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246bottom--4678209601324789246word aria-controls=-4678209601324789246bottom--4678209601324789246word role=tab data-toggle=tab&gt;Words&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246bottom--4678209601324789246characters aria-controls=-4678209601324789246bottom--4678209601324789246characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; 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href=https://en.wikipedia.org/wiki/Unicode_character_property#General_Category target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode categories (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct scripts&lt;/th&gt;&lt;td&gt;2 &lt;a title=&quot;Unicode scripts (click for more information)&quot; href=https://en.wikipedia.org/wiki/Script_(Unicode)#List_of_scripts_in_Unicode target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode scripts (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Distinct blocks&lt;/th&gt;&lt;td&gt;1 &lt;a title=&quot;Unicode blocks (click for more information)&quot; href=https://en.wikipedia.org/wiki/Unicode_block target=_blank&gt;&lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;Unicode blocks (click for more information)&quot;&gt;?&lt;/span&gt;&lt;/a&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt; The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables. &lt;/div&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Unique&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;Unique&lt;/th&gt;&lt;td&gt;0 &lt;span class=&quot;badge pull-right&quot; style=color:#fff;background-color:#337ab7; title=&quot;The number of unique values (all values that occur exactly once in the dataset).&quot;&gt;?&lt;/span&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;Unique (%)&lt;/th&gt;&lt;td&gt;0.0%&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-3&gt;&lt;p class=h4&gt;Sample&lt;/p&gt;&lt;table class=&quot;table table-condensed stats&quot;&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;1st row&lt;/th&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2nd row&lt;/th&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3rd row&lt;/th&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4th row&lt;/th&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5th row&lt;/th&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; 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+       "Q 40.046875 39.453125 37.1875 42.453125 \n",
+       "Q 34.328125 45.453125 29.109375 45.453125 \n",
+       "Q 25.203125 45.453125 21.75 43.421875 \n",
+       "Q 18.3125 41.40625 16.84375 37.9375 \n",
+       "Q 15.375 34.46875 15.375 28.375 \n",
+       "L 15.375 0 \n",
+       "z\n",
+       "&quot;/&gt;&lt;/defs&gt;&lt;use xlink:href=#ArialMT-79 /&gt;&lt;use x=77.783203 xlink:href=#ArialMT-116 /&gt;&lt;use x=105.566406 xlink:href=#ArialMT-104 /&gt;&lt;use x=161.181641 xlink:href=#ArialMT-101 /&gt;&lt;use x=216.796875 xlink:href=#ArialMT-114 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;/svg&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4678209601324789246bottom--4678209601324789246word&gt;&lt;div class=col-sm-12&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=returning_visitor&gt;returning_visitor&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 85.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=new_visitor&gt;new_visitor&lt;/td&gt;&lt;td&gt;1694&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:16.1%&gt; &amp;nbsp; &lt;/div&gt; 13.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=other&gt;other&lt;/td&gt;&lt;td&gt;85&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.8%&gt; &amp;nbsp; &lt;/div&gt; 0.7% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4678209601324789246bottom--4678209601324789246characters&gt;&lt;div class=col-sm-12&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;ul class=&quot;nav nav-tabs&quot; role=tablist&gt;&lt;li role=presentation class=active&gt;&lt;a href=#-4678209601324789246unicode--4678209601324789246characters aria-controls=-4678209601324789246unicode--4678209601324789246characters role=tab data-toggle=tab&gt;Characters&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246unicode--4678209601324789246categories aria-controls=-4678209601324789246unicode--4678209601324789246categories role=tab data-toggle=tab&gt;Categories&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246unicode--4678209601324789246scripts aria-controls=-4678209601324789246unicode--4678209601324789246scripts role=tab data-toggle=tab&gt;Scripts&lt;/a&gt;&lt;/li&gt;&lt;li role=presentation&gt;&lt;a href=#-4678209601324789246unicode--4678209601324789246blocks aria-controls=-4678209601324789246unicode--4678209601324789246blocks role=tab data-toggle=tab&gt;Blocks&lt;/a&gt;&lt;/li&gt;&lt;/ul&gt;&lt;div class=tab-content&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12 active&quot; id=-4678209601324789246unicode--4678209601324789246characters&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring characters&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=i&gt;i&lt;/td&gt;&lt;td&gt;35041&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 17.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=t&gt;t&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 11.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 11.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=n&gt;n&lt;/td&gt;&lt;td&gt;21102&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:60.2%&gt; 10.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;12330&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:35.2%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=_&gt;_&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=V&gt;V&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=s&gt;s&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=R&gt;R&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 5.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (6)&quot;&gt;Other values (6)&lt;/td&gt;&lt;td&gt;24660&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:70.4%&gt; 12.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4678209601324789246unicode--4678209601324789246categories&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring categories&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=&quot;Lowercase Letter&quot;&gt;Lowercase Letter&lt;/td&gt;&lt;td&gt;161606&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 81.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;Uppercase Letter&quot;&gt;Uppercase Letter&lt;/td&gt;&lt;td&gt;24575&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:15.2%&gt; &amp;nbsp; &lt;/div&gt; 12.4% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=&quot;Connector Punctuation&quot;&gt;Connector Punctuation&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:7.6%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per category&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=i&gt;i&lt;/td&gt;&lt;td&gt;35041&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 21.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=t&gt;t&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 14.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 14.2% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=n&gt;n&lt;/td&gt;&lt;td&gt;21102&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:60.2%&gt; 13.1% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;12330&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:35.2%&gt; &amp;nbsp; &lt;/div&gt; 7.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=s&gt;s&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 7.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 7.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=u&gt;u&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 6.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=g&gt;g&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 6.5% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=w&gt;w&lt;/td&gt;&lt;td&gt;1694&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:4.8%&gt; &amp;nbsp; &lt;/div&gt; 1.0% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=V&gt;V&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 49.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=R&gt;R&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:86.2%&gt; 42.9% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=N&gt;N&lt;/td&gt;&lt;td&gt;1694&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:13.8%&gt; &amp;nbsp; &lt;/div&gt; 6.9% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=O&gt;O&lt;/td&gt;&lt;td&gt;85&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:0.7%&gt; &amp;nbsp; &lt;/div&gt; 0.3% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=_&gt;_&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4678209601324789246unicode--4678209601324789246scripts&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring scripts&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=Latin&gt;Latin&lt;/td&gt;&lt;td&gt;186181&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 93.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=Common&gt;Common&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:6.6%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per script&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=i&gt;i&lt;/td&gt;&lt;td&gt;35041&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 18.8% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=t&gt;t&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 12.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 12.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=n&gt;n&lt;/td&gt;&lt;td&gt;21102&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:60.2%&gt; 11.3% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;12330&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:35.2%&gt; &amp;nbsp; &lt;/div&gt; 6.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=V&gt;V&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=s&gt;s&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.6% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=R&gt;R&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 5.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=u&gt;u&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 5.7% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (5)&quot;&gt;Other values (5)&lt;/td&gt;&lt;td&gt;14109&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:40.3%&gt; 7.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=_&gt;_&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div role=tabpanel class=&quot;tab-pane col-sm-12&quot; id=-4678209601324789246unicode--4678209601324789246blocks&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most occurring blocks&lt;/h4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=ASCII&gt;ASCII&lt;/td&gt;&lt;td&gt;198426&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 100.0% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;div class=&quot;row named-list-item&quot;&gt;&lt;h4&gt;Most frequent character per block&lt;/h4&gt;&lt;div class=row&gt;&lt;div class=col-sm-4&gt;&lt;table class=&quot;freq table table-hover table-striped&quot;&gt;&lt;thead&gt;&lt;tr&gt;&lt;td&gt;Value&lt;/td&gt;&lt;td&gt;Count&lt;/td&gt;&lt;td&gt;Frequency (%)&lt;/td&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr class&gt;&lt;td title=i&gt;i&lt;/td&gt;&lt;td&gt;35041&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:100.0%&gt; 17.7% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=t&gt;t&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 11.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=r&gt;r&lt;/td&gt;&lt;td&gt;22881&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:65.3%&gt; 11.5% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=n&gt;n&lt;/td&gt;&lt;td&gt;21102&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:60.2%&gt; 10.6% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=e&gt;e&lt;/td&gt;&lt;td&gt;12330&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:35.2%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=_&gt;_&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=V&gt;V&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=s&gt;s&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=o&gt;o&lt;/td&gt;&lt;td&gt;12245&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:34.9%&gt; &amp;nbsp; &lt;/div&gt; 6.2% &lt;/td&gt;&lt;/tr&gt;&lt;tr class&gt;&lt;td title=R&gt;R&lt;/td&gt;&lt;td&gt;10551&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:30.1%&gt; &amp;nbsp; &lt;/div&gt; 5.3% &lt;/td&gt;&lt;/tr&gt;&lt;tr class=other&gt;&lt;td title=&quot;Other values (6)&quot;&gt;Other values (6)&lt;/td&gt;&lt;td&gt;24660&lt;/td&gt;&lt;td&gt;&lt;div class=bar style=width:70.4%&gt; 12.4% &lt;/div&gt;&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;a class=&quot;anchor-pos anchor-pos-variable&quot; 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+       "&quot;/&gt;&lt;/defs&gt;&lt;use xlink:href=#ArialMT-52 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_5&gt;&lt;g id=text_5&gt;&lt;g style=fill:#262626; transform=&quot;translate(321.406544 366.657812)scale(0.1 -0.1)&quot;&gt;&lt;defs&gt;&lt;path id=ArialMT-53 d=&quot;M 4.15625 18.75 \n",
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+       "&quot;/&gt;&lt;/defs&gt;&lt;use xlink:href=#ArialMT-52 /&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;g id=xtick_5&gt;&lt;g id=text_5&gt;&lt;g style=fill:#262626; transform=&quot;translate(321.406544 366.657812)scale(0.1 -0.1)&quot;&gt;&lt;defs&gt;&lt;path id=ArialMT-53 d=&quot;M 4.15625 18.75 \n",
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+       "    var waitForJQuery = setInterval(function () {\n",
+       "    if (typeof $ != &#x27;undefined&#x27;) {\n",
+       "            $(function() {\n",
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+       "                }).click();\n",
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+       "            clearInterval(waitForJQuery);\n",
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+       "&quot;/&gt;&lt;/g&gt;&lt;/g&gt;&lt;/g&gt;&lt;defs&gt;&lt;clippath id=pb28369d7bf&gt;&lt;rect height=144 width=576 x=72 y=86.4 /&gt;&lt;/clippath&gt;&lt;/defs&gt;&lt;/svg&gt;&lt;div class=&quot;caption text-center text-muted&quot;&gt; Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion. &lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;div class=&quot;row header&quot;&gt;&lt;a class=anchor-pos id=sample&gt;&lt;/a&gt;&lt;h1 class=page-header&gt;Sample&lt;/h1&gt;&lt;/div&gt;&lt;div class=section-items&gt;&lt;div class=&quot;row spacing&quot;&gt;&lt;h2 class=indent&gt;First rows&lt;/h2&gt;&lt;div id=sample-container class=col-sm-12&gt;&lt;table border=1 class=&quot;dataframe sample table table-striped&quot;&gt;&lt;thead&gt;&lt;tr style=&quot;text-align: right;&quot;&gt;&lt;th&gt;&lt;/th&gt;&lt;th&gt;Administrative&lt;/th&gt;&lt;th&gt;Administrative_Duration&lt;/th&gt;&lt;th&gt;Informational&lt;/th&gt;&lt;th&gt;Informational_Duration&lt;/th&gt;&lt;th&gt;ProductRelated&lt;/th&gt;&lt;th&gt;ProductRelated_Duration&lt;/th&gt;&lt;th&gt;BounceRates&lt;/th&gt;&lt;th&gt;ExitRates&lt;/th&gt;&lt;th&gt;PageValues&lt;/th&gt;&lt;th&gt;SpecialDay&lt;/th&gt;&lt;th&gt;Month&lt;/th&gt;&lt;th&gt;OperatingSystems&lt;/th&gt;&lt;th&gt;Browser&lt;/th&gt;&lt;th&gt;Region&lt;/th&gt;&lt;th&gt;TrafficType&lt;/th&gt;&lt;th&gt;VisitorType&lt;/th&gt;&lt;th&gt;Weekend&lt;/th&gt;&lt;th&gt;Revenue&lt;/th&gt;&lt;/tr&gt;&lt;/thead&gt;&lt;tbody&gt;&lt;tr&gt;&lt;th&gt;0&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;1&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;64.000000&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.100000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;2&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;9&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2.666667&lt;/td&gt;&lt;td&gt;0.050000&lt;/td&gt;&lt;td&gt;0.140000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;4&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;10&lt;/td&gt;&lt;td&gt;627.500000&lt;/td&gt;&lt;td&gt;0.020000&lt;/td&gt;&lt;td&gt;0.050000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;True&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;5&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;19&lt;/td&gt;&lt;td&gt;154.216667&lt;/td&gt;&lt;td&gt;0.015789&lt;/td&gt;&lt;td&gt;0.024561&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;6&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.4&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;7&lt;/th&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.200000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;5&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;True&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;8&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;37.000000&lt;/td&gt;&lt;td&gt;0.000000&lt;/td&gt;&lt;td&gt;0.100000&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.8&lt;/td&gt;&lt;td&gt;Feb&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt;&lt;td&gt;2&lt;/td&gt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d&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;True&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;tr&gt;&lt;th&gt;3&lt;/th&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.2&lt;/td&gt;&lt;td&gt;0.2&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;0.0&lt;/td&gt;&lt;td&gt;Dec&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;4&lt;/td&gt;&lt;td&gt;1&lt;/td&gt;&lt;td&gt;Returning_Visitor&lt;/td&gt;&lt;td&gt;True&lt;/td&gt;&lt;td&gt;False&lt;/td&gt;&lt;td&gt;3&lt;/td&gt;&lt;/tr&gt;&lt;/tbody&gt;&lt;/table&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;/div&gt;&lt;footer&gt;&lt;div 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+       " * Licensed under the MIT license\n",
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+       "this.activeTarget=b,this.clear();var c=this.selector+&#x27;[data-target=&quot;&#x27;+b+&#x27;&quot;],&#x27;+this.selector+&#x27;[href=&quot;&#x27;+b+&#x27;&quot;]&#x27;,d=a(c).parents(&quot;li&quot;).addClass(&quot;active&quot;);d.parent(&quot;.dropdown-menu&quot;).length&amp;&amp;(d=d.closest(&quot;li.dropdown&quot;).addClass(&quot;active&quot;)),d.trigger(&quot;activate.bs.scrollspy&quot;)},b.prototype.clear=function(){a(this.selector).parentsUntil(this.options.target,&quot;.active&quot;).removeClass(&quot;active&quot;)};var d=a.fn.scrollspy;a.fn.scrollspy=c,a.fn.scrollspy.Constructor=b,a.fn.scrollspy.noConflict=function(){return a.fn.scrollspy=d,this},a(window).on(&quot;load.bs.scrollspy.data-api&quot;,function(){a(&#x27;[data-spy=&quot;scroll&quot;]&#x27;).each(function(){var b=a(this);c.call(b,b.data())})})}(jQuery),+function(a){&quot;use strict&quot;;function b(b){return this.each(function(){var d=a(this),e=d.data(&quot;bs.tab&quot;);e||d.data(&quot;bs.tab&quot;,e=new c(this)),&quot;string&quot;==typeof b&amp;&amp;e[b]()})}var c=function(b){this.element=a(b)};c.VERSION=&quot;3.3.7&quot;,c.TRANSITION_DURATION=150,c.prototype.show=function(){var b=this.element,c=b.closest(&quot;ul:not(.dropdown-menu)&quot;),d=b.data(&quot;target&quot;);if(d||(d=b.attr(&quot;href&quot;),d=d&amp;&amp;d.replace(/.*(?=#[^\\s]*$)/,&quot;&quot;)),!b.parent(&quot;li&quot;).hasClass(&quot;active&quot;)){var e=c.find(&quot;.active:last a&quot;),f=a.Event(&quot;hide.bs.tab&quot;,{relatedTarget:b[0]}),g=a.Event(&quot;show.bs.tab&quot;,{relatedTarget:e[0]});if(e.trigger(f),b.trigger(g),!g.isDefaultPrevented()&amp;&amp;!f.isDefaultPrevented()){var h=a(d);this.activate(b.closest(&quot;li&quot;),c),this.activate(h,h.parent(),function(){e.trigger({type:&quot;hidden.bs.tab&quot;,relatedTarget:b[0]}),b.trigger({type:&quot;shown.bs.tab&quot;,relatedTarget:e[0]})})}}},c.prototype.activate=function(b,d,e){function f(){g.removeClass(&quot;active&quot;).find(&quot;&gt; 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       &lt;/script&gt;&lt;script&gt;\n",
+       "$(function () {\n",
+       "    $(&#x27;[data-toggle=&quot;tooltip&quot;]&#x27;).tooltip();\n",
+       "});\n",
+       "\n",
+       "$(&quot;a[href^=&#x27;#&#x27;].anchor&quot;).on(&#x27;click&#x27;, function (e) {\n",
+       "\n",
+       "    // prevent default anchor click behavior\n",
+       "    e.preventDefault();\n",
+       "\n",
+       "    // store hash\n",
+       "    var hash = this.hash;\n",
+       "\n",
+       "    // animate\n",
+       "    $(&#x27;html, body&#x27;).animate({\n",
+       "        scrollTop: $(hash).offset().top\n",
+       "    }, 300, function () {\n",
+       "\n",
+       "        // when done, add hash to url\n",
+       "        // (default click behaviour)\n",
+       "        window.location.hash = hash;\n",
+       "    });\n",
+       "\n",
+       "});        &lt;/script&gt;&lt;/body&gt;&lt;/html&gt;\" frameborder=\"0\" allowfullscreen></iframe>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/plain": []
+     },
+     "execution_count": 192,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.profile_report()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Wnioski:\n",
+    "* dużo zer w zmiennych opisujących pobyt na konkretnych typach stron \n",
+    "* Większość wizyt nie kończy się transakcją\n",
+    "* Przewaga przeglądarki 1. i 2.\n",
+    "* Czy jedna sesja = jedna witryna? Czym są zmienne opisujące strony\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Macierz korelacji"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 193,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 193,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "nums=[\"Administrative\", \"Administrative_Duration\", \n",
+    "      \"Informational\", \"Informational_Duration\", \n",
+    "      \"ProductRelated\", \"ProductRelated_Duration\",\n",
+    "     \"BounceRates\", \"ExitRates\", \"PageValues\",\n",
+    "     \"SpecialDay\", \"VisitorType\", \"Revenue\"]\n",
+    "df_hm=df[nums]\n",
+    "df_hm=df_hm.replace(False, 0)\n",
+    "df_hm=df_hm.replace(True, 1)\n",
+    "df_hm=df_hm.replace(\"New_Visitor\", 0)\n",
+    "df_hm=df_hm.replace(\"Returning_Visitor\", 1)\n",
+    "df_hm=df_hm.replace(\"Other\", 0.5)   #jest ich stosunkowo mało więc to bez większego znaczenia \n",
+    "df_hm=df_hm.replace(\"\")\n",
+    "pd.to_numeric(df_hm[\"VisitorType\"])\n",
+    "df_hm=df_hm\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.heatmap(df_hm.corr(), annot=True, annot_kws={'size': 11}, fmt='.2f')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Wnioski/pytania do macierzy korelacji\n",
+    "* Ujemna korelacjia pomiędzy `SpecialDay` i wszystkimi zmiennymi dot. czasu spędzonego na stronach oraz zmiennej `Revenue` - zaskakujące\n",
+    "* Ujemna korelacja pomiędzy `ExitRates`  i `Revenue` - też nieintuicyjne\n",
+    "* Czym tak naprawdę jest `PageValues`\n",
+    "* Bardzo duża pomiędzy `ExitRates` i `BounceRates` - czy to ludzie którzy po odpaleniu strony od razu ją zamknęli?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 194,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "D:\\Anaconda\\lib\\site-packages\\seaborn\\axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x540 with 12 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "cols = ['Administrative', 'Informational',\n",
+    "       \"ProductRelated\"]\n",
+    "sns.pairplot(df[cols], size = 2.5)\n",
+    "plt.show();"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 195,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "D:\\Anaconda\\lib\\site-packages\\seaborn\\axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
+      "  warnings.warn(msg, UserWarning)\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 540x540 with 12 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sns.set()\n",
+    "cols = ['ExitRates', 'BounceRates',\n",
+    "       \"PageValues\"]\n",
+    "sns.pairplot(df[cols], size = 2.5)\n",
+    "plt.show();"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dla ExitRates/BounceRates jedna obserwacja znajduje się w innej częsci trójkąta"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Proporcje w spędzonym czasie w zależności od zakupu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 196,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Revenue == False')"
+      ]
+     },
+     "execution_count": 196,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x1440 with 3 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "inf_dur=df[\"Informational_Duration\"].sum()\n",
+    "prod_dur=df[\"ProductRelated_Duration\"].sum()\n",
+    "adm_dur=df[\"Administrative_Duration\"].sum()\n",
+    "labels = ['Administrative_Duration', 'Informational_Duration', 'ProductRelated_Duration']\n",
+    "sizes = [adm_dur, inf_dur, prod_dur]\n",
+    "colors=[\"khaki\", \"mediumseagreen\", \"skyblue\"]\n",
+    "fig, axs=plt.subplots(ncols=1, nrows=3, figsize=(20,20))\n",
+    "axs[0].pie(sizes, labels=labels,  autopct='%1.1f%%', textprops={'fontsize': 14}, colors=colors)\n",
+    "axs[0].set_title(\"All users\", fontsize=16)\n",
+    "X=df[df[\"Revenue\"]==True]\n",
+    "inf_dur=X[\"Informational_Duration\"].sum()\n",
+    "prod_dur=X[\"ProductRelated_Duration\"].sum()\n",
+    "adm_dur=X[\"Administrative_Duration\"].sum()\n",
+    "labels = ['Administrative_Duration', 'Informational_Duration', 'ProductRelated_Duration']\n",
+    "sizes = [adm_dur, inf_dur, prod_dur]\n",
+    "colors=[\"khaki\", \"mediumseagreen\", \"skyblue\"]\n",
+    "axs[1].pie(sizes, labels=labels,  autopct='%1.1f%%', textprops={'fontsize': 14}, colors=colors)\n",
+    "axs[1].set_title(\"Revenue == True\", fontsize=16)\n",
+    "X=df[df[\"Revenue\"]==False]\n",
+    "inf_dur=X[\"Informational_Duration\"].sum()\n",
+    "prod_dur=X[\"ProductRelated_Duration\"].sum()\n",
+    "adm_dur=X[\"Administrative_Duration\"].sum()\n",
+    "labels = ['Administrative_Duration', 'Informational_Duration', 'ProductRelated_Duration']\n",
+    "sizes = [adm_dur, inf_dur, prod_dur]\n",
+    "colors=[\"khaki\", \"mediumseagreen\", \"skyblue\"]\n",
+    "axs[2].pie(sizes, labels=labels,  autopct='%1.1f%%', textprops={'fontsize': 14}, colors=colors)\n",
+    "axs[2].set_title(\"Revenue == False\", fontsize=16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Długość pobytu na stronie a zakup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 197,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(-100.0, 30000.0)"
+      ]
+     },
+     "execution_count": 197,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X=df.copy()\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "X[\"Time\"]=df[\"Informational_Duration\"]+df[\"ProductRelated_Duration\"]+df[\"Administrative_Duration\"]\n",
+    "sns.boxplot(data=X, x=\"Revenue\", y=\"Time\")\n",
+    "plt.ylim(-100, 30000)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rodzaje ruchu"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 198,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Ilość wizyt poszczególnego typu (TrafficType)')"
+      ]
+     },
+     "execution_count": 198,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "X = pd.crosstab(df['TrafficType'], df['Revenue'])\n",
+    "X.reset_index(inplace=True)\n",
+    "plt.bar(X[\"TrafficType\"], X[True]+X[False])\n",
+    "plt.title(\"Ilość wizyt poszczególnego typu (TrafficType)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Rodzaj ruchu a zakup"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 199,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Procent wizyt zakończonych transakcją a rodzaj ruchu')"
+      ]
+     },
+     "execution_count": 199,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "X = pd.crosstab(df['TrafficType'], df['Revenue'])\n",
+    "X.reset_index(inplace=True)\n",
+    "plt.bar(X[\"TrafficType\"], X[True]/X[False])\n",
+    "plt.title(\"Procent wizyt zakończonych transakcją a rodzaj ruchu\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Miesiące\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 200,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Łączny czas spędzony przez użytkowników podczas wszystkich sesji')"
+      ]
+     },
+     "execution_count": 200,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X=df.copy()\n",
+    "months = [\"Jan\", \"Feb\", \"Mar\", \"Apr\", \"May\", \"June\", \n",
+    "          \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n",
+    "X[\"Time\"]=df[\"Informational_Duration\"]+df[\"ProductRelated_Duration\"]+df[\"Administrative_Duration\"]\n",
+    "X['Month'] = pd.Categorical(X['Month'], categories=months, ordered=True)\n",
+    "X=X.groupby([\"Month\"]).agg({'Time':'sum'}).reset_index()\n",
+    "X = X.sort_values(by=\"Month\")\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "plt.bar(X[\"Month\"], X[\"Time\"])\n",
+    "plt.title(\"Łączny czas spędzony przez użytkowników podczas wszystkich sesji\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 201,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Procent wizyt zakończonych transakcją')"
+      ]
+     },
+     "execution_count": 201,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X=df.copy()\n",
+    "X=X.replace(True, 1)\n",
+    "X=X.replace(False, 0)\n",
+    "months = [\"Jan\", \"Feb\", \"Mar\", \"April\", \"May\", \"June\", \n",
+    "          \"Jul\", \"Aug\", \"Sep\", \"Oct\", \"Nov\", \"Dec\"]\n",
+    "X['Month'] = pd.Categorical(X['Month'], categories=months, ordered=True)\n",
+    "X=X.groupby([\"Month\"]).agg({'Revenue':['sum', \"count\"]}).reset_index()\n",
+    "X = X.sort_values(by=\"Month\")\n",
+    "X.columns=[\"Month\", \"sum\", \"count\"]\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "plt.bar(X[\"Month\"], X[\"sum\"]/X[\"count\"])\n",
+    "plt.title(\"Procent wizyt zakończonych transakcją\")\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 202,
+   "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>Administrative</th>\n",
+       "      <th>Administrative_Duration</th>\n",
+       "      <th>Informational</th>\n",
+       "      <th>Informational_Duration</th>\n",
+       "      <th>ProductRelated</th>\n",
+       "      <th>ProductRelated_Duration</th>\n",
+       "      <th>BounceRates</th>\n",
+       "      <th>ExitRates</th>\n",
+       "      <th>PageValues</th>\n",
+       "      <th>SpecialDay</th>\n",
+       "      <th>Month</th>\n",
+       "      <th>OperatingSystems</th>\n",
+       "      <th>Browser</th>\n",
+       "      <th>Region</th>\n",
+       "      <th>TrafficType</th>\n",
+       "      <th>VisitorType</th>\n",
+       "      <th>Weekend</th>\n",
+       "      <th>Revenue</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>65</th>\n",
+       "      <td>3</td>\n",
+       "      <td>87.833333</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>798.333333</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.012644</td>\n",
+       "      <td>22.916036</td>\n",
+       "      <td>0.8</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Returning_Visitor</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>76</th>\n",
+       "      <td>10</td>\n",
+       "      <td>1005.666667</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>36</td>\n",
+       "      <td>2111.341667</td>\n",
+       "      <td>0.004348</td>\n",
+       "      <td>0.014493</td>\n",
+       "      <td>11.439412</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>2</td>\n",
+       "      <td>6</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>Returning_Visitor</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>101</th>\n",
+       "      <td>4</td>\n",
+       "      <td>61.000000</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>19</td>\n",
+       "      <td>607.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.026984</td>\n",
+       "      <td>17.535959</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>Feb</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4</td>\n",
+       "      <td>Returning_Visitor</td>\n",
+       "      <td>True</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "     Administrative  Administrative_Duration  Informational  \\\n",
+       "65                3                87.833333              0   \n",
+       "76               10              1005.666667              0   \n",
+       "101               4                61.000000              0   \n",
+       "\n",
+       "     Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
+       "65                      0.0              27               798.333333   \n",
+       "76                      0.0              36              2111.341667   \n",
+       "101                     0.0              19               607.000000   \n",
+       "\n",
+       "     BounceRates  ExitRates  PageValues  SpecialDay Month  OperatingSystems  \\\n",
+       "65      0.000000   0.012644   22.916036         0.8   Feb                 2   \n",
+       "76      0.004348   0.014493   11.439412         0.0   Feb                 2   \n",
+       "101     0.000000   0.026984   17.535959         1.0   Feb                 1   \n",
+       "\n",
+       "     Browser  Region  TrafficType        VisitorType  Weekend  Revenue  \n",
+       "65         2       3            1  Returning_Visitor    False     True  \n",
+       "76         6       1            2  Returning_Visitor    False     True  \n",
+       "101        1       7            4  Returning_Visitor     True     True  "
+      ]
+     },
+     "execution_count": 202,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[(df[\"Month\"]==\"Feb\") & (df[\"Revenue\"]==True)]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 203,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "D:\\Anaconda\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 203,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "nums=[\"Administrative_Duration\", \n",
+    "      \"Informational_Duration\", \n",
+    "    \"ProductRelated_Duration\", \"SpecialDay\"]  #bierzemy zmienne opisujące  użytkowników a nie strony\n",
+    "X=df[nums]\n",
+    "X=(X-X.mean())/X.std()\n",
+    "pca=PCA(2)\n",
+    "pca.fit(X)\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "X_pca=pca.transform(X)\n",
+    "sns.scatterplot(X_pca[:, 0], X_pca[:,1], hue=df[\"Revenue\"]) \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Wnioski:\n",
+    "Z powodu dużej ilości zer w naszych danych, PCA nie daje szczególnie dobrych rezultatów. Widoczne na wykresie grupki wynikają z wartości zmiennej \"SpecialDay\", która przyjmuje w końcu ograniczoną ilość wartości - zależną od dnia, nie użytkownika.\n",
+    "\n",
+    "## Weekend"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 204,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "False    9462\n",
+       "True     2868\n",
+       "Name: Weekend, dtype: int64"
+      ]
+     },
+     "execution_count": 204,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.Weekend.value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 205,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "tmp=df[[\"Weekend\", \"Revenue\"]].groupby([\"Revenue\", \"Weekend\"]).size().tolist()\n",
+    "plt.bar([\"Weekend\",\"not Weekend\"], list(reversed(tmp[0:2])), label='Revenue - False', color=\"blue\")\n",
+    "plt.bar([\"Weekend\",\"not Weekend\"], list(reversed(tmp[2:4])), bottom=list(reversed(tmp[0:2])),\n",
+    "       label='Revenue - True', color=\"red\")\n",
+    "plt.legend()\n",
+    "plt.title(\"Weekend x Revenue\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "* Wiecej sesji odbyło się w ciagu tygodnia\n",
+    "* Revenue w zależnosci od weekendu rozkłada sie podobnie w obu przypadkach, większość stanowi Revenue = False"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Revenue vs  PageValues/ ExitRates/ BoinceRates"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 206,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Revenue vs PageValues')"
+      ]
+     },
+     "execution_count": 206,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['Revenue'], y = df['PageValues'])\n",
+    "plt.title('Revenue vs PageValues')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 207,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Revenue vs ExitRates')"
+      ]
+     },
+     "execution_count": 207,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['Revenue'], y = df['ExitRates'])\n",
+    "plt.title('Revenue vs ExitRates')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 208,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Revenue vs BounceRates')"
+      ]
+     },
+     "execution_count": 208,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['Revenue'], y = df['BounceRates'])\n",
+    "plt.title('Revenue vs BounceRates')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Dla  ExitRates i BounceRates  dla Revenue = False widać duża liczbę obserwacji o okolicy 2 i zaóważaliny wzrost w okolicy 0.20"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "\n",
+    "## Month vs SpecialDay"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 209,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Month vs SpecialDay')"
+      ]
+     },
+     "execution_count": 209,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['Month'], y = df['SpecialDay'], inner = 'points')\n",
+    "plt.title('Month vs SpecialDay')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## VisitorType"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 210,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'VisitorType vs BounceRates')"
+      ]
+     },
+     "execution_count": 210,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['VisitorType'], y = df['BounceRates'], inner = 'points')\n",
+    "plt.title('VisitorType vs BounceRates')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 211,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'VisitorType vs ExitRates')"
+      ]
+     },
+     "execution_count": 211,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['VisitorType'], y = df['ExitRates'], inner = 'points')\n",
+    "plt.title('VisitorType vs ExitRates')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "New_Visitor dla ExitRates i BounceRates ma dużo obserwacji w okolicy 0. Dla Returning_Visitors instnieje wiele obcerwacji z wartościami pomiędzy 0 a 0.20."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 212,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'VisitorType vs PageValues')"
+      ]
+     },
+     "execution_count": 212,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.violinplot(x = df['VisitorType'], y = df['PageValues'], inner = 'points')\n",
+    "plt.title('VisitorType vs PageValues')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Najwyższe PageValues jest dla New_Visitor. tym razem dużo obserwacji bliskich 0 przypada Returning_Visitors"
+   ]
+  }
+ ],
+ "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": "3.8.8"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/EDA.pdf" "b/Projekty/Projekt2/Smole\305\204_Solowa/EDA.pdf"
new file mode 100644
index 000000000..77a6ed027
Binary files /dev/null and "b/Projekty/Projekt2/Smole\305\204_Solowa/EDA.pdf" differ
diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.ipynb" "b/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.ipynb"
new file mode 100644
index 000000000..91dca4840
--- /dev/null
+++ "b/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.ipynb"
@@ -0,0 +1,1804 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_profiling\n",
+    "import copy\n",
+    "from sklearn.decomposition import PCA\n",
+    "import sklearn.metrics\n",
+    "from sklearn import manifold\n",
+    "from sklearn.cluster import KMeans\n",
+    "from sklearn.manifold import TSNE"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Dane, klasteryzacja k-means"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df=df.dropna()\n",
+    "df=df.drop([\"Revenue\"], axis=1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X=df.copy()\n",
+    "X=pd.get_dummies(X, columns=[\"Month\",\"OperatingSystems\", \"Browser\", \"Region\", \"TrafficType\", \"VisitorType\"] )\n",
+    "nums=[\"Administrative\", \"Administrative_Duration\", \n",
+    "      \"Informational\", \"Informational_Duration\", \n",
+    "      \"ProductRelated\", \"ProductRelated_Duration\",\n",
+    "     \"BounceRates\", \"ExitRates\", \"PageValues\", \"SpecialDay\"] \n",
+    "X[nums]=(X[nums]-X[nums].min())/(X[nums].max()-X[nums].min())\n",
+    "df_norm=X.copy()\n",
+    "X=df.copy()\n",
+    "X=pd.get_dummies(X, columns=[\"Month\",\"OperatingSystems\", \"Browser\", \"Region\", \"TrafficType\", \"VisitorType\"] )\n",
+    "nums=[\"Administrative\", \"Administrative_Duration\", \n",
+    "      \"Informational\", \"Informational_Duration\", \n",
+    "      \"ProductRelated\", \"ProductRelated_Duration\",\n",
+    "     \"BounceRates\", \"ExitRates\", \"PageValues\", \"SpecialDay\"] \n",
+    "X[nums]=(X[nums]-X[nums].mean())/(X[nums].std())\n",
+    "df_scale=X.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "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>Administrative</th>\n",
+       "      <th>Administrative_Duration</th>\n",
+       "      <th>Informational</th>\n",
+       "      <th>Informational_Duration</th>\n",
+       "      <th>ProductRelated</th>\n",
+       "      <th>ProductRelated_Duration</th>\n",
+       "      <th>BounceRates</th>\n",
+       "      <th>ExitRates</th>\n",
+       "      <th>PageValues</th>\n",
+       "      <th>SpecialDay</th>\n",
+       "      <th>...</th>\n",
+       "      <th>TrafficType_14</th>\n",
+       "      <th>TrafficType_15</th>\n",
+       "      <th>TrafficType_16</th>\n",
+       "      <th>TrafficType_17</th>\n",
+       "      <th>TrafficType_18</th>\n",
+       "      <th>TrafficType_19</th>\n",
+       "      <th>TrafficType_20</th>\n",
+       "      <th>VisitorType_New_Visitor</th>\n",
+       "      <th>VisitorType_Other</th>\n",
+       "      <th>VisitorType_Returning_Visitor</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.691473</td>\n",
+       "      <td>-0.624767</td>\n",
+       "      <td>3.672477</td>\n",
+       "      <td>3.235240</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.668997</td>\n",
+       "      <td>-0.591336</td>\n",
+       "      <td>-0.457439</td>\n",
+       "      <td>1.174544</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.463112</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.252130</td>\n",
+       "      <td>-0.691473</td>\n",
+       "      <td>-0.625290</td>\n",
+       "      <td>3.672477</td>\n",
+       "      <td>3.235240</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.668997</td>\n",
+       "      <td>-0.623374</td>\n",
+       "      <td>0.575040</td>\n",
+       "      <td>1.998823</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.489182</td>\n",
+       "      <td>-0.296984</td>\n",
+       "      <td>-0.044447</td>\n",
+       "      <td>0.144196</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 74 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   Administrative  Administrative_Duration  Informational  \\\n",
+       "0       -0.697553                -0.457458      -0.396615   \n",
+       "1       -0.697553                -0.457458      -0.396615   \n",
+       "2       -0.697553                -0.463112      -0.396615   \n",
+       "3       -0.697553                -0.457458      -0.396615   \n",
+       "4       -0.697553                -0.457458      -0.396615   \n",
+       "\n",
+       "   Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
+       "0               -0.245029       -0.691473                -0.624767   \n",
+       "1               -0.245029       -0.668997                -0.591336   \n",
+       "2               -0.252130       -0.691473                -0.625290   \n",
+       "3               -0.245029       -0.668997                -0.623374   \n",
+       "4               -0.245029       -0.489182                -0.296984   \n",
+       "\n",
+       "   BounceRates  ExitRates  PageValues  SpecialDay  ...  TrafficType_14  \\\n",
+       "0     3.672477   3.235240   -0.317363   -0.309001  ...               0   \n",
+       "1    -0.457439   1.174544   -0.317363   -0.309001  ...               0   \n",
+       "2     3.672477   3.235240   -0.317363   -0.309001  ...               0   \n",
+       "3     0.575040   1.998823   -0.317363   -0.309001  ...               0   \n",
+       "4    -0.044447   0.144196   -0.317363   -0.309001  ...               0   \n",
+       "\n",
+       "   TrafficType_15  TrafficType_16  TrafficType_17  TrafficType_18  \\\n",
+       "0               0               0               0               0   \n",
+       "1               0               0               0               0   \n",
+       "2               0               0               0               0   \n",
+       "3               0               0               0               0   \n",
+       "4               0               0               0               0   \n",
+       "\n",
+       "   TrafficType_19  TrafficType_20  VisitorType_New_Visitor  VisitorType_Other  \\\n",
+       "0               0               0                        0                  0   \n",
+       "1               0               0                        0                  0   \n",
+       "2               0               0                        0                  0   \n",
+       "3               0               0                        0                  0   \n",
+       "4               0               0                        0                  0   \n",
+       "\n",
+       "   VisitorType_Returning_Visitor  \n",
+       "0                              1  \n",
+       "1                              1  \n",
+       "2                              1  \n",
+       "3                              1  \n",
+       "4                              1  \n",
+       "\n",
+       "[5 rows x 74 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_scale.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0, 0.5, 'Inertia')"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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6GsN5O2Xvc0mSpI7HcN6O2ftckiSpYzGct2P2PpckSepYDOftnL3PJUmSOg7DeQdg73NJkqSOwXDeAdj7XJIkqWMwnHcQ9j6XJElq/wznHYi9zyVJkto3w3kHYu9zSZKk9s1w3sHY+1ySJKn9Mpx3MPY+lyRJar9aLZxHxJURsTQiXmwwfnZEzIiIlyLiJ/XGL4iIWdm2ifXGD4mIqdm2yyIisvFuEXFDNv5kRIyst8/pEfFK9nV6a51jobL3uSRJUvvUmjPnVwHvrT8QEe8CTgAOSCntB/w0G98XOBXYL9vnNxFRnO32W+BMYM/sq/aYZwCrUkp7AL8ALsmO1Q/4DnAYMAH4TkT0bZ1TLFz2PpckSWp/Wi2cp5QeBlY2GP48cHFKaVP2mNpp3ROA61NKm1JKc4FZwISIGAyUpZQeTykl4GpgUr19/pLdvgk4NptVnwjcm1JamVJaBdxLgzcJnYG9zyVJktqftl5zvhdwZLYM5aGIODQbHwosqPe4hdnY0Ox2w/Gt9kkpVQOrgf5NHKvTOWx0fz4yfhh/+s9cpr9m73NJkqRC19bhvAToCxwOnAfcmM12RyOPTU2Ms5P7bCUizoyIKRExZdmyZdurvV264L/2ocze55IkSe1CW4fzhcDNKWcysAUYkI0Pr/e4YcDibHxYI+PU3yciSoA+5JbRbOtYb5JSuiKlND6lNH7gwIFv8dQKU9+eXfnW8fvw7PwKrrX3uSRJUkFr63B+C3AMQETsBXQFlgO3AadmHVhGkbvwc3JKaQmwNiIOz2bYTwNuzY51G1DbieXDwP3ZuvS7geMiom92Iehx2VindeK4obxt9/5c8i97n0uSJBWy1myleB3wODAmIhZGxBnAlcDorL3i9cDp2Sz6S8CNwMvAv4AvppRqskN9HvgjuYtEZwN3ZeN/AvpHxCzgq8D5ACmllcAPgKeyr+9nY51Wrvf5/myq3sL37X0uSZJUsCI32azx48enKVOm5LuMVnXZfa/w83tn8uf/PpR3jdkl3+VIkiR1ShHxdEppfGPb/ITQTuRzR49m94E9+fYtL1K5uWb7O0iSJKlNGc47kW4lxfz4xLEsXGXvc0mSpEJkOO9kanuf//E/c+x9LkmSVGAM552Qvc8lSZIKk+G8E7L3uSRJUmEynHdS9j6XJEkqPIbzTsre55IkSYXHcN6JjR7Yiy+9aw9uf2EJD8xYmu9yJEmSOj3DeSdn73NJkqTCYTjv5Ox9LkmSVDgM57L3uSRJUoEwnAuw97kkSVIhMJwLsPe5JElSITCcq469zyVJkvLLcK46db3Pq+x9LkmSlA+Gc21l9MBefNHe55IkSXlhONebnPXO0Yy297kkSVKbM5zrTex9LkmSlB+GczXq8NH9OfkQe59LkiS1JcO5tunC9+V6n19o73NJkqQ2YTjXNvXt2ZVvvm8fnplfwXVP2ftckiSptRnO1aSTDh7KEaP7c/Fd01m61t7nkiRJrclwriZFBD86Mdf7/Ae3T8t3OZIkSR2a4VzbVdv7/J/PL+ZBe59LkiS1GsO5mqWu9/mt9j6XJElqLYZzNUtt7/MFKyu57H57n0uSJLUGw7marbb3+R8etve5JElSayjJdwFqXy583z7cN30pn7t6ClVbEksqNjKkvJTzJo5h0rih+S5PkiSpXXPmXDukb8+uvHe/XXl1ZSWLKzaSgEUVlVxw81RueXZRvsuTJElq1wzn2mEPzVz2prHKqhouvXtGHqqRJEnqOAzn2mGLKxr/MKLFFZVtXIkkSVLHYjjXDhtSXrpD45IkSWoew7l22HkTx1DapXirsa4lRZw3cUyeKpIkSeoY7NaiHVbbleXSu2ewuKKSoqKge0nwjj0H5LkySZKk9i1SSvmuoSCMHz8+TZkyJd9ltEsvLV7Nib95jMNG9eMv/z2BoqLId0mSJEkFKyKeTimNb2yby1r0lu03pA/f/cB+/OeV5fzmwVn5LkeSJKndMpyrRXx0wnA+eOAQfn7vTB6fvSLf5UiSJLVLhnO1iIjgxyeNZWT/npxz/bMsW7sp3yVJkiS1O4ZztZhe3Ur49ccPZk1lFV+54Tlqtng9gyRJ0o4wnKtF7TO4jO99cD8embWcy+93/bkkSdKOMJyrxZ1y6HBOHDeUX943k8dmLc93OZIkSe2G4VwtLiL44aT9GT2gJ+dc/xxL127Md0mSJEntguFcraJntxJ+8/FDWLepii9f5/pzSZKk5jCcq9WMGdSb75+wP4/PWcFl972S73IkSZIKnuFcreoj44fzoYOHcdn9r/DIK64/lyRJaorhXK3uB5P2Y4+BvTj3hmdZusb155IkSdtiOFer69G1hN98/GDWb6rh7OuepbpmS75LkiRJKkiGc7WJPXftzQ8n7c+Tc1fyv64/lyRJapThXG3mQ4cM4+RDhnH5A7N4eOayfJcjSZJUcAznalPfP2F/9tqlN+fe8ByvrXb9uSRJUn2Gc7Wp0q7F/PrjB7OxqoZzXH8uSZK0FcO52tweu/TiRyfuz+R5K/n5vTPzXY4kSVLBMJwrL04cN4xTDx3Obx6czYMzlua7HEmSpIJgOFfefPeD+7H3oN585YbnWLK6Mt/lSJIk5Z3hXHnTvUtu/fnm6i2cfa3rzyVJklotnEfElRGxNCJebGTb1yMiRcSAemMXRMSsiJgRERPrjR8SEVOzbZdFRGTj3SLihmz8yYgYWW+f0yPilezr9NY6R711uw/sxY9PGsuUV1fx03tcfy5Jkjq31pw5vwp4b8PBiBgOvAeYX29sX+BUYL9sn99ERHG2+bfAmcCe2VftMc8AVqWU9gB+AVySHasf8B3gMGAC8J2I6NvC56YWdMJBQ/nohBH87qHZ3D/99XyXI0mSlDetFs5TSg8DKxvZ9Avgf4BUb+wE4PqU0qaU0lxgFjAhIgYDZSmlx1NKCbgamFRvn79kt28Cjs1m1ScC96aUVqaUVgH30sibBBWW73xgX/YZXMZXb3yexRWuP5ckSZ1Tm645j4gPAotSSs832DQUWFDv/sJsbGh2u+H4VvuklKqB1UD/Jo7VWD1nRsSUiJiybJmfWJlP3bsU85uPH0xV9Ra+dO0zVLn+XJIkdUJtFs4jogfwTeD/Nba5kbHUxPjO7rP1YEpXpJTGp5TGDxw4sLGHqA2NGtCTiz90AM/Mr+DSu2fkuxxJkqQ215Yz57sDo4DnI2IeMAx4JiIGkZvdHl7vscOAxdn4sEbGqb9PRJQAfcgto9nWsdQOfODAIXzi8BFc8fAc/v2y688lSVLn0mbhPKU0NaW0S0ppZEppJLkQfXBK6TXgNuDUrAPLKHIXfk5OKS0B1kbE4dl68tOAW7ND3gbUdmL5MHB/ti79buC4iOibXQh6XDamduJbx+/LfkPK+Nrfn2fhqg35LkeSJKnNtGYrxeuAx4ExEbEwIs7Y1mNTSi8BNwIvA/8CvphSqsk2fx74I7mLRGcDd2XjfwL6R8Qs4KvA+dmxVgI/AJ7Kvr6fjamd6N6lmF9/7GBqtiS+dO2zbK52/bkkSeocIjfZrPHjx6cpU6bkuwzVc+fUJXzhmmf4zDtG8a3375vvciRJklpERDydUhrf2DY/IVQF631jB3P6Ebvxx0fmcs9Lr+W7HEmSpFZnOFdBu/D4fRg7tA9f//vzLFjp+nNJktSxGc5V0LqV5NafJ+BL17n+XJIkdWyGcxW8Ef17cOmHD+D5BRVcdNe0fJcjSZLUagznahfeu/9gPvW2kfz50Xn860XXn0uSpI7JcK5248L37cOBw/pw3k3PM3+F688lSVLHYzhXu9G1pIjLP3YwAXzx2mfYVF2z3X0kSZLaE8O52pXh/Xpw6ckHMnXRai66c3q+y5EkSWpRhnO1OxP3G8QZ7xjFVY/N486pS/JdjiRJUosxnKtd+sZ79+ag4eV846YXeHXF+nyXI0mS1CIM52qXcuvPx1FUFHzx2mfYWOX6c0mS1P4ZztVuDevbg5+dfCAvLlrDj+6w/7kkSWr/DOdq1969766cedRo/vrEq9z+wuJ8lyNJkvSWGM7V7p03cQwHjyjn/P+bytzlrj+XJEntl+Fc7V6X4lz/85Li4IvXuP5ckiS1X4ZzdQhDykv5+UcO5OUla/jB7S/nuxxJkqSdYjhXh3HM3rvyuaNHc82T87n1uUX5LkeSJGmHGc7VoXz9uDGM360vF948ldnL1uW7HEmSpB1iOFeH0qW4iF99bBxdS4pcfy5Jktodw7k6nMF9Svn5KQcx/bW1fO+fL+W7HEmSpGYznKtDeteYXfjCO3fnuskLuOVZ159LkqT2wXCuDuur79mLCSP7ceE/pjJrqevPJUlS4TOcq8MqKS7iso+Oo7RLMV+85hkqN7v+XJIkFTbDuTq0QX2684tTDmLm0rV89zbXn0uSpMJmOFeHd9ReA/niO/fghikLuPmZhfkuR5IkaZsM5+oUzn33nhw2qh/f/MeLvPL62nyXI0mS1KhIKTXvgRHHA/sB3WvHUkrfb6W62tz48ePTlClT8l2GWtHSNRt532X/oTiCoqLgtdUbGVJeynkTxzBp3NB8lydJkjqJiHg6pTS+sW3NmjmPiN8BpwBnAwGcDOzWYhVKbWCXsu6cfMhwXl+7iSWrN5KARRWVXHDzVNstSpKkgtDcZS1vSymdBqxKKX0POAIY3nplSa3jtucXv2mssqqGS++ekYdqJEmSttbccF6Z/bkhIoYAVcCo1ilJaj2LKyp3aFySJKktNTec3x4R5cClwDPAPOD6VqpJajVDyksbHe/VrYSqmi1tXI0kSdLWmhXOU0o/SClVpJT+j9xa871TSt9u3dKklnfexDGUdineaqw4grWbqjnpN4/5SaKSJCmvSpraGBHHpJTuj4iTGtlGSunm1itNanm1XVkuvXsGiysq67q1dO9SxAU3T+X9v/oPF75vHz55+G5ERJ6rlSRJnU2T4Rw4Grgf+EAj2xJgOFe7M2nc0EZbJx48oi/n3fQC/+/Wl7hv2lIu/fAB7FLWvZEjSJIktY5m9TmPiFEppbnbG2vP7HMugJQSf33iVX585zRKuxRz0Uljee/+g/NdliRJ6kDecp9z4P8aGbtp50uSClNEcNoRI7n97CMZ1rcHZ/3tGb7+9+dZu7Eq36VJkqROYHtrzvcm96mgfRqsOy+j3ieFSh3NHrv04uYvvI3L7nuFXz8wiyfmrOAXpxzEoSP75bs0SZLUgW1v5nwM8H6gnNy689qvg4HPtmplUp51KS7ia8eN4e9nHUFRBKf8/nF+8q/pbK625aIkSWod211zHhHFwDdSSj9um5LywzXnasq6TdX84J8vc8OUBew/tIxfnnIQe+zSO99lSZKkdugtrTlPKdUA72nxqqR2pFe3Ei758AH8/pOHsLhiI8df9ghXPTqXLVu2f0G1JElSczX3gtDHIuLyiDgyIg6u/WrVyqQCNHG/Qfzr3CN52+79+e4/X+b0P0/m9TUb812WJEnqIJrbSvGBRoZTSumYli8pP1zWoh2RUuKaJ+fzwztepnuXYn584ljeN9aWi5IkafuaWtbSrHDeGRjOtTPmLFvHV254jucXruakg4fy3Q/uR1n3LvkuS5IkFbC33Oc8InaNiD9FxF3Z/X0j4oyWLFJqj0YP7MVNn38b5xy7J7c+t5j/+uV/eHLOinyXJUmS2qnmrjm/CrgbGJLdnwmc2wr1SO1Ol+Iivvqevfj7WUdQUhyc+ocnuOiuaWyqrsl3aZIkqZ1pbjgfkFK6EdgCkFKqBkweUj0Hj+jLneccyamHDuf3D81h0q8fY+bra/NdliRJakeaG87XR0R/IAFExOHA6larSmqnenYr4aKTDuAPp41n6ZqNvP9Xj/CnR2y5KEmSmqe54fyrwG3A7hHxKHA1cHarVSW1c+/Zd1f+de5RHLnHAH5w+8t88sonWbK6Mt9lSZKkAtfsbi0RUQKMAQKYkVKqas3C2prdWtQaUkpc/9QCvv/Pl+lSHPzoxLF84MAh299RkiR1WG+5W0tmAnAgcDDw0Yg4rSWKkzqyiOCjE0Zw55ePZPTAXpx93bOce/2zrK7sUO9tJUlSC2luK8W/Aj8F3gEcmn01mvYlvdmoAT256awjOPfde/LPF5bwX798mMdn23JRkiRtrbmfEDoN2Dd14E8sclmL2sqz81fx1RufZ96K9Xz2yNF87bi96FZSnO+yJElSG2mJZS0vAoNariSp8xo3oi93nPMOPjZhBFc8PIcTLn+U6a+tyXdZkiSpADS7zznwckTcHRG31X61ZmFSR9ajawk/OnEsV35qPMvXbeKDv3qUP/5nji0XJUnq5Jobzr8LTAJ+DPys3tc2RcSVEbE0Il6sN3ZpREyPiBci4h8RUV5v2wURMSsiZkTExHrjh0TE1GzbZRER2Xi3iLghG38yIkbW2+f0iHgl+zq9mecotblj9t6Vu889iqPHDOSHd0zj4398ksUVtlyUJKmzalY4Tyk91NjXdna7Cnhvg7F7gf1TSgcAM4ELACJiX+BUYL9sn99ERO0i3N8CZwJ7Zl+1xzwDWJVS2gP4BXBJdqx+wHeAw8h1mPlORPRtznlK+dC/Vzeu+OQhXPKhsTy/sIKJv3yYW59blO+yJElSHjQZziNibUSsaeRrbUQ0uUg2pfQwsLLB2D0ppers7hPAsOz2CcD1KaVNKaW5wCxgQkQMBspSSo9nF6NeTW4Gv3afv2S3bwKOzWbVJwL3ppRWppRWkXtD0PBNglRQIoJTDh3BXV8+kj136cWXr3+Os697ltUbbLkoSVJn0mQ4Tyn1TimVNfLVO6VU9haf+9PAXdntocCCetsWZmNDs9sNx7faJwv8q4H+TRzrTSLizIiYEhFTli1b9pZORmoJu/XvyY2fO4KvvWcv7pq6hPf+78M8Nmt5vsuSJEltpCQfTxoR3wSqgWtqhxp5WGpifGf32XowpSuAKyDXSrGJkqU2U1JcxNnH7snRYwZy7g3P8bE/PskZ7xjF3oN688t/v8LiikqGlJdy3sQxTBrX6PtOSZLUTrV5OM8u0Hw/cGy9vukLgeH1HjYMWJyND2tkvP4+CyOiBOhDbhnNQuCdDfZ5sEVPQmoDBwwr546zj+THd07jT4/MJXjjXeaiikouuHkqgAFdkqQOpLndWlpERLwX+AbwwZTShnqbbgNOzTqwjCJ34efklNISYG1EHJ6tJz8NuLXePrWdWD4M3J+F/buB4yKib3Yh6HHZmNTulHYt5geT9qd/z65v+vVPZVUNl949Iy91SZKk1tFqM+cRcR25GewBEbGQXAeVC4BuwL1ZR8QnUkpnpZReiogbgZfJLXf5YkqpJjvU58l1fiklt0a9dp36n4C/RsQscjPmpwKklFZGxA+Ap7LHfT+ltNWFqVJ7s3L95kbHbbsoSVLHEm+sLOncxo8fn6ZMmZLvMqRGvf3i+1nUSBAvKQou/9g4Ju43iOwNryRJKnAR8XRKaXxj29p0WYuknXPexDGUdineaqxrcdCvZxfO+tszfPDyR3lo5jJ8sy1JUvtmOJfagUnjhnLRSWMZWl5KAEPLS/nJhw/ksfOP5dIPH8DK9Zs5/crJnHLFEzw1z1VckiS1Vy5rybisRe3ZpuoabnhqAZfdN4vl6zbxrjED+dpxY9h/aJ98lyZJkhpoalmL4TxjOFdHsGFzNX957FV+99BsVldWcfzYwXzlPXuxxy698l2aJEnKGM6bwXCujmR1ZRV/+s8c/vTIXCqravjQwcP48rv3ZFjfHvkuTZKkTs9w3gyGc3VEK9Zt4rcPzubqJ14lpcTHJozgi8fswS69u+e7NEmSOi3DeTMYztWRLVldyWX3zeLGKQvoUhz899tH8bmjRlPeo2u+S5MkqdMxnDeD4Vydwbzl6/nlv2dy6/OL6dW1hDOPGs1/v2MUvbq12ueRSZKkBgznzWA4V2cy/bU1/Oyemdz78uv079mVL7xrDz5+2Ai6N+ilLkmSWp7hvBkM5+qMnp2/ip/dM5NHZi1ncJ/unHPsnnz4kGF0KfYjECRJai1+QqikRo0b0Ze/feYwrv3MYQzq050Lbp7Ke37+ELc+t4gtW3zjLklSWzOcS+Jtewzg5s+/jT+dPp7uXYr58vXP8b7L/sO9L7+Ov12TJKntGM4lARARHLvPrtx5zpFc9tFxbKrewmevnsKJv3mMx2Ytz3d5kiR1CoZzSVspKgo+eOAQ7v3KUVzyobEsXbORj/3xST72hyd4Zv6qfJcnSVKH5gWhGS8IlRq3saqGa5+cz68fmMWK9Zt59z678rXj9mKfwWX5Lk2SpHbJbi3NYDiXmrZ+UzVXPTaP3z00m3WbqvnAAUP4ynv2YtSAnvkuTZKkdsVw3gyGc6l5Vm+o4vcPz+bPj85jc80WPjJ+GGcfsydDykvzXZokSe2C4bwZDOfSjlm6diO/eWA21z45HwI+cdhufOFduzOgV7d8lyZJUkEznDeD4VzaOQtXbeCy+17hpqcX0r1LMWe8YxSfOXI0fUq75Ls0SZIKkuG8GQzn0lsze9k6fnHvTG5/YQl9SrvwuaNH86m3jaRH15J8lyZJUkExnDeD4VxqGS8tXs3P7pnJ/dOXMqBXN84+Zg96di3mF/9+hcUVlQwpL+W8iWOYNG5ovkuVJCkvDOfNYDiXWtbTr67kJ/+awZNzVxJA/X9pSrsUc9FJYw3okqROqalw7ocQSWoVh+zWj+vPPJz+PbvScAqgsqqGS++ekZe6JEkqZIZzSa0mIli5fnOj2xZVVLJ2Y1UbVyRJUmEznEtqVU31P3/bxfdz6d3TWbZ2UxtWJElS4TKcS2pV500cQ2mX4q3GSrsU89X37MmRew7gNw/O5u2X3M+3bpnK/BUb8lSlJEmFwR5nklpV7UWfl949o9FuLXOWreMP/5nDjU8t5Non53P8AUM46+jR7DekTz7LliQpL+zWkrFbi5RfS9ds5E+PzuWaJ+azblM1R+01kLOOHs0Ro/sTEfkuT5KkFmMrxWYwnEuFYXVlFdc8+SpXPjKP5es2ceDwcj5/9GiO23cQRUWGdElS+2c4bwbDuVRYNlbV8H/PLOT3D81h/soNjB7Yk88dNZpJ44bSraR4+weQJKlAGc6bwXAuFabqmi3c9eJr/O6h2by0eA27lnXjjHeM4mOH7Uavbl42I0lqfwznzWA4lwpbSolHZi3ntw/O5rHZKyjrXsJpR4zkU28fyYBe3fJdniRJzWY4bwbDudR+PL+ggt89NJt/vfQaXYuLOHn8MM48cndG9O+R79IkSdouw3kzGM6l9mf2snX84eE53PzMIqq3bLENoySpXTCcN4PhXGq/Xl+zkSsfmcs1T+baMB6910DOOnp3Dh/dzzaMkqSCYzhvBsO51P6trqzib0+8yp8fncvydZs5aHg5Zx29O8ftu6ttGCVJBcNw3gyGc6nj2FhVw01PL+SKh99ow3jWUbszadxQupYU5bs8SVInZzhvBsO51PHUtmH87YOzeXnJGgaVdeeMd4zio4eNsA2jJClvDOfNYDiXOq6UEv95JdeG8fE5tmGUJOWX4bwZDOdS5/Dcggp+9+Bs7n4514bxI+OHc+ZRoxnezzaMkqS2YThvBsO51LnMXraOKx6aw83PLmRLguPHDuaso3dn3yFl+S5NktTBGc6bwXAudU6vrd7IlY/O5ZonXmX95hqO3msgn3/n7hw2yjaMkqTWYThvBsO51Lmt3lDF3558lSsfmcuK9bk2jJ9/5+5s2FjNT++dyeKKSoaUl3LexDFMGjc03+VKktoxw3kzGM4lQa4N49+fXsgVD89mwcpKAqj/r2Rpl2IuOmmsAV2StNOaCuc2/JWkerp3KeaTh+/GA197J317dKHh9EVlVQ2X3j0jL7VJkjo+w7kkNaKkuIiKDVWNbltUUcmtzy1iU3VNG1clSero/BQOSdqGIeWlLKqofNN4cVHw5eufo2+PLpx08DA+OmE4e+zSOw8VSpI6GmfOJWkbzps4htIuxVuNlXYp5qcfOoC/njGBI3bvz9WPz+PdP3+YD//2MW56eiGVm51NlyTtPC8IzXhBqKTG3PLsIi69e8Y2u7UsX7eJ/3t6Idc/tYC5y9fTu3sJJ44byqmHjrBnuiSpUXZraQbDuaS3IqXEE3NWcv1T87nrxdfYXL2FA4f14aMTRvCBA4fQs5urCCVJOYbzZjCcS2opFRs2c/Mzi7j+qfnMfH0dPbsW88GDhnDqoSM4YFgfP9xIkjo5w3kzGM4ltbSUEs/Mr+C6yfO5/YXFbKzawj6Dy/jYhOGcMG4oZd275LtESVIeGM6bwXAuqTWt2VjFrc8t5vrJ83lp8Rq6dyni+LFD+OiE4RyyW19n0yWpEzGcN4PhXFJbmbpwNddOns9tzy1i/eYa9tylF6dOGMFJ44bSt2fXfJcnSWplefmE0Ii4MiKWRsSL9cb6RcS9EfFK9mffetsuiIhZETEjIibWGz8kIqZm2y6LbHopIrpFxA3Z+JMRMbLePqdnz/FKRJzeWucoSTtj7LA+XHTSWCZ/891c8qGx9OxWwg9uf5nDfnwf51z3LI/NXo4TJ5LUObXazHlEHAWsA65OKe2fjf0EWJlSujgizgf6ppS+ERH7AtcBE4AhwL+BvVJKNRExGfgy8ARwJ3BZSumuiPgCcEBK6ayIOBU4MaV0SkT0A6YA44EEPA0cklJa1VS9zpxLyqdpS9Zw/eT5/OPZRazZWM3I/j04dcIIPnTwMAb27pbv8iRJLSgvM+cppYeBlQ2GTwD+kt3+CzCp3vj1KaVNKaW5wCxgQkQMBspSSo+n3LuIqxvsU3usm4Bjs1n1icC9KaWVWSC/F3hvS5+fJLWkfQaX8b0T9mfyN9/Nzz9yILv07s7Fd03niIvu4/N/e5qHZi5jyxZn0yWpo2vrxru7ppSWAKSUlkTELtn4UHIz47UWZmNV2e2G47X7LMiOVR0Rq4H+9ccb2WcrEXEmcCbAiBEjdv6sJKmFdO9SzEkHD+Okg4cxa+larp+8gP97ZiF3vfgaQ8tLOeXQ4Xxk/HAG9eme71IlSa2g1WbOd1BjbQpSE+M7u8/WgyldkVIan1IaP3DgwGYVKkltZY9devOt9+/LExcey68+Oo6RA3rw83tn8raL7+Mzf3mKf7/8OtU1W/JdpiSpBbX1zPnrETE4mzUfDCzNxhcCw+s9bhiwOBsf1sh4/X0WRkQJ0IfcMpqFwDsb7PNgy56GJLWdbiXFfODAIXzgwCG8umI91z+1gL9PWci/p01hUFl3Th4/jI+MH87wfj3yXaok6S1q65nz24Da7imnA7fWGz8168AyCtgTmJwtgVkbEYdn68lPa7BP7bE+DNyfrUu/GzguIvpm3WCOy8Ykqd3brX9PvvHevXn8gmP43ScOYe/Bvbn8gVkcdekDnHblZO6auoSqbDb9lmcX8faL72fU+Xfw9ovv55ZnF+W5eknS9rRmt5bryM1gDwBeB74D3ALcCIwA5gMnp5RWZo//JvBpoBo4N6V0VzY+HrgKKAXuAs5OKaWI6A78FRhHbsb81JTSnGyfTwMXZqX8KKX05+3Va7cWSe3VoopKbnxqATdOWcCS1RsZ0KsrBw4r55FZy9lU/cayl9IuxVx00lgmjWv0MhxJUhvxQ4iawXAuqb2r2ZJ4aOZSrpu8gHtffr3RxwwtL+XR849p48okSfXlpZWiJKltFRcFx+y9K384bXyjV8ZDbpb9b0+8yuxl6/ygI0kqQG19QagkqQ0MKS9lUUXlm8aLAr51S+6Dmwf27sbho/tz+Oh+HDG6P6MG9CT7EGZJUp4YziWpAzpv4hguuHkqlVU1dWOlXYr58Yn7M25EX56Ys4LH56zg8dkr+OfzuSZYu9SF9f4csXt/RvbvYViXpDZmOJekDqj2os9L757B4opKhpSXct7EMXXjIwf05NQJI0gpMW/FBh6fvYIn5uS+bsvC+q5lubB+RBbYdzOsS1Kr84LQjBeEShKklJi7fD2Pz1nBE3NW8sScFSxbuwmAQWXdc0tgds+F9RH9DOuStDPs1tIMhnNJerOUErOXra+bVX9izkqWr8uF9cF9um81sz68X6lhXZKawXDeDIZzSdq+XFhfx+PZrPqTc1awfN1mAIb06c7h2az6EaP7+4mlkrQNhvNmMJxL0o5LKTFr6bq6WfUn5qxgxfpcWB9aXlrXDeZww7ok1TGcN4PhXJLeupQSr9SF9VxgX5mF9WF9S+u6wRw+uh/D+hrWJXVOhvNmMJxLUsvbsuWNsP747BU8OXcFqzZUATC8XymHj8rC+u79GVpeWrffLc8u2manGUlq7wznzWA4l6TWt2VLYubStTwxO9dn/cm5K6nIwvqIfj04fHQ/uhQHNz29iE3VW+r2K+1SzEUnjTWgS+oQDOfNYDiXpLa3ZUtixutr682sr2R1ZVWjjx1a3p1Hzz+2jSuUpJZnOG8Gw7kk5d+WLYndL7yTbf3PdPzYwRw6si+HjurH3oPKKC6ydaOk9qepcO4nhEqSCkZRUTCkvJRFFZVv2lbapZjnFlRwx9QlAPTuVsIhI/ty6Mh+TBjVjwOG9aFbSXFblyxJLcpwLkkqKOdNHMMFN0+lsqqmbqz+mvOFqzbw1LyVTJ67iqfmreTBGTMA6FpSxEHDyjl0VC6wH7JbX3p375Kv05CkneKylozLWiSpcOxIt5aV6zfz1LyVPDV3JU/NW8mLi9dQsyVRFLDP4DImjOrHhJH9GD+yHwN7d2vjM5GkN3PNeTMYziWpY1i/qZpn51cwOQvszy5YxcaqXOeX0QN6cujIfhyaBfbh/UqJcN26pLZlOG8Gw7kkdUybq7fw4uLVdTPrT81bVdcRZteybnVr1g8d2Y8xu/amyItMJbUyw3kzGM4lqXOo7bX+1NyVTJ63iqfmruS1NRsBKOtewviR/bLA3pexQ8vpWlKU54oldTR2a5EkKVNUFOw9qIy9B5XxySNGklJi4apKJmcz65PnreT+6UsB6N6liIOGlzMhWwpz8Ii+9Ozmf52SWo8z5xlnziVJtZav28SUeh1hXlq8mi0JiouC/YaU5datj+zHoSP70r/XGxeZ7siFrJI6L5e1NIPhXJK0LWs3VvHM/IpsKcxKnltQwebq3EWmuw/syYRR/SgKuOnpRWzKxmHrFpCSVMtlLZIkvQW9u3fh6L0GcvReAwHYVF3D1IWr6zrC3P7CEtZurH7TfpVVNfzk7umGc0nN5sx5xplzSdLOqtmS2OPCO9nW/6hH7jmA8bv1Y/zIvhw0vNx161In58y5JEmtqLgoGFJeyqKKyjdt69G1mGVrN/HL+2aSsnXr+w4u45Dd+jJ+ZF/G79aPQX2656FqSYXIcC5JUgs4b+IYLrh5KpVVNXVjpV2K+fGJuTXnqyureGb+Kp6et4opr67k+qfmc9Vj8wAYWl6aBfW+jB/Zj7127U2x/dalTslwLklSC6hdV76tbi19SrvwrjG78K4xuwBQVbOFlxevYcqrq3j61ZU8NnsFtz63GIDe3UoYt1sW1nfry0EjyunR1f+ypc7ANecZ15xLkvIppcSClZVMeXVlLrDPW8XMpWtdCiN1QLZSbAbDuSSp0NQuhZkybyVT5q3i+YUVbKzKtWoc1reU8bv15ZCR/Ri/W1+XwkjtiBeESpLUDjW2FOalxWuYMm8lT7+6ikdnr+AWl8JIHYoz5xlnziVJ7U1KifkrNzBl3qq6teszX18HvPFppofs1reujeOuZS6FkQqBy1qawXAuSeoIVm/IlsK8mlsK89yCirpPLW1qKcwtzy7a5sWsklqW4bwZDOeSpI5oc/UWXlq8mqdfXVU3w7583SYAencv4eARfenZtZh/T1/K5izEQ64N5EUnjTWgS63AcN4MhnNJUmfQcCnMlHkreWXpukYfO6BXV/791aMp79G1jauUOjbDeTMYziVJndWo8++gqTQwuE939hlcxt6DerPP4DL2Gdybkf17UlJc1GY1Sh2J3VokSdI2DSkvZVFF5ZvG+/fsymePGs20JWuYvmQtD89cRvWWXIzvVlLEXrv2Zp/Bvdl7UFldaHeWXXprDOeSJHVy500cwwU3T6WyqqZurLRLMd9+/75brTnfVF3DrKXrmLZkLdOXrGHaa2v497Sl3DhlYd1jBpV1zwX2wVlgH9SbUQOcZZeay3AuSVInVxvAt9etpVtJMfsN6cN+Q/rUjaWUWLZu0xuBfckapr+2lv+8srxulr1rSRF77dqLfQaVZaG9N/sMKqNvT2fZpYZcc55xzbkkSS1nU3UNs5euz8L6GqYtWcu0JWtYsX5z3WMGlXVn78G969az7zu4zFl2dQquOZckSW2qW0kx+w4pY98hZVuNL1u76U2B/dFZy6mqeWOWfc9dem0V2PceXEa/JmbZ7dGujsRwLkmS2szA3t0Y2HsgR+01sG5sc/UWZi9bV7ckZtqSNTw4Yxk3Pf3GWvZdy7ptdeHpPtks+x0vLNlqvfyiikouuHkqgAFd7ZLhXJIk5VXXkqIsdL95ln36a7lOMdOWrGHaa2t5bPacN2bZi4tIpLr7tSqrarj07hmGc7VLhnNJklSQamfZj9xz61n2OcvX1bV3/P3Dcxrdd1FFJSdc/ghD+5YytLyUYX17MLS8NHe/byll3bu01WlIO8RwLkmS2o2uJUXsPaiMvQeVwTi4/YUljfZo79G1mLLSLkxfspb7pi1lU/WWrbaXdS9haBbYh/XNfdWF9/JS+vXsSkS01WlJdQznkiSp3dpWj/Yfnzi2bllLSonl6zazcNUGFlVUsmhVZd2fC1Zu4Ik5K1i3qXqr45Z2Ka4L6kPrhffcnz3YpXc3iooM72p5hnNJktRuNadHe0RkS2S6MW5E3zcdI6XEmspqFlZsYOGqrcP7oopKXlhYwaoNVVvt07W4iMHl3XPhvXbZTL0AP6hPd7o0oyWknWbUkH3OM/Y5lyRJ27J+UzWLKypZWFHZIMDnZuNfX7Npq8cXRa6P+1Zr3hssnfnXi681Out/0UljDegdnH3OJUmS3oKe3UrYc9fe7Llr70a3b6quYUnFxroZ94WrNrAwuz3l1VX884Ul1GzZekK0KKDBEJVVNfzk7umG807McC5JkvQWdSspZuSAnowc0LPR7dU1W3h97aZsxn0Di1ZV8tN7Zjb62MUVGznh8kfqPohpn+yDmPqU2mGmMzCcS5IktbKS4qK69enQD4DrJi9otNNMz27F9Opewj0vv871Ty2oGx9aXso+g3vXfRjT3oN7M7J/T4q9MLVDMZxLkiTlwbY6zfxoUm7NeUqJZWs38fKSNUxbspbpr61h2pI1PDBjWd0Sme5dihiza29n2TsQw7kkSVIebK/TTESwS1l3dinrzjvH7FK336bqGl55fR3TX8t9cur019Y0OsteG9adZW9f7NaSsVuLJElqr7Y1yz572fqmZ9kHldGnh7Psbc1uLZIkSR1YS82y7z0496ez7PmTl3AeEV8BPgMkYCrw30AP4AZgJDAP+EhKaVX2+AuAM4Aa4JyU0t3Z+CHAVUApcCfw5ZRSiohuwNXAIcAK4JSU0ry2OTtJkqTC0K2kmP2H9mH/oX3qxlJKLF27iWkNZtkfnLmdtewNZtn9AKXW0ebLWiJiKPAIsG9KqTIibiQXrPcFVqaULo6I84G+KaVvRMS+wHXABGAI8G9gr5RSTURMBr4MPJEd47KU0l0R8QXggJTSWRFxKnBiSumUpupyWYskSerMGs6y137V/3TU2ln2ooAHZy6jquaNHOkHKDVfIS5rKQFKI6KK3Iz5YuAC4J3Z9r8ADwLfAE4Ark8pbQLmRsQsYEJEzAPKUkqPA0TE1cAk4K5sn+9mx7oJuDwiIrnAXpIkqVE7Mss+8/V1b9q/sqqG829+gRcWrmZIeXcG9yllcHl3hvQpZWDvbi6TaaY2D+cppUUR8VNgPlAJ3JNSuicidk0pLckesyQiahdMDSU3M15rYTZWld1uOF67z4LsWNURsRroDyyvX0tEnAmcCTBixIiWO0lJkqQOICLYtaw7uzZYyz7q/DtobMZzY9UWrn9qPhs212w1XlKUO87gPt0ZXF7KkD71b+dCfP+eXYkwwLd5OI+IvuRmtkcBFcDfI+ITTe3SyFhqYrypfbYeSOkK4ArILWtpogZJkiRlhpSXNvoBSkPLS3nkG+9iTWU1i1dXsmR1JYsrNrJkdSVLKjayeHUlLyys4O6XNrK5estW+3YtKcoF9j7d6wL74D6ldbPwQ/qUUlZa0uEDfD6WtbwbmJtSWgYQETcDbwNej4jB2az5YGBp9viFwPB6+w8jtwxmYXa74Xj9fRZGRAnQB1jZSucjSZLUqWzrA5TOmziGiKBPjy706dGFfQaXNbp/SokV6zfXBfYlFZUsXr2RxRWVLFm9kSfmrOD1tZvqLlCt1aNrcS68l5dmQb5eeM/+7Nlt+/G2kC9mzUc4nw8cHhE9yC1rORaYAqwHTgcuzv68NXv8bcC1EfFzcheE7glMzi4IXRsRhwNPAqcBv6q3z+nA48CHgftdby5JktQytvcBStsTEQzo1Y0BvboxdlifRh9TsyWxdO3GN828L8nuT39tLcvWbnrTfmXdS94I73VLaEoZUp4L8E/NXcm3b32p7o3FoopKLrh56lbnlU95+RCiiPgecApQDTxLrq1iL+BGYAS5AH9ySmll9vhvAp/OHn9uSumubHw8b7RSvAs4O2ul2B34KzCO3Iz5qSmlOU3VZLcWSZKk9mVz9RZeX/PGjHv98F4b6ut3m2nK0PJSHj3/mFauOKepbi1+QmjGcC5JktTxVG6uyc28Z8tmzrvphUYfF8Dci49vk5qaCudFbVKBJEmSlAelXYsZPbAXb99jACePH87Q8tJGHzdkG+NtzXAuSZKkTuO8iWMo7VK81VjtxayFIF8fQiRJkiS1ubd6MWtrM5xLkiSpU5k0bmjBhPGGXNYiSZIkFQjDuSRJklQgDOeSJElSgTCcS5IkSQXCcC5JkiQVCMO5JEmSVCAM55IkSVKBMJxLkiRJBcJwLkmSJBUIw7kkSZJUICKllO8aCkJELANezXcd7dAAYHm+i+hkfM3zw9c9P3zd256veX74uudHvl733VJKAxvbYDjXWxIRU1JK4/NdR2fia54fvu754eve9nzN88PXPT8K8XV3WYskSZJUIAznkiRJUoEwnOutuiLfBXRCvub54eueH77ubc/XPD983fOj4F5315xLkiRJBcKZc0mSJKlAGM61wyJieEQ8EBHTIuKliPhyvmvqTCKiOCKejYjb811LZxER5RFxU0RMz37uj8h3TR1dRHwl+/flxYi4LiK657umjigiroyIpRHxYr2xfhFxb0S8kv3ZN581dkTbeN0vzf6NeSEi/hER5XksscNp7DWvt+3rEZEiYkA+amvIcK6dUQ18LaW0D3A48MWI2DfPNXUmXwam5buITuZ/gX+llPYGDsTXv1VFxFDgHGB8Sml/oBg4Nb9VdVhXAe9tMHY+cF9KaU/gvuy+WtZVvPl1vxfYP6V0ADATuKCti+rgruLNrzkRMRx4DzC/rQvaFsO5dlhKaUlK6Zns9lpyQWVofqvqHCJiGHA88Md819JZREQZcBTwJ4CU0uaUUkVei+ocSoDSiCgBegCL81xPh5RSehhY2WD4BOAv2e2/AJPasqbOoLHXPaV0T0qpOrv7BDCszQvrwLbxsw7wC+B/gIK5CNNwrrckIkYC44An81xKZ/FLcv+IbMlzHZ3JaGAZ8OdsOdEfI6JnvovqyFJKi4CfkpvJWgKsTindk9+qOpVdU0pLIDcZA+yS53o6o08Dd+W7iI4uIj4ILEopPZ/vWuoznGunRUQv4P+Ac1NKa/JdT0cXEe8HlqaUns53LZ1MCXAw8NuU0jhgPf6av1Vla5xPAEYBQ4CeEfGJ/FYltY2I+Ca55aPX5LuWjiwiegDfBP5fvmtpyHCunRIRXcgF82tSSjfnu55O4u3AByNiHnA9cExE/C2/JXUKC4GFKaXa3w7dRC6sq/W8G5ibUlqWUqoCbgbelueaOpPXI2IwQPbn0jzX02lExOnA+4GPJ3tdt7bdyU0APJ/9vzoMeCYiBuW1Kgzn2gkREeTW305LKf083/V0FimlC1JKw1JKI8ldHHd/SsnZxFaWUnoNWBARY7KhY4GX81hSZzAfODwiemT/3hyLF+G2pduA07PbpwO35rGWTiMi3gt8A/hgSmlDvuvp6FJKU1NKu6SURmb/ry4EDs7+zc8rw7l2xtuBT5KbuX0u+3pfvouSWtHZwDUR8QJwEPDj/JbTsWW/pbgJeAaYSu7/qoL7FL+OICKuAx4HxkTEwog4A7gYeE9EvEKui8XF+ayxI9rG63450Bu4N/t/9Xd5LbKD2cZrXpD8hFBJkiSpQDhzLkmSJBUIw7kkSZJUIAznkiRJUoEwnEuSJEkFwnAuSZIkFQjDuSQVgIhIEfGzeve/HhHfbaFjXxURH26JY23neU6OiGkR8UBr1hURIyPiYzteoSQVPsO5JBWGTcBJETEg34XUFxHFO/DwM4AvpJTe1Vr1ZEYCOxTOd/A8JClvDOeSVBiqyX3Qzlcabmg4wxwR67I/3xkRD0XEjRExMyIujoiPR8TkiJgaEbvXO8y7I+I/2ePen+1fHBGXRsRTEfFCRHyu3nEfiIhryX0IUMN6Ppod/8WIuCQb+3/AO4DfRcSljezzP9k+z0fEmz7UJiLm1b4xiYjxEfFgdvvoeh929mxE9Cb3oThHZmNfae55RETPiLgjq+HFiDilOd8YSWpLJfkuQJJU59fACxHxkx3Y50BgH2AlMAf4Y0ppQkR8mdwnm56bPW4kcDSwO/BAROwBnAasTikdGhHdgEcj4p7s8ROA/VNKc+s/WUQMAS4BDgFWAfdExKSU0vcj4hjg6ymlKQ32+S9gEnBYSmlDRPTbgfP7OvDFlNKjEdEL2Aicnz1P7ZuMM5tzHhHxIWBxSun4bL8+O1CHJLUJZ84lqUCklNYAVwPn7MBuT6WUlqSUNgGzgdpQOpVcIK91Y0ppS0rpFXIhfm/gOOC0iHgOeBLoD+yZPX5yw2CeORR4MKW0LKVUDVwDHLWdGt8N/DmltCE7z5U7cH6PAj+PiHOA8uw5G2rueUwl9xuESyLiyJTS6h2oQ5LahOFckgrLL8mt3e5Zb6ya7N/riAiga71tm+rd3lLv/ha2/u1oavA8CQjg7JTSQdnXqJRSbbhfv436opnn0XCfhs/fUN05At3rikzpYuAzQCnwRETsvY3jb/c8Ukozyc34TwUuypbiSFJBMZxLUgHJZpVvJBfQa80jFyoBTgC67MShT46Iomwd+mhgBnA38PmI6AIQEXtFRM+mDkJuZvroiBiQXWT5UeCh7exzD/DpiOiRPU9jy1rm8cY5fqh2MCJ2TylNTSldAkwhN+O/Fuhdb99mnUe2JGdDSulvwE+Bg7dTtyS1OdecS1Lh+RnwpXr3/wDcGhGTgfvY9qx2U2aQC9G7AmellDZGxB/JLX15JpuRX0Zubfg2pZSWRMQFwAPkZqzvTCndup19/hURBwFTImIzcCdwYYOHfQ/4U0RcSO4NQK1zI+JdQA3wMnAXud8KVEfE88BVwP828zzGApdGxBagCvh8U3VLUj5EStv7TaMkSZKktuCyFkmSJKlAGM4lSZKkAmE4lyRJkgqE4VySJEkqEIZzSZIkqUAYziVJkqQCYTiXJEmSCoThXJIkSSoQ/x+Xcu6KihK0qgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 864x432 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "sse = []\n",
+    "k_list = range(1, 15)\n",
+    "for k in k_list:\n",
+    "    km = KMeans(n_clusters=k)\n",
+    "    km.fit(df_scale)\n",
+    "    sse.append([k, km.inertia_])\n",
+    "    \n",
+    "oca_results_scale = pd.DataFrame({'Cluster': range(1,15), 'SSE': sse})\n",
+    "plt.figure(figsize=(12,6))\n",
+    "plt.plot(pd.DataFrame(sse)[0], pd.DataFrame(sse)[1], marker='o')\n",
+    "plt.title('Optimal Number of Clusters using Elbow Method')\n",
+    "plt.xlabel('Number of clusters')\n",
+    "plt.ylabel('Inertia')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A w praktyce wygląda to tak:\n",
+    "def count_clustering_scores(X, cluster_num, model, score_fun):\n",
+    "    # Napiszmy tę funkcje tak ogólnie, jak to możliwe. \n",
+    "    # Zwróćcie uwagę na przekazanie obiektów typu callable: model i score_fun.\n",
+    "    if isinstance(cluster_num, int):\n",
+    "        cluster_num_iter = [cluster_num]\n",
+    "    else:\n",
+    "        cluster_num_iter = cluster_num\n",
+    "        \n",
+    "    scores = []    \n",
+    "    for k in cluster_num_iter:\n",
+    "        model_instance = model(n_clusters=k)\n",
+    "        labels = model_instance.fit_predict(X)\n",
+    "        wcss = score_fun(X, labels)\n",
+    "        scores.append(wcss)\n",
+    "    \n",
+    "    if isinstance(cluster_num, int):\n",
+    "        return scores[0]\n",
+    "    else:\n",
+    "        return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import silhouette_score\n",
+    "\n",
+    "cluster_num_seq = range(2, 15) # Niektóre metryki nie działają gdy mamy tylko jeden klaster\n",
+    "silhouette_vec = count_clustering_scores(df_scale, cluster_num_seq, KMeans, silhouette_score)\n",
+    "plt.plot(cluster_num_seq, silhouette_vec, 'bx-')\n",
+    "plt.xlabel('k')\n",
+    "plt.ylabel('Silhouette score')\n",
+    "plt.title(\"Silhouette score\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "\n",
+    "## t-SNE - tylko do wizualizacji"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A w praktyce wygląda to tak:\n",
+    "def count_clustering_scores(X, cluster_num, model, score_fun):\n",
+    "    # Napiszmy tę funkcje tak ogólnie, jak to możliwe. \n",
+    "    # Zwróćcie uwagę na przekazanie obiektów typu callable: model i score_fun.\n",
+    "    if isinstance(cluster_num, int):\n",
+    "        cluster_num_iter = [cluster_num]\n",
+    "    else:\n",
+    "        cluster_num_iter = cluster_num\n",
+    "        \n",
+    "    scores = []    \n",
+    "    for k in cluster_num_iter:\n",
+    "        model_instance = model(n_clusters=k)\n",
+    "        labels = model_instance.fit_predict(X)\n",
+    "        wcss = score_fun(X, labels)\n",
+    "        scores.append(wcss)\n",
+    "    \n",
+    "    if isinstance(cluster_num, int):\n",
+    "        return scores[0]\n",
+    "    else:\n",
+    "        return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "tsne = TSNE(n_components=2, perplexity=35, random_state=40)\n",
+    "cords=tsne.fit_transform(df_norm)\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(cords[:, 0], cords[:, 1], marker = 'o')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "from sklearn.manifold import TSNE\n",
+    "tsne = TSNE(n_components=2, perplexity=30, random_state=1)\n",
+    "coordsFIN=tsne.fit_transform(df_scale)\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Klasteryzacja k means"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def count_wcss_scores(X, k_max):\n",
+    "    #  WCSS = within-cluster sum of squares\n",
+    "    scores = []\n",
+    "    for k in range(1, k_max+1):\n",
+    "        kmeans = KMeans(n_clusters=k, random_state=0)\n",
+    "        kmeans.fit(X)\n",
+    "        wcss = kmeans.score(X) * -1 # score returns -WCSS\n",
+    "        scores.append(wcss)\n",
+    "    return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "arr=km.fit_predict(df_scale)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Clustering using all dimensions')"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst).set_title(\"Clustering using all dimensions\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## PCA"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'PCA explained variance')"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA(n_components=10)\n",
+    "pC = pca.fit_transform(df_scale)\n",
+    "ss=pca.explained_variance_ratio_\n",
+    "x=range(1,11)\n",
+    "plt.bar(x, ss)\n",
+    "plt.title(\"PCA explained variance\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'After 2d PCA')"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "pca = PCA(n_components=2)\n",
+    "df_scale\n",
+    "pC = pca.fit_transform(df_scale)\n",
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "arr=km.fit_predict(pC)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst).set_title(\"After 2d PCA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA(n_components=6)\n",
+    "df_scale\n",
+    "pC = pca.fit_transform(df_scale)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "arr=km.fit_predict(pC)\n",
+    "lstFin=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lstFin.append(str(arr[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'After 6d PCA')"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lstFin).set_title(\"After 6d PCA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.metrics import adjusted_mutual_info_score"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Administrative: 0.1911714225049339\n",
+      "Administrative_Duration: 0.08357875479756202\n",
+      "Informational: 0.19900853839620336\n",
+      "Informational_Duration: 0.12721766229391115\n",
+      "ProductRelated: 0.1484832761208349\n",
+      "ProductRelated_Duration: 0.03375928952606079\n",
+      "BounceRates: 0.1960404109937648\n",
+      "ExitRates: 0.1529290770498833\n",
+      "PageValues: 0.03903308724655664\n",
+      "SpecialDay: 0.03465679149476827\n",
+      "Weekend: 0.0019077495844321503\n",
+      "Month_Aug: 0.0004328184754573891\n",
+      "Month_Dec: 0.0013201786813762458\n",
+      "Month_Feb: 0.0059965174586356935\n",
+      "Month_Jul: -0.00012434541256417118\n",
+      "Month_June: 0.0010721039645300598\n",
+      "Month_Mar: 0.0041028422054351235\n",
+      "Month_May: 0.013325994803690044\n",
+      "Month_Nov: 0.011694108974036\n",
+      "Month_Oct: 0.0038509103447635046\n",
+      "Month_Sep: 0.0025558640288833433\n",
+      "OperatingSystems_1: 0.0018967400388558299\n",
+      "OperatingSystems_2: 0.006192047742414939\n",
+      "OperatingSystems_3: 0.005226088316196516\n",
+      "OperatingSystems_4: 0.0009054251071059689\n",
+      "OperatingSystems_5: 5.11214612070386e-05\n",
+      "OperatingSystems_6: -0.0001176003394583869\n",
+      "OperatingSystems_7: -0.0001758544446687089\n",
+      "OperatingSystems_8: 0.001428681474179667\n",
+      "Browser_1: 0.0019170214970306292\n",
+      "Browser_2: 0.0031384612891710464\n",
+      "Browser_3: 0.0007698906504514389\n",
+      "Browser_4: 0.000647880241687398\n",
+      "Browser_5: -9.490192761625973e-05\n",
+      "Browser_6: -0.00010936398219194529\n",
+      "Browser_7: -0.00023750635741884258\n",
+      "Browser_8: 0.001197804100517266\n",
+      "Browser_9: 6.491678839476614e-06\n",
+      "Browser_10: -0.00011812030452019429\n",
+      "Browser_11: 5.11214612070386e-05\n",
+      "Browser_12: 2.2857262405622196e-05\n",
+      "Browser_13: 0.0010735802791310874\n",
+      "Region_1: 0.0002848723945065966\n",
+      "Region_2: -0.0001588067440541682\n",
+      "Region_3: 0.00020220030320159757\n",
+      "Region_4: -0.00024060166687937123\n",
+      "Region_5: -0.00017319269008805635\n",
+      "Region_6: 0.00013021162837568358\n",
+      "Region_7: 0.0007571909728295049\n",
+      "Region_8: 0.00016202759130722752\n",
+      "Region_9: 0.00044147234789494423\n",
+      "TrafficType_1: 0.005766241169550866\n",
+      "TrafficType_2: 0.03716033350705932\n",
+      "TrafficType_3: 0.012724816831965016\n",
+      "TrafficType_4: 0.001185559959374187\n",
+      "TrafficType_5: 0.0019005192587427105\n",
+      "TrafficType_6: 0.00016667950741810342\n",
+      "TrafficType_7: 0.00024684160203799604\n",
+      "TrafficType_8: 0.00237075261655813\n",
+      "TrafficType_9: 0.00015213729765437166\n",
+      "TrafficType_10: 0.00043107863662806314\n",
+      "TrafficType_11: 0.000507622385613376\n",
+      "TrafficType_12: 3.1652726894261757e-05\n",
+      "TrafficType_13: 0.013509752840179204\n",
+      "TrafficType_14: 0.00020424964345374695\n",
+      "TrafficType_15: 0.001010274235980653\n",
+      "TrafficType_16: -0.00010231845781195034\n",
+      "TrafficType_17: 3.1652726894261757e-05\n",
+      "TrafficType_18: -0.00015010901086953923\n",
+      "TrafficType_19: -7.085641826230404e-05\n",
+      "TrafficType_20: 0.0006264591771941439\n",
+      "VisitorType_New_Visitor: 0.03714991247964353\n",
+      "VisitorType_Other: 0.0012437771428175843\n",
+      "VisitorType_Returning_Visitor: 0.03594368145144588\n"
+     ]
+    }
+   ],
+   "source": [
+    "for i in range(len(df_scale.columns)):\n",
+    "    print(f\"{df_scale.columns[i]}: {adjusted_mutual_info_score(df_scale.iloc[:, i], lst)}\" ) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pca = PCA(n_components=2)\n",
+    "pC2 = pca.fit_transform(df_scale)\n",
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "km_pC2_pred=km.fit_predict(pC2)\n",
+    "lst=[]\n",
+    "for i in range(len(km_pC2_pred)):\n",
+    "    lst.append(str(km_pC2_pred[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pca = PCA(n_components=6)\n",
+    "pC6 = pca.fit_transform(df_scale)\n",
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "km_pC6_pred=km.fit_predict(pC6)\n",
+    "lst=[]\n",
+    "for i in range(len(km_pC6_pred)):\n",
+    "    lst.append(str(km_pC6_pred[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "km_pred=km.fit_predict(df_scale)\n",
+    "lst=[]\n",
+    "for i in range(len(km_pred)):\n",
+    "    lst.append(str(km_pred[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "km=KMeans(n_clusters=7, random_state=50)\n",
+    "km_pred2=km.fit_predict(df_scale)\n",
+    "lst=[]\n",
+    "for i in range(len(km_pred)):\n",
+    "    lst.append(str(km_pred[i]))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9872288327165795"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "adjusted_mutual_info_score(km_pred,km_pred2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Informacja wzajemna klastrowań przed i po PCA\n",
+    "### PCA n_component = 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.9301404284248578"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "adjusted_mutual_info_score(km_pred,km_pC6_pred)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### PCA n_component = 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.44937202726312775"
+      ]
+     },
+     "execution_count": 28,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "adjusted_mutual_info_score(km_pred,km_pC2_pred)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Stabilność(?)\n",
+    "### PCA n_component = 6"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean mutual info score of random non-PCA / PCA clusters: 0.9276728645726207\n",
+      "Std of random non-PCA / PCA clusters: 0.011029566912655437\n"
+     ]
+    }
+   ],
+   "source": [
+    "pca = PCA(n_components=6)\n",
+    "pC6 = pca.fit_transform(df_scale)\n",
+    "mis = []\n",
+    "for i in range(20):\n",
+    "    km=KMeans(n_clusters=7)\n",
+    "    km_pC6_pred=km.fit_predict(pC6)\n",
+    "        \n",
+    "    km=KMeans(n_clusters=7)\n",
+    "    km_pred=km.fit_predict(df_scale)\n",
+    "\n",
+    "    mis.append(adjusted_mutual_info_score(km_pred,km_pC6_pred))\n",
+    "\n",
+    "print(f\"Mean mutual info score of random non-PCA / PCA clusters: {np.mean(mis)}\")\n",
+    "print(f\"Std of random non-PCA / PCA clusters: {np.std(mis)}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### PCA n_component = 2"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Mean mutual info score of random non-PCA / PCA clusters: 0.4473783793300722\n",
+      "Std of random non-PCA / PCA clusters: 0.0017477419495951722\n"
+     ]
+    }
+   ],
+   "source": [
+    "pca = PCA(n_components=2)\n",
+    "pC6 = pca.fit_transform(df_scale)\n",
+    "mis = []\n",
+    "for i in range(20):\n",
+    "    km=KMeans(n_clusters=7)\n",
+    "    km_pC2_pred=km.fit_predict(pC2)\n",
+    "        \n",
+    "    km=KMeans(n_clusters=7)\n",
+    "    km_pred=km.fit_predict(df_scale)\n",
+    "\n",
+    "    mis.append(adjusted_mutual_info_score(km_pred,km_pC2_pred))\n",
+    "\n",
+    "print(f\"Mean mutual info score of random non-PCA / PCA clusters: {np.mean(mis)}\")\n",
+    "print(f\"Std of random non-PCA / PCA clusters: {np.std(mis)}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## TSNE na PCA (tylko żeby spróbwać)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n",
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "pca = PCA(n_components=2)\n",
+    "pC = pca.fit_transform(df_scale)\n",
+    "tsne = TSNE(n_components=2, perplexity=35, random_state=40)\n",
+    "coordsFIN=tsne.fit_transform(pC)\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o')\n",
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "arr=km.fit_predict(pC)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n",
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 32,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "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": [
+    "pca = PCA(n_components=6)\n",
+    "pC = pca.fit_transform(df_scale)\n",
+    "tsne = TSNE(n_components=2, perplexity=35, random_state=40)\n",
+    "#coordsFIN=tsne.fit_transform(pC)\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o')\n",
+    "km=KMeans(n_clusters=7, random_state=40)\n",
+    "arr=km.fit_predict(pC)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Charakterystyka klastrów"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Korelacje"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Informacja wzajemna - all"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sklearn.metrics as metrics\n",
+    "def mtr(x, y):\n",
+    "    return metrics.normalized_mutual_info_score(x, y)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df=df.dropna()\n",
+    "X=df.copy().drop(nums, axis=1)\n",
+    "cats=[\"Month\", \"OperatingSystems\" ,\"Browser\" ,\"Region\" , \"TrafficType\",\"VisitorType\",\"Weekend\",\"Revenue\"]\n",
+    "from sklearn import preprocessing\n",
+    "le = preprocessing.LabelEncoder()\n",
+    "for n in cats:\n",
+    "    X[n]=le.fit_transform(X[n])\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X[\"Cluster\"]=lst\n",
+    "cats.append(\"Cluster\")\n",
+    "dst=metrics.pairwise_distances(X.T, metric=mtr)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[Text(0, 0.5, 'Month'),\n",
+       " Text(0, 1.5, 'OperatingSystems'),\n",
+       " Text(0, 2.5, 'Browser'),\n",
+       " Text(0, 3.5, 'Region'),\n",
+       " Text(0, 4.5, 'TrafficType'),\n",
+       " Text(0, 5.5, 'VisitorType'),\n",
+       " Text(0, 6.5, 'Weekend'),\n",
+       " Text(0, 7.5, 'Revenue'),\n",
+       " Text(0, 8.5, 'Cluster')]"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10, 10))\n",
+    "p=sns.heatmap(dst, annot=True, annot_kws={'size': 11}, fmt='.2f')\n",
+    "p.set_xticklabels(cats, rotation=45)\n",
+    "p.set_yticklabels(cats, rotation=45)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Informacja wzajemna - szczegółowo"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:ylabel='cats'>"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "X=df.copy().drop(nums, axis=1)\n",
+    "X[\"Cluster\"]=lst\n",
+    "cats=[\"Month\", \"OperatingSystems\" ,\"Browser\" ,\"Region\" , \"TrafficType\",\"VisitorType\",\"Weekend\",\"Revenue\"]\n",
+    "from sklearn import preprocessing\n",
+    "le = preprocessing.LabelEncoder()\n",
+    "for n in cats:\n",
+    "    X[n]=le.fit_transform(X[n])\n",
+    "\n",
+    "    \n",
+    "X=pd.get_dummies(X, columns=[\"Cluster\"] )\n",
+    "cls=[\"Cluster_0\",\"Cluster_1\", \"Cluster_2\", \"Cluster_3\", \"Cluster_4\", \"Cluster_5\", \"Cluster_6\" ]    \n",
+    "\n",
+    "\n",
+    "cats2=np.concatenate((cats, cls))\n",
+    "dst=pd.DataFrame(metrics.pairwise_distances(X.T, metric=mtr))\n",
+    "dst[\"cats\"]=cats2\n",
+    "dst=dst.set_index(\"cats\")\n",
+    "dst.columns=cats2\n",
+    "dst=dst[cls]\n",
+    "dst=dst.iloc[dst.index.isin(cats)]\n",
+    "\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.heatmap(dst, annot=True, annot_kws={'size': 11}, fmt='.2f')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Korelacja"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy import stats\n",
+    "X=df.copy().dropna()\n",
+    "X[\"Cluster\"]=lst\n",
+    "nums=[\"Administrative\", \"Administrative_Duration\", \n",
+    "      \"Informational\", \"Informational_Duration\", \n",
+    "      \"ProductRelated\", \"ProductRelated_Duration\",\n",
+    "     \"BounceRates\", \"ExitRates\", \"PageValues\", \"SpecialDay\"] \n",
+    "times=[\"Administrative_Duration\", \"Informational_Duration\", \"ProductRelated_Duration\"]\n",
+    "X=pd.get_dummies(X, columns=[\"Cluster\"] )\n",
+    "cls=[\"Cluster_0\",\"Cluster_1\", \"Cluster_2\", \"Cluster_3\", \"Cluster_4\", \"Cluster_5\", \"Cluster_6\" ]\n",
+    "X[times] = X[times][X<X.quantile(0.997)]\n",
+    "corr=X.corr()[cls]\n",
+    "nums.append(\"Revenue\")\n",
+    "nums.append(\"Weekend\")\n",
+    "X=X.replace(True, 1)\n",
+    "X=X.replace(False, 0)\n",
+    "corr=corr.iloc[corr.index.isin(nums)]\n",
+    "plt.figure(figsize=(10, 10))\n",
+    "sns.heatmap(corr, annot=True, annot_kws={'size': 11}, fmt='.2f')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## charakterystyka klastrów"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Czas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, '% of transactions by cluster')"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df_scale2=df.dropna().copy()\n",
+    "df_scale_lbs=df_scale2.copy()\n",
+    "df_scale_lbs[\"lbs\"]=lst\n",
+    "tmp=pd.DataFrame()\n",
+    "tmp[\"lab\"]=[]\n",
+    "tmp[\"score\"]=[]\n",
+    "tmp=df_scale_lbs.groupby(\"lbs\").agg({'Revenue':['sum', \"count\"]}).reset_index()\n",
+    "tmp.columns=[\"lbs\", \"sum\", \"count\"]\n",
+    "tmp[\"prc\"]=tmp[\"sum\"]/tmp[\"count\"]\n",
+    "plt.bar(tmp[\"lbs\"], tmp[\"prc\"])\n",
+    "plt.title(\"% of transactions by cluster\")\n",
+    "    \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Months"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "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>Month</th>\n",
+       "      <th>Aug</th>\n",
+       "      <th>Dec</th>\n",
+       "      <th>Feb</th>\n",
+       "      <th>Jul</th>\n",
+       "      <th>June</th>\n",
+       "      <th>Mar</th>\n",
+       "      <th>May</th>\n",
+       "      <th>Nov</th>\n",
+       "      <th>Oct</th>\n",
+       "      <th>Sep</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0.042596</td>\n",
+       "      <td>0.154158</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.036511</td>\n",
+       "      <td>0.012170</td>\n",
+       "      <td>0.148073</td>\n",
+       "      <td>0.210953</td>\n",
+       "      <td>0.310345</td>\n",
+       "      <td>0.048682</td>\n",
+       "      <td>0.036511</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0.024044</td>\n",
+       "      <td>0.131148</td>\n",
+       "      <td>0.042623</td>\n",
+       "      <td>0.039344</td>\n",
+       "      <td>0.040437</td>\n",
+       "      <td>0.178142</td>\n",
+       "      <td>0.311475</td>\n",
+       "      <td>0.209836</td>\n",
+       "      <td>0.013115</td>\n",
+       "      <td>0.009836</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0.048116</td>\n",
+       "      <td>0.139130</td>\n",
+       "      <td>0.001739</td>\n",
+       "      <td>0.032464</td>\n",
+       "      <td>0.022029</td>\n",
+       "      <td>0.132174</td>\n",
+       "      <td>0.221449</td>\n",
+       "      <td>0.272464</td>\n",
+       "      <td>0.077101</td>\n",
+       "      <td>0.053333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>0.036619</td>\n",
+       "      <td>0.158045</td>\n",
+       "      <td>0.012115</td>\n",
+       "      <td>0.040158</td>\n",
+       "      <td>0.025320</td>\n",
+       "      <td>0.185543</td>\n",
+       "      <td>0.211271</td>\n",
+       "      <td>0.246937</td>\n",
+       "      <td>0.044650</td>\n",
+       "      <td>0.039341</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.054604</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.945396</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "      <td>0.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>0.034384</td>\n",
+       "      <td>0.091691</td>\n",
+       "      <td>0.002865</td>\n",
+       "      <td>0.040115</td>\n",
+       "      <td>0.045845</td>\n",
+       "      <td>0.028653</td>\n",
+       "      <td>0.083095</td>\n",
+       "      <td>0.581662</td>\n",
+       "      <td>0.045845</td>\n",
+       "      <td>0.045845</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>0.046931</td>\n",
+       "      <td>0.176895</td>\n",
+       "      <td>0.001805</td>\n",
+       "      <td>0.023466</td>\n",
+       "      <td>0.009025</td>\n",
+       "      <td>0.102888</td>\n",
+       "      <td>0.231047</td>\n",
+       "      <td>0.299639</td>\n",
+       "      <td>0.064982</td>\n",
+       "      <td>0.043321</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "Month       Aug       Dec       Feb       Jul      June       Mar       May  \\\n",
+       "0      0.042596  0.154158  0.000000  0.036511  0.012170  0.148073  0.210953   \n",
+       "1      0.024044  0.131148  0.042623  0.039344  0.040437  0.178142  0.311475   \n",
+       "2      0.048116  0.139130  0.001739  0.032464  0.022029  0.132174  0.221449   \n",
+       "3      0.036619  0.158045  0.012115  0.040158  0.025320  0.185543  0.211271   \n",
+       "4      0.000000  0.000000  0.054604  0.000000  0.000000  0.000000  0.945396   \n",
+       "5      0.034384  0.091691  0.002865  0.040115  0.045845  0.028653  0.083095   \n",
+       "6      0.046931  0.176895  0.001805  0.023466  0.009025  0.102888  0.231047   \n",
+       "\n",
+       "Month       Nov       Oct       Sep  \n",
+       "0      0.310345  0.048682  0.036511  \n",
+       "1      0.209836  0.013115  0.009836  \n",
+       "2      0.272464  0.077101  0.053333  \n",
+       "3      0.246937  0.044650  0.039341  \n",
+       "4      0.000000  0.000000  0.000000  \n",
+       "5      0.581662  0.045845  0.045845  \n",
+       "6      0.299639  0.064982  0.043321  "
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X=df.dropna().copy()\n",
+    "X[\"lbs\"]=lst\n",
+    "X\n",
+    "X=X[[\"Month\", \"lbs\"]]\n",
+    "X=X.groupby([\"Month\", \"lbs\"]).agg({'Month':[\"count\"]}).reset_index()\n",
+    "X\n",
+    "X.columns=[\"Month\", \"lbs\", \"count\"]\n",
+    "X=X.pivot(columns=\"Month\", index=\"lbs\", values=\"count\")\n",
+    "X=X.fillna(0)\n",
+    "\n",
+    "X=X.T\n",
+    "for i in X.columns:\n",
+    "    X[i] = X[i]/X[i].sum()\n",
+    "X=X.T\n",
+    "#X.columns=[\"1\",  \"2\", \"3\", \"4\", \"5\", \"6\", \"7\", \"8\"]\n",
+    "X=X.reset_index().drop([\"lbs\"], axis=1)\n",
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, ax = plt.subplots()\n",
+    "bot=[0]*7\n",
+    "labs=[\"0\", \"1\", \"2\", \"3\", \"4\", \"5\", \"6\"]\n",
+    "colors=[\"r\", \"b\", \"g\", \"y\", \"c\", \"m\", \"lightgreen\", \"peachpuff\", \"lightsteelblue\", \"tan\", \"violet\" ]\n",
+    "width=1\n",
+    "for i in range(len(X.columns)):\n",
+    "    ax.bar(labs, X[X.columns[i]],  width, bottom=bot, color=colors[i], label=X.columns[i])\n",
+    "    bot+=X[X.columns[i]]\n",
+    "\n",
+    "ax.legend()\n",
+    "ax.set_ylabel('Month')\n",
+    "ax.set_xlabel('Cluster')\n",
+    "ax.set_ylim([0, 1.1])\n",
+    "ax.set_xlim([-1, 10])\n",
+    "plt.show()\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Czas"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'avg. total time by cluster')"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from scipy import stats\n",
+    "\n",
+    "\n",
+    "\n",
+    "\n",
+    "df_scale_lbs=df_scale.dropna().copy()\n",
+    " # without outliers\n",
+    "df_scale_lbs[\"Time\"]=df[\"ProductRelated_Duration\"]+df[\"Administrative_Duration\"]+df[\"Informational_Duration\"]\n",
+    "x = df_scale_lbs[\"Time\"]\n",
+    "ind=(x<x.quantile(.997)).to_numpy()\n",
+    "lst_outliers=np.array(lst)\n",
+    "\n",
+    "\n",
+    "lst_outliers=lst_outliers[ind]\n",
+    "\n",
+    "df_scale_lbs = df_scale_lbs[ind]\n",
+    "\n",
+    "\n",
+    "\n",
+    "df_scale_lbs[\"lbs\"]=lst_outliers\n",
+    "df_scale_lbs[df_scale_lbs[\"Time\"]<0]=0\n",
+    "df_scale_lbs[\"Time\"]=pd.to_numeric(df_scale_lbs[\"Time\"])\n",
+    "tmp=df_scale_lbs.groupby(\"lbs\").agg({'Time':['sum', \"count\"]}).reset_index()\n",
+    "tmp.columns=[\"lbs\", \"sum\", \"count\"]\n",
+    "tmp[\"prc\"]=tmp[\"sum\"]/tmp[\"count\"]\n",
+    "tmp[\"lbs\"]=pd.to_numeric(tmp[\"lbs\"])\n",
+    "plt.bar(tmp[\"lbs\"], tmp[\"prc\"])\n",
+    "plt.title(\"avg. total time by cluster\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.pdf" "b/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.pdf"
new file mode 100644
index 000000000..e6296c26b
Binary files /dev/null and "b/Projekty/Projekt2/Smole\305\204_Solowa/Klastrowanie_charakterystki_klastr\303\263w.pdf" differ
diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/klastrowanie-hierarchiczne.ipynb" "b/Projekty/Projekt2/Smole\305\204_Solowa/klastrowanie-hierarchiczne.ipynb"
new file mode 100644
index 000000000..db515c3b6
--- /dev/null
+++ "b/Projekty/Projekt2/Smole\305\204_Solowa/klastrowanie-hierarchiczne.ipynb"
@@ -0,0 +1,1284 @@
+{
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 56,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd \n",
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "import seaborn as sns\n",
+    "import pandas_profiling\n",
+    "import copy\n",
+    "from sklearn.decomposition import PCA\n",
+    "import sklearn.metrics\n",
+    "from sklearn import manifold\n",
+    "from sklearn.cluster import AgglomerativeClustering\n",
+    "from sklearn.manifold import TSNE\n",
+    "from sklearn.preprocessing import StandardScaler"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 57,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df=pd.read_csv(\"online_shoppers_intention.csv\")\n",
+    "df=df.dropna()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 58,
+   "metadata": {},
+   "outputs": [
+    {
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+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>Administrative</th>\n",
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+       "      <th>Informational</th>\n",
+       "      <th>Informational_Duration</th>\n",
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+       "      <th>ProductRelated_Duration</th>\n",
+       "      <th>BounceRates</th>\n",
+       "      <th>ExitRates</th>\n",
+       "      <th>PageValues</th>\n",
+       "      <th>SpecialDay</th>\n",
+       "      <th>...</th>\n",
+       "      <th>TrafficType_14</th>\n",
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+       "      <th>TrafficType_20</th>\n",
+       "      <th>VisitorType_New_Visitor</th>\n",
+       "      <th>VisitorType_Other</th>\n",
+       "      <th>VisitorType_Returning_Visitor</th>\n",
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+       "    <tr>\n",
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+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>12316 rows × 75 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Administrative  Administrative_Duration  Informational  \\\n",
+       "0                 0.0                      0.0            0.0   \n",
+       "1                 0.0                      0.0            0.0   \n",
+       "2                 0.0                     -1.0            0.0   \n",
+       "3                 0.0                      0.0            0.0   \n",
+       "4                 0.0                      0.0            0.0   \n",
+       "...               ...                      ...            ...   \n",
+       "12325             3.0                    145.0            0.0   \n",
+       "12326             0.0                      0.0            0.0   \n",
+       "12327             0.0                      0.0            0.0   \n",
+       "12328             4.0                     75.0            0.0   \n",
+       "12329             0.0                      0.0            0.0   \n",
+       "\n",
+       "       Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
+       "0                         0.0             1.0                 0.000000   \n",
+       "1                         0.0             2.0                64.000000   \n",
+       "2                        -1.0             1.0                -1.000000   \n",
+       "3                         0.0             2.0                 2.666667   \n",
+       "4                         0.0            10.0               627.500000   \n",
+       "...                       ...             ...                      ...   \n",
+       "12325                     0.0            53.0              1783.791667   \n",
+       "12326                     0.0             5.0               465.750000   \n",
+       "12327                     0.0             6.0               184.250000   \n",
+       "12328                     0.0            15.0               346.000000   \n",
+       "12329                     0.0             3.0                21.250000   \n",
+       "\n",
+       "       BounceRates  ExitRates  PageValues  SpecialDay  ...  TrafficType_14  \\\n",
+       "0         0.200000   0.200000    0.000000         0.0  ...               0   \n",
+       "1         0.000000   0.100000    0.000000         0.0  ...               0   \n",
+       "2         0.200000   0.200000    0.000000         0.0  ...               0   \n",
+       "3         0.050000   0.140000    0.000000         0.0  ...               0   \n",
+       "4         0.020000   0.050000    0.000000         0.0  ...               0   \n",
+       "...            ...        ...         ...         ...  ...             ...   \n",
+       "12325     0.007143   0.029031   12.241717         0.0  ...               0   \n",
+       "12326     0.000000   0.021333    0.000000         0.0  ...               0   \n",
+       "12327     0.083333   0.086667    0.000000         0.0  ...               0   \n",
+       "12328     0.000000   0.021053    0.000000         0.0  ...               0   \n",
+       "12329     0.000000   0.066667    0.000000         0.0  ...               0   \n",
+       "\n",
+       "       TrafficType_15  TrafficType_16  TrafficType_17  TrafficType_18  \\\n",
+       "0                   0               0               0               0   \n",
+       "1                   0               0               0               0   \n",
+       "2                   0               0               0               0   \n",
+       "3                   0               0               0               0   \n",
+       "4                   0               0               0               0   \n",
+       "...               ...             ...             ...             ...   \n",
+       "12325               0               0               0               0   \n",
+       "12326               0               0               0               0   \n",
+       "12327               0               0               0               0   \n",
+       "12328               0               0               0               0   \n",
+       "12329               0               0               0               0   \n",
+       "\n",
+       "       TrafficType_19  TrafficType_20  VisitorType_New_Visitor  \\\n",
+       "0                   0               0                        0   \n",
+       "1                   0               0                        0   \n",
+       "2                   0               0                        0   \n",
+       "3                   0               0                        0   \n",
+       "4                   0               0                        0   \n",
+       "...               ...             ...                      ...   \n",
+       "12325               0               0                        0   \n",
+       "12326               0               0                        0   \n",
+       "12327               0               0                        0   \n",
+       "12328               0               0                        0   \n",
+       "12329               0               0                        1   \n",
+       "\n",
+       "       VisitorType_Other  VisitorType_Returning_Visitor  \n",
+       "0                      0                              1  \n",
+       "1                      0                              1  \n",
+       "2                      0                              1  \n",
+       "3                      0                              1  \n",
+       "4                      0                              1  \n",
+       "...                  ...                            ...  \n",
+       "12325                  0                              1  \n",
+       "12326                  0                              1  \n",
+       "12327                  0                              1  \n",
+       "12328                  0                              1  \n",
+       "12329                  0                              0  \n",
+       "\n",
+       "[12316 rows x 75 columns]"
+      ]
+     },
+     "execution_count": 58,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "X=df.copy()\n",
+    "X=pd.get_dummies(X, columns=[\"Month\",\"OperatingSystems\", \"Browser\", \"Region\", \"TrafficType\", \"VisitorType\"] )\n",
+    "nums=[\"Administrative\", \"Administrative_Duration\", \n",
+    "      \"Informational\", \"Informational_Duration\", \n",
+    "      \"ProductRelated\", \"ProductRelated_Duration\",\n",
+    "     \"BounceRates\", \"ExitRates\", \"PageValues\", \"SpecialDay\"] \n",
+    "\n",
+    "df_scale=X.copy()\n",
+    "df_scale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 59,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
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+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.463112</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.252130</td>\n",
+       "      <td>-0.691473</td>\n",
+       "      <td>-0.625290</td>\n",
+       "      <td>3.672477</td>\n",
+       "      <td>3.235240</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.668997</td>\n",
+       "      <td>-0.623374</td>\n",
+       "      <td>0.575040</td>\n",
+       "      <td>1.998823</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.489182</td>\n",
+       "      <td>-0.296984</td>\n",
+       "      <td>-0.044447</td>\n",
+       "      <td>0.144196</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12325</th>\n",
+       "      <td>0.205312</td>\n",
+       "      <td>0.362398</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>0.477320</td>\n",
+       "      <td>0.307022</td>\n",
+       "      <td>-0.309942</td>\n",
+       "      <td>-0.287919</td>\n",
+       "      <td>0.341576</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12326</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.601566</td>\n",
+       "      <td>-0.381476</td>\n",
+       "      <td>-0.457439</td>\n",
+       "      <td>-0.446536</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12327</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.579089</td>\n",
+       "      <td>-0.528522</td>\n",
+       "      <td>1.263359</td>\n",
+       "      <td>0.899785</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12328</th>\n",
+       "      <td>0.506267</td>\n",
+       "      <td>-0.033395</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.376798</td>\n",
+       "      <td>-0.444029</td>\n",
+       "      <td>-0.457439</td>\n",
+       "      <td>-0.452321</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12329</th>\n",
+       "      <td>-0.697553</td>\n",
+       "      <td>-0.457458</td>\n",
+       "      <td>-0.396615</td>\n",
+       "      <td>-0.245029</td>\n",
+       "      <td>-0.646520</td>\n",
+       "      <td>-0.613667</td>\n",
+       "      <td>-0.457439</td>\n",
+       "      <td>0.487646</td>\n",
+       "      <td>-0.317363</td>\n",
+       "      <td>-0.309001</td>\n",
+       "      <td>...</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>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>12316 rows × 75 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       Administrative  Administrative_Duration  Informational  \\\n",
+       "0           -0.697553                -0.457458      -0.396615   \n",
+       "1           -0.697553                -0.457458      -0.396615   \n",
+       "2           -0.697553                -0.463112      -0.396615   \n",
+       "3           -0.697553                -0.457458      -0.396615   \n",
+       "4           -0.697553                -0.457458      -0.396615   \n",
+       "...               ...                      ...            ...   \n",
+       "12325        0.205312                 0.362398      -0.396615   \n",
+       "12326       -0.697553                -0.457458      -0.396615   \n",
+       "12327       -0.697553                -0.457458      -0.396615   \n",
+       "12328        0.506267                -0.033395      -0.396615   \n",
+       "12329       -0.697553                -0.457458      -0.396615   \n",
+       "\n",
+       "       Informational_Duration  ProductRelated  ProductRelated_Duration  \\\n",
+       "0                   -0.245029       -0.691473                -0.624767   \n",
+       "1                   -0.245029       -0.668997                -0.591336   \n",
+       "2                   -0.252130       -0.691473                -0.625290   \n",
+       "3                   -0.245029       -0.668997                -0.623374   \n",
+       "4                   -0.245029       -0.489182                -0.296984   \n",
+       "...                       ...             ...                      ...   \n",
+       "12325               -0.245029        0.477320                 0.307022   \n",
+       "12326               -0.245029       -0.601566                -0.381476   \n",
+       "12327               -0.245029       -0.579089                -0.528522   \n",
+       "12328               -0.245029       -0.376798                -0.444029   \n",
+       "12329               -0.245029       -0.646520                -0.613667   \n",
+       "\n",
+       "       BounceRates  ExitRates  PageValues  SpecialDay  ...  TrafficType_14  \\\n",
+       "0         3.672477   3.235240   -0.317363   -0.309001  ...               0   \n",
+       "1        -0.457439   1.174544   -0.317363   -0.309001  ...               0   \n",
+       "2         3.672477   3.235240   -0.317363   -0.309001  ...               0   \n",
+       "3         0.575040   1.998823   -0.317363   -0.309001  ...               0   \n",
+       "4        -0.044447   0.144196   -0.317363   -0.309001  ...               0   \n",
+       "...            ...        ...         ...         ...  ...             ...   \n",
+       "12325    -0.309942  -0.287919    0.341576   -0.309001  ...               0   \n",
+       "12326    -0.457439  -0.446536   -0.317363   -0.309001  ...               0   \n",
+       "12327     1.263359   0.899785   -0.317363   -0.309001  ...               0   \n",
+       "12328    -0.457439  -0.452321   -0.317363   -0.309001  ...               0   \n",
+       "12329    -0.457439   0.487646   -0.317363   -0.309001  ...               0   \n",
+       "\n",
+       "       TrafficType_15  TrafficType_16  TrafficType_17  TrafficType_18  \\\n",
+       "0                   0               0               0               0   \n",
+       "1                   0               0               0               0   \n",
+       "2                   0               0               0               0   \n",
+       "3                   0               0               0               0   \n",
+       "4                   0               0               0               0   \n",
+       "...               ...             ...             ...             ...   \n",
+       "12325               0               0               0               0   \n",
+       "12326               0               0               0               0   \n",
+       "12327               0               0               0               0   \n",
+       "12328               0               0               0               0   \n",
+       "12329               0               0               0               0   \n",
+       "\n",
+       "       TrafficType_19  TrafficType_20  VisitorType_New_Visitor  \\\n",
+       "0                   0               0                        0   \n",
+       "1                   0               0                        0   \n",
+       "2                   0               0                        0   \n",
+       "3                   0               0                        0   \n",
+       "4                   0               0                        0   \n",
+       "...               ...             ...                      ...   \n",
+       "12325               0               0                        0   \n",
+       "12326               0               0                        0   \n",
+       "12327               0               0                        0   \n",
+       "12328               0               0                        0   \n",
+       "12329               0               0                        1   \n",
+       "\n",
+       "       VisitorType_Other  VisitorType_Returning_Visitor  \n",
+       "0                      0                              1  \n",
+       "1                      0                              1  \n",
+       "2                      0                              1  \n",
+       "3                      0                              1  \n",
+       "4                      0                              1  \n",
+       "...                  ...                            ...  \n",
+       "12325                  0                              1  \n",
+       "12326                  0                              1  \n",
+       "12327                  0                              1  \n",
+       "12328                  0                              1  \n",
+       "12329                  0                              0  \n",
+       "\n",
+       "[12316 rows x 75 columns]"
+      ]
+     },
+     "execution_count": 59,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "scaler = StandardScaler()\n",
+    "df_scale[nums]=(df_scale[nums]-df_scale[nums].mean())/df_scale[nums].std() \n",
+    "df_scale"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 60,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A w praktyce wygląda to tak:\n",
+    "def count_clustering_scores(X, cluster_num, linkage, score_fun):\n",
+    "    # Napiszmy tę funkcje tak ogólnie, jak to możliwe. \n",
+    "    # Zwróćcie uwagę na przekazanie obiektów typu callable: model i score_fun.\n",
+    "    if isinstance(cluster_num, int):\n",
+    "        cluster_num_iter = [cluster_num]\n",
+    "    else:\n",
+    "        cluster_num_iter = cluster_num\n",
+    "        \n",
+    "    scores = []    \n",
+    "    for k in cluster_num_iter:\n",
+    "        model_instance = AgglomerativeClustering(n_clusters=k, linkage=linkage)\n",
+    "        labels = model_instance.fit_predict(X)\n",
+    "        wcss = score_fun(X, labels)\n",
+    "        scores.append(wcss)\n",
+    "    \n",
+    "    if isinstance(cluster_num, int):\n",
+    "        return scores[0]\n",
+    "    else:\n",
+    "        return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 61,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import silhouette_score\n",
+    "\n",
+    "cluster_num_seq = range(2, 15) # Niektóre metryki nie działają gdy mamy tylko jeden klaster\n",
+    "for linkage in {'ward', 'complete', 'average', 'single'}:\n",
+    "    silhouette_vec = count_clustering_scores(df_scale, cluster_num_seq, linkage, silhouette_score)\n",
+    "    plt.plot(cluster_num_seq, silhouette_vec, 'bx-')\n",
+    "    plt.xlabel('k')\n",
+    "    plt.ylabel('Silhouette score')\n",
+    "    plt.title(\"Silhouette score\")\n",
+    "    plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# A w praktyce wygląda to tak:\n",
+    "def count_clustering_scores(X, cluster_num, model, score_fun):\n",
+    "    # Napiszmy tę funkcje tak ogólnie, jak to możliwe. \n",
+    "    # Zwróćcie uwagę na przekazanie obiektów typu callable: model i score_fun.\n",
+    "    if isinstance(cluster_num, int):\n",
+    "        cluster_num_iter = [cluster_num]\n",
+    "    else:\n",
+    "        cluster_num_iter = cluster_num\n",
+    "        \n",
+    "    scores = []    \n",
+    "    for k in cluster_num_iter:\n",
+    "        model_instance = model(n_clusters=k)\n",
+    "        labels = model_instance.fit_predict(X)\n",
+    "        wcss = score_fun(X, labels)\n",
+    "        scores.append(wcss)\n",
+    "    \n",
+    "    if isinstance(cluster_num, int):\n",
+    "        return scores[0]\n",
+    "    else:\n",
+    "        return scores"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 63,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "tsne = TSNE(n_components=2, perplexity=35, random_state=40)\n",
+    "coordsFIN=tsne.fit_transform(df_scale)\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 64,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "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": [
+    "ac=AgglomerativeClustering(n_clusters=10)\n",
+    "arr=ac.fit_predict(df_scale)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 65,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 65,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ac=AgglomerativeClustering(n_clusters=8)\n",
+    "arr=ac.fit_predict(df_scale)\n",
+    "lst=[]\n",
+    "for i in range(len(arr)):\n",
+    "    lst.append(str(arr[i]))\n",
+    "plt.figure(figsize=(8,8))\n",
+    "sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "def PCA_fun(n):\n",
+    "    pca = PCA(n_components=n)\n",
+    "    pC = pca.fit_transform(df_scale)\n",
+    "    ac=AgglomerativeClustering(n_clusters=8)\n",
+    "    arr=ac.fit_predict(pC)\n",
+    "    lst=[]\n",
+    "    for i in range(len(arr)):\n",
+    "        lst.append(str(arr[i]))\n",
+    "    plt.figure(figsize=(8,8))\n",
+    "    sns.scatterplot(coordsFIN[:, 0], coordsFIN[:, 1], marker = 'o', hue=lst).set_title(f\"After {n}d PCA\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "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": [
+    "PCA_fun(6)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 70,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "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": [
+    "PCA_fun(7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "C:\\Users\\Jan\\anaconda3\\lib\\site-packages\\seaborn\\_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
+      "  warnings.warn(\n"
+     ]
+    },
+    {
+     "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": [
+    "PCA_fun(8)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "X"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/klastrowanie-hierarchiczne.pdf" "b/Projekty/Projekt2/Smole\305\204_Solowa/klastrowanie-hierarchiczne.pdf"
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index 000000000..60eeffd7e
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diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/milestone 1,2 prez.pdf" "b/Projekty/Projekt2/Smole\305\204_Solowa/milestone 1,2 prez.pdf"
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index 000000000..cd6d7e08d
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diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/milestone 3 prez.pdf" "b/Projekty/Projekt2/Smole\305\204_Solowa/milestone 3 prez.pdf"
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index 000000000..2f8ec72cd
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diff --git "a/Projekty/Projekt2/Smole\305\204_Solowa/online_shoppers_intention.csv" "b/Projekty/Projekt2/Smole\305\204_Solowa/online_shoppers_intention.csv"
new file mode 100644
index 000000000..ba382da1b
--- /dev/null
+++ "b/Projekty/Projekt2/Smole\305\204_Solowa/online_shoppers_intention.csv"
@@ -0,0 +1,12331 @@
+Administrative,Administrative_Duration,Informational,Informational_Duration,ProductRelated,ProductRelated_Duration,BounceRates,ExitRates,PageValues,SpecialDay,Month,OperatingSystems,Browser,Region,TrafficType,VisitorType,Weekend,Revenue
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,64,0,0.1,0,0,Feb,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,4,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,2.666666667,0.05,0.14,0,0,Feb,3,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,627.5,0.02,0.05,0,0,Feb,3,3,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,154.2166667,0.015789474,0.024561404,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0.4,Feb,2,4,3,3,Returning_Visitor,FALSE,FALSE
+1,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,1,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,37,0,0.1,0,0.8,Feb,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,738,0,0.022222222,0,0.4,Feb,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,395,0,0.066666667,0,0,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,407.75,0.01875,0.025833333,0,0.4,Feb,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,280.5,0,0.028571429,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,98,0,0.066666667,0,0,Feb,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,68,0,0.1,0,0,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+2,53,0,0,23,1668.285119,0.008333333,0.016312636,0,0,Feb,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,334.9666667,0,0.007692308,0,0,Feb,1,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,32,0,0.1,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,2981.166667,0,0.01,0,0,Feb,2,4,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,136.1666667,0,0.008333333,0,1,Feb,2,2,5,1,Returning_Visitor,TRUE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,3,3,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,105,0,0.033333333,0,0,Feb,3,2,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,15,0,0.1,0,0.8,Feb,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,2,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,156,0,0.04,0,0,Feb,1,1,9,3,Returning_Visitor,FALSE,FALSE
+4,64.6,0,0,32,1135.444444,0.002857143,0.00952381,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,76,0.05,0.1,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,63,0,0.05,0,0.2,Feb,2,6,1,3,Returning_Visitor,FALSE,FALSE
+1,6,1,0,45,1582.75,0.043478261,0.050821256,54.17976426,0.4,Feb,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,35,0,0.1,0,0,Feb,1,1,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,78,0,0.066666667,0,0,Feb,1,2,6,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,209.5,0,0.025,0,0,Feb,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,183.6666667,0.04,0.08,0,0,Feb,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,380.5,0.014285714,0.028571429,0,0,Feb,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,52,2086.242857,0.015384615,0.020352564,0,0,Feb,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,388,0.025,0.05625,0,0,Feb,3,2,1,4,Returning_Visitor,TRUE,FALSE
+2,18,0,0,5,298,0,0.028571429,0,0.8,Feb,2,2,8,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,63,0.028571429,0.071428571,0,0.6,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,482,0,0.022222222,0,0,Feb,2,5,1,6,Returning_Visitor,FALSE,FALSE
+1,9,0,0,46,4084.393939,0,0.001794872,0,0,Feb,2,2,8,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,22,0,0.066666667,0,0.6,Feb,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,310.1666667,0,0.006666667,0,0,Feb,1,1,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,34,0,0.05,0,0.4,Feb,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,88,0,0.05,0,0,Feb,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,622.25,0.003030303,0.006060606,0,0.2,Feb,2,5,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,222.4,0.017142857,0.057142857,0,0,Feb,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,80,0.066666667,0.133333333,0,0.2,Feb,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,800.8333333,0,0.003636364,0,0,Feb,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0.6,Feb,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,1,1,3,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,265.1666667,0.011111111,0.026111111,0,0.2,Feb,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,29,0,0.1,0,1,Feb,2,4,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,160,0,0.075,0,0,Feb,4,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,135.6666667,0.05,0.025,0,0.4,Feb,3,3,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.2,Feb,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.6,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+4,56,2,120,36,998.7416667,0,0.014736467,19.44707913,0.2,Feb,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,104,0,0.05,0,0.4,Feb,2,6,6,3,Returning_Visitor,FALSE,FALSE
+2,16,0,0,16,381.6865079,0.011764706,0.046568627,0,0.6,Feb,2,4,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,169,0,0.016666667,0,0.4,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,400.8,0.05,0.120833333,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+12,279.4166667,0,0,42,1553.583333,0.009,0.019666667,38.30849268,0,Feb,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,706.5,0,0.007142857,0,0,Feb,2,2,5,4,Returning_Visitor,TRUE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,2,2,4,3,Returning_Visitor,FALSE,FALSE
+3,87.83333333,0,0,27,798.3333333,0,0.012643678,22.9160357,0.8,Feb,2,2,3,1,Returning_Visitor,FALSE,TRUE
+4,44,0,0,90,6951.972222,0.002150538,0.015013034,0,0,Feb,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.6,Feb,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,902,0,0.007407407,0,0,Feb,2,7,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.2,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,2,6,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,197.3777778,0.025,0.0525,0,0,Feb,2,6,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,43,0,0.1,0,0.4,Feb,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,426.6666667,0,0.0125,0,0,Feb,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,135,0,0.066666667,0,0,Feb,2,4,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,588.3333333,0,0.025,0,0,Feb,2,4,1,1,Returning_Visitor,FALSE,FALSE
+10,1005.666667,0,0,36,2111.341667,0.004347826,0.014492754,11.43941195,0,Feb,2,6,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,76,0,0.05,0,0.6,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,1,Feb,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.4,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,208,0,0.028571429,0,0,Feb,4,1,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,270,0,0.016666667,0,0.8,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,39.5,0,0.02,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,375,0.016666667,0.058333333,0,0,Feb,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.8,Feb,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,150,0.057142857,0.085714286,0,0,Feb,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,138,0,0.066666667,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,337.5,0.028571429,0.023809524,0,0.4,Feb,4,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,620.0333333,0,0.007894737,0,0,Feb,1,1,4,2,Returning_Visitor,FALSE,FALSE
+2,36,0,0,15,168.8461538,0,0.011764706,0,0.4,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,52,0,0.1,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,649.25,0,0.015384615,0,0,Feb,2,2,1,5,New_Visitor,FALSE,FALSE
+0,0,0,0,27,925.3333333,0.003703704,0.025925926,0,0.6,Feb,4,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,33,0,0.1,0,0.2,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1566.5,0.05,0.066666667,0,0.2,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,105,0,0.025,0,0.6,Feb,1,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,1,0,7,50,0.038095238,0.080952381,0,0.6,Feb,2,4,1,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,644.2,0.004166667,0.031666667,0,0,Feb,3,2,3,4,Returning_Visitor,FALSE,FALSE
+3,18.33333333,0,0,38,2635.177778,0,0.008947368,0,0.4,Feb,2,4,1,2,Returning_Visitor,FALSE,FALSE
+4,61,0,0,19,607,0,0.026984127,17.53595893,1,Feb,1,1,7,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,415,0,0.033333333,0,0.4,Feb,1,1,3,2,Returning_Visitor,FALSE,FALSE
+2,31,1,16,36,2083.530952,0,0.01351025,0,0.8,Feb,2,2,4,3,Returning_Visitor,FALSE,FALSE
+3,58.5,0,0,17,281.6666667,0.007058824,0.017647059,0,0,Feb,1,1,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,27,0.15,0.15,0,0,Feb,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,1,0,9,215,0.044444444,0.074074074,0,0.8,Feb,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,162,0.05,0.066666667,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,114,0.05,0.066666667,0,0.8,Feb,3,3,1,3,Returning_Visitor,FALSE,FALSE
+6,326.25,4,94,128,5062.213753,0.000854701,0.01791847,0,0,Feb,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,253,0,0.016666667,0,0.6,Feb,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0.4,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.8,Feb,1,1,2,3,Returning_Visitor,FALSE,FALSE
+2,22,0,0,25,436.5,0.008,0.024,0,0.2,Feb,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,93,30,1045.833333,0.012903226,0.035483871,0,0.2,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,317.8333333,0,0.005555556,0,0,Feb,1,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,1146.333333,0,0.012962963,0,0.8,Feb,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,577,0.018181818,0.027272727,0,0.2,Feb,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,95,0,0.075,0,0,Feb,4,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,301.5,0,0.111111111,0,0,Feb,2,4,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,243,0,0.033333333,0,0,Feb,2,4,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,135.5,0,0.05,0,0.6,Feb,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,2,75,14,442.3333333,0,0.034375,0,0.8,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,41,0,0.066666667,0,0,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,292.9,0.028,0.11952381,0,0,Feb,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,1238.333333,0,0.040740741,0,0.4,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,225.4666667,0,0.05,0,0.4,Feb,1,1,8,3,Returning_Visitor,FALSE,FALSE
+4,462,0,0,51,1873.216667,0,0.00754717,0,0.6,Feb,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,13,0.133333333,0.166666667,0,0,Feb,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,222,0,0.1,0,0,Feb,2,6,1,2,Returning_Visitor,TRUE,FALSE
+2,20,0,0,16,214.8333333,0,0.022222222,0,0,Feb,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,2017.166667,0,0.011111111,0,0.8,Feb,2,2,4,3,Returning_Visitor,FALSE,FALSE
+6,111.5,0,0,26,449.0277778,0,0.018518519,0,0.6,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,158.1666667,0,0.033333333,0,0,Feb,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,303.6666667,0.005555556,0.046296296,0,0,Feb,2,4,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,25,0,0.066666667,0,0,Feb,2,4,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,42,0.05,0.15,0,0.4,Feb,2,2,1,4,Returning_Visitor,FALSE,FALSE
+4,103.625,0,0,14,1003.416667,0,0.018039216,0,0.2,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,272.5,0,0.011851852,0,0.2,Feb,1,1,6,3,Returning_Visitor,FALSE,FALSE
+3,19,0,0,8,344,0,0.007407407,0,0,Feb,2,4,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,1,19,10,852,0,0.009090909,0,0,Feb,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,780,0.066666667,0.066666667,0,0.4,Feb,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,1038,0,0.033333333,0,0,Feb,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,573,0,0.05,0,0,Feb,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1231.233333,0.007142857,0.030357143,0,0,Feb,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,316.6666667,0,0.027272727,0,0.8,Feb,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,873.7365079,0.0075,0.028166667,0,0,Feb,1,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.4,Feb,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,16,0.1,0.15,0,0,Feb,2,5,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,615,0,0.026315789,0,0.2,Feb,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,261.75,0,0.026666667,0,0,Feb,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,615.8831169,0.033333333,0.04993081,0,0,Feb,3,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,3,3,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,117.5,0,0.033333333,0,0.8,Feb,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,501.6666667,0.008695652,0.01884058,0,0.6,Feb,1,1,4,2,Returning_Visitor,FALSE,FALSE
+2,58,2,22,31,829.1666667,0.03030303,0.040606061,0,0,Feb,1,1,1,1,Returning_Visitor,TRUE,FALSE
+1,9.5,0,0,23,1223,0.015217391,0.012463768,0,0,Feb,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,467,0,0.016666667,0,0.4,Feb,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,737.1666667,0.008695652,0.011594203,0,0.6,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,129,0,0.033333333,0,0,Feb,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,63,0,0.04,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,125,0.086666667,0.166666667,0,0,Feb,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,684.3333333,0.018181818,0.063636364,0,0,Feb,2,4,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,665.4722222,0,0.0145,0,0.8,Feb,3,2,7,4,Returning_Visitor,TRUE,FALSE
+1,0,0,0,15,487.5,0,0.019166667,0,0.8,Feb,1,1,2,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,437.1666667,0.011111111,0.033333333,0,0,Feb,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,55,0.066666667,0.1,0,0.6,Feb,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0.8,Feb,1,1,1,2,Returning_Visitor,TRUE,FALSE
+5,41.3,0,0,24,446.9277778,0,0.008602151,0,1,Feb,2,2,8,1,Returning_Visitor,TRUE,FALSE
+3,87,0,0,10,320.5,0,0.015384615,0,0,Feb,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,666,0,0.014285714,0,0,Feb,1,1,6,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,21,405.7095238,0.010743802,0.047002635,0,0,Feb,1,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Feb,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,163.25,0.033333333,0.033333333,0,0.6,Feb,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,284.25,0,0.011764706,0,0,Feb,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0.6,Feb,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Feb,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,260,0.008333333,0.025,0,0.8,Feb,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,16,1210.397619,5,279.8571429,0.003174603,0.012764202,0,0,Mar,2,2,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,927.45,0.011111111,0.027248677,8.000740741,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,9,0,0,50,836.8,0,0.006339869,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+10,293.7782051,2,153,96,3283.166739,0.001960784,0.013509414,0,0,Mar,3,2,6,2,Returning_Visitor,TRUE,FALSE
+9,111.5,1,48.5,49,1868.819697,0,0.020708874,1.706014966,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+3,47,1,51,68,3008.124108,0.007142857,0.016727891,46.53017511,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,1226,5,3,24,3230.25,0.036190476,0.096,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,52,0,0,9,319,0,0.02,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,42,0,0.066666667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,354.3333333,0.009090909,0.057662338,0,0,Mar,1,1,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,98,3556.61241,0.002061856,0.010173465,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,56,1,144,67,2563.783333,0,0.005797101,19.34265017,0,Mar,2,2,4,2,New_Visitor,FALSE,TRUE
+3,112.9607843,0,0,13,3014.018519,0.013068182,0.06140625,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,840.2333333,0,0.001666667,109.176,0,Mar,2,2,9,2,New_Visitor,FALSE,TRUE
+3,94,2,125,55,1970.844805,0,0.001724138,96.25511582,0,Mar,2,4,1,2,New_Visitor,TRUE,TRUE
+1,32,0,0,50,2867,0,0.004,153.4432478,0,Mar,2,2,7,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,43,0,0.04,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+5,218,0,0,13,284.5,0,0.004166667,0,0,Mar,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,133.5,0,0.088888889,0,0,Mar,1,2,1,8,Returning_Visitor,FALSE,FALSE
+1,119,0,0,12,297.6666667,0,0.008333333,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+3,281,0,0,16,453.75,0,0.005263158,0,0,Mar,2,2,5,2,New_Visitor,FALSE,FALSE
+1,18,0,0,16,1331.75,0,0.0125,33.79956701,0,Mar,2,5,2,3,New_Visitor,FALSE,TRUE
+2,40,0,0,5,558.5,0,0.028571429,0,0,Mar,2,2,7,2,New_Visitor,TRUE,FALSE
+3,107,0,0,4,145.8333333,0,0.016666667,0,0,Mar,3,2,7,1,New_Visitor,FALSE,FALSE
+0,0,0,0,8,731,0,0.04375,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+2,49,1,127,4,188,0.033333333,0.0375,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,565.3333333,0.037619048,0.04952381,0,0,Mar,2,6,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,50,0,0.05,0,0,Mar,3,2,8,11,Returning_Visitor,FALSE,FALSE
+4,57,0,0,7,591,0.006666667,0.033333333,0,0,Mar,1,2,6,6,Returning_Visitor,TRUE,FALSE
+2,2,3,261,10,281,0,0.042857143,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,123,2,306.3333333,18,483.8333333,0,0.02,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,118,0,0,4,42,0,0.066666667,0,0,Mar,1,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,1192.386111,0.005714286,0.028571429,0,0,Mar,2,4,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,198,0.016666667,0.075,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,15,0,0.066666667,0,0,Mar,2,4,3,12,Returning_Visitor,FALSE,FALSE
+2,38,0,0,14,643,0,0.013333333,35.0928,0,Mar,2,2,5,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,23,0.08,0.12,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,14,0.1,0.15,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,54,0,0,6,210.5,0,0.02,0,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+1,993,0,0,28,1529.30467,0.001481481,0.009150327,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,19,0,0.1,0,0,Mar,2,2,3,11,Returning_Visitor,TRUE,FALSE
+5,74.25,2,84,37,1599.083333,0,0.006578947,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,102.5,0,0.022222222,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,2337,0,0.013333333,17.76266667,0,Mar,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,19,1883.5,0.010526316,0.021052632,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,32,0,0,50,1245.3,0.004,0.020666667,7.146260888,0,Mar,2,2,7,9,Returning_Visitor,TRUE,FALSE
+6,666.8333333,0,0,22,1674.583333,0,0.014666667,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,132,0.011111111,0.033333333,0,0,Mar,4,1,1,3,Returning_Visitor,TRUE,FALSE
+1,73,1,740,50,1434.255128,0,0.019230769,22.03276923,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+2,154,0,0,18,367.25,0.005263158,0.044210526,0,0,Mar,3,2,2,1,Returning_Visitor,TRUE,FALSE
+3,49.33333333,5,303.25,7,148.5,0,0.014081633,0,0,Mar,3,2,2,2,Returning_Visitor,FALSE,FALSE
+3,118.5,0,0,29,1482.210784,0.006896552,0.010600255,0,0,Mar,3,2,1,8,Returning_Visitor,TRUE,FALSE
+6,153.5,0,0,34,1048.492063,0.011578947,0.032225685,0,0,Mar,2,6,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,478,0,0.011111111,0,0,Mar,3,2,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,980.25,0,0.04,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+8,72.25,1,21.5,51,1124.693074,0.022807018,0.036550087,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+2,24.5,0,0,22,353.1666667,0.018181818,0.031818182,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,18,1489.083333,0.023529412,0.046470588,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,1,1220,28,2389.333333,0.016666667,0.030833333,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,753,0,0.00952381,0,0,Mar,2,10,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,688.1666667,0,0.019354839,0,0,Mar,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,811,0.015384615,0.041025641,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+1,22,0,0,9,415.25,0.033333333,0.048148148,0,0,Mar,3,3,1,1,Returning_Visitor,FALSE,FALSE
+16,155.6313131,0,0,32,908.013456,0.005,0.01805276,4.368515556,0,Mar,2,2,3,2,Returning_Visitor,FALSE,TRUE
+1,21.33333333,1,235,71,2753.378571,0.012676056,0.015201207,0,0,Mar,3,2,2,1,Returning_Visitor,TRUE,FALSE
+2,191,1,100,46,2452.582143,0.007246377,0.022253906,0,0,Mar,3,2,9,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,5188.5,0,0.05,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,57,0.08,0.12,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,8,0,0.1,0,0,Mar,2,2,5,1,Returning_Visitor,TRUE,FALSE
+4,96.5,0,0,19,1430.659091,0.01,0.025666667,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,13,0,0,2,20,0,0.05,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,1388.75,0,0,4,1373.75,0,0.02,0,0,Mar,1,1,7,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,844.25,0,0.01037037,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,7,188,0,0.033333333,0,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+3,51,0,0,14,527.375,0.015555556,0.033862434,0,0,Mar,7,1,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,3,5,2,Returning_Visitor,FALSE,FALSE
+1,158,1,64,29,1916.761905,0.006451613,0.018709677,8.772473118,0,Mar,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,9,116.3333333,0,0.066666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,397,0,0.02,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,63,5220.083333,0,0.003329865,51.46331148,0,Mar,2,5,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,219.3333333,0,0.011666667,0,0,Mar,1,8,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,74,0,0.04,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1559.6,0,0.033846154,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,236.5,0,0.016666667,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+1,10,0,0,14,348.6666667,0.035714286,0.053571429,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+1,28,1,47,13,224.5,0,0.014285714,0,0,Mar,1,1,1,8,New_Visitor,FALSE,FALSE
+4,27,0,0,42,601.7666667,0,0.004545455,0,0,Mar,2,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,75.5,0.02,0.013333333,0,0,Mar,1,1,2,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,153,0,0.05,0,0,Mar,2,5,6,1,Returning_Visitor,FALSE,FALSE
+4,15,0,0,10,197.2,0,0.016666667,38.99,0,Mar,1,1,1,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,18,3658.5,0.016666667,0.05,0,0,Mar,4,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,1162.5,0,0.025,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,556.6,0.014583333,0.039583333,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,41,0,0.033333333,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,300.0714286,0,0.02,53.9892,0,Mar,2,2,1,11,Returning_Visitor,TRUE,TRUE
+13,1249.809524,4,205,36,1626.625433,0.010638298,0.026186255,6.831792392,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,69.25,0,0.044444444,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+2,390,0,0,10,1169.1,0.02,0.05,0,0,Mar,3,9,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,402,0,0.038095238,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,3324.333333,0.011428571,0.024761905,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+11,215.5238095,1,70,87,3037.499952,0.002150538,0.007722385,0,0,Mar,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,59,0,0.05,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+1,11,0,0,51,1059.253472,0.010588235,0.022643039,0,0,Mar,3,2,6,3,Returning_Visitor,FALSE,FALSE
+2,20,0,0,7,720,0,0.011111111,0,0,Mar,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,905.4856061,0.0135,0.03747619,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+2,8,1,14.33333333,14,603.6666667,0,0.0125,44.67925,0,Mar,2,2,1,7,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,328.9166667,0,0.014285714,59.79014286,0,Mar,3,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,33,778.8166667,0,0.022424242,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+4,171.25,0,0,22,851.5595238,0.004545455,0.031907308,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,227.5,0,0.022222222,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,227.3333333,0,0,17,528.9,0,0.002272727,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,872.8333333,0,0.026666667,0,0,Mar,2,2,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,835.0666667,0.012571429,0.044761905,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,82.5,0,0.05,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,1,13,0,0.1,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,9,0,0.1,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,7,0,0.1,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,94.5,0.033333333,0.025555556,0,0,Mar,3,2,4,11,Returning_Visitor,FALSE,FALSE
+5,86,0,0,23,267.3,0,0.016,0,0,Mar,1,1,4,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,3312.5,0.013793103,0.028965517,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,75,0,0.066666667,0,0,Mar,2,5,1,3,Returning_Visitor,TRUE,FALSE
+2,7,0,0,10,75,0.05,0.11,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,24,27,1547.5,0.003703704,0.014814815,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+7,186.9761905,2,40,35,1276.157071,0,0.008681765,0,0,Mar,1,1,6,2,Returning_Visitor,FALSE,FALSE
+3,138,2,136,54,2631.1,0,0.00969697,0,0,Mar,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,96,0,0.1,0,0,Mar,4,1,1,1,Returning_Visitor,FALSE,FALSE
+2,374,0,0,3,1370,0,0.025,0,0,Mar,2,2,1,8,Returning_Visitor,FALSE,FALSE
+2,61,0,0,5,97,0,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,14,0,0,46,1380.166667,0,0.01037037,0,0,Mar,4,1,1,1,Returning_Visitor,FALSE,FALSE
+1,38,0,0,23,1483.6,0.022916667,0.038373016,7.103020833,0,Mar,3,2,6,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,156,0,0.04,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,240.75,0,0.02,0,0,Mar,2,2,9,2,Returning_Visitor,FALSE,FALSE
+2,96,0,0,37,1238.5,0.005128205,0.016410256,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+6,615.25,0,0,68,2524.719048,0,0.000175593,0,0,Mar,1,2,6,1,Returning_Visitor,FALSE,FALSE
+4,111,0,0,4,54,0,0.028571429,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,147,0,0,2,35,0,0.05,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,15,175.9166667,0.013333333,0.026666667,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+3,53.16666667,0,0,11,263.6,0,0.003571429,0,0,Mar,3,2,1,9,Returning_Visitor,FALSE,FALSE
+2,58,0,0,7,101.8,0,0.011111111,0,0,Mar,3,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+3,48.5,0,0,55,1042.242857,0,0.002222222,0,0,Mar,4,2,1,2,New_Visitor,FALSE,FALSE
+1,21,3,116,21,613.6666667,0.008333333,0.023611111,0,0,Mar,1,2,1,1,Returning_Visitor,FALSE,FALSE
+4,115.3333333,0,0,64,1588.944444,0.003076923,0.009213675,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,929,75,4105.666667,0.002631579,0.017324561,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,8,0,0,14,269.5,0,0.019047619,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,32.28571429,0,0,8,1236.2,0,0.028571429,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,1384.016667,0,0.011904762,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,52,0,0.025,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,11,0,0,29,664.75,0,0.005057471,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,64,0,0.014285714,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,326.5,0.1,0.125,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,1690.977778,0.008,0.037333333,0,0,Mar,1,1,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+4,277.75,0,0,3,178.75,0,0.008,0,0,Mar,3,2,3,8,New_Visitor,FALSE,FALSE
+0,0,0,0,12,407,0,0.033333333,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+6,241.1666667,0,0,39,1513.566667,0.005128205,0.021367521,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,64,0,0,24,832.0909091,0,0.009876543,0,0,Mar,2,10,1,3,New_Visitor,FALSE,FALSE
+1,25.5,0,0,12,250.8333333,0,0.016666667,0,0,Mar,3,2,2,1,Returning_Visitor,TRUE,FALSE
+2,64,0,0,15,565.6666667,0,0.00625,0,0,Mar,2,2,1,1,New_Visitor,FALSE,FALSE
+0,0,0,0,10,194,0.02,0.04,0,0,Mar,2,5,7,1,Returning_Visitor,FALSE,FALSE
+8,130,1,18,19,298,0,0.016666667,19.66818546,0,Mar,2,2,3,1,Returning_Visitor,TRUE,FALSE
+9,79,1,155.5,55,1743.066667,0,0.004371585,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,84,0,0,27,655.9166667,0,0.011111111,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,1,9,30,1992.833333,0,0.003333333,9.227000967,0,Mar,2,4,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,0,0.2,0.2,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,308.8635531,0,0.028030303,0,0,Mar,2,6,2,2,Returning_Visitor,FALSE,FALSE
+3,41,0,0,46,2749.666667,0,0.005555556,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,812,0,0.008,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,166,0.028571429,0.071428571,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+1,14,0,0,4,65,0,0.05,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+4,86,0,0,46,2450.688095,0.027083333,0.047905093,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,226.8333333,0,0.01,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+3,618,0,0,9,341,0,0.007692308,34.43601877,0,Mar,2,2,9,3,New_Visitor,FALSE,TRUE
+0,0,0,0,13,226,0,0.053846154,0,0,Mar,2,2,4,3,Returning_Visitor,TRUE,FALSE
+1,11.88888889,0,0,111,3510.879903,9.83E-05,0.009438427,12.01656549,0,Mar,3,2,5,2,Returning_Visitor,FALSE,FALSE
+5,51.5,0,0,2,6,0,0.033333333,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+2,7,0,0,27,559.4,0.014814815,0.030452675,0,0,Mar,2,4,4,3,Returning_Visitor,TRUE,FALSE
+8,269,0,0,33,1109.883333,0.013888889,0.027742165,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,239,0,0.04,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+2,44.5,0,0,7,212.1666667,0,0.00625,0,0,Mar,3,2,1,8,New_Visitor,TRUE,FALSE
+1,3,14,1165.166667,81,2820.952419,0.008897485,0.029431012,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,44,0.066666667,0.1,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,781,0.028571429,0.057142857,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+4,61,0,0,14,175.6666667,0,0.010588235,0,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+3,90,0,0,25,397.8846154,0.005333333,0.033504762,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,25,770.0285714,0.0112,0.034933333,0,0,Mar,3,2,8,10,Returning_Visitor,FALSE,FALSE
+2,102.5,3,60,22,1034.975,0,0.014,16.14384,0,Mar,1,1,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,12,0,0.1,0,0,Mar,1,1,5,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,8,0.066666667,0.133333333,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+1,17,0,0,22,399.8,0.019047619,0.038095238,0,0,Mar,1,5,7,1,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+9,213.3214286,5,528,61,2258.430586,0.01,0.020655014,2.810812468,0,Mar,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,254,0,0.1,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,67,0,0.028571429,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,57,0,0.025,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,240.4166667,0,0.061688312,0,0,Mar,3,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,551.1666667,0.025,0.035,0,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+6,71.5,0,0,47,1532.2,0.009929078,0.019797366,27.26888014,0,Mar,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,379.5,0.057142857,0.085714286,0,0,Mar,3,2,8,1,Returning_Visitor,FALSE,FALSE
+1,6,0,0,14,548.1857143,0.028571429,0.02987013,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+3,304,0,0,31,1735.301587,0.015625,0.0515625,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,103,0,0.022222222,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+7,151,0,0,44,1406.1,0.004081633,0.006501458,0,0,Mar,1,1,4,2,Returning_Visitor,FALSE,FALSE
+3,199.75,0,0,8,331.4,0,0.003333333,0,0,Mar,3,2,2,10,New_Visitor,FALSE,FALSE
+1,13.5,1,28,88,1759.275703,0.004545455,0.020644542,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+7,191.2,4,654.3333333,31,1204.600433,0.000854701,0.013342491,11.92009615,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+2,47,0,0,39,1743.366667,0,0.016410256,78.93483561,0,Mar,3,3,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,236,0,0.026666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,197,4,246,17,427.0833333,0,0.008695652,0,0,Mar,1,1,3,2,New_Visitor,FALSE,FALSE
+3,115.125,0,0,46,909.522619,0.004255319,0.020449173,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+4,312.75,0,0,14,702.9166667,0,0.014259259,0,0,Mar,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,40,962.3333333,0,0.01625,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,724,0,0,2,159,0,0.008,0,0,Mar,4,2,1,7,New_Visitor,FALSE,FALSE
+0,0,0,0,2,24,0,0.1,0,0,Mar,2,6,1,2,Returning_Visitor,FALSE,FALSE
+8,237.5,4,142,30,1569.625,0,0.008108108,15.88906362,0,Mar,1,2,1,9,Returning_Visitor,TRUE,TRUE
+3,66.33333333,0,0,15,424.8333333,0,0.0125,0,0,Mar,2,2,6,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,154.8333333,0,0.00625,0,0,Mar,2,4,7,1,Returning_Visitor,FALSE,FALSE
+2,190,1,0,37,758.4428571,0,0.010526316,0,0,Mar,1,1,6,1,Returning_Visitor,TRUE,FALSE
+4,174,1,18.5,11,305.875,0,0.001709402,0,0,Mar,1,2,3,8,New_Visitor,TRUE,FALSE
+3,227,0,0,2,62,0,0.025,0,0,Mar,3,2,1,10,Returning_Visitor,TRUE,FALSE
+1,23,0,0,15,656.25,0.028571429,0.028571429,0,0,Mar,1,1,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,617.5,0.006896552,0.01954023,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,2,39,15,245,0,0.0125,11.9955404,0,Mar,2,2,1,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,20,0,0.066666667,0,0,Mar,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,22,0,0.1,0,0,Mar,1,2,9,2,Returning_Visitor,FALSE,FALSE
+1,26,1,0,55,872.4,0.003508772,0.01754386,0,0,Mar,2,5,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1372,0.005405405,0.018918919,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,41,0,0,7,139,0.022222222,0.055555556,0,0,Mar,2,5,6,2,Returning_Visitor,TRUE,FALSE
+4,74,2,629,149,5042.458059,0.003870968,0.007285123,18.36804916,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,288.5,0,0.0125,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,192,0,0.04,0,0,Mar,2,10,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,954.6666667,0,0.003846154,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,4,11,Returning_Visitor,FALSE,FALSE
+2,74,0,0,13,429,0.013333333,0.040444444,0,0,Mar,2,4,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,1546.5,0,0.008333333,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+2,45,0,0,9,96.46666667,0,0.018181818,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,112,0,0,9,198.8333333,0,0.006060606,0,0,Mar,3,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,8,181,0.075,0.1,0,0,Mar,3,2,1,13,Returning_Visitor,TRUE,FALSE
+2,37,0,0,15,208.5,0,0.011764706,0,0,Mar,2,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,21,517.4238095,0.019047619,0.025,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,358.0666667,0,0.025,0,0,Mar,3,3,2,1,Returning_Visitor,FALSE,FALSE
+1,5.5,0,0,22,339.25,0,0.026984127,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+3,50,0,0,13,796,0,0.013333333,0,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,1759.416667,0,0.002903226,0,0,Mar,2,2,4,2,Returning_Visitor,TRUE,FALSE
+2,26,0,0,19,3277,0.015789474,0.037894737,0,0,Mar,2,2,4,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,265.1666667,0,0.046153846,0,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+5,113.5,0,0,13,437.2,0,0.002222222,0,0,Mar,1,8,4,11,New_Visitor,FALSE,FALSE
+0,0,0,0,6,92,0,0.066666667,0,0,Mar,1,1,3,10,Returning_Visitor,FALSE,FALSE
+3,279,0,0,0,0,0,0.05,0,0,Mar,3,2,1,10,Returning_Visitor,TRUE,FALSE
+3,228,1,267.5,23,1266.267677,0.002197802,0.037765568,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,55,2,4,2,19,0,0.033333333,0,0,Mar,1,1,8,2,New_Visitor,FALSE,FALSE
+6,112.5,0,0,47,1882.113409,0.004,0.019314286,17.527656,0,Mar,1,1,4,3,Returning_Visitor,FALSE,FALSE
+1,17,0,0,12,616.4,0,0.018181818,0,0,Mar,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,155,0.04,0.053333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,814.5,0,0.01,0,0,Mar,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,21,460.4166667,0.019047619,0.036507937,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,819.5,0,0.036,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+1,8.5,0,0,30,659.2,0,0.006451613,0,0,Mar,2,2,3,3,New_Visitor,TRUE,FALSE
+0,0,0,0,5,427,0,0.04,0,0,Mar,3,3,3,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,766.5,0,0.0125,61.9395,0,Mar,2,2,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,5,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,2425,0,0.007142857,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+7,319.5,0,0,11,416.5,0,0.007142857,0,0,Mar,3,2,1,9,New_Visitor,TRUE,FALSE
+0,0,0,0,15,638.6428571,0.003571429,0.053571429,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,132,8,445,0,0.014285714,0,0,Mar,3,2,4,14,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,81,0,0.025,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1985,0.03,0.055,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+5,97.5,0,0,24,758.1444444,0.04,0.059846154,0,0,Mar,3,2,2,1,Returning_Visitor,TRUE,FALSE
+7,182.0833333,0,0,15,310.9,0,0.01,0,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+3,97,0,0,15,482,0.0125,0.025,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+3,34.83333333,0,0,30,709.8333333,0.026666667,0.046666667,0,0,Mar,1,1,2,1,Returning_Visitor,TRUE,FALSE
+0,0,3,57,31,4547.166667,0.012903226,0.039247312,8.682741935,0,Mar,2,4,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,1040,0.077777778,0.116666667,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,223,0.066666667,0.133333333,0,0,Mar,1,1,8,3,Returning_Visitor,FALSE,FALSE
+0,0,2,14,11,687.5,0.020512821,0.035897436,0,0,Mar,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,30,632.5833333,0,0.021666667,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+1,77,0,0,9,312,0,0.044444444,0,0,Mar,1,1,3,3,New_Visitor,TRUE,FALSE
+3,107,0,0,45,2502.966667,0,0.008510638,9.702113281,0,Mar,2,4,1,2,New_Visitor,TRUE,FALSE
+10,614.1666667,0,0,47,3608.9,0,0.019871795,7.256219133,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+13,315.9666667,1,0,15,406.575,0.019047619,0.032380952,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,39,2487.5,0.017105263,0.047105263,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,212.8,0.019047619,0.042857143,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,11,0,0,20,510,0.013636364,0.034848485,0,0,Mar,4,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,47.66666667,0,0,5,72.33333333,0,0.014285714,0,0,Mar,1,1,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,96.5,0.030769231,0.076923077,0,0,Mar,2,6,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,267,0,0.05,0,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,481.1666667,0,0.025,0,0,Mar,2,2,7,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,2528,0,0.066666667,0,0,Mar,2,2,9,1,Returning_Visitor,TRUE,FALSE
+2,30,1,148.5,24,1530.194444,0.007407407,0.014814815,10.10222222,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,289.5,0,0.014285714,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,10,0,0.1,0,0,Mar,3,2,3,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,676.75,0.014285714,0.035714286,0,0,Mar,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,36,0.05,0.1,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+2,25,0,0,6,65,0,0.025,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,16,630.75,0,0.04047619,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+8,359,2,954,14,336.5,0,0.005555556,0,0,Mar,3,2,7,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,77,0,0.04,0,0,Mar,2,4,1,3,Returning_Visitor,TRUE,FALSE
+5,59,0,0,3,44.66666667,0,0.025,0,0,Mar,2,4,6,2,Returning_Visitor,TRUE,FALSE
+4,1347.75,0,0,22,3410.875,0.019871795,0.09,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,322.5,0.04,0.07,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,919,0,0.027272727,0,0,Mar,2,6,2,3,Returning_Visitor,FALSE,FALSE
+18,280.95,6,762.5,79,2096.911364,0.003333333,0.014008551,25.96702005,0,Mar,2,4,2,2,Returning_Visitor,FALSE,FALSE
+4,100.3,0,0,66,2868.133333,0.011428571,0.01725974,9.162351243,0,Mar,3,2,1,1,Returning_Visitor,FALSE,TRUE
+1,23,0,0,27,1058.893939,0,0.010493827,1.865777778,0,Mar,2,2,3,13,Returning_Visitor,FALSE,FALSE
+6,53.38095238,0,0,5,54.38095238,0,0.003571429,0,0,Mar,2,2,6,2,New_Visitor,TRUE,FALSE
+2,8,0,0,11,543.5,0.007692308,0.038461538,0,0,Mar,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,1089,0.006896552,0.013793103,0,0,Mar,1,6,1,1,Returning_Visitor,FALSE,FALSE
+1,0,1,60,43,1131.808333,0.028787879,0.047348485,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,314.5,0.033333333,0.066666667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+14,416.3928571,6,449.3333333,258,11301.20416,0,0.00742538,33.6117917,0,Mar,2,4,9,2,Returning_Visitor,FALSE,TRUE
+6,573.5,1,0,33,1946.942857,0.005882353,0.020602653,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,465.8333333,2,71,26,1558,0.006666667,0.013333333,7.169617487,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,1,212.5,21,1198.75,0,0.003174603,0,0,Mar,2,4,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,927.1666667,0,0.014705882,0,0,Mar,1,1,2,3,Returning_Visitor,FALSE,FALSE
+9,97.64285714,0,0,37,584.5958874,0.005128205,0.013043478,0,0,Mar,2,4,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,135.5,0,0.066666667,0,0,Mar,2,2,3,14,Returning_Visitor,FALSE,FALSE
+3,148,0,0,8,292.5,0,0.027272727,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,68.5,0,0.033333333,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+3,58,0,0,23,364.1666667,0.004,0.02,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,694.3,0.023076923,0.036410256,0,0,Mar,3,2,2,3,Returning_Visitor,TRUE,FALSE
+1,3,0,0,3,236,0,0.025,0,0,Mar,3,2,1,3,Returning_Visitor,TRUE,FALSE
+4,97.61111111,0,0,24,1128.468254,0.038461538,0.058577534,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+4,57,0,0,5,81,0,0.025,0,0,Mar,1,1,8,10,Returning_Visitor,FALSE,FALSE
+2,34,0,0,21,521.5,0.018181818,0.021212121,0,0,Mar,3,2,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,496.75,0,0.011111111,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,104.8333333,0.022222222,0.072222222,0,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,7,0,0,4,45,0,0.0125,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,37.5,0,0,2,492.5,0,0.05,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,3,0,0,40,624.75,0,0.014634146,0,0,Mar,3,7,3,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,116.5,0,0.066666667,0,0,Mar,2,2,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,144,0.025,0.045833333,0,0,Mar,3,2,7,3,Returning_Visitor,TRUE,FALSE
+2,22.5,0,0,28,686.3222222,0,0.001190476,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,1,1411,1,1411,0,0.1,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,126,0.028571429,0.057142857,0,0,Mar,2,5,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,185,0,0.1,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,218,0,0.066666667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,484.672619,0,0.018965517,0,0,Mar,2,6,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,439.8333333,0.005555556,0.003703704,0,0,Mar,1,1,7,2,New_Visitor,FALSE,FALSE
+2,38,0,0,21,733.7,0,0.014035088,0,0,Mar,2,7,1,3,Returning_Visitor,TRUE,FALSE
+6,77,3,447,34,1469.702381,0,0.02398374,22.80152439,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,58.5,2,125,16,485.8333333,0,0.002222222,0,0,Mar,2,2,7,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,19,0,0.066666667,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+6,99.33333333,1,28.5,5,345.5,0,0.011111111,0,0,Mar,2,2,3,8,New_Visitor,FALSE,FALSE
+3,117,0,0,20,543.8,0.00952381,0.019047619,0,0,Mar,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,48,0,0.066666667,0,0,Mar,4,1,1,1,Returning_Visitor,FALSE,FALSE
+2,16.66666667,0,0,22,343.3690476,0.001298701,0.039924242,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,171,0.022222222,0.066666667,0,0,Mar,2,10,4,3,Returning_Visitor,FALSE,FALSE
+12,81.5,0,0,61,2202.579167,0.005797101,0.017153855,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,299.5,0.036363636,0.072727273,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,90,11,1056.5,0.018181818,0.054545455,0,0,Mar,4,2,1,2,Returning_Visitor,FALSE,FALSE
+4,34,0,0,46,627.3083333,0,0.004166667,0,0,Mar,2,2,7,8,New_Visitor,FALSE,FALSE
+4,38.5,0,0,33,583.8333333,0.002631579,0.007894737,0,0,Mar,2,2,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,221.5,0,0.028571429,0,0,Mar,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,441.7916667,0.004545455,0.018181818,0,0,Mar,4,2,1,3,Returning_Visitor,FALSE,FALSE
+7,156.25,0,0,37,1037.355013,0,0.0165,0,0,Mar,3,2,8,2,Returning_Visitor,FALSE,FALSE
+3,15,0,0,11,246,0.018181818,0.054545455,0,0,Mar,2,2,1,8,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0,0.066666667,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,2,18,1,46,0,0.066666667,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,80,801.802381,0,0.0035,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,19,0,0,40,1361.166667,0.005,0.0225,0,0,Mar,4,1,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,53,0.04,0.08,0,0,Mar,2,5,2,2,Returning_Visitor,TRUE,FALSE
+1,7,0,0,17,2648.5,0.0125,0.03125,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,27,0.066666667,0.133333333,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,255,0,0.015384615,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,221.5,0,0.05,0,0,Mar,3,2,3,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,225,0.028571429,0.085714286,0,0,Mar,4,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,125,0,0.028571429,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,323,0.033333333,0.066666667,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+5,67.5,3,245,32,1929.329762,0,0.00430839,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+12,311.4090909,0,0,96,4233.4807,0.006635802,0.027174712,3.541145833,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,116,0,0.04,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,3,2,6,1,Returning_Visitor,TRUE,FALSE
+3,14,0,0,27,1585.666667,0.026666667,0.058333333,0,0,Mar,2,2,6,1,Returning_Visitor,TRUE,FALSE
+6,145,0,0,13,644,0,0.013333333,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,488.5,0.032727273,0.033846154,0,0,Mar,2,7,7,6,Returning_Visitor,FALSE,FALSE
+0,0,1,15,25,1235.65,0.041666667,0.05327381,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+1,43,0,0,37,1505.166667,0,0.005263158,0,0,Mar,2,2,4,8,New_Visitor,FALSE,FALSE
+0,0,0,0,7,495,0,0.00952381,0,0,Mar,4,1,3,2,Returning_Visitor,FALSE,FALSE
+4,84,0,0,21,270,0,0.002380952,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+4,120,0,0,13,293,0,0.014285714,0,0,Mar,1,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,1,0,51,2122.656061,0,0.007051282,9.294775641,0,Mar,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,35,1231.160256,0.005714286,0.023619048,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,341.6666667,0.011764706,0.041176471,0,0,Mar,2,6,9,6,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1686.333333,0,0.030952381,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+5,263,0,0,3,212,0,0.028571429,0,0,Mar,1,1,9,8,New_Visitor,FALSE,FALSE
+1,0,0,0,34,2161.979365,0.00625,0.020233586,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+9,72.94444444,2,125.0952381,17,318.0730159,0.008695652,0.035397453,0,0,Mar,3,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,13,0,0.1,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,390.6666667,0.006666667,0.056666667,0,0,Mar,2,6,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,253,0,0.027272727,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,18.5,0,0,12,208,0.045454545,0.081818182,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,87.33333333,0,0,62,1470.853037,0,0.009683372,0,0,Mar,2,4,6,3,Returning_Visitor,TRUE,FALSE
+6,99.60588235,0,0,83,2585.61835,0,0.00761877,6.871308983,0,Mar,2,2,2,2,Returning_Visitor,FALSE,TRUE
+3,63,0,0,13,400.3333333,0.030769231,0.046153846,0,0,Mar,4,1,3,1,Returning_Visitor,FALSE,FALSE
+3,68,1,103,10,808.5,0,0.015384615,35.99261538,0,Mar,2,2,3,7,Returning_Visitor,TRUE,TRUE
+0,0,0,0,12,1484,0,0.016666667,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,505,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,68.5,0,0,37,1121.205556,0.005405405,0.00113798,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+1,135,0,0,2,141,0,0.066666667,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,234,0,0.033333333,0,0,Mar,1,2,1,2,Returning_Visitor,TRUE,FALSE
+1,34,0,0,7,179,0,0.028571429,53.13428571,0,Mar,2,4,2,8,New_Visitor,FALSE,TRUE
+6,176.25,12,404,41,2720.671429,0.012962963,0.033262108,8.833825926,0,Mar,2,2,2,2,Returning_Visitor,TRUE,TRUE
+16,315.1449864,6,147.8666667,173,6255.017866,0.002531328,0.010737154,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+6,523.2142857,2,263,48,2309.732468,0.003846154,0.014903846,10.60089168,0,Mar,2,2,3,1,Returning_Visitor,FALSE,TRUE
+4,76,0,0,39,1936.55,0.004761905,0.023809524,5.51397619,0,Mar,4,1,3,2,Returning_Visitor,FALSE,FALSE
+3,118.6666667,0,0,17,694,0.003703704,0.008333333,27.45138186,0,Mar,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,11,125,0.018181818,0.081818182,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+8,174.5,0,0,10,195.5,0,0.006060606,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,40,0,0,27,1400.5,0,0.007142857,0,0,Mar,1,1,4,2,Returning_Visitor,FALSE,FALSE
+8,201.1666667,3,41,18,914.1666667,0,0.0125,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+13,374.875,1,53,88,5958.071931,0.002105263,0.00954386,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,56,0,0,31,270.4916667,0,0.00234375,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,92.83333333,0,0,24,463.8166667,0.002666667,0.015333333,17.84230699,0,Mar,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,371.5,0.0125,0.025,0,0,Mar,2,5,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,13,0.133333333,0.166666667,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,4,3,148.5,5,185.8333333,0,0.01875,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,102,0,0,16,502.8333333,0,0.004444444,0,0,Mar,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,1016.5,0.066666667,0.066666667,0,0,Mar,3,2,5,1,Returning_Visitor,FALSE,FALSE
+1,11,0,0,16,253,0,0.023529412,0,0,Mar,2,2,1,3,New_Visitor,FALSE,FALSE
+0,0,1,126,17,887.0666667,0.0125,0.0296875,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,58,3200.366667,0.003448276,0.027586207,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+3,187,2,41,48,1769.697383,0.000606061,0.011616162,16.71534488,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1037.5,0.014285714,0.047619048,0,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+4,185,0,0,40,1694.75,0.020512821,0.031196581,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1643.435516,0.005555556,0.032271242,2.188718519,0,Mar,2,4,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,7,383.5,0,0.023809524,0,0,Mar,3,2,6,3,Returning_Visitor,FALSE,FALSE
+8,166.2,5,371,23,626.2213675,0.004444444,0.008888889,0,0,Mar,1,1,8,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,34,0.1,0.125,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1070.461905,0,0.007407407,57.7293604,0,Mar,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+2,84,0,0,3,195,0,0.02,0,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+3,86,0,0,22,1187.833333,0.009090909,0.027272727,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+17,754.1095238,2,77,31,1021.619336,0.004545455,0.026479076,2.08053355,0,Mar,1,1,3,2,Returning_Visitor,FALSE,TRUE
+3,24,0,0,6,58,0,0.028571429,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,771.0833333,0.055555556,0.071428571,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,17.34848485,0,0,19,291.2589744,0,0.043589744,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,695.4,0.014285714,0.028571429,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+2,15,0,0,3,21,0,0.05,0,0,Mar,3,2,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,1594.283333,0,0.015227273,45.4316713,0,Mar,2,2,1,2,Returning_Visitor,TRUE,TRUE
+3,36,1,395,12,343.5833333,0,0.014285714,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+2,34,0,0,81,2241.002381,0.002439024,0.007012195,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Mar,2,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,63,0,0.05,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,47,0,0,21,825.0833333,0,0.009090909,10.7929507,0,Mar,2,2,2,2,New_Visitor,FALSE,TRUE
+0,0,0,0,54,1357.61783,0,0.004812274,0,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+5,44.5,1,4,37,836.3333333,0.005,0.045416667,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,125.5,0,0,19,1409.416667,0.002469136,0.023703704,0,0,Mar,1,8,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,60.5,0.02,0.04,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,42,2,54,10,420,0,0.008333333,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,5,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,389,0,0.011111111,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+2,95,0,0,15,449.5,0.0125,0.04375,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+4,56.5,0,0,8,202.1666667,0,0.01,0,0,Mar,3,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,2,17,0,0.1,0,0,Mar,1,1,8,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,689.2857143,0,0.058333333,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+5,134.9285714,2,41,31,2013.595238,0,0.014141414,8.482727273,0,Mar,2,2,8,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,17,933.4166667,0.031932773,0.043075335,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,64,0,0,19,371.2272727,0.001666667,0.029166667,0,0,Mar,2,4,9,10,Returning_Visitor,FALSE,FALSE
+3,68,0,0,8,306,0,0.008888889,0,0,Mar,1,1,9,3,New_Visitor,TRUE,FALSE
+2,20.5,0,0,21,719.7380952,0.004347826,0.010434783,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,56,0,0.1,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+3,11.33333333,0,0,20,302.3888889,0,0.002380952,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,491.6666667,0.011111111,0.012222222,0,0,Mar,1,1,1,6,Returning_Visitor,TRUE,FALSE
+5,504,0,0,13,922.0833333,0.023529412,0.023529412,0,0,Mar,3,2,8,2,Returning_Visitor,FALSE,FALSE
+2,25,0,0,20,667.9166667,0,0.00952381,18.5847619,0,Mar,4,1,1,3,Returning_Visitor,FALSE,FALSE
+2,20,0,0,13,181.5,0,0.013333333,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,19.66666667,0,0,14,512.1111111,0.028571429,0.03,0,0,Mar,3,2,3,9,Returning_Visitor,TRUE,FALSE
+1,13,0,0,15,317,0,0.006666667,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,17,85.66666667,0.023529412,0.080392157,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,128.5,0,0.025,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,76.33333333,0,0,7,78.83333333,0.004444444,0.010666667,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+2,45.44444444,1,40.66666667,57,851.6426534,0,0.007923497,3.077836066,0,Mar,2,4,3,1,Returning_Visitor,TRUE,TRUE
+3,31,0,0,58,1400.438961,0,0.005951036,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,84,0,0.033333333,0,0,Mar,1,1,8,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,167.2222222,0,0.001666667,0,0,Mar,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,396.5,0,0.037222222,0,0,Mar,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,22,0,0.05,0,0,Mar,1,1,3,15,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,371,0,0.02,0,0,Mar,2,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,4,399.3333333,46,1814.583333,0.003673469,0.02675737,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,30.5,0,0.05,0,0,Mar,2,4,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,644,0.007692308,0.051923077,0,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+8,125.1666667,0,0,27,1802.25,0.006060606,0.011774152,0,0,Mar,3,2,1,8,Returning_Visitor,TRUE,FALSE
+2,13,0,0,23,855.1666667,0.008,0.025333333,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+1,72.66666667,4,345,24,879.9090909,0,0.035897436,6.482798269,0,Mar,2,4,4,1,Returning_Visitor,FALSE,TRUE
+5,100.9166667,0,0,56,1432.223333,0,0.002185792,69.43043195,0,Mar,2,2,3,3,Returning_Visitor,TRUE,TRUE
+7,60,3,23,111,2524.501905,0.001694915,0.018834175,6.445051499,0,Mar,3,2,1,2,Returning_Visitor,TRUE,FALSE
+3,49.5,1,29.5,45,1545.5,0,0.004,20.97144,0,Mar,2,4,3,8,Returning_Visitor,TRUE,TRUE
+8,466.5,2,75.25,44,1616.425824,0.006944444,0.010974434,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,332,0,0.028571429,0,0,Mar,3,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,1,40,0,0.1,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+5,175.2307692,0,0,20,2224.85,0.004347826,0.023913043,0,0,Mar,4,2,8,1,Returning_Visitor,FALSE,FALSE
+6,96.85714286,0,0,28,672.5452381,0,0.020707071,19.71468924,0,Mar,1,1,2,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,551,0.033333333,0.05,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+19,402.1857143,4,116,64,3179.354257,0.002531646,0.016289934,4.642,0,Mar,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,203,0,0.026666667,0,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+4,178.2,0,0,9,368.2,0.02,0.05,0,0,Mar,3,2,8,3,Returning_Visitor,TRUE,FALSE
+7,156.5,1,122,26,694.7121212,0,0.00297619,0,0,Mar,2,4,1,2,Returning_Visitor,FALSE,FALSE
+5,58,0,0,10,657.2619048,0,0.004166667,0,0,Mar,1,1,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,974.6666667,0.085714286,0.128571429,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+1,43,0,0,43,1223.347222,0,0.004545455,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,276,0.044444444,0.055555556,0,0,Mar,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,1,844,6,1108,0.066666667,0.066666667,0,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,223,0,0.028571429,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,261,0,0.066666667,0,0,Mar,2,5,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1372.7,0.019047619,0.035714286,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,306,0,0,14,964.5,0,0.030952381,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+3,72,1,0,38,461.5,0.01,0.023666667,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,41,0.05,0.1,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+1,202,0,0,2,8,0,0.066666667,0,0,Mar,2,2,8,6,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,39.25,0.028571429,0.034285714,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,359.3,4,407,69,5485.105556,0.010526316,0.017493734,4.494741228,0,Mar,1,1,2,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,450,0,0.025,0,0,Mar,4,1,9,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,438.3333333,0.02,0.04,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,39,0,0,15,787,0,0.021875,0,0,Mar,4,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,319,0,0.05,0,0,Mar,1,1,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,1148,0.014285714,0.05,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,41.5,2,60.5,21,534.5,0.004347826,0.02173913,0,0,Mar,2,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,644.4,0,0.007777778,0,0,Mar,1,1,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,875,0,0.014285714,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+2,123,0,0,7,873,0,0.011111111,0,0,Mar,1,2,2,2,Returning_Visitor,FALSE,FALSE
+3,42,0,0,31,3121.369048,0.002857143,0.009285714,0,0,Mar,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,1,81,82,3214.020563,0,0.007723577,4.667079268,0,Mar,3,3,2,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,14,0,0.066666667,0,0,Mar,4,1,3,3,Returning_Visitor,FALSE,FALSE
+1,22,0,0,52,1551.666667,0.001818182,0.019393939,7.882377258,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+2,95.5,0,0,13,334.5,0,0.002666667,0,0,Mar,3,2,1,8,New_Visitor,FALSE,FALSE
+2,48.66666667,0,0,48,3726.333333,0,0.004166667,0,0,Mar,3,2,1,9,Returning_Visitor,TRUE,FALSE
+5,294.7,6,329.5,59,2816.781781,0.003214696,0.014766169,2.346800426,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,667.1666667,0,0.005263158,0,0,Mar,2,2,4,1,Returning_Visitor,TRUE,FALSE
+1,0,0,0,41,1202.904762,0.011529933,0.033252033,0,0,Mar,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Mar,1,8,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1117.333333,0,0.000956938,0,0,Mar,2,4,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,211,0,0.044444444,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,125,1,70,29,705.4,0,0.015625,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,12,1,24,3,5.333333333,0.033333333,0.083333333,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,10.5,0,0,7,525,0,0.00952381,0,0,Mar,2,4,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,635.3333333,0,0.009090909,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,1803.768849,0.001360544,0.017428305,3.609398514,0,Mar,2,4,7,3,Returning_Visitor,TRUE,TRUE
+3,99,0,0,37,2419.133333,0.007894737,0.023245614,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+6,171.0833333,0,0,28,952.2857143,0,0.013333333,52.10818182,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+7,159.5,0,0,14,249,0.011764706,0.041176471,0,0,Mar,1,1,3,2,Returning_Visitor,TRUE,FALSE
+1,5,0,0,13,271,0,0.003571429,0,0,Mar,1,1,2,2,New_Visitor,TRUE,FALSE
+5,206,0,0,15,650.6961927,0,0.018487395,0,0,Mar,1,1,1,3,New_Visitor,FALSE,FALSE
+2,40,2,162,17,481.6666667,0.024561404,0.036842105,32.64521053,0,Mar,2,7,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,258.5,0.028571429,0.071428571,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,510.5,0,0.015384615,31.3094364,0,Mar,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,16,600.75,0,0.025,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+6,262.25,3,298,49,2302.021242,0.000308642,0.026591844,43.3616369,0,Mar,1,1,1,2,Returning_Visitor,FALSE,TRUE
+2,44,0,0,26,1636.016667,0.007692308,0.021794872,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,519.75,0.0125,0.04,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,673,0.018181818,0.063636364,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,173.5,0,0.05,0,0,Mar,3,3,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,156.5333333,0,0.04375,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,574.5333333,0,0.011578947,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,62.5,0,0,17,548.3333333,0,0.031372549,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+15,937.1746032,3,357,109,6682.677557,0.000833333,0.005345441,2.526616865,0,Mar,1,2,3,2,Returning_Visitor,FALSE,FALSE
+2,48,0,0,51,1671.375,0.001098901,0.016433566,0,0,Mar,2,2,1,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,1390.166667,0.012121212,0.014545455,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+6,437.3913043,2,235.55,83,2503.881781,0.002197802,0.004916136,2.086218493,0,Mar,2,2,3,2,Returning_Visitor,FALSE,TRUE
+7,159.3333333,0,0,24,520.6666667,0,0.006666667,0,0,Mar,2,10,4,3,New_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,32.5,0,0,19,423.8166667,0.005952381,0.039104938,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,2,30,11,1114.916667,0,0.030769231,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+11,212.7416667,3,104,71,1678.905125,0,0.016037881,8.600043095,0,Mar,3,2,8,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,438.8666667,0,0.020689655,0,0,Mar,4,2,3,1,Returning_Visitor,TRUE,FALSE
+3,16.33333333,0,0,23,505.5833333,0.008,0.03,9.15008,0,Mar,4,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,76,0.022222222,0.055555556,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,203.5,0,0.033333333,0,0,Mar,1,1,1,9,New_Visitor,TRUE,FALSE
+4,130,0,0,28,818.7916667,0,0.003448276,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+4,15,1,17,17,490,0,0.027272727,15.66445171,0,Mar,2,2,4,10,Returning_Visitor,FALSE,TRUE
+0,0,1,0,12,645.9166667,0,0.05,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,142,0,0.05,0,0,Mar,2,7,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,25,0,0.033333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,44,0,0,16,672.5,0.005555556,0.025925926,0,0,Mar,2,2,4,2,Returning_Visitor,TRUE,FALSE
+9,140.5,0,0,35,1090.490476,0.013675214,0.016892552,0,0,Mar,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,30,0,0.066666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,244.1666667,0,0.030769231,0,0,Mar,2,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,129.5,0.061538462,0.092307692,0,0,Mar,1,8,1,1,Returning_Visitor,FALSE,FALSE
+4,56,1,88,22,1734.780952,0,0.010142857,0,0,Mar,3,2,3,9,Returning_Visitor,TRUE,FALSE
+3,281,0,0,6,145,0,0.025,0,0,Mar,3,2,8,8,New_Visitor,FALSE,FALSE
+2,88,0,0,16,1106.333333,0.025,0.053125,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,17,684.9166667,0.015686275,0.049411765,0,0,Mar,2,6,4,1,Returning_Visitor,TRUE,FALSE
+9,110.4090909,1,51,62,3120.211102,0.00056338,0.017396907,7.891171006,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1178.666667,0.024242424,0.053030303,0,0,Mar,1,1,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,58,0,0.066666667,0,0,Mar,1,8,4,11,Returning_Visitor,FALSE,FALSE
+10,316.1405025,7,321.6666667,287,12983.78771,0.000668896,0.006998399,1.088158231,0,Mar,2,4,3,8,New_Visitor,FALSE,FALSE
+0,0,0,0,6,139,0,0.01,0,0,Mar,1,2,1,8,New_Visitor,FALSE,FALSE
+2,27,0,0,6,558,0,0.0125,0,0,Mar,2,2,3,8,New_Visitor,FALSE,FALSE
+3,74,2,26,53,893.5111111,0.003571429,0.005357143,44.61199852,0,Mar,1,1,4,9,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,26.5,0.04,0.12,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Mar,3,2,6,3,Returning_Visitor,FALSE,FALSE
+1,0,1,0,15,708.5333333,0,0.04,54.85543,0,Mar,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,244,0.025,0.075,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,140,0,0,6,130,0,0.025,0,0,Mar,1,1,4,2,New_Visitor,TRUE,FALSE
+3,119,0,0,41,1282.5,0,0.007142857,0,0,Mar,2,6,2,2,New_Visitor,FALSE,FALSE
+7,301.7,6,336.5,42,1981.016667,0.005660377,0.021383648,13.00183962,0,Mar,1,1,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,186.5,0,0.025,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,119,0,0.033333333,0,0,Mar,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,1310.5,0.00952381,0.028571429,23.86359286,0,Mar,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,1111,0,0.05,0,0,Mar,4,5,1,1,Returning_Visitor,FALSE,FALSE
+6,113.5,0,0,18,1066.5,0,0.005072464,0,0,Mar,2,2,7,2,New_Visitor,FALSE,FALSE
+3,421,0,0,4,110.5,0,0.011111111,0,0,Mar,3,2,8,2,New_Visitor,TRUE,FALSE
+2,115,0,0,5,36,0,0.033333333,0,0,Mar,1,1,3,11,Returning_Visitor,FALSE,FALSE
+0,0,2,76.5,22,850.5333333,0.004545455,0.03446281,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,16,0.033333333,0.1,0,0,Mar,2,6,1,3,Returning_Visitor,FALSE,FALSE
+1,9,0,0,5,49,0,0.05,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,214.25,0,0.025,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,141.8333333,0.064285714,0.15,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,143.5,0,0.04,0,0,Mar,2,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,51,5818.916667,0.000980392,0.022984749,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,208,1,50,30,1461.666667,0,0.02125,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,123,0,0.020833333,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,193,1,13,66,2049.458471,0.004489796,0.012765306,29.45815149,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+1,3,0,0,11,271.7166667,0,0.016666667,0,0,Mar,4,1,3,2,Returning_Visitor,TRUE,FALSE
+4,87.5,1,20,36,1279.166667,0,0.010810811,0,0,Mar,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,Mar,1,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,70.5,0.05,0.1,0,0,Mar,3,2,4,3,Returning_Visitor,FALSE,FALSE
+5,42.18181818,0,0,12,231.1818182,0,0.01,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+3,132.5,0,0,36,1567.966667,0,0.007207207,0,0,Mar,3,3,2,8,Returning_Visitor,TRUE,FALSE
+7,163.6666667,0,0,8,119.3333333,0.015384615,0.023076923,0,0,Mar,3,2,6,11,New_Visitor,TRUE,FALSE
+2,83,0,0,15,605.8857143,0,0.005882353,0,0,Mar,1,1,3,2,Returning_Visitor,TRUE,FALSE
+5,117.8333333,0,0,35,502.547619,0.01025641,0.036923077,3.148615385,0,Mar,2,2,2,2,Returning_Visitor,FALSE,TRUE
+3,95,0,0,27,808.7,0.006896552,0.010344828,0,0,Mar,3,2,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,58,0,0.066666667,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+3,60,0,0,19,494.5,0,0.01,0,0,Mar,1,1,3,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,203.15,0,0.051111111,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+5,55.5,0,0,63,1656.316667,0.004166667,0.015989583,0,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,32,1420.25,0.00625,0.027083333,0,0,Mar,4,2,1,1,Returning_Visitor,FALSE,FALSE
+8,160.5,2,1467,26,721,0,0.031029186,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,64.33333333,1,13,27,1433.916667,0,0.018226601,3.691344828,0,Mar,1,4,1,8,New_Visitor,FALSE,TRUE
+4,73.33333333,0,0,17,478.8333333,0,0.00877193,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,182,0.028571429,0.071428571,0,0,Mar,3,2,1,13,Returning_Visitor,TRUE,FALSE
+9,215.2333333,5,450,35,1974.352381,0.004761905,0.018866213,15.32910159,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,81.5,0,0,12,223.5833333,0,0.002666667,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,26,15,817.4166667,0.026666667,0.038222222,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+7,201.5,0,0,17,750.1666667,0,0.005555556,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,13,0.1,0.1,0,0,Mar,1,1,2,1,Returning_Visitor,TRUE,FALSE
+8,492.4166667,4,384,52,4699.277778,0.007258065,0.018233487,11.1076505,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+7,146.25,0,0,42,1030.266667,0,0.008695652,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+5,156.2690476,4,90,35,776.0190476,0,0.005714286,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,558,0,0.066666667,0,0,Mar,4,1,3,1,Returning_Visitor,FALSE,FALSE
+4,13.61904762,0,0,27,520.3333333,0,0.020322581,8.497935484,0,Mar,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,349.5,0,0.028571429,25.188,0,Mar,1,2,1,8,New_Visitor,FALSE,TRUE
+2,14,0,0,31,754.5,0,0.00625,0,0,Mar,2,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,305,0,0.016666667,0,0,Mar,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,21,399.8511905,0,0.023933659,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,6,74,0,0.028571429,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+6,352.5,0,0,21,696.6666667,0,0.0125,75.06781572,0,Mar,2,2,6,10,New_Visitor,TRUE,TRUE
+0,0,0,0,3,59,0,0.033333333,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,50,0,0.033333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,92.75,1,74.75,84,2756.215152,0,0.002462121,0,0,Mar,2,2,9,3,New_Visitor,TRUE,FALSE
+0,0,0,0,12,425.1666667,0,0.016666667,0,0,Mar,1,1,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,78,1781.69697,0.003205128,0.015811966,0,0,Mar,2,2,8,3,Returning_Visitor,FALSE,FALSE
+3,168,0,0,7,296.1666667,0,0.011111111,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+5,179.5,0,0,36,1792.8,0,0.004390244,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+8,274.5,0,0,24,515.5757576,0,0.003703704,0,0,Mar,3,2,2,2,Returning_Visitor,TRUE,FALSE
+3,64.5,0,0,35,1334.551371,0,0.007309582,0,0,Mar,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,64,0.1,0.133333333,0,0,Mar,4,1,1,1,Returning_Visitor,FALSE,FALSE
+1,4,2,102,31,624.5833333,0.016216216,0.031531532,8.708324324,0,Mar,2,2,3,13,Returning_Visitor,TRUE,FALSE
+9,171.6666667,3,109.75,41,1284.663492,0.016326531,0.032653061,21.22386735,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,316.5,0,0.025,17.538,0,Mar,2,4,1,8,New_Visitor,TRUE,TRUE
+0,0,0,0,22,925.8333333,0.018181818,0.048484848,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,97,0.057142857,0.1,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,1,28,0,0.1,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+9,311.9166667,0,0,40,633.4,0.002272727,0.017954545,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,98.5,0,0,5,436.5,0,0.016666667,0,0,Mar,7,1,1,2,New_Visitor,TRUE,FALSE
+9,867.922619,0,0,137,3909.36829,0,0.005055944,9.930187005,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,147,0,0,3,24,0,0.02,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+2,27,0,0,18,915.1666667,0.021052632,0.036842105,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+3,106.75,0,0,5,137.3333333,0,0.005,0,0,Mar,3,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,5,95,0.04,0.12,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,778.1666667,0,0.0125,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,55,1,47,47,1842.95,0,0.01257764,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1206,0.016,0.032,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,324.5,0.014814815,0.022222222,0,0,Mar,1,2,6,1,Returning_Visitor,FALSE,FALSE
+5,241.6666667,5,229,38,1054.944444,0.010869565,0.014565217,8.224168543,0,Mar,2,4,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,402.1666667,0.041666667,0.065,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+1,47,0,0,5,388,0,0.04,31.188,0,Mar,1,1,7,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,11,Returning_Visitor,FALSE,FALSE
+3,35,0,0,16,352,0,0.011764706,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,194,0,0.018181818,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,751.8,0.026666667,0.04,0,0,Mar,1,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,465.5,0.006666667,0.056666667,43.79717364,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,585,0,0.016,0,0,Mar,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,253.5,0,0.022222222,63.588,0,Mar,1,1,1,2,New_Visitor,TRUE,TRUE
+3,33,2,84.5,4,46.5,0,0.010666667,0,0,Mar,2,2,5,8,New_Visitor,FALSE,FALSE
+3,152.5,5,243.5,43,3065.945238,0,0.011666667,3.31108,0,Mar,1,2,1,1,Returning_Visitor,TRUE,TRUE
+11,828.0526316,6,389.3666667,57,2099.930554,0.003333333,0.009142857,3.29868,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,30,0,0.05,0,0,Mar,3,2,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,52,0,0.066666667,0,0,Mar,2,5,8,3,Returning_Visitor,TRUE,FALSE
+4,162,3,75.5,4,158.5,0,0.016666667,0,0,Mar,2,4,1,10,Returning_Visitor,FALSE,FALSE
+4,539.5,0,0,1,0,0,0.05,0,0,Mar,3,2,8,8,New_Visitor,FALSE,FALSE
+0,0,0,0,9,250.5,0,0.044444444,0,0,Mar,3,2,7,1,Returning_Visitor,TRUE,FALSE
+4,120.5,0,0,66,3960.646154,0.002941176,0.013663064,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,280,0,0.022222222,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,281.547619,0.003846154,0.017307692,0,0,Mar,1,1,2,2,Returning_Visitor,TRUE,FALSE
+1,12,0,0,13,2004.5,0.028571429,0.04047619,0,0,Mar,1,1,6,2,Returning_Visitor,TRUE,FALSE
+12,285.0119048,0,0,53,967.210697,0.000892857,0.033208874,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,100,0,0.033333333,0,0,Mar,2,2,4,6,Returning_Visitor,TRUE,FALSE
+10,198.5,2,158,6,73.21428571,0,0.02,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,224,1,32,20,789.35,0,0.002721088,0,0,Mar,1,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1281,0.006666667,0.02,0,0,Mar,2,4,2,1,Returning_Visitor,FALSE,FALSE
+4,162.5,2,44.5,20,1115.266667,0,0.020661157,0,0,Mar,1,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+2,77.5,3,92,18,341.2916667,0,0.009090909,0,0,Mar,1,1,1,2,New_Visitor,TRUE,FALSE
+6,192.5,0,0,113,3000.666667,0.003478261,0.005217391,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,148.8,4,81.33333333,29,1715.687897,0.010909091,0.027138047,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,607,0.0375,0.0625,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,31,0,0.05,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1027.657143,0.0125,0.01875,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,196.5,0,0.025,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+4,1521,2,64,30,2284.687302,0.019354839,0.042741935,2.304322581,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+13,112.2666667,0,0,49,1503.490909,0,0.003508772,0,0,Mar,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+3,150,0,0,12,271.3333333,0,0.014285714,0,0,Mar,1,1,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,6,97.33333333,0,0.041666667,0,0,Mar,1,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,161.3333333,0,0.05,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,4,32.5,7,67,0,0.022222222,0,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,34,1006.257576,0,0.015196078,0,0,Mar,2,2,7,3,Returning_Visitor,FALSE,FALSE
+4,167.5,0,0,22,869.9,0,0.026388889,33.53327578,0,Mar,2,6,4,10,Returning_Visitor,FALSE,TRUE
+4,57,1,0,19,479.8666667,0,0.018181818,0,0,Mar,4,2,1,2,Returning_Visitor,FALSE,FALSE
+5,345,0,0,7,229.5,0.03,0.026666667,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,606,0,0.011111111,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+11,267.1666667,0,0,39,881.4416667,0.004166667,0.011458333,20.11751289,0,Mar,2,2,3,1,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,9,Returning_Visitor,TRUE,FALSE
+3,123,0,0,8,371.6666667,0,0.011111111,0,0,Mar,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,1373.5,0,0,43,2798.07381,0,0.010971006,2.915511628,0,Mar,2,6,2,3,Returning_Visitor,FALSE,FALSE
+5,29,0,0,4,12,0,0.033333333,0,0,Mar,4,1,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,42,1185.666667,0,0.004761905,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,60,0,0.05,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+8,29.5,0,0,89,6770.274267,0.006315789,0.030125313,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,337.25,0,0.02,0,0,Mar,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,323.9166667,0,0.008333333,35.8370931,0,Mar,1,1,4,10,Returning_Visitor,FALSE,TRUE
+5,79.33333333,3,242.0555556,17,1142.816919,0.006818182,0.018519814,62.16886364,0,Mar,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,148.5,0.05,0.083333333,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+3,16,0,0,11,207,0,0.015384615,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,11,0,0.1,0,0,Mar,4,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,53,0,0.06,0,0,Mar,2,2,7,3,Returning_Visitor,TRUE,FALSE
+2,33,0,0,9,354,0,0.02,0,0,Mar,3,2,1,3,New_Visitor,FALSE,FALSE
+3,139,0,0,10,277.1428571,0,0.007692308,0,0,Mar,3,2,1,2,Returning_Visitor,TRUE,FALSE
+2,47,0,0,17,411.625,0,0.023529412,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,392.1428571,0.00625,0.027205882,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,54.5,0,0,68,3135.517677,0.003361345,0.01146836,4.095288919,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+14,272.5,2,52.25,55,1127.288305,0.003125,0.014499164,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,954.4702381,0,0.012742857,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,33,3506.166667,0,0.025,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,370.3809524,0,0.007894737,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+5,169,0,0,3,50,0,0.033333333,0,0,Mar,1,1,1,9,New_Visitor,FALSE,FALSE
+4,59.25,0,0,9,139.25,0.015384615,0.031538462,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,175,0,0,15,270.5,0,0.006666667,0,0,Mar,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,321,0.033333333,0.085185185,0,0,Mar,2,5,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,159,0,0,3,64.75,0,0.014285714,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,26.5,0,0.05,0,0,Mar,2,2,9,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,927.2777778,0,0.014285714,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,141.1666667,0,0.007142857,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+11,247.3333333,2,369,90,7221,0.001030928,0.003917526,13.46406308,0,Mar,2,2,3,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,218.5,0,0.045833333,0,0,Mar,1,1,4,2,Returning_Visitor,FALSE,FALSE
+2,78.33333333,0,0,12,262.5,0.028571429,0.033333333,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,469.4166667,0,0.011764706,0,0,Mar,1,1,2,2,Returning_Visitor,FALSE,FALSE
+1,16,0,0,27,1240.916667,0,0.009259259,28.39335492,0,Mar,2,2,3,1,Returning_Visitor,FALSE,TRUE
+1,8,0,0,5,143.5,0,0.011111111,0,0,Mar,3,2,2,3,New_Visitor,TRUE,FALSE
+0,0,0,0,7,101,0.028571429,0.057142857,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+5,267.5,0,0,5,62.5,0.022222222,0.044444444,0,0,Mar,2,2,2,3,New_Visitor,TRUE,FALSE
+1,14,0,0,6,156,0,0.04,0,0,Mar,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,104,0,0.033333333,0,0,Mar,3,2,7,6,Returning_Visitor,FALSE,FALSE
+2,17,0,0,15,1349,0,0.005882353,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,11,331.25,0.016666667,0.033333333,0,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+5,114.75,0,0,8,301.5,0,0.018181818,0,0,Mar,2,4,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,157.5714286,0,0.025,0,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,4,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,224.9583333,0,0.010526316,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,10,0,0,39,1152.5,0.011965812,0.017802198,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+10,164.5,1,3,61,2292.679762,0,0.009552239,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,329,0.022222222,0.044444444,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,111.6666667,0,0.025,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1074.428571,0.015384615,0.021538462,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,1080.047619,0,0.01015625,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,387.5,0,0,23,666.9464286,0.007692308,0.026089744,0,0,Mar,1,1,6,10,Returning_Visitor,FALSE,FALSE
+2,123,0,0,14,239,0,0.0125,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+4,272.5,0,0,14,279.9,0,0.028571429,0,0,Mar,1,1,3,10,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,7,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1674,0,0.04,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,15,0,0.066666667,0,0,Mar,2,4,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,480.9666667,0.004848485,0.026652893,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,62,0,0.066666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,320.5,0,0,23,1841.171429,0,0.003913043,0,0,Mar,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,37.5,0,0.033333333,0,0,Mar,3,2,4,3,Returning_Visitor,TRUE,FALSE
+2,35,0,0,11,131.3,0,0.015384615,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,92,0,0.1,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,78.33333333,0,0.022222222,0,0,Mar,2,2,7,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,114.6,0.028571429,0.033333333,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+2,34,0,0,18,671,0,0.010526316,0,0,Mar,3,2,3,11,New_Visitor,TRUE,FALSE
+2,47,0,0,11,624,0,0.020512821,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,11,3,123.3333333,34,448.75,0.021621622,0.048648649,0,0,Mar,2,10,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,35,0,0.05,0,0,Mar,2,2,9,3,Returning_Visitor,FALSE,FALSE
+3,13,0,0,7,79.5,0,0.02,0,0,Mar,2,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,10,189.5,0,0.036666667,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+2,36,0,0,15,2190.666667,0,0.004444444,0,0,Mar,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,672.5,0,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,33,0,0,67,2502.816667,0.006060606,0.011147186,0,0,Mar,4,1,1,10,Returning_Visitor,FALSE,FALSE
+7,97,6,281.5,83,1778.125214,0.007967033,0.019990486,6.626647741,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,49.5,0.05,0.075,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,261,0.033333333,0.083333333,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,37,0,0,12,663.5,0,0.016666667,10.83431037,0,Mar,3,2,6,8,New_Visitor,FALSE,TRUE
+4,55,0,0,16,284.9,0.003333333,0.033333333,18.8649,0,Mar,1,1,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,236,0.057142857,0.085714286,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,26,0,0,19,576.0833333,0.009090909,0.018181818,30.65045455,0,Mar,2,2,2,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,77,0,0.066666667,0,0,Mar,3,6,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,79,0.066666667,0.166666667,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+2,24.5,1,710,66,4566.952839,0.006470588,0.018141923,0,0,Mar,3,2,2,2,Returning_Visitor,FALSE,FALSE
+1,24,3,125.5,65,8646,0,0.011764706,0,0,Mar,2,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,600.5,0,0.005882353,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,434.5,0,0.023809524,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,35,499.4,0.011764706,0.028151261,0,0,Mar,2,2,3,1,Returning_Visitor,TRUE,FALSE
+9,122,1,87,50,1694.797619,0.008928571,0.018154762,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+1,123,0,0,7,181.5,0,0.025,64.7325,0,Mar,2,2,1,2,New_Visitor,TRUE,TRUE
+3,308,0,0,54,1306.151974,0.003508772,0.012962963,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,75,0,0.016666667,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,61,0,0.066666667,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1165.333333,0.004166667,0.043055556,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,70.83333333,0,0.016666667,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+5,72.5,0,0,31,649.3071429,0,0.001041667,35.10378279,0,Mar,2,7,2,2,Returning_Visitor,TRUE,TRUE
+1,21,1,61,49,1647.152381,0,0.0008,144.3934888,0,Mar,2,2,7,2,Returning_Visitor,TRUE,TRUE
+6,233.0833333,2,63,60,3135.442572,0.001666667,0.009358814,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,181.3333333,0.02962963,0.055026455,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,159,0,0.022222222,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+4,315,0,0,8,465.8333333,0,0.024242424,0,0,Mar,3,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,112,0.066666667,0.133333333,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,952.9666667,0.001666667,0.016666667,0,0,Mar,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,372.8333333,0,0.0125,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+6,192.5,0,0,14,327,0,0.00625,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1057,0,0.033333333,0,0,Mar,2,4,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,12,0,0.066666667,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,36,0,0.066666667,0,0,Mar,3,2,6,2,Returning_Visitor,TRUE,FALSE
+3,43.5,0,0,30,2264.333333,0,0.010416667,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+4,76,0,0,28,866,0,0.02183908,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,701.5424242,0.013333333,0.026666667,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+2,35,0,0,20,979.0833333,0,0.00952381,60.04549665,0,Mar,2,2,3,2,Returning_Visitor,FALSE,TRUE
+3,13,0,0,28,324.7692308,0,0.001724138,0,0,Mar,2,2,1,6,Returning_Visitor,FALSE,FALSE
+6,160.0952381,3,94.5,47,1682.870247,0.001333333,0.007891429,5.698642857,0,Mar,3,2,6,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,210,0.044444444,0.055555556,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,332,0.03,0.06,0,0,Mar,4,1,3,1,Returning_Visitor,FALSE,FALSE
+1,45,0,0,13,1610.916667,0,0.007142857,0,0,Mar,1,1,1,3,New_Visitor,TRUE,FALSE
+4,177.1666667,0,0,50,1188.566667,0.007843137,0.018300654,0,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,98,0,0.066666667,0,0,Mar,2,6,7,1,Returning_Visitor,FALSE,FALSE
+0,0,1,36.33333333,38,1663.683333,0.005405405,0.022972973,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+4,43.5,0,0,39,930.3,0.001190476,0.010997732,0,0,Mar,4,5,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,1003,0,0.008333333,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,69,0,0.066666667,0,0,Mar,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1199.725758,0.007407407,0.01691358,9.028406684,0,Mar,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,1524.058333,0.019393939,0.025282904,11.77367361,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,2,45,11,624,0.015384615,0.046153846,0,0,Mar,2,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1229.766667,0.005405405,0.014414414,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,972.6,0,0.007692308,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+5,159,0,0,17,438.4333333,0.003030303,0.027272727,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,270,0,0.004,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,333,0,0.066666667,0,0,Mar,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,504.2333333,0.01,0.021666667,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,845.5,0,0.007407407,0,0,Mar,4,1,1,11,Returning_Visitor,TRUE,FALSE
+1,54,1,237,16,744.5,0.013333333,0.033777778,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1129,0.00952381,0.038095238,0,0,Mar,2,5,5,1,Returning_Visitor,FALSE,FALSE
+2,34,0,0,8,358,0,0.02,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,832,0,0.020289855,21.92521348,0,Mar,2,6,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,36.5,0,0.05,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,157,0,0.014285714,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,36,0,0,9,71.33333333,0,0.02,0,0,Mar,2,2,1,11,New_Visitor,FALSE,FALSE
+7,196,3,138.5,11,227.5,0,0.006666667,0,0,Mar,3,2,5,8,New_Visitor,TRUE,FALSE
+1,0,2,56,22,1054.309524,0.004761905,0.023809524,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,308.1666667,0.083333333,0.095,0,0,Mar,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,229.25,0,0.06,0,0,Mar,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,1,29,9,225.8333333,0,0.02,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+2,21,1,26,22,326.5833333,0.018181818,0.066666667,0,0,Mar,3,2,4,3,Returning_Visitor,FALSE,FALSE
+10,231,1,8,104,3486.690476,0.003301887,0.013104972,0,0,Mar,2,10,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,863.3333333,0,0.014583333,0,0,Mar,2,2,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,67,0.1,0.133333333,0,0,Mar,3,3,1,3,Returning_Visitor,FALSE,FALSE
+15,1011.361111,2,171.5,54,1405.131241,0,0.006127451,37.41814196,0,Mar,3,2,3,2,New_Visitor,TRUE,FALSE
+6,60,2,61,23,1031.704762,0,0.007111111,33.14784917,0,Mar,4,2,9,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,24,917.0833333,0.008333333,0.031944444,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+3,61,0,0,19,573.6571429,0.036842105,0.04,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,94.5,0,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,238.1666667,0,0.007692308,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,227,0,0,3,164,0,0.013333333,0,0,Mar,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,5,14,31,750.5904762,0.007407407,0.036957672,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,464,0,0,19,1834.083333,0.02,0.03125,0,0,Mar,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,606.8333333,0.031578947,0.048245614,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,3,300,13,509.1214286,0.006666667,0.002222222,40.7932,0,Mar,3,2,7,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,19,0,0.1,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+3,80.42857143,0,0,61,5900.351378,0,0.007213115,0,0,Mar,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,449.3333333,0.006153846,0.044615385,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,200,0,0.047222222,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+3,61.5,0,0,16,946.1666667,0,0.010526316,0,0,Mar,2,2,1,10,New_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,514,0,0.066666667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,58,0,0,5,64,0,0.016666667,0,0,Mar,1,1,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,210,0,0.1,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,243,0,0,12,1180.5,0,0.007692308,0,0,Mar,1,1,1,9,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,771.5,0.022222222,0.044444444,0,0,Mar,1,1,6,1,Returning_Visitor,FALSE,FALSE
+1,4,0,0,37,1096.75,0,0.020175439,0,0,Mar,2,2,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,381.6666667,0,0.02,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+9,210.6666667,3,127,55,1509.594444,0.006451613,0.02016129,14.68324522,0,Mar,2,5,1,2,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,2,4,5,1,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,156.1428571,0,0,18,1181.198413,0,0.048235294,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+2,0,0,0,17,1394.666667,0,0.029761905,0,0,Mar,2,4,2,6,Returning_Visitor,FALSE,FALSE
+5,282,0,0,8,326,0,0.022222222,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,459.8307692,0,0.001587302,0,0,Mar,3,2,8,2,Returning_Visitor,TRUE,FALSE
+3,512.8333333,2,278,3,162,0,0.014285714,0,0,Mar,3,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+1,112,0,0,37,2043.5,0.005555556,0.016666667,12.3578472,0,Mar,2,5,3,6,Returning_Visitor,FALSE,TRUE
+4,73.5,0,0,24,663.4666667,0.002564103,0.004395604,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+3,184.6888889,0,0,129,7669.250794,0,0.009135204,0,0,Mar,2,2,8,13,Returning_Visitor,FALSE,FALSE
+5,75.16666667,0,0,12,115.1666667,0.028571429,0.042857143,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,296.45,0,0.007792208,0,0,Mar,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,56,2633.869048,0.003703704,0.016666667,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,392,0.021052632,0.052631579,0,0,Mar,2,2,5,1,Returning_Visitor,TRUE,FALSE
+1,19,0,0,13,748.6666667,0,0.020512821,0,0,Mar,1,2,6,3,Returning_Visitor,FALSE,FALSE
+6,302,0,0,18,834.6666667,0.004761905,0.021269841,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,11,0.05,0.15,0,0,Mar,3,3,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,37,15,497.3333333,0.0125,0.0375,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+10,117.3333333,0,0,28,631.9896825,0.017647059,0.022794118,10.16517157,0,Mar,3,7,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,315.6,0,0.018181818,0,0,Mar,1,1,6,3,Returning_Visitor,TRUE,FALSE
+1,7,0,0,14,183.3333333,0,0.006666667,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+1,0,0,0,8,192.1666667,0,0.025,0,0,Mar,1,1,9,9,Returning_Visitor,TRUE,FALSE
+1,0,0,0,16,1296.6,0.022222222,0.033333333,13.28355556,0,Mar,3,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,17,0.1,0.111111111,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,41,13,698,0,0.032142857,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+1,14,0,0,17,1093.142857,0,0.02125,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,9,2397.5,0,0.02,0,0,Mar,4,1,3,3,Returning_Visitor,FALSE,FALSE
+2,107,0,0,3,56,0,0.04,0,0,Mar,1,1,3,2,New_Visitor,FALSE,FALSE
+1,31,3,62,11,196.2,0,0.013333333,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,39.66666667,0,0.033333333,0,0,Mar,2,4,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,42,20,408.3333333,0,0.003174603,33.47777322,0,Mar,2,4,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+1,7,0,0,29,906.5666667,0,0.006896552,0,0,Mar,4,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,149,0,0.05,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1224.75,0,0.007142857,21.04864167,0,Mar,2,4,2,2,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+2,52,1,17.66666667,18,1262,0,0.00952381,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,12,207,0,0.036666667,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,19,0,0,7,115.6666667,0,0.028571429,0,0,Mar,3,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,3,321.5,0.05,0.1,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+9,204.0833333,0,0,63,3552.702381,0,0.007,19.95572297,0,Mar,1,2,8,8,New_Visitor,FALSE,TRUE
+2,151,0,0,19,716.3571429,0.004761905,0.015873016,10.8692605,0,Mar,1,1,7,1,Returning_Visitor,TRUE,TRUE
+6,98,0,0,12,343,0.019444444,0.032222222,0,0,Mar,1,2,1,2,Returning_Visitor,TRUE,FALSE
+6,52,1,24,56,3763.166667,0.003389831,0.01480226,10.37042373,0,Mar,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,272.5,0,0.033333333,0,0,Mar,1,1,6,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,81,0,0.066666667,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+4,600.4230769,0,0,17,1883.827222,0.00075188,0.013061325,0.120699914,0,Mar,2,2,1,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,251.6666667,0.028571429,0.011428571,0,0,Mar,3,2,1,6,Returning_Visitor,TRUE,FALSE
+4,132,0,0,7,1413.333333,0.036,0.029285714,0,0,Mar,3,2,7,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,79.5,0,0.033333333,0,0,Mar,3,2,2,2,Returning_Visitor,FALSE,FALSE
+3,23,0,0,6,83,0,0.014285714,0,0,Mar,2,2,6,2,New_Visitor,FALSE,FALSE
+2,20,0,0,17,584.5,0,0.011111111,0,0,Mar,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,39,0,0,30,940.8333333,0.012121212,0.024242424,0,0,Mar,1,8,3,3,Returning_Visitor,FALSE,FALSE
+2,152.8333333,0,0,20,791.6666667,0.011111111,0.016666667,41.35007203,0,Mar,1,1,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,77,4346.541667,0.003070175,0.023099415,0,0,Mar,4,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,50.5,0,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,74,0,0.02,0,0,Mar,2,4,6,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,83,0.057142857,0.095238095,0,0,Mar,1,2,2,1,Returning_Visitor,FALSE,FALSE
+4,16.66666667,0,0,68,2593.741667,0.002941176,0.012843137,0,0,Mar,2,2,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,59,0,0.033333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,197,4,219,53,1518.761111,0.007272727,0.005454545,0,0,Mar,1,1,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,62,0,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,365.4,0.027586207,0.035862069,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+2,15,0,0,7,50.5,0,0.028571429,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,468,0.016666667,0.033333333,0,0,Mar,4,1,4,3,Returning_Visitor,FALSE,FALSE
+5,710.3333333,0,0,23,7533.272727,0,0.007407407,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,84,0,0,35,1059,0,0.005882353,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,52,0,0.02,0,0,Mar,2,4,7,2,Returning_Visitor,FALSE,FALSE
+3,151,0,0,6,892,0,0.018518519,0,0,Mar,3,2,3,3,Returning_Visitor,TRUE,FALSE
+4,83.5,0,0,9,430.5,0,0.015384615,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,17,132.6333333,0.011764706,0.007843137,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,363.3181818,0.014285714,0.023809524,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,73,0,0.066666667,0,0,Mar,2,4,1,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,612,0,0.014285714,0,0,Mar,3,3,1,2,New_Visitor,TRUE,FALSE
+9,848.1428571,4,388.6666667,33,595.0095238,0,0.004651163,0,0,Mar,2,2,1,10,New_Visitor,FALSE,FALSE
+0,0,0,0,6,495,0,0.02,77.96,0,Mar,1,2,9,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,49.5,0,0.016666667,0,0,Mar,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,130.8333333,1,109,47,1813.208333,0,0.002083333,0,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,218,0,0.033333333,0,0,Mar,2,2,6,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,102,0,0.05,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,27,0,0,23,1278.090909,0,0.008333333,0,0,Mar,2,2,2,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,25,0,0.066666667,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,2,445,38,996.5166667,0.000854701,0.016544567,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,69.5,0,0.033333333,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,1530.248485,0.005128205,0.029795821,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,12,0,0,43,2595.280952,0.009090909,0.025378788,0,0,Mar,2,4,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,471.5,0.016666667,0.066666667,0,0,Mar,1,1,6,3,Returning_Visitor,FALSE,FALSE
+11,281.6309524,0,0,54,923.6757353,0,0.012261867,5.150663602,0,Mar,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,153,0.02,0.04,0,0,Mar,1,1,4,1,Returning_Visitor,TRUE,FALSE
+9,160,0,0,48,3946.008333,0.007272727,0.011515152,20.32388105,0,Mar,2,6,1,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,26,648.4,0,0.018,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,56,0.04,0.08,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,263,0.00952381,0.030952381,0,0,Mar,2,6,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,193,0,0.033333333,0,0,Mar,4,1,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,38,0.1,0.122222222,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,116,0.025,0.1,0,0,Mar,2,4,5,1,Returning_Visitor,FALSE,FALSE
+3,31.33333333,0,0,33,1077.869048,0.0015625,0.01953125,0,0,Mar,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,266.3333333,0.04,0.08,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,17,0,0.033333333,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,67.5,0,0.066666667,0,0,Mar,1,1,3,3,Returning_Visitor,TRUE,FALSE
+3,81,1,0,28,499.6666667,0,0.022222222,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+1,5.5,0,0,7,286,0.025,0.05,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+4,81,0,0,8,112.7285714,0,0.02,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,18,0,0,24,1571,0,0.016666667,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,241,0,0.018181818,0,0,Mar,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,187,0.031818182,0.068181818,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,91,2,338,11,451,0,0.006666667,45.7504,0,Mar,2,2,1,10,New_Visitor,FALSE,TRUE
+2,85.5,0,0,42,1741.483333,0,0.002051282,27.12804201,0,Mar,2,10,1,1,Returning_Visitor,FALSE,FALSE
+1,42,2,80.5,46,838.6833333,0,0.015416667,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+5,36.33333333,3,53,22,406,0.002564103,0.013461538,0,0,Mar,4,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,437.1875,0.011111111,0.006878307,0,0,Mar,1,1,7,9,Returning_Visitor,TRUE,FALSE
+2,33,0,0,28,898.5,0,0.013333333,0,0,Mar,2,10,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,215.75,0,0.021052632,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+7,110.25,0,0,20,266.5833333,0.011111111,0.039753086,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,546,0,0.04,35.49,0,Mar,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,2156,0.01875,0.035416667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,557.1666667,0.023529412,0.049509804,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,27,1,35,19,461.05,0.016666667,0.026190476,16.33942857,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1473.333333,0.011111111,0.044444444,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,155.5,0,0,13,474.8333333,0,0.00625,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,212,0.026666667,0.03968254,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+5,487.5,0,0,11,500,0,0.015384615,0,0,Mar,1,8,1,11,New_Visitor,FALSE,FALSE
+0,0,3,56,10,369,0,0.016666667,0,0,Mar,1,1,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,5,136.6666667,0.02,0.12,0,0,Mar,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,243.2,0.02,0.04,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,459,0,0.02,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+5,376.8,3,105.6666667,6,441.4666667,0,0.003333333,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,985.5,4,308,6,328,0,0.015384615,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,36,0,0.033333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,518.6666667,0,0.011111111,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+7,606,1,33,26,631.4583333,0,0.007142857,0,0,Mar,1,1,7,2,Returning_Visitor,FALSE,FALSE
+11,1640.590909,0,0,16,1849.833333,0,0.013636364,10.78136364,0,Mar,1,1,2,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,8,436,0,0.022222222,0,0,Mar,2,4,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,132,0,0.04,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+2,63,0,0,35,850.3333333,0,0.005405405,0,0,Mar,2,2,3,2,New_Visitor,TRUE,FALSE
+11,228.0277778,1,32,17,457.7957265,0.007258065,0.044351348,0,0,Mar,1,2,9,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,143,0,0.04,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+6,136.5555556,0,0,59,3224.819084,0.002985075,0.011923715,8.567426866,0,Mar,2,4,2,2,Returning_Visitor,TRUE,TRUE
+3,76,0,0,24,1038.845238,0,0.008333333,0,0,Mar,2,2,4,3,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,216,0,0.033333333,0,0,Mar,2,4,7,10,Returning_Visitor,FALSE,FALSE
+2,11,0,0,20,363.6666667,0.01,0.016666667,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+1,0,0,0,17,1314.25,0.045833333,0.1,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,146,0.146666667,0.186666667,0,0,Mar,3,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,228,0,0.028571429,0,0,Mar,4,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,419.75,0,0.006060606,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,270,0.028571429,0.035714286,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,1.333333333,0,0,32,395.2222222,0.006060606,0.011111111,0,0,Mar,2,4,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,9,0.1,0.15,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,945.0108696,0.006334842,0.023889556,0,0,Mar,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,90,0,0.066666667,0,0,Mar,1,2,5,10,Returning_Visitor,FALSE,FALSE
+0,0,1,55,9,936.8333333,0,0.022222222,53.25533333,0,Mar,1,1,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,8,0,0.066666667,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,447.5,0.02,0.04,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,310,1,73,16,416.4,0,0.011111111,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+5,1417.5,0,0,36,1051.248276,0,0.002293202,0,0,Mar,2,2,5,2,Returning_Visitor,TRUE,FALSE
+3,960,0,0,10,1218,0,0.018181818,0,0,Mar,2,5,1,2,New_Visitor,FALSE,FALSE
+2,18,0,0,15,756.3333333,0.0125,0.0625,29.24325,0,Mar,2,10,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,210,0.12,0.16,0,0,Mar,1,10,1,1,Returning_Visitor,FALSE,FALSE
+2,52,0,0,24,427.0833333,0.026388889,0.059722222,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,31,0,0.025,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,388,0.05,0.075,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,151.5,0,0.05,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,18.33333333,0,0,36,1387.606061,0.005263158,0.025438596,0,0,Mar,2,2,8,1,Returning_Visitor,TRUE,FALSE
+5,106,0,0,30,1418,0,0.010344828,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+6,91.88888889,0,0,25,437.2222222,0.028571429,0.035,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+3,18,0,0,14,411.5,0,0.023529412,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+2,36,0,0,13,142,0,0.013333333,0,0,Mar,4,2,4,8,Returning_Visitor,FALSE,FALSE
+0,0,1,28,13,474.6666667,0,0.014285714,33.41,0,Mar,2,2,1,6,Returning_Visitor,FALSE,TRUE
+2,17,0,0,20,1415.625,0.012698413,0.044761905,32.578313,0,Mar,3,3,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0,0.2,0,0,Mar,2,2,5,1,Returning_Visitor,FALSE,FALSE
+7,139.5,0,0,30,1448.752381,0.006060606,0.012878788,0,0,Mar,1,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,96.5,0,0.022222222,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+4,178,2,209,17,2777.666667,0,0.009090909,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+3,180,0,0,12,1436.5,0,0.013333333,27.75904925,0,Mar,2,2,2,2,Returning_Visitor,TRUE,TRUE
+2,107.3333333,0,0,8,224,0,0.01,0,0,Mar,1,2,7,2,Returning_Visitor,TRUE,FALSE
+4,52,1,7,46,3087,0.003773585,0.021383648,16.94643793,0,Mar,2,2,3,8,Returning_Visitor,FALSE,TRUE
+2,211,1,58,71,3424.583333,0.001315789,0.015,0,0,Mar,2,2,5,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,2,46,9,546,0,0.02,0,0,Mar,2,6,1,2,Returning_Visitor,FALSE,FALSE
+1,4,0,0,43,1418.5,0,0.018181818,0,0,Mar,4,1,2,3,Returning_Visitor,TRUE,FALSE
+1,69,0,0,8,423,0,0.025,28.05094335,0,Mar,2,4,1,8,New_Visitor,FALSE,TRUE
+4,183.25,1,21,20,651.4,0,0.004166667,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,55,0,0,6,249.5,0,0.033333333,0,0,Mar,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,11,337,0.045454545,0.061818182,0,0,Mar,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,1377.769697,0,0.008,92.4822063,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,1,83,16,223,0,0.023529412,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,3,2,373,6,66.83333333,0,0.0125,0,0,Mar,2,4,1,8,New_Visitor,FALSE,FALSE
+1,613.6666667,0,0,4,957,0.161904762,0.096298701,0,0,Mar,3,2,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,135,0,0.1,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,1166.72619,0,0.025,4.599,0,Mar,1,1,1,3,Returning_Visitor,TRUE,TRUE
+2,11.92307692,2,139,80,4099.737392,0.004117063,0.005279668,16.88069613,0,Mar,3,2,1,2,Returning_Visitor,TRUE,TRUE
+1,0,0,0,4,31,0,0.05,0,0,Mar,2,2,2,10,Returning_Visitor,TRUE,FALSE
+1,8,1,101,12,205.9761905,0.015384615,0.024358974,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+1,7,7,141,25,1644,0.002150538,0.018817204,0,0,Mar,2,4,1,10,Returning_Visitor,FALSE,FALSE
+2,102,0,0,4,268,0,0.013333333,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,158.5,0,0.05,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+1,7,0,0,11,298,0,0.006666667,0,0,Mar,3,2,3,3,Returning_Visitor,TRUE,FALSE
+3,1499.571429,1,186,31,2905.943651,0,0.010215054,0,0,Mar,2,6,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,419,0.01300813,0.03495935,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,279,0,0.04,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,43,1286.688889,0.004545455,0.030266123,4.289292857,0,Mar,3,2,1,6,Returning_Visitor,FALSE,FALSE
+1,74,0,0,49,1616.083333,0.004,0.016,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+2,1223,4,416,21,2755.67094,0.004545455,0.027575758,0,0,Mar,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,655.7833333,0.003846154,0.013782051,0,0,Mar,1,1,8,3,Returning_Visitor,FALSE,FALSE
+4,206.3333333,0,0,20,917.35,0,0.008333333,23.83323089,0,Mar,4,2,1,2,Returning_Visitor,TRUE,TRUE
+3,67,0,0,12,353,0,0.015384615,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,27,0,0.1,0,0,Mar,4,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+3,242,0,0,12,286,0,0.014285714,0,0,Mar,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,6,835.8333333,0.033333333,0.066666667,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+7,217.8333333,1,23.5,18,338.1272727,0,0.014393939,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,22,0,0.1,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,136.6666667,1,9.5,20,1572.571429,0,0.015873016,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+12,739.2091954,1,16,21,1321.059195,0.009032258,0.025133361,78.34560177,0,Mar,2,2,1,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,1,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,187,0.1,0.15,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+4,33,0,0,19,502.4583333,0,0.011904762,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,8,1,Returning_Visitor,FALSE,FALSE
+3,14,0,0,20,1424.928571,0.01,0.022222222,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,68.5,2,845,82,2448.784448,0.000374532,0.008907697,6.506831398,0,Mar,1,1,2,2,Returning_Visitor,FALSE,TRUE
+5,91.83333333,0,0,32,1480.666667,0,0.006857143,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+1,31,0,0,6,25.5,0.066666667,0.083333333,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,236,0,0.04,0,0,Mar,1,1,6,1,Returning_Visitor,FALSE,FALSE
+2,58,0,0,50,952.4345238,0,0.011538462,2.179730769,0,Mar,4,2,2,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,182,0,0.04,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,854.3333333,0,0.008333333,0,0,Mar,4,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,39,0,0.022222222,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1332.833333,0.014285714,0.005714286,0,0,Mar,2,5,4,2,Returning_Visitor,TRUE,FALSE
+5,89.75,0,0,16,467.9166667,0.011111111,0.016666667,0,0,Mar,3,2,4,2,Returning_Visitor,TRUE,FALSE
+1,9.5,0,0,25,674.25,0,0.017307692,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+9,165.5,0,0,50,2207.391667,0.001724138,0.009972955,15.30003763,0,Mar,1,1,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,300,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,177.5,0.033333333,0.044444444,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,311.5,0,0.011764706,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+3,57,0,0,15,486.5166667,0,0.011111111,0,0,Mar,2,2,5,6,Returning_Visitor,FALSE,FALSE
+0,0,1,255,15,1418.25,0,0.00625,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,13,0,0,10,391.85,0.018055556,0.046984127,0,0,Mar,3,2,4,3,Returning_Visitor,TRUE,FALSE
+3,63,0,0,10,142.6666667,0,0.015384615,0,0,Mar,2,2,7,2,New_Visitor,TRUE,FALSE
+3,134,0,0,53,1659.319697,0,0.00380117,62.34813701,0,Mar,4,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,59,1560.601163,0.005172414,0.010673235,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,34,0,0,65,1451.227362,0.003030303,0.008492896,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,67.07142857,0,0,21,2588.958333,0,0.011041667,0,0,Mar,3,2,2,8,New_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,80,0,0.033333333,0,0,Mar,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,9,2,New_Visitor,TRUE,FALSE
+8,87.5,0,0,31,496.5833333,0.005405405,0.012612613,3.889459459,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+1,22,0,0,21,678.2738095,0,0.012878788,0,0,Mar,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,55,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,34,0.1,0.15,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+1,17.5,0,0,8,163,0,0.011111111,0,0,Mar,3,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,7,286.5,0,0.042857143,0,0,Mar,3,3,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1395.258333,0,0.011111111,0,0,Mar,1,1,1,9,New_Visitor,TRUE,FALSE
+1,14,0,0,10,90,0,0.018181818,0,0,Mar,2,2,2,10,New_Visitor,FALSE,FALSE
+5,69.33333333,1,0,5,142,0,0.022222222,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+2,148,0,0,9,416.6666667,0,0.004545455,0,0,Mar,3,2,6,2,New_Visitor,TRUE,FALSE
+1,85,4,208.5,12,413.8,0,0.003921569,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,403,0.1,0.15,0,0,Mar,2,10,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,106,0.1,0.116666667,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+4,103,1,41,16,515,0,0.010526316,0,0,Mar,3,2,3,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,392,0.007692308,0.030128205,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+2,33,0,0,25,1720,0,0.007692308,60.29018448,0,Mar,2,5,3,1,Returning_Visitor,FALSE,TRUE
+1,69.5,0,0,8,226.5,0,0.0125,0,0,Mar,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,130.1666667,0.055555556,0.083333333,26.66133333,0,Mar,3,2,1,8,Returning_Visitor,FALSE,FALSE
+7,77.5,0,0,14,192.9333333,0,0.013333333,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,171,0,0,20,745.3333333,0.00952381,0.028571429,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+2,94,0,0,5,97,0,0.033333333,0,0,Mar,3,3,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,233,0.05,0.075,0,0,Mar,2,4,2,1,Returning_Visitor,FALSE,FALSE
+7,64.14285714,1,0,20,1409.809524,0.008695652,0.035507246,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,448.5,0,0.033333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,73.75,0.033333333,0.044444444,0,0,Mar,3,2,3,2,Returning_Visitor,FALSE,FALSE
+4,143,1,20.5,10,386.15,0,0.015384615,64.6,0,Mar,1,1,7,8,Returning_Visitor,FALSE,TRUE
+1,26,0,0,16,638.8333333,0,0.0125,20.26155684,0,Mar,2,4,2,2,New_Visitor,FALSE,FALSE
+3,221,0,0,17,489.5833333,0,0.011764706,0,0,Mar,1,1,1,3,New_Visitor,TRUE,FALSE
+1,10,0,0,23,660.8166667,0,0.025,0,0,Mar,2,4,1,3,Returning_Visitor,TRUE,FALSE
+4,118,3,67,44,1489.144444,0.004081633,0.014693878,0,0,Mar,3,2,6,1,Returning_Visitor,TRUE,FALSE
+1,0,0,0,20,2270.833333,0,0.023809524,10.23187302,0,Mar,2,2,3,6,Returning_Visitor,FALSE,TRUE
+1,38,0,0,12,121,0.028571429,0.025,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,296,0,0.04,0,0,Mar,2,5,2,3,Returning_Visitor,FALSE,FALSE
+3,124,0,0,0,0,0,0.033333333,0,0,Mar,3,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,481.8333333,0,0.018181818,74.088,0,Mar,1,1,1,2,New_Visitor,FALSE,TRUE
+2,117,0,0,13,309.9333333,0,0.013333333,0,0,Mar,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,55,0.057142857,0.114285714,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,75,0,0,14,851,0,0.014285714,22.88908649,0,Mar,1,1,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,55,0.066666667,0.1,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,88.33333333,0,0.042857143,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,94,0,0,25,893.1,0,0.009615385,0,0,Mar,2,4,4,1,Returning_Visitor,FALSE,FALSE
+3,219,0,0,12,526.3333333,0.022222222,0.058571429,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,45,0,0,26,535.3459596,0.007407407,0.01051332,0,0,Mar,2,4,3,10,Returning_Visitor,FALSE,FALSE
+3,60.83333333,0,0,18,884.6333333,0.021052632,0.041140351,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,24,0,0.05,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,3,100,22,2175.993651,0.01,0.049312469,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,14,0,0,8,57,0,0.057142857,0,0,Mar,1,2,4,8,New_Visitor,FALSE,FALSE
+0,0,0,0,28,1028.116667,0,0.008928571,0,0,Mar,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,93,0,0.1,0,0,Mar,2,2,9,6,Returning_Visitor,FALSE,FALSE
+8,182.6480519,6,291.5,35,1373.464719,0.001550388,0.018148931,14.322,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+8,154.2916667,0,0,34,991.3678571,0.005263158,0.01443609,10.93482456,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,1,0,0.1,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,147.25,0.028571429,0.045714286,0,0,Mar,1,1,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,1225.5,0.022222222,0.044444444,0,0,Mar,1,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,183,0,0.066666667,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,250.8,0,0.01,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+2,17,1,105,9,148.25,0.02,0.022,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,32,1,70,16,504.0833333,0.005714286,0.019047619,9.543060317,0,Mar,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,43,1650.416667,0,0.003875969,0,0,Mar,2,2,7,3,Returning_Visitor,TRUE,FALSE
+0,0,1,0,28,2743.216667,0.020689655,0.042528736,0,0,Mar,2,5,2,1,Returning_Visitor,FALSE,FALSE
+5,108.2,0,0,37,1288.533333,0.005263158,0.028070175,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,447.5,0.03,0.065333333,0,0,Mar,3,2,4,1,Returning_Visitor,TRUE,FALSE
+10,1559.75,1,7,41,1663.761905,0.004347826,0.015942029,13.63463318,0,Mar,1,1,1,2,Returning_Visitor,FALSE,TRUE
+5,249.1666667,0,0,22,1165.583333,0,0.001242236,0,0,Mar,2,2,8,2,New_Visitor,FALSE,FALSE
+2,37,0,0,3,17,0,0.05,0,0,Mar,3,2,1,2,New_Visitor,TRUE,FALSE
+1,0,1,60.5,46,1038.916667,0.021276596,0.039007092,13.10326241,0,Mar,2,2,6,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,249.5,0.005555556,0.025,0,0,Mar,2,7,7,1,Returning_Visitor,FALSE,FALSE
+5,65,2,34,17,1302.5,0,0.016666667,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,172.5,0.01,0.043333333,0,0,Mar,2,2,3,6,Returning_Visitor,FALSE,FALSE
+6,143.1666667,0,0,50,925.947619,0,0.010160428,13.60512012,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,66.33333333,2,58.16666667,38,1524.702381,0,0.006628788,0,0,Mar,2,2,3,2,New_Visitor,TRUE,FALSE
+4,14,0,0,13,288,0.0125,0.0375,0,0,Mar,1,1,4,2,Returning_Visitor,TRUE,FALSE
+,,,,,,,,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+,,,,,,,,0,0,Mar,1,1,6,1,Returning_Visitor,TRUE,FALSE
+,,,,,,,,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,1476.3,0.007692308,0.012820513,0,0,Mar,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,685,0,0.022222222,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,102.5333333,0,0,74,2396.690316,0.002699055,0.020349845,15.03328131,0,Mar,2,5,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,451.8333333,0.028571429,0.076190476,0,0,Mar,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,25,1512.52381,0,0.024,0,0,Mar,2,2,3,11,Returning_Visitor,FALSE,FALSE
+1,85,0,0,14,306.5,0,0.004444444,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,62,0.12,0.14,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+6,197.8,0,0,48,3332.293511,0,0.007847222,11.45469444,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,63,1,0,22,2815.416667,0,0.0125,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,31.5,0,0,13,956.5,0,0.04,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+7,81.25,0,0,37,1500.422543,0.014634146,0.015338753,39.03580426,0,Mar,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,2271,0,0.025,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,120,0,0,8,588.1666667,0,0.007407407,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,149.25,0,0,27,1212.809524,0,0.020967742,14.89210837,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+5,172.2,0,0,23,792.7222222,0,0.010714286,261.4912857,0,Mar,2,2,1,8,New_Visitor,FALSE,TRUE
+5,523.9166667,2,21,25,439.5238095,0,0.023333333,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,19,0,0,22,525.2666667,0,0.007709751,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+11,377.8333333,0,0,40,1337.842794,0.008695652,0.022304507,0,0,Mar,3,2,3,3,Returning_Visitor,TRUE,FALSE
+4,129.4166667,3,62,43,1770.625,0.004255319,0.015153664,0,0,Mar,2,5,6,2,Returning_Visitor,FALSE,FALSE
+9,298.6666667,0,0,27,1084.5,0,0.010784314,22.96411765,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,93,4261.842857,0.002930403,0.021080839,0,0,Mar,3,3,8,1,Returning_Visitor,FALSE,FALSE
+3,59,0,0,29,527.2083333,0,0.011330049,0,0,Mar,2,4,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,110,0.057142857,0.142857143,0,0,Mar,3,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1733.666667,0,0.026666667,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,12,306,0,0.02,0,0,Mar,2,2,6,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,62,0,0.05,0,0,Mar,1,1,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,198.5221501,0.001230769,0.06797235,0,0,Mar,1,1,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,504,0,0.02125,33.32796813,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+24,876.2333333,5,625.5,34,1588.666667,0,0.013800705,0,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+1,95.5,0,0,7,381.5,0,0.025,0,0,Mar,1,1,3,2,Returning_Visitor,TRUE,FALSE
+6,129.75,0,0,42,1173.07,0,0.005319149,18.95323404,0,Mar,2,2,3,8,New_Visitor,TRUE,TRUE
+6,408.2,0,0,33,878.6238095,0,0.02045045,19.3654955,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,0,35,1928,0.008333333,0.023611111,0,0,Mar,2,5,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,83,0.04,0.06,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+2,24.42857143,7,278.1666667,76,2735.728571,0.002439024,0.024843206,8.631719512,0,Mar,2,5,2,7,Returning_Visitor,FALSE,TRUE
+4,52.33333333,1,239,14,337.5,0,0.011764706,0,0,Mar,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+10,382.8333333,4,319.3,72,4163.797619,0.000297619,0.010912698,12.0921619,0,Mar,2,2,6,2,Returning_Visitor,FALSE,TRUE
+0,0,1,65,15,1728.321429,0.014285714,0.016428571,0,0,Mar,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,255,0,0.008333333,0,0,Mar,1,2,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,449.6,0,0.015384615,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+1,27.5,0,0,11,243.6666667,0,0.018181818,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+6,475,0,0,33,2760.716667,0.038596491,0.056282051,0,0,Mar,4,2,1,13,Returning_Visitor,FALSE,FALSE
+2,6,0,0,42,1503.25,0.001550388,0.031007752,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+2,210,0,0,10,591.1666667,0.02,0.016,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,31.5,0,0,12,402.5,0,0.0025,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,46,1,17,33,1540.583333,0,0.01547619,10.84440741,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+9,546,0,0,28,1561.083333,0.01,0.03,3.810575284,0,Mar,2,2,7,10,Returning_Visitor,FALSE,TRUE
+1,47.5,0,0,15,1330.3,0,0.005128205,0,0,Mar,2,4,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,42,0,0.05,0,0,Mar,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,360.75,0,0.04,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+3,48.33333333,0,0,15,245.5,0.014285714,0.028571429,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,7,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,28.5,0,0,15,608.4166667,0,0.035294118,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,708.25,0,0.045098039,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,30,0,0,7,157.5,0,0.025,0,0,Mar,2,2,3,3,New_Visitor,FALSE,FALSE
+2,16,0,0,33,1123.242857,0.006060606,0.021969697,11.12342124,0,Mar,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,926.6333333,0.011111111,0.02962963,0,0,Mar,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,2808.666667,0,0.01025641,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,1685.266667,0.007692308,0.034615385,0,0,Mar,2,2,6,3,Returning_Visitor,TRUE,FALSE
+1,10,1,0,69,2124.726768,0.002898551,0.009090177,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+3,79,0,0,38,1272.916667,0.004878049,0.020139373,9.401136585,0,Mar,2,4,2,2,Returning_Visitor,FALSE,FALSE
+2,18,0,0,30,474.5,0,0.003225806,0,0,Mar,1,1,3,2,Returning_Visitor,TRUE,FALSE
+7,250.3333333,0,0,7,180.3333333,0,0.02,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+2,77,0,0,43,1607.297619,0.002272727,0.015909091,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,12,0,0,8,60,0,0.02,0,0,Mar,2,2,3,2,New_Visitor,TRUE,FALSE
+6,77.33333333,1,52.33333333,6,126.6666667,0,0.016666667,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,865.2777778,0,0.029004329,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,2612.357143,0,0.00952381,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,850.2083333,0,0.016666667,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,63.33333333,0,0,13,556.6666667,0,0.001666667,27.3063666,0,Mar,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,186.7,0,0.022222222,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+7,108.6666667,6,853.75,194,6737.271825,0.000123762,0.006138614,0,0,Mar,2,5,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,24,1762.25,0.008333333,0.016666667,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+7,230.1666667,3,222,140,8961.407671,0.00137931,0.012980564,0,0,Mar,2,5,2,1,Returning_Visitor,TRUE,FALSE
+1,3,0,0,14,128,0,0.028571429,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,213.5,0,0.05,0,0,Mar,2,5,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,849.8833333,0.012698413,0.032063492,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+2,15,0,0,13,77,0.014285714,0.028571429,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,73,0.05,0.15,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,316,0,0.019047619,0,0,Mar,1,1,1,2,New_Visitor,TRUE,FALSE
+1,18,4,123.5,24,4114.083333,0,0.003571429,20.91831644,0,Mar,1,1,1,2,New_Visitor,FALSE,TRUE
+1,5.5,1,12,54,1470.966667,0.009090909,0.024545455,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,451,0,0.033333333,49.82333333,0,Mar,2,2,4,1,New_Visitor,FALSE,TRUE
+0,0,0,0,3,48,0,0.033333333,0,0,Mar,2,2,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,189,0,0.066666667,0,0,Mar,3,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,780.1666667,0,0.022222222,0,0,Mar,2,4,3,2,Returning_Visitor,FALSE,FALSE
+3,79.75,0,0,3,73.5,0.04,0.077777778,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,60,0,0,20,717.6166667,0,0.004761905,60.19477937,0,Mar,2,5,9,2,Returning_Visitor,FALSE,TRUE
+11,2047.234848,9,1146.666667,45,3641.213151,0.002636535,0.014311471,7.753880158,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,14.5,0,0,25,1040.75,0,0.024266667,0,0,Mar,4,1,1,2,Returning_Visitor,TRUE,FALSE
+1,11.42857143,0,0,13,833.2333333,0,0.005555556,0,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,32,0,0,20,453.625,0,0.001058201,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,5,51.25,0,0.02,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+11,348.6547619,1,11,64,1229.289286,0,0.002493853,54.95126905,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,28,1202,0,0.014285714,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,538,0,0.075,0,0,Mar,1,1,4,3,Returning_Visitor,TRUE,FALSE
+7,187.8333333,0,0,36,1775.516667,0,0.0089599,4.745736842,0,Mar,1,1,1,10,Returning_Visitor,FALSE,TRUE
+1,9,0,0,7,638,0.0375,0.045833333,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,184.3333333,1,108,10,558.8,0,0.014285714,0,0,Mar,3,2,7,8,New_Visitor,FALSE,FALSE
+0,0,0,0,3,190,0.033333333,0.1,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,66,1,0,10,302,0.042857143,0.05952381,19.53495497,0,Mar,2,6,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,164,0.04,0.04,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,218,0,0.04,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,124,0,0,13,495,0,0.028571429,0,0,Mar,2,4,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,30,0,0.1,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+2,69,2,92,37,796.9571429,0,0.0242741,3.978276423,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+1,41,0,0,9,314.9,0,0.04,0,0,Mar,1,1,6,9,New_Visitor,TRUE,FALSE
+2,14,0,0,49,789.9583333,0.004166667,0.015097222,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,422.8333333,0.010526316,0.045614035,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,362,0,0.028571429,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,628.8333333,0,0.005555556,0,0,Mar,1,1,2,2,Returning_Visitor,TRUE,FALSE
+1,24,1,239,11,839.5,0.016666667,0.05,0,0,Mar,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,5764.366667,0.032258065,0.055591398,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,161,0,0.066666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,6,0,0,20,739.8333333,0.019047619,0.030952381,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,66,0,0.053333333,0,0,Mar,1,2,3,3,Returning_Visitor,FALSE,FALSE
+1,412,0,0,54,2377,0,0.005090909,0,0,Mar,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,22,0,0.1,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,381,0,0.025,0,0,Mar,2,2,6,2,New_Visitor,FALSE,FALSE
+14,1130.502941,6,261.6333333,26,2559.898333,0.015789474,0.017422643,20.30438949,0,Mar,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,553.15,0.034782609,0.069565217,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,651,0.005405405,0.018918919,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,3,65,15,1957.616667,0,0.00625,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+5,132.4666667,0,0,59,1660.222222,0,0.011753515,6.475910157,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,170,0.075,0.08,0,0,Mar,1,1,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,47,0.1,0.125,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,165,0.042857143,0.1,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+1,4,0,0,0,0,0,0.066666667,0,0,Mar,4,1,8,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,406.8666667,0,0.007142857,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+4,82,0,0,23,570.5166667,0.007407407,0.024074074,0,0,Mar,1,2,7,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1138.5,0,0.013513514,0,0,Mar,2,2,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,63,2777.616667,0,0.014086022,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,73.5,0,0,26,463.7583333,0,0.001346801,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,3,1,3,Returning_Visitor,TRUE,FALSE
+4,25.5,0,0,28,775.5,0.006451613,0.027915633,24.13073118,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+2,236,0,0,18,490.0666667,0,0.013333333,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,266.0166667,0,0.042857143,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,1306,0.06,0.12,0,0,Mar,2,2,5,13,Returning_Visitor,FALSE,FALSE
+4,158.3333333,1,9,9,634.2,0.005555556,0.008095238,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,187,0,0,22,1220.433333,0.007692308,0.01025641,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,206,3,132,39,1750.333333,0,0.008695652,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,41,0,0,43,1087.25,0,0.013636364,0,0,Mar,4,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,762.547619,0,0.017391304,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,244.5,0,0.011111111,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,1010,0.022222222,0.044444444,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,32,0,0.1,0,0,Mar,2,4,3,3,Returning_Visitor,FALSE,FALSE
+7,170,0,0,27,1342.666667,0.003333333,0.023333333,29.35629782,0,Mar,2,2,1,3,Returning_Visitor,FALSE,TRUE
+2,9,1,201,33,1593.388889,0.011428571,0.031515152,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,639,0,0.025,81.2475,0,Mar,1,1,2,9,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,521,0.1,0.15,0,0,Mar,3,3,7,10,Returning_Visitor,FALSE,FALSE
+1,87,3,40,17,546,0,0.004761905,0,0,Mar,3,6,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,377.5,0.0125,0.025,0,0,Mar,3,2,4,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,183.6666667,0,0.004761905,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,84,0.04,0.06,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+5,217.6666667,0,0,18,494.6666667,0,0.019931973,33.14514286,0,Mar,3,2,1,2,Returning_Visitor,FALSE,TRUE
+8,699.1666667,0,0,62,1003.965152,0.009850746,0.039110006,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+1,9,0,0,32,536.6833333,0,0.00058651,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+8,227.5326923,3,292.6842105,66,3025.521713,0.015995116,0.025541275,7.371682608,0,Mar,3,2,3,6,Returning_Visitor,FALSE,TRUE
+2,78,0,0,24,424,0,0.001190476,0,0,Mar,1,1,3,10,New_Visitor,FALSE,FALSE
+0,0,0,0,5,171.5,0,0.02,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,4.75,2,78,67,1231.136508,0.002985075,0.0110199,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+6,101.3333333,0,0,10,266.5,0.028571429,0.028571429,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1533,0,0.00625,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,7,2,562,36,1300.190476,0.010810811,0.038738739,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,74,0.1,0.15,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+3,14.5,2,907.8333333,28,804.2833333,0.014141414,0.044155844,7.945805543,0,Mar,2,5,9,2,Returning_Visitor,FALSE,FALSE
+1,9,0,0,19,734.5833333,0.016666667,0.044444444,0,0,Mar,2,10,1,1,Returning_Visitor,FALSE,FALSE
+2,60,0,0,44,3113.516667,0.001481481,0.016,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,64,0,0.066666667,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+1,3,0,0,7,114.8333333,0.014285714,0.007142857,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,95.5,0,0.033333333,0,0,Mar,2,2,7,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,93.66666667,0.028571429,0.04,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,54,0,0,3,59,0,0.05,0,0,Mar,2,2,9,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,26,0,0.05,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,62,1136.60303,0,0.003517665,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+6,190.2857143,6,609,47,2989.494048,0,0.004813218,30.897985,0,Mar,2,2,1,8,New_Visitor,TRUE,TRUE
+2,15.66666667,0,0,30,1724.25,0.013793103,0.032413793,0,0,Mar,2,2,3,1,Returning_Visitor,TRUE,FALSE
+8,183,4,571.5,14,333.6,0,0.01,15.43344,0,Mar,1,1,1,2,Returning_Visitor,TRUE,TRUE
+1,14,0,0,21,334.7857143,0,0.023333333,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,355.1666667,0,0.004166667,18.02533,0,Mar,2,4,1,2,Returning_Visitor,FALSE,TRUE
+5,248.5,0,0,11,456.6666667,0,0.003571429,0,0,Mar,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,15,1298.5,0.026666667,0.04,0,0,Mar,3,2,8,1,Returning_Visitor,FALSE,FALSE
+1,25,0,0,28,2258.833333,0.007142857,0.046428571,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+2,21,0,0,65,2881.133333,0,0.002985075,80.68062856,0,Mar,2,2,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,10,206.5,0,0.02,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,143,0,0.0125,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,146,0,0,11,267.8333333,0.018181818,0.036363636,0,0,Mar,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,1,57,5,454,0,0.05,0,0,Mar,2,2,3,6,Returning_Visitor,FALSE,FALSE
+5,274.3333333,0,0,13,717.6,0,0.001960784,0,0,Mar,1,1,3,10,New_Visitor,FALSE,FALSE
+14,1155.666667,0,0,20,1069.16829,0,0.013,0,0,Mar,2,5,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,27,807.8333333,0.022222222,0.041975309,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,477,0,0.02,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+6,355.5,0,0,11,134.9,0.013333333,0.005333333,0,0,Mar,3,2,1,8,New_Visitor,TRUE,FALSE
+3,35,0,0,16,314,0,0.052631579,0,0,Mar,2,5,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,59,0.08,0.12,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+6,99,1,1,23,637,0,0.002469136,0,0,Mar,2,5,9,8,New_Visitor,FALSE,FALSE
+0,0,6,270.3333333,11,160.5,0,0.004761905,0,0,Mar,2,4,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,8,1577,0,0.025,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,21,0,0,11,660.1666667,0,0.016666667,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,169,0,0.057142857,0,0,Mar,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,89.33333333,0,0.066666667,0,0,Mar,2,4,3,3,Returning_Visitor,FALSE,FALSE
+4,74,0,0,37,2517.048459,0.005128205,0.019615385,0,0,Mar,3,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,1,0,1,44,0,0.1,0,0,Mar,2,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,29,0,0.04,0,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,86,0,0.1,0,0,Mar,2,4,3,1,Returning_Visitor,TRUE,FALSE
+2,66,0,0,18,229.75,0.021052632,0.031578947,0,0,Mar,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,17,0,0.075,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,24,0,0,17,498.3333333,0,0.021052632,76.78667659,0,Mar,2,2,6,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+5,32,2,3,33,1039.766667,0,0.02027027,0,0,Mar,2,4,3,2,Returning_Visitor,TRUE,FALSE
+3,78,0,0,11,369.1666667,0,0.023076923,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,1669,0,0.017391304,0,0,Mar,2,4,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,44.5,0,0.066666667,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,140,0,0.033333333,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,102.5,0,0,5,97,0,0.011111111,0,0,Mar,3,2,1,9,New_Visitor,TRUE,FALSE
+4,103,0,0,13,250.1666667,0,0.030612245,0,0,Mar,3,2,1,11,Returning_Visitor,FALSE,FALSE
+2,52,0,0,17,221.2,0,0.001754386,0,0,Mar,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,12,127,0.016666667,0.041666667,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,352,0,0,17,229.3333333,0.011111111,0.031481481,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,370.8333333,0.028571429,0.057142857,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+5,120,1,0,27,1583.596154,0,0.028282828,39.63270309,0,Mar,2,2,4,2,Returning_Visitor,FALSE,FALSE
+9,162.05,0,0,27,399.6939394,0,0.009195402,0,0,Mar,1,1,7,2,New_Visitor,FALSE,FALSE
+1,26,1,55,12,457,0.014285714,0.04047619,0,0,Mar,2,2,9,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,24,0.066666667,0.133333333,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,180.3333333,0.02,0.02,0,0,Mar,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,581.4166667,0,0.007142857,0,0,Mar,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,574.6666667,0,0.061538462,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,56,0,0.08,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1011,0,0.025,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,139.8333333,0.026666667,0.053333333,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,6,0,0,16,608.8333333,0.011764706,0.026666667,52.70052142,0,Mar,3,2,1,11,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,1251,0.033333333,0.066666667,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,264.5,0,0.007142857,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+6,45.83333333,2,284,54,1509.8,0,0.006779661,7.272067797,0,Mar,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,22,356.8,0,0.016666667,0,0,Mar,2,2,2,8,Returning_Visitor,FALSE,FALSE
+2,77.5,0,0,19,598.7833333,0,0.002631579,0,0,Mar,3,2,2,9,New_Visitor,TRUE,FALSE
+0,0,0,0,4,298,0.1,0.15,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+4,136,0,0,31,1141.833333,0,0.006060606,10.63449802,0,Mar,1,1,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,93,0,0.033333333,0,0,Mar,1,2,8,2,Returning_Visitor,FALSE,FALSE
+2,76,0,0,40,1209.802992,0.004878049,0.01624838,0,0,Mar,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,67,0,0.1,0,0,Mar,1,1,4,1,Returning_Visitor,FALSE,FALSE
+3,275,1,29.5,30,1107.047619,0,0.017760943,35.98106601,0,Mar,3,2,3,1,Returning_Visitor,TRUE,TRUE
+7,161,3,775.5,19,4996.666667,0.008,0.026,14.10053333,0,Mar,2,4,8,2,Returning_Visitor,FALSE,TRUE
+3,206.6666667,0,0,15,936.1666667,0.01875,0.09375,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,666.1,0,0.014285714,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+2,28,0,0,6,170.8333333,0,0.007142857,0,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1118.647186,0,0.008148148,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,86,0,0.05,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+2,24,0,0,28,1206.614719,0,0.023222222,5.417644444,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+5,238.375,0,0,24,2174.375,0.008928571,0.017460317,27.07791667,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,30.5,0,0.05,0,0,Mar,3,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,330,0.066666667,0.1,0,0,Mar,3,2,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,437.25,0.069230769,0.102564103,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,4,2,11,110,3211.827706,0.003571429,0.012916667,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,59,3036.4,0,0.021186441,0,0,Mar,2,2,6,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,640.6666667,0,0.011111111,0,0,Mar,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,30,480.25,0.007777778,0.025,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+7,213.3916667,0,0,32,1350.391667,0,0.017877551,0,0,Mar,2,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,38,0,0.042857143,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,976.2,0.016666667,0.041666667,0,0,Mar,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,70.2,0.025,0.061111111,0,0,Mar,1,2,8,1,Returning_Visitor,FALSE,FALSE
+7,156,0,0,60,2126.461941,0.00808768,0.017066636,0,0,Mar,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1112,0,0.006818182,0,0,Mar,4,1,4,3,Returning_Visitor,TRUE,FALSE
+5,84.25,0,0,19,409.75,0,0.01038961,0,0,Mar,3,2,2,3,New_Visitor,FALSE,FALSE
+0,0,0,0,2,171,0,0.1,0,0,Mar,3,2,2,2,Returning_Visitor,TRUE,FALSE
+4,135,0,0,12,401.2857143,0,0.016,0,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,10,423.8333333,0,0.01,0,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,115,0,0.05,0,0,Mar,3,3,1,9,Returning_Visitor,TRUE,FALSE
+3,43,0,0,10,427.1666667,0,0.015384615,0,0,Mar,3,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,609.5,0,0.005128205,0,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,547.3333333,0,0.033333333,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+8,377.5128205,3,265,60,2062.890972,0.014009662,0.026580162,1.70506715,0,Mar,1,1,4,2,Returning_Visitor,FALSE,TRUE
+6,137,0,0,49,1077.007576,0,0.015030864,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,19,0,0.1,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1606.333333,0.01,0.034761905,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+2,37,0,0,21,775.3333333,0,0.009090909,0,0,Mar,4,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,973.5,0,0.046153846,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,32,0,0.075,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,727.5,0,0.016666667,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,14,1,0,14,710.25,0,0.017777778,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,3644.752381,0,0.016666667,18.20995652,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,1,44,41,1089.75,0,0.005853659,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,14,494,0,0.042857143,0,0,Mar,4,1,1,3,Returning_Visitor,FALSE,FALSE
+6,155,0,0,84,2566.220887,0,0.007575758,16.56314545,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+3,42.6,2,41.5,18,1049.516667,0.023809524,0.03968254,14.25648352,0,Mar,3,2,2,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+3,62,2,193,4,139,0,0.0125,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+4,55.75,0,0,19,685.95,0,0.017724868,7.141428571,0,Mar,3,2,7,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,758.1666667,0.025,0.05,0,0,Mar,1,1,1,1,Returning_Visitor,FALSE,FALSE
+2,26,0,0,46,1852.75,0,0.005797101,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+3,79,0,0,36,2517,0,0.005405405,27.23866195,0,Mar,2,10,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,19,751.3333333,0,0.002777778,13.62630613,0,Mar,2,2,1,2,Returning_Visitor,TRUE,TRUE
+8,429.3333333,1,56,35,1549.857143,0.005263158,0.019210526,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+6,111,0,0,12,202.25,0.025,0.029166667,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,669.9679487,0.013793103,0.017241379,0,0,Mar,1,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,95,0.014285714,0.061904762,0,0,Mar,2,6,1,1,Returning_Visitor,FALSE,FALSE
+1,40,5,279.5,62,1088.830952,0.000980392,0.007230392,11.48461765,0,Mar,3,2,1,9,Returning_Visitor,TRUE,TRUE
+3,73,0,0,9,2151,0,0.018181818,10.91300022,0,Mar,2,5,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,130.5,0,0.008333333,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+4,40,2,146,56,2866.90202,0,0.010451977,85.7528587,0,Mar,2,2,2,2,Returning_Visitor,TRUE,FALSE
+2,11,0,0,19,608.9428571,0.009090909,0.041915584,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,360.75,0,0.033333333,0,0,Mar,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,7,0,0.1,0,0,Mar,2,5,6,1,Returning_Visitor,FALSE,FALSE
+6,55,1,7,132,4056.175369,0.005882353,0.019282953,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,46,0,0.05,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,2,10,Returning_Visitor,FALSE,FALSE
+8,167,3,869,34,771.5916667,0.009090909,0.030876623,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,112,0,0.02,0,0,Mar,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,139,0,0,29,491.1,0,0.003333333,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,14,0,0.1,0,0,Mar,2,2,6,3,Returning_Visitor,FALSE,FALSE
+2,22,1,49,22,602.1666667,0,0.008695652,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+2,134,0,0,7,77.33333333,0,0.022222222,0,0,Mar,1,1,2,2,Returning_Visitor,FALSE,FALSE
+3,39,0,0,2,4,0,0.04,0,0,Mar,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,2,90,9,103.6666667,0.018181818,0.061818182,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,8,1,Returning_Visitor,FALSE,FALSE
+2,110,0,0,4,125,0,0.016666667,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,387.8846154,0.025,0.038095238,0,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+2,43,0,0,3,23,0,0.04,0,0,Mar,2,4,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,249,0,0.066666667,0,0,Mar,2,4,9,3,Returning_Visitor,FALSE,FALSE
+4,485.3333333,2,18,19,345.3833333,0,0.005797101,0,0,Mar,3,2,3,8,New_Visitor,TRUE,FALSE
+1,100,2,111,13,1001,0,0.013333333,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,70.66666667,0.025,0.05,0,0,Mar,2,2,9,10,Returning_Visitor,FALSE,FALSE
+4,70.5,0,0,20,1298,0,0.018666667,40.76128,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,75.5,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,57,0,0.1,0,0,Mar,3,2,1,1,Returning_Visitor,TRUE,FALSE
+2,10,2,451.5,27,1686.966667,0.006451613,0.023502304,7.964649501,0,Mar,2,6,7,2,Returning_Visitor,FALSE,FALSE
+3,160.5,0,0,10,370.5,0,0.016666667,0,0,Mar,1,1,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,738,0.1,0.15,0,0,Mar,2,5,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,89,0.046153846,0.1,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,164.3333333,0.06,0.06,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,24,2244.666667,0.008,0.028,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Mar,2,2,9,1,Returning_Visitor,FALSE,FALSE
+5,1283,3,148.5,50,3246.977381,0,0.003846154,0,0,Mar,2,2,3,2,New_Visitor,FALSE,FALSE
+7,63.5,5,100.25,62,1573.233333,0,0.004594595,0,0,Mar,2,2,6,3,Returning_Visitor,TRUE,FALSE
+2,24.6,0,0,26,779.5051587,0.011111111,0.034403292,12.55220741,0,Mar,1,1,3,1,Returning_Visitor,TRUE,TRUE
+3,22.83333333,0,0,115,2625.009524,0,0.004013317,0,0,Mar,2,5,6,1,Returning_Visitor,FALSE,FALSE
+12,187.2777778,3,88.58333333,43,3266.127778,0.004242424,0.043712341,3.332333333,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+2,98.25,0,0,10,303.25,0,0.011111111,0,0,Mar,3,2,2,2,New_Visitor,TRUE,FALSE
+0,0,0,0,17,806.6666667,0,0.027058824,0,0,Mar,2,2,2,3,Returning_Visitor,FALSE,FALSE
+3,23,0,0,30,465.4166667,0,0.009375,50.66498303,0,Mar,4,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,1018,0,0.028571429,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,261.5,0,0.00952381,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,910,0,0.025,0,0,Mar,2,5,1,10,Returning_Visitor,FALSE,FALSE
+2,89,3,119,41,4270.141667,0.004444444,0.027160494,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,45,0,0,10,413,0,0.009090909,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+3,31.6,0,0,17,372.8,0.013333333,0.026428571,2.3976,0,Mar,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,550.5,0,0.031481481,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+3,648,4,168.8333333,31,1300.728987,0.000555556,0.021511104,6.938235354,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,44,0.05,0.1,0,0,Mar,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,18.75,0,0,7,68.75,0,0.025,0,0,Mar,2,2,5,2,New_Visitor,FALSE,FALSE
+0,0,0,0,37,684.7272727,0.005405405,0.023423423,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+2,28,2,175.5,27,1253.333333,0.006666667,0.014666667,39.7173,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,331,0.05,0.1,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1791.7,0.013333333,0.031111111,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+4,197,1,25,46,1596.672282,0,0.008,19.92584938,0,Mar,4,2,2,2,New_Visitor,TRUE,FALSE
+7,211.5,0,0,54,9128.283883,0.011461988,0.039251601,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,128,0,0.016666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,313,0,0.015384615,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,494.1666667,0,0,8,204,0,0.030769231,0,0,Mar,2,4,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,49,0,0.1,0,0,Mar,2,2,1,3,Returning_Visitor,TRUE,FALSE
+10,511.5,4,164,73,2490.138095,0,0.010365854,30.09281343,0,Mar,2,2,7,2,Returning_Visitor,FALSE,FALSE
+3,58.06666667,0,0,5,86,0,0.0125,0,0,Mar,3,2,2,3,New_Visitor,FALSE,FALSE
+0,0,0,0,9,140,0.022222222,0.055555556,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+2,125.5,0,0,6,162.75,0,0.025,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+8,387.6,3,32,328,9694.260714,0.001780415,0.010905045,6.467831696,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,143.8333333,1,55,19,1762.5,0,0.013461538,31.54642738,0,Mar,3,2,1,2,Returning_Visitor,FALSE,TRUE
+1,6,0,0,61,2183.5,0,0.003225806,0,0,Mar,2,2,7,9,Returning_Visitor,TRUE,FALSE
+1,11.5,0,0,10,234.475,0,0.011111111,0,0,Mar,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,139.7083333,0,0.02,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,141,0,0,33,1371.633333,0,0.005555556,44.71103438,0,Mar,2,4,3,8,New_Visitor,TRUE,TRUE
+2,135,1,2,11,711.5666667,0,0.00515873,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,232.6666667,0,0.014285714,0,0,Mar,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,51.5,0,0.066666667,0,0,Mar,3,2,1,10,Returning_Visitor,TRUE,FALSE
+4,48,0,0,2,11,0,0.008,0,0,Mar,2,6,6,7,New_Visitor,FALSE,FALSE
+8,57.0625,3,172,23,176.8193627,0.019444444,0.065189145,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,1,9,Returning_Visitor,TRUE,FALSE
+2,6,1,35,12,240,0.014285714,0.042857143,0,0,Mar,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,415.8333333,0,0.0125,0,0,Mar,3,2,9,2,New_Visitor,FALSE,FALSE
+2,7,0,0,3,66,0,0.066666667,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,63,0,0,5,95.5,0,0.025,0,0,Mar,3,2,1,9,New_Visitor,TRUE,FALSE
+0,0,0,0,11,200.85,0.036363636,0.047107438,0,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+1,40,0,0,15,839.5,0.01875,0.054166667,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,28,0,0,6,80,0,0.028571429,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+1,12.83333333,3,77,31,2372.333333,0,0.012941176,10.32166068,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,65.5,49,574.8333333,0,0.012,0,0,Mar,2,2,2,10,Returning_Visitor,FALSE,FALSE
+4,179.6071429,2,5.5,34,1045.102381,0,0.007603276,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,971,0.028571429,0.071428571,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+6,135.65,0,0,40,1589.27381,0,0.020767196,0,0,Mar,4,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,1656.666667,0.06,0.1,0,0,Mar,4,2,1,3,Returning_Visitor,FALSE,FALSE
+4,62.5,1,64,56,1246.919048,0.003333333,0.005367521,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,30,0,0,16,597.6,0,0.0125,0,0,Mar,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,3888.166667,0.02,0.031111111,0,0,Mar,2,4,3,1,Returning_Visitor,FALSE,FALSE
+2,21,0,0,34,2600.258333,0.011111111,0.037464387,9.938399233,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,223,0,0.022222222,0,0,Mar,3,2,5,2,Returning_Visitor,FALSE,FALSE
+4,56,0,0,10,709,0,0.016666667,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,82,0.1,0.146666667,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,760.25,0,0.009090909,0,0,Mar,2,2,7,2,New_Visitor,FALSE,FALSE
+3,40,0,0,9,1362,0,0.008333333,0,0,Mar,2,2,7,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,5,3,Returning_Visitor,TRUE,FALSE
+3,36,1,62,19,924.3333333,0,0.004761905,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+4,45.33333333,0,0,53,1440.298918,0.012727273,0.021974359,1.660118182,0,Mar,3,2,7,3,Returning_Visitor,TRUE,TRUE
+3,39.6,0,0,53,856.7522398,0,0.002272727,0,0,Mar,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,8,0,0.1,0,0,Mar,2,4,2,1,Returning_Visitor,FALSE,FALSE
+2,35,0,0,2,6,0,0.05,0,0,Mar,2,2,9,2,New_Visitor,FALSE,FALSE
+6,228,5,89.33333333,18,513.4666667,0,0.003461538,0,0,Mar,1,1,3,3,New_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,748.5666667,0.016,0.041333333,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,34,2,9,3,149,0,0.05,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,288,0,0.1,0,0,Mar,1,1,1,1,Returning_Visitor,TRUE,FALSE
+9,309,0,0,25,383.0833333,0.018181818,0.037575758,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+13,456.9880952,3,72.83333333,39,976.7103175,0.004166667,0.009722222,39.65538156,0,Mar,1,1,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,32,1916.633333,0.015625,0.0265625,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+5,78.5,1,26,48,1266.119048,0,0.005788982,29.01038502,0,Mar,2,2,1,8,New_Visitor,FALSE,FALSE
+1,75,4,250.6666667,44,1679.833333,0,0.001086957,45.8293144,0,Mar,2,2,1,2,New_Visitor,TRUE,TRUE
+4,99.5,0,0,16,315.1666667,0,0.016666667,12.53314286,0,Mar,1,1,6,3,Returning_Visitor,FALSE,TRUE
+1,28,0,0,8,290,0,0.01,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,463.5,0,0.033333333,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,1833,0,0.05,0,0,Mar,2,5,2,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,196,0,0.022222222,0,0,Mar,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,2,1,13,Returning_Visitor,FALSE,FALSE
+4,64,0,0,53,1200.892857,0.001818182,0.018030303,0,0,Mar,2,2,4,1,Returning_Visitor,TRUE,FALSE
+2,37,0,0,7,139.3333333,0,0.011111111,0,0,Mar,3,2,7,8,New_Visitor,TRUE,FALSE
+6,163.6666667,10,403,15,665.5666667,0.007142857,0.004761905,0,0,Mar,3,2,8,8,New_Visitor,FALSE,FALSE
+5,333,2,166,12,151.9,0.031111111,0.064444444,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,1620,0.14,0.166666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1268,0.0125,0.015277778,0,0,Mar,4,1,3,2,Returning_Visitor,TRUE,FALSE
+1,51,2,117.2857143,15,969.102381,0.005882353,0.008888889,0,0,Mar,3,3,1,2,Returning_Visitor,FALSE,FALSE
+1,44,0,0,25,773.4666667,0,0.029142857,10.3572,0,Mar,2,2,1,2,Returning_Visitor,TRUE,TRUE
+5,825,0,0,33,808.1666667,0,0.005405405,20.85956757,0,Mar,2,4,9,10,New_Visitor,FALSE,TRUE
+3,44,0,0,14,469.8761905,0,0.005357143,0,0,Mar,2,4,1,10,Returning_Visitor,FALSE,FALSE
+4,203.8333333,0,0,30,823.5,0,0.001666667,0,0,Mar,3,2,1,11,New_Visitor,FALSE,FALSE
+0,0,0,0,8,201,0,0.0625,0,0,Mar,2,4,2,1,Returning_Visitor,FALSE,FALSE
+8,195.3166667,0,0,54,1063.95,0,0.019047619,54.24886418,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,412,0,0.028205128,0,0,Mar,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1789.39881,0,0.029047619,0,0,Mar,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,644.125,0.00625,0.021924603,0,0,Mar,3,2,3,10,Returning_Visitor,FALSE,FALSE
+2,9.5,0,0,18,529.702381,0,0.005263158,0,0,Mar,2,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,254,0.02,0.04,14.0292,0,Mar,2,2,9,2,New_Visitor,FALSE,TRUE
+0,0,0,0,7,221.7142857,0.028571429,0.060714286,0,0,Mar,3,3,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,312.3333333,0,0.008888889,0,0,Mar,2,6,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,325.75,0,0.031818182,0,0,Mar,2,10,7,2,Returning_Visitor,FALSE,FALSE
+9,74.33333333,1,419,63,2717.327381,0.002857143,0.012857143,0,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+1,7,1,0,79,3380.691558,0.002666667,0.023772222,0,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+1,13,0,0,19,614.9444444,0,0.022105263,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,1,19,0,0.1,0,0,Mar,1,1,3,1,Returning_Visitor,FALSE,FALSE
+4,55.5,0,0,33,1274.190476,0.005714286,0.009285714,0,0,Mar,2,2,6,2,Returning_Visitor,TRUE,FALSE
+2,80.66666667,0,0,12,1071.611111,0.030769231,0.046666667,0,0,Mar,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,408,0,0.022222222,88.78460596,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+7,156.7166667,0,0,52,2335.064286,0.007142857,0.010563841,0,0,Mar,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,18,0.1,0.15,0,0,Mar,2,5,3,10,Returning_Visitor,FALSE,FALSE
+3,172,0,0,53,1299.383333,0,0.003703704,0,0,Mar,2,6,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,83,0.016666667,0.033333333,0,0,Mar,3,2,8,8,Returning_Visitor,FALSE,FALSE
+5,146,0,0,8,489,0,0.015384615,0,0,Mar,2,2,8,3,Returning_Visitor,FALSE,FALSE
+3,13,0,0,16,226.5,0,0.013333333,0,0,Mar,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,233.6666667,0.025,0.0875,0,0,Mar,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,3,3,3,Returning_Visitor,FALSE,FALSE
+1,11,0,0,5,71,0,0.033333333,0,0,Mar,2,2,6,3,Returning_Visitor,FALSE,FALSE
+3,42,0,0,16,1266.5,0,0.003508772,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+3,33,0,0,8,182.5833333,0,0.03125,0,0,Mar,2,4,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,169.3,0,0.016666667,0,0,Mar,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,1,0,37,1358.75,0.001754386,0.03245614,0,0,Mar,2,5,3,1,Returning_Visitor,FALSE,FALSE
+1,38,0,0,5,131,0.033333333,0.013333333,0,0,Mar,1,2,1,9,New_Visitor,TRUE,FALSE
+9,324.3,4,205,71,2816.43881,0,0.002666667,0,0,Mar,2,2,1,8,New_Visitor,TRUE,FALSE
+5,413.5,0,0,25,3484.233333,0,0.02,0,0,Mar,2,4,1,3,Returning_Visitor,TRUE,FALSE
+0,0,2,156,6,131,0,0.025,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+5,55.5,0,0,12,1076.5,0,0.011764706,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,357.25,0,0.0625,0,0,Mar,2,10,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,197,0,0.011111111,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,75.05,0,0,31,489.1452381,0.011111111,0.022222222,27.38224222,0,Mar,2,2,5,2,Returning_Visitor,TRUE,TRUE
+3,43,0,0,11,610,0,0.015384615,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,445,0.047058824,0.062745098,0,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,588.6666667,0.011764706,0.035294118,0,0,Mar,2,4,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,580.2,0,0.012121212,17.12545455,0,Mar,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,999,0,0.01344086,9.053081561,0,Mar,1,1,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,622,0,0.0125,0,0,Mar,2,10,2,6,Returning_Visitor,FALSE,FALSE
+2,77,0,0,6,112,0,0.028571429,0,0,Mar,1,1,2,2,Returning_Visitor,TRUE,FALSE
+1,29,1,13.5,24,1005.849206,0,0.007986111,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+3,78,0,0,3,29,0.033333333,0.066666667,0,0,Mar,2,2,7,2,New_Visitor,TRUE,FALSE
+3,52,0,0,60,3451.751515,0.006666667,0.011565934,0,0,Mar,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,96.5,0,0.04,0,0,Mar,2,2,1,3,Returning_Visitor,FALSE,FALSE
+8,354.8333333,1,57,19,2217.333333,0.008333333,0.017361111,0,0,Mar,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,50,0,0.05,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,16,485.6666667,0,0.0375,0,0,Mar,2,2,6,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,388,0.066666667,0.088888889,0,0,Mar,3,2,2,1,Returning_Visitor,FALSE,FALSE
+7,169.5,0,0,21,484.95,0.008695652,0.037681159,0,0,Mar,1,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,55,0,0.066666667,0,0,Mar,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,111.6666667,0,0.014285714,0,0,Mar,2,4,1,2,Returning_Visitor,TRUE,FALSE
+6,104,1,0,14,269.5,0,0.021568627,0,0,Mar,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,4,0,0,10,284,0,0.016666667,33.32834503,0,Mar,2,5,1,8,New_Visitor,FALSE,TRUE
+9,81,0,0,34,1219.113725,0.007017544,0.022556391,9.517421053,0,Mar,3,2,3,1,Returning_Visitor,FALSE,TRUE
+1,0,0,0,21,574.722619,0,0.018888889,6.284044913,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,0,46,4053.092208,0.014184397,0.029684228,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1485.416667,0,0.027777778,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+12,765.6666667,0,0,7,634.1666667,0.015384615,0.015384615,0,0,Mar,1,2,3,2,Returning_Visitor,FALSE,FALSE
+13,214.8823529,0,0,41,1182.106162,0,0.018485839,4.465398354,0,Mar,2,4,3,2,Returning_Visitor,FALSE,FALSE
+1,143,4,48,16,333.75,0,0.003333333,0,0,Mar,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,4,0,0.1,0,0,Mar,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,15.5,0,0,28,550.0666667,0,0.006666667,0,0,Mar,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,1,1,3,9,Returning_Visitor,TRUE,FALSE
+2,42,0,0,29,218,0,0.003225806,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,93,2243.666667,0.010989011,0.031501832,0,0,Mar,2,4,8,1,Returning_Visitor,FALSE,FALSE
+1,702,0,0,38,2193.150794,0.012280702,0.015614035,9.09277193,0,Mar,1,1,2,2,Returning_Visitor,FALSE,TRUE
+4,22.5,0,0,15,289.85,0,0.022222222,57.96417654,0,Mar,2,2,2,3,New_Visitor,TRUE,TRUE
+1,14,0,0,13,909.5,0,0.014285714,0,0,Mar,1,1,1,10,Returning_Visitor,FALSE,FALSE
+3,188,0,0,22,1436.45,0,0.009090909,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,352.2428571,6,241.5,45,1998.444081,0.009090909,0.01644733,2.842307011,0,Mar,3,2,1,2,Returning_Visitor,TRUE,FALSE
+4,73.75,1,58,12,777.5,0,0.015555556,10.782,0,Mar,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,126.5,0.016666667,0.091666667,0,0,Mar,2,5,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,100,0,0.025,0,0,Mar,1,1,7,1,Returning_Visitor,FALSE,FALSE
+1,95,0,0,27,598.45,0,0.014814815,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,87.71428571,0.042857143,0.089285714,0,0,Mar,3,2,1,3,Returning_Visitor,FALSE,FALSE
+6,145,6,199,40,1834.166667,0,0.006734694,49.47040982,0,Mar,2,5,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,15,0,0.1,0,0,Mar,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,221.5,4,172,28,1365.216667,0,0.012301587,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,36,0.066666667,0.133333333,0,0,Mar,4,1,1,3,Returning_Visitor,TRUE,FALSE
+4,82.5,3,419,22,1005.806061,0,0.007407407,0,0,Mar,2,2,2,2,New_Visitor,TRUE,FALSE
+6,92,3,101,76,5186.116667,0.004878049,0.024837398,6.548011382,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+9,183.5,2,29.66666667,52,2211.608333,0.008888889,0.010251724,1.816474074,0,Mar,4,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,167,0,0.05,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+2,36,0,0,47,2102.581502,0.004166667,0.010416667,14.63957834,0,Mar,1,1,2,1,Returning_Visitor,FALSE,FALSE
+8,139.6818182,8,353.3333333,45,2003.415152,0.007142857,0.00755102,5.576720936,0,Mar,2,2,4,2,Returning_Visitor,FALSE,TRUE
+4,50.5,3,54,41,1490.552778,0,0.006589147,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,124.125,0,0,35,1988.658333,0.008943089,0.030662021,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,148.75,0,0.025,0,0,Mar,2,4,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,134,0,0.1,0,0,Mar,3,2,7,9,Returning_Visitor,TRUE,FALSE
+1,5,0,0,16,191.0714286,0,0.0125,0,0,Mar,2,4,1,10,Returning_Visitor,FALSE,FALSE
+0,0,1,0,16,222,0.025,0.03125,0,0,Mar,1,2,1,2,Returning_Visitor,FALSE,FALSE
+2,47.5,0,0,5,116.5,0,0.005714286,0,0,Mar,3,2,5,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,190,0,0.066666667,0,0,Mar,2,7,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,68,809.2456349,0.002985075,0.005970149,109.9124051,0,Mar,2,5,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,262.1666667,0,0.020833333,0,0,Mar,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,22,0.05,0.1,0,0,Mar,2,4,6,3,Returning_Visitor,TRUE,FALSE
+4,55.32575758,0,0,11,234.9924242,0,0.018181818,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,258,0.025,0.075,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+1,185,6,263,6,133.3333333,0,0.019230769,0,0,Mar,3,2,3,3,Returning_Visitor,FALSE,FALSE
+13,241.7666667,0,0,12,255.3,0.002,0.036666667,0,0,Mar,2,2,8,2,Returning_Visitor,FALSE,FALSE
+5,145.5,0,0,96,1524.748377,0,0.007239057,0,0,Mar,2,2,9,2,Returning_Visitor,FALSE,FALSE
+2,160,0,0,17,1306.666667,0.010526316,0.014035088,0,0,Mar,3,2,2,3,Returning_Visitor,FALSE,FALSE
+2,28.66666667,0,0,12,224.1666667,0,0.023333333,44.73466667,0,Mar,3,2,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,24,473.6833333,0.008333333,0.00952381,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+6,253,0,0,21,686.4,0.003846154,0.012179487,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,3,2,4,1,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,2,2,1,2,Returning_Visitor,FALSE,FALSE
+,,,,,,,,0,0,Mar,3,2,4,15,Returning_Visitor,TRUE,FALSE
+2,220.3333333,1,70.5,75,3537.991667,0.011714286,0.027362361,5.770959977,0,Mar,2,2,6,1,Returning_Visitor,FALSE,FALSE
+7,445.3333333,1,135.5,52,1896.272222,0.005310734,0.013192815,3.795661017,0,Mar,3,2,6,1,Returning_Visitor,FALSE,FALSE
+2,50,0,0,29,598.297619,0,0.016666667,0,0,Mar,2,6,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,127.5,0,0.02,0,0,Mar,3,2,1,10,Returning_Visitor,FALSE,FALSE
+5,76,0,0,7,154,0,0.005555556,0,0,Mar,1,2,3,2,New_Visitor,TRUE,FALSE
+13,654.775,8,604.8,160,5349.563713,0.001142857,0.001799477,17.34893623,0,Mar,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,-1,0,-1,1,-1,0,0.1,0,0,Mar,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,77,0,0.066666667,0,0,Mar,4,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,98.5,0.071428571,0.1,0,0,Mar,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,810,0,0.016666667,0,0,Mar,2,2,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,903,0,0.066666667,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,87,0,0,86,2973.008333,0.002222222,0.015740741,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,2,5,2,3,Returning_Visitor,FALSE,FALSE
+2,17,0,0,7,1093,0.0375,0.1125,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,137,0,0.1,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,136.75,0.005,0.105,0,0,Mar,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,2,4,1,1,Returning_Visitor,FALSE,FALSE
+3,96,0,0,6,384,0,0.025,0,0,Mar,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,9,125,0,0.022222222,0,0,Mar,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,44,0,0.05,0,0,Mar,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Mar,2,5,1,3,Returning_Visitor,FALSE,FALSE
+4,35.125,0,0,31,1975.458333,0,0.01,0,0,Mar,2,2,3,3,New_Visitor,TRUE,FALSE
+4,71.5,0,0,42,758.75,0.004444444,0.015555556,0,0,Mar,2,5,2,2,Returning_Visitor,FALSE,FALSE
+9,222.5,2,46.66666667,20,1267.155556,0.001481481,0.017977208,16.1728,0,Mar,2,2,3,2,Returning_Visitor,FALSE,TRUE
+4,200.8333333,0,0,18,381.3333333,0,0.009090909,0,0,Mar,2,4,7,2,New_Visitor,TRUE,FALSE
+2,33.5,1,91,31,1271.821212,0,0.011505376,1.592774194,0,Mar,1,8,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,827.6462121,0,0.00058651,54.67634844,0,Mar,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,36,0.15,0.1625,0,0,Mar,3,2,3,1,Returning_Visitor,FALSE,FALSE
+7,120.5,0,0,19,1011.5,0,0.00952381,0,0,Mar,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,243.6666667,1,415,20,1267.233333,0,0.01,91.98,0,Mar,1,1,3,1,Returning_Visitor,FALSE,TRUE
+5,53,1,97,66,4891.972222,0,0.002159624,0,0,Mar,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,694.3035714,0,0.007692308,11.99264025,0,Mar,1,1,1,2,Returning_Visitor,TRUE,TRUE
+4,148.5,1,118,150,4764.429997,0,0.005636724,33.33074497,0,Mar,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,1350.5,0.006451613,0.016129032,0,0,Mar,2,5,2,2,Returning_Visitor,FALSE,FALSE
+0,0,1,56,17,1385.833333,0.005882353,0.017647059,39.85866667,0,Mar,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,6,0,0,15,500,0.026666667,0.073333333,19.996,0,Mar,2,2,3,1,Returning_Visitor,FALSE,TRUE
+2,26,0,0,22,285.9880952,0,0.0125,0,0,Mar,1,1,6,8,Returning_Visitor,FALSE,FALSE
+1,6,0,0,6,45.5,0.057142857,0.114285714,0,0,Mar,1,1,3,3,Returning_Visitor,FALSE,FALSE
+5,129.5,0,0,13,1507.333333,0.016666667,0.028125,0,0,Mar,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,223,1,24,27,1460.566667,0,0.006666667,0,0,Mar,2,2,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,214,0,0.05,0,0,Mar,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,136.5,0,0.033333333,0,0,Mar,3,3,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,254,0.025,0.0875,0,0,Mar,1,1,6,10,Returning_Visitor,FALSE,FALSE
+1,5,0,0,13,545.5714286,0.013333333,0.020784314,26.12015415,0,Mar,2,2,3,2,Returning_Visitor,TRUE,TRUE
+2,91,3,865,27,1244.833333,0,0.006896552,0,0,Mar,2,2,1,2,New_Visitor,TRUE,FALSE
+1,78,0,0,21,555.8944444,0,0.002380952,24.75047619,0,Mar,1,1,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,19,429.6333333,0,0.005263158,0,0,Mar,2,4,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,111,0,0.02,0,0,Mar,2,4,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Mar,3,2,1,3,Returning_Visitor,TRUE,FALSE
+3,46.5,0,0,16,402.6904762,0,0.0125,0,0,Mar,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,292.6944444,0,0.005128205,54.98,0,May,3,2,4,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,24,654.0666667,0,0.001449275,0,0.8,May,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,254,1,39,95,4990.959524,0.004123711,0.015307716,5.638103093,0,May,2,2,1,6,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,158,0.05,0.1,0,0,May,2,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,77,3332.208333,0.002040816,0.024719927,0,0.6,May,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,130,4164.936905,0.006153846,0.012319347,0,0,May,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,May,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,85.66666667,0,0,25,1194.5,0,0.007692308,11.51923077,0,May,2,2,1,2,New_Visitor,FALSE,TRUE
+3,154.5,0,0,21,638.3333333,0,0.047222222,0,0,May,2,5,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,152.25,0.030769231,0.025641026,0,0,May,1,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,631.5,0.011764706,0.064705882,0,0.8,May,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,58,0.155555556,0.177777778,0,0,May,1,1,1,3,Returning_Visitor,TRUE,FALSE
+7,598,3,144.5,83,6860.632738,0.011512297,0.039305682,0,0.4,May,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0.6,May,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,3,0,0,28,271.125,0,0.002564103,0,0,May,4,2,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,May,1,1,1,6,Returning_Visitor,FALSE,FALSE
+1,7,0,0,151,2564.278157,0.00917226,0.0210895,0,0.6,May,1,1,1,15,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,896.5,0.008333333,0.025,14.6895,0.6,May,2,5,1,5,Returning_Visitor,FALSE,TRUE
+3,226.9545455,0,0,57,4895.022989,0.003333333,0.023321256,0,0,May,2,2,1,13,Returning_Visitor,FALSE,FALSE
+6,97.88235294,2,9,58,2293.59902,0.008357771,0.033973374,6.7485,0,May,2,2,7,4,Returning_Visitor,FALSE,TRUE
+4,515.6,0,0,77,1449.683333,0,0.002631579,0,0,May,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,397.5,3,89.5,8,249,0.066666667,0.091666667,0,0,May,3,2,1,6,Returning_Visitor,TRUE,FALSE
+2,16.5,0,0,5,37.5,0,0.033333333,0,0,May,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,30,0,0,10,121,0.016666667,0.025,0,0,May,3,6,3,3,New_Visitor,FALSE,FALSE
+6,60,1,30,51,1403.841919,0.003636364,0.009090909,20.2453697,0,May,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,227,0.025,0.05,0,0,May,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,228,0.025,0.075,0,0,May,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,22.75,0,0,16,461.0833333,0,0.011458333,17.991,0,May,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,12,0,0.1,0,0,May,1,1,1,3,Returning_Visitor,TRUE,FALSE
+4,46.5,0,0,34,762.5,0,0.013513514,0,0.6,May,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,74.5,0,0.08,0,0.6,May,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,27,0,0,21,898,0.015384615,0.042307692,10.94723077,0.6,May,2,2,1,3,Returning_Visitor,FALSE,TRUE
+3,23,0,0,5,91,0,0.0125,0,0,May,2,2,6,18,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,583.1666667,0.010526316,0.030701754,0,0.8,May,2,4,1,3,Returning_Visitor,FALSE,FALSE
+3,62,0,0,13,392.9285714,0.0125,0.025,0,0,May,3,2,3,2,New_Visitor,FALSE,FALSE
+2,102,0,0,13,177.5,0,0.026666667,0,0,May,2,2,4,3,New_Visitor,TRUE,FALSE
+0,0,0,0,13,436,0.030769231,0.079487179,0,0.6,May,1,1,4,2,Returning_Visitor,FALSE,FALSE
+3,61,0,0,79,2819.966667,0.006097561,0.024390244,0,0,May,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,4,0,0.1,0,0.8,May,2,5,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,May,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,1888.5,0,0.008695652,46.00643478,0,May,2,2,4,4,New_Visitor,TRUE,TRUE
+7,238.4666667,7,300.9,33,1801.371429,0.0055,0.040415616,8.08269,0,May,2,1,1,4,Returning_Visitor,TRUE,FALSE
+1,92,0,0,117,13158.66667,0.006896552,0.041810345,0,0,May,2,6,4,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,140,0,0.033333333,0,0,May,2,6,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,252.5,0,0.02,0,0,May,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,666,0,0.018181818,0,0,May,2,4,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,851.3333333,0.010810811,0.032432432,0,0.2,May,4,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,224,0.011764706,0.02254902,0,0.2,May,1,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,253.3333333,0.030769231,0.073076923,0,0.8,May,2,2,5,3,Returning_Visitor,FALSE,FALSE
+9,175.9333333,0,0,28,717.2190476,0.005882353,0.017058824,0,1,May,2,2,5,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,370.3333333,0.018181818,0.054545455,0,0.6,May,2,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,May,1,1,1,3,Returning_Visitor,TRUE,FALSE
+4,47,0,0,29,5198.533333,0,0.019892473,0,0,May,2,4,2,2,Returning_Visitor,FALSE,FALSE
+4,92,0,0,19,1148.838095,0.012121212,0.025289256,32.06509091,0,May,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,4,0,0,13,152.6666667,0.033333333,0.083333333,0,0,May,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,474,0,0.016666667,0,0,May,2,4,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,15,907.5,0.006666667,0.031111111,0,0.6,May,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,505.3333333,0.083333333,0.123412698,0,0.4,May,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,497,0.015,0.045416667,0,0,May,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,675.3333333,0,0,46,1103.916667,0,0.004081633,0,0.8,May,2,4,4,4,Returning_Visitor,FALSE,FALSE
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+11,376.5,4,63,104,2743.819189,0,0.007753623,7.345321739,0,May,1,1,2,20,Returning_Visitor,FALSE,FALSE
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+8,249,1,36.33333333,31,1124.916667,0,0.014672365,18.08584615,0,May,2,4,5,5,New_Visitor,FALSE,TRUE
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+7,129.6666667,3,42,25,443.25,0.006451613,0.023297491,6.402612903,0,May,2,2,4,4,Returning_Visitor,TRUE,FALSE
+10,323.55,0,0,46,1044.8,0.017021277,0.019756839,0,0,May,3,2,7,4,Returning_Visitor,FALSE,FALSE
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+0,0,0,0,34,783.5666667,0,0.005882353,62.07882353,0,May,2,2,1,6,Returning_Visitor,TRUE,TRUE
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+7,1474.5,2,11.5,129,5293.824709,0.005072464,0.020659075,2.524993961,0.2,May,2,2,3,1,Returning_Visitor,FALSE,FALSE
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+8,77,0,0,36,2670.869444,0,0.018461538,13.99676923,0,May,2,5,7,2,Returning_Visitor,FALSE,FALSE
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+8,31.1,11,1258.833333,195,7675.14929,0.001937543,0.014673582,3.38287678,0.4,May,2,2,1,4,Returning_Visitor,FALSE,FALSE
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+9,299.6333333,4,56,35,1386.633333,0.01025641,0.014871795,0,0,May,1,1,4,3,Returning_Visitor,FALSE,FALSE
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+8,433.1,2,309,36,1523.416667,0.011742424,0.016427739,7.9755,0,May,2,2,1,2,Returning_Visitor,FALSE,FALSE
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+0,0,1,0,23,489.25,0.00173913,0.032173913,0,0,May,2,5,5,2,Returning_Visitor,FALSE,FALSE
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+6,140.3333333,0,0,9,88.95,0,0.004761905,0,0,May,3,2,2,3,New_Visitor,FALSE,FALSE
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+3,270,1,1778,362,13259.29396,0.002883379,0.008837606,0,0,May,2,2,1,19,Returning_Visitor,TRUE,FALSE
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+9,104.9857143,0,0,79,1926.33339,0.01533101,0.020052948,0,0,May,3,2,3,13,Returning_Visitor,FALSE,FALSE
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+9,216.75,0,0,44,1527.166667,0.012765957,0.032765957,0,0,May,2,2,8,6,Returning_Visitor,TRUE,FALSE
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+9,98.94444444,1,600,124,5731.094444,0.018346253,0.03371764,1.914174972,0.2,May,2,2,3,13,Returning_Visitor,FALSE,FALSE
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+15,365.1111111,4,848.4166667,113,5882.174206,0,0.006584897,1.033764021,0,May,2,2,3,2,Returning_Visitor,FALSE,FALSE
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+8,274.5,0,0,129,5883.040509,0.003076923,0.008735669,0,0,May,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,61,4501.4337,0.015,0.036678391,0,0.2,May,4,5,3,2,Returning_Visitor,FALSE,FALSE
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+6,17,0,0,51,1056.616667,0.016734694,0.036472303,0,0.8,May,2,2,3,11,Returning_Visitor,FALSE,FALSE
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+4,38.30555556,0,0,52,1630.972222,0.012,0.026,0,1,May,6,5,3,2,Returning_Visitor,TRUE,FALSE
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+5,131.995614,0,0,35,1712.833333,0,0.000263158,0,0.4,May,2,2,3,3,New_Visitor,FALSE,FALSE
+4,147.6666667,2,96.33333333,46,1041.316345,0.000571429,0.013478622,2.690792571,0,May,2,2,6,4,Returning_Visitor,TRUE,FALSE
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+9,249.5,0,0,66,2506.333333,0.015277778,0.041369048,13.99708333,0,May,2,2,6,6,Returning_Visitor,FALSE,TRUE
+7,356,1,37,61,683.1738095,0,0.006349206,0,0,May,2,2,1,3,New_Visitor,FALSE,FALSE
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+6,46.27272727,0,0,113,2216.66832,0.005357143,0.014344857,8.353508036,0.2,May,2,2,1,1,Returning_Visitor,FALSE,FALSE
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+17,2629.253968,24,2050.433333,705,43171.23338,0.004851285,0.015431438,0.763828956,0,May,2,2,1,14,Returning_Visitor,TRUE,FALSE
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+2,70.66666667,1,101,56,1086.074242,0.010526316,0.022368421,14.84053801,0,May,2,2,3,2,Returning_Visitor,FALSE,FALSE
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+7,176.5,0,0,34,1384.972222,0.005263158,0.021992481,26.45082237,0,May,1,1,2,4,Returning_Visitor,FALSE,TRUE
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+0,0,0,0,19,809.1666667,0.031578947,0.051578947,0,0.6,May,2,2,4,3,Returning_Visitor,FALSE,FALSE
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+7,286.8333333,7,373.5,15,176.5,0.048,0.052,0,0,May,3,2,3,4,Returning_Visitor,FALSE,FALSE
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+9,134.7666667,0,0,17,347.547619,0.024242424,0.042121212,0,0,May,3,2,4,4,Returning_Visitor,FALSE,FALSE
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+0,0,0,0,3,125,0.05,0.075,0,0.8,May,2,2,1,4,Returning_Visitor,FALSE,FALSE
+4,31,1,46,80,1793.777778,0.017857143,0.031725417,0,0.6,May,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,3,0,0,26,885,0,0.036111111,17.5455,0,May,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,34,0,0,36,646.2857143,0,0.005882353,0,0,May,2,4,6,3,Returning_Visitor,FALSE,FALSE
+6,200.2222222,2,126,146,7253.676493,0.006570513,0.020305773,5.942025641,0.4,May,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,40,0,0,4,55,0,0.033333333,0,0.2,May,4,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,1,2,25,344.3214286,0.00617284,0.033333333,0,0.4,May,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,33.66666667,0,0,4,21.66666667,0,0.02,0,0,May,2,2,1,5,New_Visitor,FALSE,FALSE
+1,0,0,0,4,334,0.08,0.116,0,0,May,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,May,3,3,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,608.5227273,0.015384615,0.021952663,0,0,May,2,2,1,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,4,0.125,0.175,0,0.8,May,3,2,4,13,Returning_Visitor,FALSE,FALSE
+4,24.16666667,0,0,56,1977.385088,0,0.007471264,0,0.4,May,2,2,1,4,Returning_Visitor,FALSE,FALSE
+9,194.4166667,2,20,11,1569.166667,0.013333333,0.028666667,18.80505,0,May,3,2,7,6,Returning_Visitor,FALSE,FALSE
+4,58,0,0,31,806.5,0,0.009375,9.7455,0,May,2,4,1,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,36,631.3068627,0.021142857,0.047901224,0,0.8,May,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,1,35,33,782.0833333,0,0.005882353,23.03329412,0,May,2,4,9,2,New_Visitor,FALSE,TRUE
+2,11,0,0,12,347,0,0.023076923,9.960923077,0,May,1,1,3,3,Returning_Visitor,TRUE,TRUE
+1,149.5,0,0,32,1562.333333,0.038709677,0.062580645,7.636645161,0.2,May,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,453,3,493.5,36,1199.522619,0.004761905,0.011534392,9.323531746,0,May,6,2,2,4,Returning_Visitor,FALSE,FALSE
+1,32,0,0,18,299.5,0.015789474,0.022807018,19.448,0,May,2,2,5,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,18,103.8333333,0.033333333,0.055555556,0,0,May,2,2,3,3,Returning_Visitor,FALSE,FALSE
+3,101.6666667,0,0,22,2250.083333,0,0.019565217,32.70730435,0,May,2,4,4,1,Returning_Visitor,FALSE,TRUE
+2,59,0,0,3,82,0.04,0.06,0,0,May,1,1,6,3,New_Visitor,FALSE,FALSE
+0,0,0,0,6,747,0.033333333,0.066666667,0,0,May,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,316.5,0,0,8,298.6904762,0,0.002083333,0,0,May,3,2,2,2,Returning_Visitor,TRUE,FALSE
+9,309.25,0,0,58,1572.27381,0.003870968,0.017803379,0,0,May,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,35.5,0,0,14,241.7692308,0,0.020416667,0,0.6,May,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,69.5,4,116,84,2839.75,0,0.006593407,6.281494505,0,May,2,4,9,2,New_Visitor,FALSE,FALSE
+2,42,0,0,17,275.702381,0.04,0.06,0,0.6,May,3,2,8,2,Returning_Visitor,FALSE,FALSE
+4,85.92857143,0,0,39,681.7619048,0.015384615,0.032988166,0,0,May,1,1,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,95.5,0,0.013333333,0,0,May,2,4,1,3,Returning_Visitor,FALSE,FALSE
+2,76,1,79,35,2072.666667,0.007207207,0.031081081,8.1,0.8,May,2,4,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,214.25,0.091666667,0.097777778,0,0.8,May,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,207.5702479,0,0.007936508,0,0,Oct,2,2,1,5,Returning_Visitor,FALSE,FALSE
+3,40.2,0,0,11,201.1333333,0,0.02,0,0,June,2,2,2,1,New_Visitor,FALSE,FALSE
+1,63.4,0,0,3,120.4,0,0,42.29306752,0,Oct,1,1,3,3,New_Visitor,FALSE,TRUE
+6,618.0666667,0,0,50,1342.083333,0,0.004385965,28.06804986,0,June,2,2,6,11,New_Visitor,FALSE,TRUE
+0,0,0,0,2,7,0,0.1,0,0,June,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,152.6,0,0,28,608.8833333,0.009375,0.03125,19.82770888,0,Jul,2,2,7,13,Returning_Visitor,FALSE,TRUE
+7,56.3,0,0,15,315.4,0,0.011111111,0,0,Oct,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,20,419.6,0.038095238,0.068253968,0,0,Aug,3,2,3,3,Returning_Visitor,TRUE,FALSE
+1,39.2,2,120.8,7,80.5,0,0.01,0,0,Nov,3,2,4,2,New_Visitor,TRUE,FALSE
+3,89.6,0,0,57,1721.906667,0,0.005932203,204.0079491,0,Nov,2,2,1,4,Returning_Visitor,TRUE,TRUE
+2,104.3,0,0,48,2307.661212,0.025510204,0.035488428,4.348145623,0,Oct,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,41.4,0.075,0.125,0,0,Jul,3,2,6,1,Returning_Visitor,FALSE,FALSE
+4,204.2,0,0,31,652.3766667,0.012121212,0.016161616,0,0,Nov,1,1,6,1,Returning_Visitor,FALSE,FALSE
+17,180.1333333,1,80.6,180,6512.010952,0.002645503,0.012248677,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,12,0,0,36,493.3033901,0,0.01660575,0,0,Oct,2,2,5,2,Returning_Visitor,FALSE,FALSE
+2,13,0,0,17,209.7,0.023529412,0.038235294,0,0,June,1,1,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,68.4,0,0.08,0,0,June,2,4,2,4,Returning_Visitor,FALSE,FALSE
+3,41.2,0,0,7,942.8,0,0.03,0,0,Aug,1,1,4,5,New_Visitor,FALSE,FALSE
+4,101.8,0,0,91,5692.211713,0.006451613,0.033623455,0,0,Sep,4,1,9,1,Returning_Visitor,FALSE,FALSE
+1,26.2,0,0,4,106.8,0,0.04,36.66178288,0,Oct,2,2,2,5,New_Visitor,FALSE,TRUE
+2,79.6,3,332.08,34,1011.016667,0.018918919,0.043243243,5.128358233,0,Oct,2,2,7,1,Returning_Visitor,FALSE,TRUE
+4,159,0,0,16,307.6166667,0,0.010526316,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+7,227.9,0,0,22,701.0166667,0,0.001666667,0,0,Oct,2,4,4,2,Returning_Visitor,FALSE,FALSE
+2,47.4,0,0,14,478.6,0.04375,0.079166667,0,0,Jul,4,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,710.0666667,0,0.007692308,72.52283848,0,Nov,1,1,2,2,Returning_Visitor,FALSE,TRUE
+1,0,0,0,3,259,0,0.04,48.04726202,0,Oct,2,2,1,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,34,1228.5,0.039705882,0.059313725,0,0,Aug,3,2,1,4,Returning_Visitor,FALSE,FALSE
+2,196.6,0,0,31,1514.3,0.036363636,0.066666667,0,0,Aug,1,8,7,1,Returning_Visitor,TRUE,FALSE
+3,33.2,0,0,10,278.4333333,0.007142857,0.026190476,32.70034468,0,Jul,2,2,6,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,86.53333333,0,0.066666667,0,0,Oct,1,1,7,2,Returning_Visitor,TRUE,FALSE
+3,9.5,0,0,25,528.9666667,0.007692308,0.037179487,3.296827304,0,June,2,2,2,3,Returning_Visitor,FALSE,FALSE
+2,55.4,0,0,25,402.75,0.015384615,0.034065934,0,0,Jul,3,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.1,0.2,0,0,Jul,2,2,2,5,New_Visitor,TRUE,FALSE
+10,1222.4,0,0,26,2988.883333,0,0.002903226,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,844.58,0.05952381,0.085396825,0,0,Oct,3,2,1,3,Returning_Visitor,FALSE,FALSE
+3,13.73333333,1,2,27,407.6833333,0.006666667,0.011555556,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,TRUE
+1,23.2,0,0,30,964.4666667,0,0.003571429,51.03362522,0,Oct,2,2,5,2,New_Visitor,FALSE,TRUE
+5,150.7,0,0,12,201.6,0.026666667,0.04,0,0,Oct,1,1,4,2,New_Visitor,FALSE,FALSE
+5,66.6,0,0,13,523.6,0,0.013333333,0,0,Oct,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,968.6924242,0,0,106.2525169,0,Nov,1,1,9,2,Returning_Visitor,FALSE,TRUE
+1,92.6,0,0,4,207.9333333,0,0.04,0,0,Jul,1,1,9,20,New_Visitor,FALSE,FALSE
+0,0,0,0,16,1062.666667,0,0.0125,54.56704868,0,Sep,4,1,1,4,New_Visitor,FALSE,TRUE
+13,1013.056909,2,102.8,77,2697.022104,0,0.009471471,1.798669862,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+1,48.4,0,0,22,2707.386667,0,0.009722222,0,0,Sep,3,2,1,1,Returning_Visitor,TRUE,FALSE
+1,57.4,0,0,6,303.1,0.028571429,0.014285714,0,0,June,1,2,3,2,Returning_Visitor,FALSE,FALSE
+7,297.6,0,0,66,3572.241757,0.005797101,0.012314449,7.766280897,0,Oct,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,12,0.1,0.1,0,0,Sep,4,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,3287,0.036842105,0.075814536,0,0,June,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,47,902.77,0.022222222,0.04037037,0,0,Jul,3,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Oct,1,1,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,519.8666667,0,0,0,0,Jul,1,1,1,4,Returning_Visitor,FALSE,FALSE
+2,56.73333333,0,0,33,1091.394074,0,0.003594771,0,0,Oct,4,2,3,2,New_Visitor,TRUE,FALSE
+1,86.6,0,0,14,349.5761905,0,0.004761905,60.43737784,0,Nov,1,1,1,3,New_Visitor,FALSE,TRUE
+7,38.6,0,0,70,1087.7,0,0.004861111,0,0,Oct,2,2,4,5,Returning_Visitor,FALSE,FALSE
+6,545.65,3,204.3466667,69,1182.432333,0.000684932,0.002998087,19.71529542,0,Nov,2,2,1,13,Returning_Visitor,TRUE,TRUE
+3,94.6,0,0,16,1254,0,0.019327731,0,0,Nov,3,2,7,2,New_Visitor,TRUE,FALSE
+6,53,0,0,40,778.8333333,0,0.009469697,8.480846261,0,Aug,1,1,1,4,New_Visitor,TRUE,FALSE
+3,28.8,5,2195.3,21,378.4,0.02962963,0.030864198,0,0,Jul,1,1,3,1,Returning_Visitor,FALSE,FALSE
+5,46.52,0,0,133,2248.914286,0.012077922,0.029349567,6.373770623,0,Jul,1,1,1,4,Returning_Visitor,FALSE,TRUE
+1,41.4,0,0,30,558.6111111,0.009090909,0.046464646,0,0,Sep,2,10,2,1,Returning_Visitor,FALSE,TRUE
+6,82.14,0,0,12,191.1,0,0.0125,0,0,Nov,2,4,9,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,267.5666667,0,0.009090909,7.68745056,0,Oct,2,2,1,3,New_Visitor,FALSE,TRUE
+3,397.7,4,1093.3,66,4152.7631,0.014979592,0.017561939,6.282904602,0,Sep,3,2,8,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,645.2,0.0125,0.05,0,0,Jul,4,1,3,1,Returning_Visitor,TRUE,FALSE
+16,932.7971429,0,0,40,991.7155466,0.008888889,0.011659808,0,0,Sep,1,2,1,1,Returning_Visitor,FALSE,FALSE
+3,56.8,1,3,73,1677.666667,0.010666667,0.040444444,0,0,June,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,10,0,0,5,354.9,0,0.06,0,0,Sep,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,74.6,0,0.066666667,0,0,Jul,3,2,3,4,Returning_Visitor,TRUE,FALSE
+10,89.98,0,0,96,1304.973333,0.003921569,0.008309991,6.175932014,0,Oct,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,95,0.028571429,0.028571429,86.33623272,0,Oct,1,1,4,2,New_Visitor,FALSE,TRUE
+1,67.5,0,0,28,873.64,0,0.006785714,0,0,Sep,3,2,1,6,Returning_Visitor,FALSE,FALSE
+13,234.5666667,0,0,80,1807.227778,0.016091954,0.0348659,4.192980384,0,Jul,4,2,3,13,Returning_Visitor,FALSE,FALSE
+2,63.5,0,0,104,1667.158421,0,0.002547045,0,0,Jul,2,4,2,1,Returning_Visitor,TRUE,FALSE
+1,4,0,0,8,227.1,0.022222222,0.066666667,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,331.3,0,0.015384615,0,0,Jul,1,8,1,1,Returning_Visitor,FALSE,FALSE
+5,196.88,0,0,7,118.9133333,0,0.01473138,16.56478478,0,Oct,3,2,7,2,Returning_Visitor,FALSE,FALSE
+5,60.2,0,0,12,165.4,0.0125,0.041666667,0,0,Aug,2,5,3,6,Returning_Visitor,FALSE,FALSE
+5,271,2,42.2,6,147.9,0,0.036363636,0,0,Aug,3,2,7,2,New_Visitor,TRUE,FALSE
+6,85.2,0,0,11,203,0,0,0,0,Nov,2,2,5,2,Returning_Visitor,FALSE,FALSE
+1,62.46666667,0,0,5,165.1,0,0.016666667,0,0,Sep,3,2,3,3,New_Visitor,FALSE,FALSE
+10,164.0666667,0,0,37,1553.52381,0.005128205,0.01025641,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+18,189.2646154,0,0,38,777.4146154,0.004255319,0.016960486,0,0,Sep,2,2,1,3,Returning_Visitor,TRUE,FALSE
+2,196.6,0,0,0,0,0,0.033333333,0,0,Nov,3,2,9,5,New_Visitor,TRUE,FALSE
+1,5.066666667,0,0,32,441.6045455,0,0.00625,0,0,Sep,2,2,6,3,New_Visitor,FALSE,FALSE
+2,94.7,0,0,23,897.19,0,0.002898551,0,0,Aug,3,2,3,2,New_Visitor,TRUE,FALSE
+1,45.4,0,0,7,352.7,0,0.014285714,0,0,Oct,1,1,3,4,Returning_Visitor,FALSE,FALSE
+1,38.8,0,0,11,214.0533333,0.016666667,0.03015873,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,21,0,0,25,278.1366667,0,0.007692308,77.4579855,0,Nov,2,2,7,2,New_Visitor,FALSE,FALSE
+5,82.6,1,14.2,8,66.53333333,0,0.02,0,0,Aug,4,1,3,1,New_Visitor,TRUE,FALSE
+0,0,0,0,22,1321.7,0,0.010833333,0,0,June,2,2,2,13,Returning_Visitor,FALSE,FALSE
+6,89.8,0,0,26,1570.133333,0,0.005357143,0,0,June,2,2,8,4,New_Visitor,TRUE,FALSE
+5,850,0,0,20,1893.466667,0,0.02,0,0,Oct,2,4,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,1070.098072,0.018627451,0.027103099,0,0,Jul,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,1114.733333,0.015384615,0.026098901,26.13034871,0,Nov,3,2,9,20,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,469.54,0,0.008695652,14.00979215,0,Oct,2,2,9,2,New_Visitor,FALSE,TRUE
+4,585.8,0,0,29,1582.533333,0.006666667,0.022222222,0,0,Oct,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,33.2,0,0.066666667,0,0,June,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,2,88.6,35,682.1833333,0,0.001388889,0,0,Jul,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,287.5,0,0.027272727,0,0,Oct,2,4,2,1,Returning_Visitor,FALSE,FALSE
+10,491.6666667,0,0,48,1939.571111,0.003773585,0.010539084,0,0,Nov,2,2,7,20,Returning_Visitor,FALSE,TRUE
+10,340.9,3,269.8,99,3611.978569,0.000641026,0.00210649,0.847337986,0,June,2,2,1,7,Returning_Visitor,FALSE,TRUE
+2,112.8,0,0,27,1555.967143,0,0.001724138,44.85638692,0,Nov,1,1,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,0,0,0.2,0.2,0,0,Nov,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,413,0,0.0125,0,0,Sep,1,1,4,3,New_Visitor,FALSE,FALSE
+0,0,0,0,3,62.4,0,0.066666667,0,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,889.3666667,0,0.003030303,8.424787355,0,Oct,2,2,3,2,Returning_Visitor,FALSE,TRUE
+17,698.1333333,1,9,83,4306.612355,0.001075269,0.019375648,0,0,Oct,7,1,2,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,15,1069.7,0,0.046666667,0,0,Jul,3,2,6,1,Returning_Visitor,FALSE,FALSE
+3,32.2,0,0,81,1199.616667,0,0.00617284,0,0,Sep,2,2,2,1,Returning_Visitor,TRUE,TRUE
+1,16.6,0,0,84,1893.619048,0.016825397,0.030138889,0,0,Oct,1,1,6,3,Returning_Visitor,FALSE,FALSE
+4,54.2,1,33.2,64,1324.68,0,0.003864734,0,0,June,2,2,1,4,New_Visitor,FALSE,FALSE
+0,0,0,0,16,230.5666667,0,0.023958333,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+1,11,0,0,8,98.56666667,0.066666667,0.101666667,0,0,Sep,1,8,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,33.2,0.133333333,0.166666667,0,0,Aug,3,2,1,2,Returning_Visitor,TRUE,FALSE
+11,455.0666667,3,306.1,41,5194.857143,0.001754386,0.013972431,22.65941331,0,Oct,2,4,1,20,Returning_Visitor,FALSE,FALSE
+2,32.2,1,0,20,342.6866667,0,0.009090909,0,0,Aug,2,2,1,4,New_Visitor,FALSE,FALSE
+4,601.9,0,0,41,2517.583333,0.007751938,0.013881932,20.55494533,0,Sep,3,2,1,1,Returning_Visitor,FALSE,TRUE
+1,136.5,0,0,25,806.5,0,0.009615385,39.96971545,0,Aug,1,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,24,348.0333333,0.077777778,0.111111111,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,49.3,0,0,9,283.7,0.018181818,0.036363636,0,0,June,1,1,3,3,Returning_Visitor,FALSE,FALSE
+10,278.6666667,0,0,50,907.2363636,0.020411523,0.023212197,1.981038388,0,Oct,3,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,122.1666667,0,0.02,0,0,Nov,1,1,1,5,New_Visitor,TRUE,FALSE
+1,118.8,0,0,8,259.2,0,0.007407407,0,0,Sep,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,58.2,0.066666667,0.044444444,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,13,0,0,6,47.13333333,0.04,0.06,20.94544525,0,Nov,1,2,2,4,Returning_Visitor,FALSE,FALSE
+1,44,0,0,1,0,0,0.066666667,0,0,Sep,1,1,1,5,New_Visitor,FALSE,TRUE
+1,4,0,0,73,2000.618333,0,0.003703704,0,0,Sep,2,10,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,140,0.05,0.1,0,0,Sep,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,75.05,0,0,106,4143.175238,0.019711538,0.03900641,4.484328486,0,Aug,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,17.1,1,31.2,45,812.2873894,0,0.022732152,4.395471544,0,Aug,2,4,3,2,Returning_Visitor,FALSE,TRUE
+1,2,6,657.8333333,140,3252.200476,0.005479452,0.024292237,0,0,Jul,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,4,0,0,20,471.4777778,0,0.004545455,32.95851549,0,Jul,1,1,1,4,Returning_Visitor,FALSE,TRUE
+1,5,0,0,41,764.1333333,0,0.014444444,0,0,June,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1275.9,0.052380952,0.101587302,0,0,Sep,2,4,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,458.5,0.025,0.03,0,0,Sep,3,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,86.36,0.0625,0.11875,0,0,Aug,3,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,152.6,0.044444444,0.096296296,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,268.08,0,0,13,420.2466667,0.042105263,0.064912281,0,0,Sep,3,2,1,13,Returning_Visitor,TRUE,TRUE
+1,22.2,0,0,5,136.1,0.066666667,0.066666667,0,0,Oct,1,1,1,20,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,June,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,63,1779.163333,0.003278689,0.020243418,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+7,68.4,0,0,145,5175.377371,0.002666667,0.008978355,2.042762326,0,Aug,2,2,1,1,Returning_Visitor,FALSE,TRUE
+24,468.100663,6,191.8666667,189,3428.527381,0.018642295,0.043830926,0.870148477,0,June,2,2,2,1,Returning_Visitor,FALSE,FALSE
+3,43.2,0,0,7,137,0,0.02,0,0,June,2,4,6,2,New_Visitor,TRUE,FALSE
+2,132,1,28.2,35,1356.866667,0,0.010526316,0,0,Oct,2,2,4,13,Returning_Visitor,FALSE,FALSE
+6,45.03333333,1,69.6,120,5771.466862,0.002755906,0.014537746,4.586910248,0,Aug,4,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,June,3,2,7,13,Returning_Visitor,FALSE,FALSE
+1,80.6,0,0,21,479.5857143,0.005,0.010555556,10.89761784,0,Oct,1,1,3,2,Returning_Visitor,TRUE,TRUE
+4,26.2,0,0,13,131.2,0,0.026666667,0,0,June,1,2,1,5,Returning_Visitor,FALSE,FALSE
+12,137.9,0,0,13,161.8666667,0,0.010526316,0,0,Aug,2,2,3,5,New_Visitor,TRUE,FALSE
+0,0,0,0,8,261.8,0.01,0.04,10.99901844,0,Sep,2,2,4,1,Returning_Visitor,TRUE,FALSE
+2,9.6,3,118.1,10,184.1,0,0.035714286,0,0,June,2,2,8,4,Returning_Visitor,FALSE,FALSE
+2,161.2,0,0,7,555.4,0.044444444,0.055555556,21.09392209,0,Oct,3,2,2,1,Returning_Visitor,FALSE,FALSE
+9,301,0,0,38,2621.621429,0.021212121,0.044507576,10.72117234,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,45.2,0,0,19,230.2,0,0.019047619,0,0,Jul,2,2,2,2,New_Visitor,FALSE,FALSE
+2,167.4,0,0,8,191.15,0,0.02,0,0,Oct,1,1,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,4,0,0.1,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,45.2,0.08,0.1,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,19.4,3,45.26666667,10,136.0666667,0,0.052857143,0,0,Sep,2,2,1,5,Returning_Visitor,FALSE,FALSE
+3,157.4,0,0,9,128.5,0.036363636,0.081818182,0,0,Jul,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,2653.5,0,0.04,0,0,Sep,4,1,7,1,Returning_Visitor,FALSE,FALSE
+5,56.8,0,0,3,27.2,0,0.033333333,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+4,459.5,4,199.1,94,6186.17226,0.022541254,0.03820917,3.085103642,0,Jul,3,2,8,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,58.4,0,0.066666667,0,0,Jul,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1163.266667,0.061111111,0.083333333,27.287869,0,Oct,1,1,4,1,Returning_Visitor,TRUE,TRUE
+2,42.2,0,0,17,440.2261905,0.026315789,0.023684211,0,0,Jul,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1489.590909,0.009459459,0.03816999,0,0,Sep,3,2,2,4,Returning_Visitor,FALSE,FALSE
+1,12,0,0,0,0,0,0.022222222,0,0,Aug,3,2,6,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,58,1590.42,0.010344828,0.021551724,1.023391581,0,Jul,3,2,8,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,545.1,0.01,0.031666667,0,0,Jul,3,2,8,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,517.4,0,0.034285714,4.856377111,0,Nov,2,2,1,20,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,275,0,0.05,32.89701477,0,Oct,3,2,2,2,New_Visitor,FALSE,TRUE
+3,69.6,0,0,9,199.1333333,0,0.006060606,0,0,Jul,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,24,583,0,0.025,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,FALSE
+6,66.55,0,0,41,1556.523333,0.005681818,0.012878788,0,0,Aug,3,2,1,4,Returning_Visitor,TRUE,FALSE
+8,103.7333333,0,0,17,328.3,0,0.010526316,0,0,June,3,2,8,2,New_Visitor,TRUE,FALSE
+4,60.4,0,0,11,572.6,0,0.013333333,0,0,Oct,2,2,7,4,Returning_Visitor,TRUE,FALSE
+2,423.6,0,0,46,2031.506667,0.013043478,0.023913043,0,0,Aug,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,63.68333333,0,0,8,129.7611111,0.017857143,0.068923933,0,0,June,3,2,3,3,Returning_Visitor,FALSE,FALSE
+5,148.5,0,0,25,307.7,0.007692308,0.034615385,0,0,Oct,4,1,9,3,Returning_Visitor,TRUE,FALSE
+4,96.6,0,0,15,276.7333333,0.010526316,0.021052632,69.46239458,0,Oct,2,2,1,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,13,187,0,0,0,0,Sep,2,5,4,1,Returning_Visitor,FALSE,FALSE
+8,628.3666667,1,0,131,4044.465674,0.008889185,0.030612404,0,0,Aug,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,13.1,0,0,111,4208.752099,0.003477744,0.015856149,0,0,Jul,2,2,1,1,Returning_Visitor,TRUE,FALSE
+4,25,0,0,193,7548.633333,0.013471503,0.029620035,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,58.4,0,0,11,267.3,0,0.016666667,0,0,Nov,2,2,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,57,820.3636364,0.035087719,0.061650605,0,0,June,3,2,3,13,Returning_Visitor,FALSE,FALSE
+3,118,0,0,32,791.8,0.021621622,0.046846847,1.297677921,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+8,77.5,0,0,35,2518.266667,0.01025641,0.012576313,0,0,Jul,2,2,2,2,New_Visitor,TRUE,FALSE
+4,61.63333333,0,0,33,1804.011111,0,0.005022447,41.64590199,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+5,68.8,0,0,33,781.5166667,0.005555556,0.008333333,22.53693712,0,Jul,2,2,6,2,New_Visitor,TRUE,FALSE
+3,11.6,0,0,25,510.38,0.007692308,0.023076923,0,0,Oct,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,87.6,0,0.04,0,0,Aug,2,4,1,1,Returning_Visitor,FALSE,FALSE
+2,34.18095238,0,0,70,2012.660952,0,0.001408451,0,0,Nov,2,4,3,5,New_Visitor,TRUE,FALSE
+3,36.3,0,0,13,309.55,0,0.029166667,0,0,June,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,498.6,1,152.2,25,1556.491429,0.036206897,0.067624521,5.689147469,0,Jul,2,5,4,1,Returning_Visitor,TRUE,TRUE
+1,23.2,0,0,27,1061.55,0.003703704,0.018518519,43.29821166,0,Aug,2,2,6,5,Returning_Visitor,FALSE,TRUE
+4,194.4,0,0,12,182.5142857,0,0.001666667,0,0,Oct,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,125.2666667,0.044444444,0.103703704,0,0,Oct,2,2,3,4,Returning_Visitor,TRUE,FALSE
+3,28.65,0,0,9,75.05,0.066666667,0.111111111,0,0,Sep,3,2,4,3,Returning_Visitor,FALSE,FALSE
+2,66.5,0,0,5,118.5,0,0.042857143,0,0,June,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,194.9,0,0,14,227.3333333,0,0.009183673,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,0,0.2,0.2,0,0,Jul,3,2,2,13,Returning_Visitor,TRUE,FALSE
+5,44.66666667,1,144,101,1808.162266,0.045307443,0.06290128,2.153839297,0,Jul,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,83.6,1,0,18,1219.7,0,0.00952381,16.36245374,0,Aug,2,2,1,4,New_Visitor,FALSE,TRUE
+0,0,0,0,32,893.45,0,0.011458333,0,0,Oct,4,1,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,268.4,0,0.04,0,0,Jul,2,4,9,6,Returning_Visitor,FALSE,FALSE
+1,11,0,0,1,0,0,0.1,0,0,Aug,2,6,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,2347.333333,0.004545455,0.015909091,0,0,Nov,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,817.7958109,0.034492302,0.05715957,0,0,June,3,2,1,13,Returning_Visitor,FALSE,FALSE
+7,79.2,0,0,30,1011.916667,0,0.018285714,12.9058765,0,Sep,2,2,4,4,Returning_Visitor,FALSE,FALSE
+0,0,1,0,7,1646.2,0.025,0.075,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,35.7,5,95.65,95,2383.139223,0.019666667,0.036723457,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+3,59.79,0,0,39,752.56,0,0.000696864,0,0,Nov,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,15.2,0,0,6,199.6,0,0.014285714,0,0,Oct,1,8,2,6,New_Visitor,FALSE,FALSE
+0,0,0,0,23,386.18,0.004347826,0.016521739,0,0,Jul,1,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,464.9333333,0.006451613,0.033870968,0,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,96.4,0,0,10,217.6,0,0,0,0,Nov,3,2,2,2,New_Visitor,TRUE,FALSE
+5,77,0,0,94,3210.848218,0.00212766,0.020921986,0,0,Oct,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,2,38.2,39,873,0.01,0.02,0,0,Sep,1,1,1,4,Returning_Visitor,FALSE,FALSE
+1,0,0,0,12,277.45,0.06,0.09,0,0,June,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,512.7166667,0.007142857,0.013571429,1.401949127,0,Jul,2,2,7,1,Returning_Visitor,TRUE,TRUE
+2,8,2,90.2,13,1286.050476,0.0125,0.019886364,0,0,Aug,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,4,225.7666667,222,9630.209524,0.053355457,0.066158871,0,0,June,8,13,9,5,Other,FALSE,FALSE
+0,0,0,0,9,140.2,0,0.044444444,0,0,Sep,2,2,9,2,New_Visitor,TRUE,FALSE
+1,11,0,0,6,43.7,0,0.057142857,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,66.4,0,0,39,606.3666667,0.015789474,0.026754386,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,FALSE
+4,28.73333333,0,0,12,243.75,0,0.038571429,8.150811238,0,June,3,2,4,2,Returning_Visitor,TRUE,TRUE
+6,661.7666667,6,204,8,254.25,0.025,0.042222222,0,0,Aug,3,2,4,2,Returning_Visitor,TRUE,FALSE
+1,53.4,0,0,18,539.5,0.011111111,0.018888889,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,23.8,0,0,6,135.2,0,0.025,0,0,Sep,2,5,3,1,New_Visitor,FALSE,FALSE
+2,13,0,0,16,346.3866667,0,0.029411765,0,0,Jul,3,2,3,4,Returning_Visitor,FALSE,FALSE
+1,23.96,0,0,94,2103.938772,0.013731061,0.038809156,1.47623044,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+9,64.5,3,99.6,33,768.4133333,0.004878049,0.013617886,41.34613116,0,Sep,2,2,4,2,Returning_Visitor,FALSE,FALSE
+9,358.2583333,3,377.4333333,64,5738.902193,0,0.020187793,12.08836478,0,Oct,2,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,64.6,0.05,0.075,0,0,Jul,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,559.56,0.008,0.008,0,0,Jul,1,1,4,4,Returning_Visitor,FALSE,FALSE
+2,82.6,0,0,10,352,0,0.007692308,27.19298393,0,Sep,2,2,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,5,53.4,0.12,0.14,0,0,June,3,2,3,13,Returning_Visitor,TRUE,FALSE
+2,31.2,0,0,3,55.4,0,0.05,0,0,Oct,2,2,1,5,New_Visitor,FALSE,FALSE
+0,0,0,0,9,206.6,0,0.005555556,0,0,Jul,2,4,3,4,New_Visitor,FALSE,FALSE
+7,199.85,0,0,39,1267.453333,0.004761905,0.020634921,17.92758699,0,Nov,2,4,1,4,Returning_Visitor,FALSE,FALSE
+1,5.5,6,387.5,25,621.2,0,0.009333333,0,0,Jul,3,2,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,148.9333333,0,0.04,0,0,June,4,2,1,13,Returning_Visitor,FALSE,FALSE
+4,64.6,2,28.7,16,597.6,0.019047619,0.018594104,0,0,Oct,3,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,43,654.0666667,0,0.029844961,0,0,Jul,2,2,7,3,Returning_Visitor,FALSE,FALSE
+2,53.4,0,0,2,0,0.05,0.1,0,0,Sep,1,1,6,3,Returning_Visitor,FALSE,FALSE
+5,59.9,2,8,84,2359.522438,0.016666667,0.028709742,3.478135617,0,June,1,1,4,3,Returning_Visitor,FALSE,FALSE
+1,23.2,0,0,4,44.8,0,0.05,0,0,June,2,10,7,4,Returning_Visitor,TRUE,FALSE
+1,0,0,0,23,579.3,0,0.009090909,0,0,Sep,2,2,2,2,New_Visitor,FALSE,FALSE
+1,46.4,0,0,13,118.2666667,0,0.014285714,0,0,Jul,1,2,1,4,Returning_Visitor,TRUE,FALSE
+8,176.25,1,141,20,651.7658974,0,0.009230769,19.13285864,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+9,68.4,1,6,30,728.8666667,0.037373737,0.063636364,0,0,Oct,2,2,3,20,Returning_Visitor,TRUE,FALSE
+5,265.0433333,1,0,38,1712.776667,0.013333333,0.040833333,0,0,Aug,2,2,8,1,Returning_Visitor,FALSE,FALSE
+4,68.73333333,0,0,44,2498.866667,0,0.014444444,11.33062869,0,Oct,2,2,4,1,Returning_Visitor,FALSE,TRUE
+9,219.9333333,0,0,56,1371.415714,0.002539683,0.011752445,0,0,Oct,3,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,2,38.2,121,3362.749679,0.025170765,0.042322417,4.212415755,0,Jul,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,70.6,0,0,30,515.2333333,0,0.02,0,0,Aug,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,62,2636.513492,0.04781874,0.061364567,0,0,Jul,3,2,3,13,Returning_Visitor,TRUE,FALSE
+1,70,0,0,12,1644.233333,0,0.015384615,0,0,Aug,1,1,4,4,New_Visitor,FALSE,FALSE
+8,166.7,0,0,9,171.7,0.016666667,0.05,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,322.4,27,1747.7,0.007692308,0.025641026,0,0,Oct,2,4,5,1,Returning_Visitor,FALSE,FALSE
+1,54.4,0,0,6,270.9,0,0.014285714,0,0,Oct,1,1,7,3,New_Visitor,FALSE,FALSE
+5,152.1,0,0,27,1474.533333,0.014814815,0.030123457,27.89717093,0,Oct,3,3,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,255,0,0.066666667,0,0,June,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,1131.8,0.024,0.033142857,0,0,June,1,1,4,1,Returning_Visitor,TRUE,FALSE
+2,58.4,0,0,5,303.1,0,0.033333333,0,0,Oct,3,2,3,6,Returning_Visitor,FALSE,TRUE
+1,106.8,0,0,17,327.5380952,0,0.00625,0,0,Oct,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,39,1867.033333,0,0.020512821,0,0,Nov,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,4,3,4,New_Visitor,FALSE,FALSE
+0,0,0,0,3,50.2,0,0.066666667,0,0,Sep,2,2,1,13,Returning_Visitor,FALSE,FALSE
+3,82.6,0,0,1,16.2,0,0.05,0,0,Nov,2,2,9,2,New_Visitor,FALSE,FALSE
+7,275.0844444,0,0,70,806.0266667,0,0.002666667,0,0,Oct,2,5,1,2,New_Visitor,FALSE,FALSE
+1,17.2,0,0,6,243.3,0,0.05,22.09581063,0,Oct,1,8,8,1,Returning_Visitor,FALSE,FALSE
+11,189.4833333,1,303.2,91,4864.147143,0,0.002380952,0,0,Oct,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,13,374.9,0,0.047619048,16.72561819,0,Aug,4,1,1,3,Returning_Visitor,FALSE,TRUE
+4,74.5,0,0,22,672.95,0,0.027179487,0,0,Sep,2,2,9,2,Returning_Visitor,FALSE,TRUE
+3,33.6,0,0,4,109.5,0,0.013333333,0,0,Oct,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,19,623.2,0.022222222,0.044444444,0,0,Jul,2,5,4,1,Returning_Visitor,TRUE,FALSE
+4,304.6,0,0,7,137.6,0,0.0375,0,0,Aug,3,2,1,5,New_Visitor,FALSE,FALSE
+0,0,0,0,36,1083.75163,0.006666667,0.011684359,0,0,June,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,5.5,0,0,103,1955.168685,0.015359477,0.037057104,0,0,June,2,2,9,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,103,3357.053333,0.015533981,0.043527508,0,0,Sep,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,62,1200.354444,0.003225806,0.023655914,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,74,1268.266667,0.002702703,0.00954955,0,0,June,2,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,4622,0.027160494,0.090123457,0,0,Oct,2,5,6,1,Returning_Visitor,FALSE,FALSE
+2,22.2,0,0,18,470.8966667,0,0.005,0,0,Nov,2,2,2,4,New_Visitor,FALSE,FALSE
+0,0,0,0,50,1085.891081,0.025952381,0.041398682,0,0,Oct,1,1,1,4,Returning_Visitor,FALSE,FALSE
+3,102.8,0,0,25,1109.233333,0,0.001666667,61.30486592,0,Aug,2,2,6,5,New_Visitor,FALSE,TRUE
+4,353.4,2,0,11,587.2,0.013333333,0.04,0,0,Jul,2,5,2,3,Returning_Visitor,TRUE,FALSE
+5,151.3333333,0,0,11,283.3333333,0.033333333,0.058333333,13.91046998,0,Nov,2,2,6,20,Returning_Visitor,FALSE,TRUE
+2,36.2,3,52,4,48,0.057142857,0.057142857,0,0,Jul,1,1,1,4,Returning_Visitor,TRUE,FALSE
+10,208.5133333,0,0,17,369.1,0,0.004,0,0,Sep,3,2,1,6,New_Visitor,FALSE,FALSE
+0,0,0,0,26,436.8,0.074074074,0.088888889,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+4,175.8666667,0,0,2,5,0,0.04,0,0,Oct,1,1,3,2,New_Visitor,FALSE,FALSE
+5,30,1,4,107,4376.902655,0.007272727,0.021707552,0,0,Oct,2,2,2,4,Returning_Visitor,FALSE,FALSE
+1,26.2,0,0,32,1427.676667,0,0.021875,19.9656361,0,Sep,2,4,3,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,511.2,0.0125,0.01875,0,0,Jul,2,2,3,3,Returning_Visitor,FALSE,FALSE
+6,1672.033333,0,0,28,518.3966667,0.006060606,0.013333333,0,0,Oct,2,2,3,2,Returning_Visitor,TRUE,FALSE
+5,187.1,0,0,101,7220.776667,0.001960784,0.013366013,3.998184141,0,Nov,2,2,7,3,Returning_Visitor,FALSE,TRUE
+8,133.35,2,383.8,14,552.48,0.005263158,0.016140351,20.33155364,0,Aug,1,1,1,6,Returning_Visitor,FALSE,FALSE
+9,570.2666667,0,0,11,259.5533333,0.011111111,0.05,6.80128988,0,Oct,3,2,3,2,Returning_Visitor,FALSE,FALSE
+15,238.6838095,0,0,33,799.1049417,0.004347826,0.017574237,19.03293603,0,Sep,3,2,3,2,Returning_Visitor,TRUE,FALSE
+6,144.8333333,0,0,23,1007.233333,0,0.027586207,19.57059225,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,40.8,0,0,45,1668.125238,0.004444444,0.024107744,47.57360345,0,Sep,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,189.2,0,0.014285714,78.56959864,0,Sep,3,2,3,2,Returning_Visitor,FALSE,TRUE
+9,122.2,0,0,51,2303.96,0.019496855,0.036855346,0,0,Aug,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,158.42,0,0.05,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,25.2,4,86.6,21,1702.5,0.016666667,0.037179487,0,0,Oct,2,2,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,11,0,0.1,0,0,Jul,2,2,1,1,Returning_Visitor,TRUE,FALSE
+2,73.75,0,0,20,546.669697,0,0.004393939,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,68.6,0,0,10,279.7666667,0,0.033333333,0,0,Oct,1,2,7,4,New_Visitor,FALSE,FALSE
+1,19.4,0,0,18,1077.373333,0.034126984,0.035714286,18.22752549,0,Nov,3,2,9,2,Returning_Visitor,FALSE,FALSE
+10,242.6333333,4,23,47,1534.815256,0.022807018,0.036908939,5.194081873,0,Sep,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,17.94545455,1,6,18,268.4525974,0,0.014267677,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,116.8,0.028571429,0.114285714,0,0,Jul,2,2,6,13,Returning_Visitor,FALSE,FALSE
+6,80.5,1,10.06666667,23,477.7,0,0.007142857,0,0,Jul,4,2,7,2,New_Visitor,TRUE,FALSE
+4,158.2,0,0,62,4402.25,0,0.001041667,246.7585902,0,Oct,4,1,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,334.4,0,0.025,0,0,Sep,3,2,6,1,Returning_Visitor,FALSE,FALSE
+3,180.8,0,0,10,408.4666667,0,0,0,0,Aug,4,1,3,1,Returning_Visitor,TRUE,FALSE
+7,2720.5,3,353.4,68,5943.547619,0.032236842,0.038623482,0,0,Jul,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,154.6,2,69.6,20,479.1,0,0.009375,0,0,Sep,3,2,2,1,New_Visitor,FALSE,FALSE
+1,125,0,0,24,677.3333333,0,0.032,0,0,Nov,3,2,8,1,Returning_Visitor,FALSE,FALSE
+2,75.6,1,11,28,2074.929524,0,0.016935484,0,0,Oct,2,4,3,2,Returning_Visitor,FALSE,FALSE
+2,10.3,0,0,142,4204.433333,0.009722222,0.021345899,0.770991864,0,Jul,2,2,4,13,Returning_Visitor,FALSE,FALSE
+4,124.6,0,0,4,71,0,0.028571429,0,0,Jul,3,3,4,1,New_Visitor,FALSE,FALSE
+12,139.3666667,0,0,13,139.4333333,0,0.007017544,47.30370179,0,Oct,3,2,1,5,New_Visitor,TRUE,FALSE
+1,12.06666667,0,0,45,591.2640602,0,0.013028631,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,43,3747.833333,0.020930233,0.051162791,0,0,Jul,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,274.3,0,0.06,0,0,June,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1280.02,0,0.019047619,7.232201859,0,Nov,2,2,1,20,Returning_Visitor,FALSE,TRUE
+3,45.8,0,0,63,2435.697531,0.00952381,0.017460317,0,0,Jul,3,2,4,3,Returning_Visitor,FALSE,FALSE
+1,15.2,0,0,81,4536.308139,0.032304527,0.054759418,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,203.35,0.025,0.066666667,0,0,Sep,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,133.8,2,54.4,13,421.7857143,0,0.023529412,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,31,485.6333333,0.019354839,0.038709677,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,FALSE
+1,21.2,0,0,21,836.1,0,0.004545455,0,0,Oct,2,4,9,4,New_Visitor,FALSE,FALSE
+0,0,0,0,30,1500.213333,0,0.003333333,0,0,Oct,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,845.3,0,0.033333333,0,0,Sep,1,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,8,194.4,0,0.025,0,0,Aug,2,10,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,58.6,0,0.05,0,0,Jul,1,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,2,842.3,26,1911.711111,0.015384615,0.036666667,8.018832458,0,Jul,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,14,253.1,0.057142857,0.078571429,0,0,June,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,36.6,0,0.033333333,0,0,Aug,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,0,0,0.18,0.181818182,0,0,June,2,2,7,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,821.8933333,0.001515152,0.042424242,0,0,Jul,2,4,6,1,Returning_Visitor,FALSE,FALSE
+2,23,1,80.6,53,1693.73,0.034545455,0.054839161,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,426.2,10,157.0666667,0,0.016666667,32.73061637,0,Jul,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,31,804.0430818,0,0.002090109,0,0,June,3,2,1,3,Returning_Visitor,FALSE,FALSE
+9,115.4,0,0,29,1514.703333,0.005,0.011342593,4.702065533,0,Jul,3,2,8,1,Returning_Visitor,TRUE,FALSE
+9,211,1,52.4,22,501.0714286,0,0.034666667,0,0,Aug,1,2,1,4,Returning_Visitor,TRUE,TRUE
+1,28.2,1,36.2,130,9447.578514,0.012661499,0.025758194,0,0,Sep,1,2,5,1,Returning_Visitor,FALSE,FALSE
+2,40.9,0,0,9,437.4,0.018181818,0.027272727,0,0,Jul,3,2,1,5,Returning_Visitor,TRUE,FALSE
+10,275.3333333,1,6,19,719.8833333,0,0.018518519,0,0,Sep,2,2,5,5,Returning_Visitor,TRUE,TRUE
+2,35.2,0,0,15,521.8666667,0,0.00625,0,0,June,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,55.3,0,0.025,0,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+8,246.5333333,0,0,79,2150.433333,0.007228916,0.020883534,17.35448787,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,245.8,1,0,28,707.9116667,0,0.017241379,0,0,Sep,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,96.7,0,0,0,0,Jul,1,1,1,2,Returning_Visitor,TRUE,FALSE
+16,391.6833333,0,0,24,443.75,0,0.006451613,0,0,Aug,2,10,7,3,Returning_Visitor,FALSE,FALSE
+4,43.46666667,0,0,4,27.26666667,0,0.028571429,0,0,Sep,1,1,1,5,New_Visitor,FALSE,TRUE
+8,452.5,0,0,30,643.4333333,0,0.019047619,0,0,Oct,1,1,9,2,Returning_Visitor,FALSE,FALSE
+7,123.2,0,0,16,283.7214286,0.014473684,0.022222222,0,0,Jul,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,883.9761905,0.02,0.029333333,0,0,Sep,3,2,3,4,Returning_Visitor,TRUE,FALSE
+2,35.3,0,0,3,18.1,0.033333333,0.061111111,0,0,Jul,3,2,3,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,29,1970,0,0,100.7256048,0,Oct,4,1,5,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,52.3,0,0.1,0,0,Aug,2,2,6,5,Returning_Visitor,FALSE,FALSE
+4,96.8,1,535,9,1888.2,0,0.027272727,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+4,103,0,0,32,1092.183333,0,0.00625,0,0,Jul,2,2,6,1,Returning_Visitor,FALSE,FALSE
+2,15.2,0,0,22,244.2,0.027272727,0.063636364,0,0,Aug,2,2,7,1,Returning_Visitor,TRUE,FALSE
+4,71.7,0,0,8,74.6,0.109090909,0.127272727,0,0,Jul,3,2,6,13,Returning_Visitor,FALSE,FALSE
+6,631.1073171,3,7.6,28,2104.573984,0.007189542,0.034273974,35.51518951,0,Nov,2,2,5,6,Returning_Visitor,FALSE,FALSE
+7,94.84,0,0,43,1487.229317,0.004545455,0.019638695,0,0,Oct,2,4,1,2,Returning_Visitor,FALSE,FALSE
+11,196.15,0,0,141,2623.580864,0,0.004244028,12.50786523,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,875.9333333,0.031770833,0.072395833,0,0,Oct,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,215.6,2,8,27,2968.9,0.021428571,0.036904762,0,0,Nov,3,2,6,1,Returning_Visitor,FALSE,FALSE
+6,88.28,0,0,17,310.9714286,0.031578947,0.035247209,0,0,Oct,3,2,1,13,Returning_Visitor,FALSE,FALSE
+5,271.75,1,0,40,675.2020988,0.015,0.019412202,0,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,2,32.2,41,1321.322222,0,0.021428571,3.979543638,0,Oct,4,1,1,2,Returning_Visitor,FALSE,FALSE
+1,8.1,0,0,16,2227.8,0,0.021428571,0,0,Sep,2,2,1,5,New_Visitor,FALSE,TRUE
+3,195.4,2,294.6,93,6412.233333,0,0.026687598,0,0,Sep,2,2,9,2,Returning_Visitor,FALSE,TRUE
+3,36.2,0,0,2,4,0,0.04,27.79373861,0,Oct,2,2,6,2,New_Visitor,TRUE,FALSE
+4,71.33333333,0,0,21,295.3333333,0.016666667,0.058333333,0,0,Jul,2,10,3,2,Returning_Visitor,TRUE,TRUE
+0,0,3,44,52,1216.364286,0.050909091,0.073225108,0,0,Sep,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,35,1608.7,0,0.002857143,0,0,Sep,2,4,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,24,1476.021429,0.013043478,0.024378882,0,0,Sep,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1156.5,0,0.033333333,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+3,25.6,0,0,10,327.7733333,0,0.013095238,11.78466261,0,Jul,1,1,1,5,Returning_Visitor,FALSE,TRUE
+6,103.9,3,50.2,9,1759.066667,0.011764706,0.024705882,0,0,Sep,1,1,7,5,Returning_Visitor,FALSE,FALSE
+11,603.8,2,102.75,305,5018.328289,0.001607717,0.005625881,0,0,Oct,3,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,11,0.066666667,0.133333333,0,0,June,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,631.0857143,0.012903226,0.02078853,0,0,June,2,2,8,1,Returning_Visitor,FALSE,FALSE
+1,17.2,0,0,4,192.4,0,0.01,0,0,Sep,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,2,4,7,1,Returning_Visitor,FALSE,FALSE
+3,61.4,1,0,19,381.6,0.040909091,0.056818182,8.330574815,0,Aug,1,1,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,1002.366667,0,0.007894737,47.57898514,0,Oct,2,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,12,213.2833333,0.016666667,0.041666667,0,0,Aug,3,2,3,4,Returning_Visitor,FALSE,FALSE
+2,61.5,0,0,15,1950.386667,0,0.007291667,0,0,Nov,2,10,2,4,Returning_Visitor,TRUE,FALSE
+4,134.1,0,0,7,110.3,0,0.015151515,0,0,Sep,3,2,1,5,New_Visitor,FALSE,FALSE
+1,65.4,0,0,37,2097.42,0.003603604,0.010990991,0,0,Jul,1,1,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,60,1288.563333,0,0.017777778,0,0,June,2,4,3,4,Returning_Visitor,FALSE,FALSE
+2,55.4,0,0,20,654.2,0,0.00952381,0,0,Sep,4,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,28.2,0,0.1,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,507.1111111,0.008888889,0.024444444,0,0,June,4,2,3,1,Returning_Visitor,FALSE,FALSE
+11,456.2333333,1,13,89,1904.653507,0.01827957,0.027002924,0,0,Oct,1,1,4,3,Returning_Visitor,FALSE,FALSE
+2,95.3,0,0,14,262.587619,0.0125,0.004910714,0,0,Nov,1,1,4,2,New_Visitor,FALSE,FALSE
+0,0,1,37.2,28,761.5,0.006896552,0.032183908,0,0,Jul,2,5,1,1,Returning_Visitor,FALSE,FALSE
+7,70.5,0,0,24,463.6940476,0.013620072,0.045071685,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,196.3333333,0.0125,0.023958333,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,403.8333333,0.017857143,0.029829932,0,0,Jul,1,1,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,799.0619048,0.0125,0.04275,0,0,June,1,1,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,472.9,0.0125,0.025,0,0,Oct,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,10,1,36.6,78,1983.225629,0.0025,0.007916667,15.50362136,0,June,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,311.7,0,0.055555556,0,0,June,2,2,4,13,Returning_Visitor,FALSE,FALSE
+2,11,0,0,59,779.2628571,0,0.007471264,0,0,Aug,4,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,334.3833333,0,0.008333333,0,0,Sep,2,2,3,4,Returning_Visitor,FALSE,FALSE
+1,15.8,3,97.8,32,1213.65,0.005405405,0.024324324,1.273317415,0,Aug,2,2,3,2,Returning_Visitor,FALSE,TRUE
+4,68.66666667,0,0,14,617.15,0,0.004444444,9.253161679,0,Sep,1,1,6,5,New_Visitor,FALSE,TRUE
+1,30.86666667,3,7,15,398.2566667,0,0.025,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,271.4666667,0,0.021428571,0,0,Jul,3,2,1,6,Returning_Visitor,FALSE,FALSE
+8,498.9809654,6,433.1,99,2129.989707,0.001869159,0.006805318,129.1013738,0,Nov,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,476.1777778,0.05,0.066666667,1.718218835,0,Aug,3,2,5,13,Returning_Visitor,FALSE,FALSE
+5,84.34545455,3,106.8,80,4240.036205,0.000169693,0.011635537,1.257695521,0,Jul,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,35.33333333,0.05,0.1,0,0,June,1,1,1,2,Returning_Visitor,TRUE,FALSE
+1,0,0,0,53,1170.733333,0.007272727,0.025454545,31.90320066,0,Aug,2,4,2,3,Returning_Visitor,FALSE,TRUE
+1,32.7,0,0,27,687.1966667,0,0.019393939,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+4,438.8,0,0,4,599,0,0.011111111,0,0,Aug,3,2,3,5,New_Visitor,TRUE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Aug,1,1,3,4,Returning_Visitor,FALSE,FALSE
+9,181.8166667,0,0,9,126.9166667,0,0.015384615,0,0,Sep,1,1,7,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,70.4,0.114285714,0.128571429,0,0,Jul,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,27.2,0,0.04,0,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+1,49.4,0,0,18,213.1714286,0,0.003921569,0,0,Oct,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,22,681.58,0.00952381,0.025396825,14.63523974,0,Nov,1,1,1,3,Returning_Visitor,TRUE,TRUE
+6,141.0583333,0,0,46,1728.866268,0,0.019059741,0,0,June,2,2,7,4,Returning_Visitor,FALSE,FALSE
+5,103.9,1,15.1,199,7959.909524,0.028594771,0.058447712,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,2,10,18,222.3,0.01,0.025,0,0,June,2,2,4,1,Returning_Visitor,TRUE,FALSE
+8,112.27,0,0,149,4304.366905,0.01025641,0.027991453,0,0,Sep,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,145.2,0,0.025,0,0,Aug,2,4,7,2,Returning_Visitor,FALSE,FALSE
+4,227.48,3,432.2,56,4895.26,0.016949153,0.043785311,5.763678818,0,Nov,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,186.0666667,0.146666667,0.15952381,0,0,June,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,37.2,0,0,22,295.0333333,0,0.008333333,0,0,Nov,2,4,3,2,New_Visitor,FALSE,FALSE
+2,267.8,0,0,6,616.5,0.028571429,0.038095238,0,0,Sep,3,2,3,4,Returning_Visitor,FALSE,FALSE
+3,107.8,0,0,11,362.6,0,0.004761905,0,0,Sep,2,2,2,4,Returning_Visitor,FALSE,FALSE
+12,232.3404762,1,19.2,22,504.0285714,0,0.003763441,0,0,Sep,1,1,1,3,New_Visitor,FALSE,FALSE
+3,50.94615385,1,42.4,38,1323.093695,0.007738095,0.012865853,5.62486136,0,Sep,3,2,8,2,Returning_Visitor,TRUE,FALSE
+14,603.9,2,52.4,46,1760.657143,0.01010929,0.0254213,2.006032937,0,Sep,1,1,6,4,Returning_Visitor,TRUE,FALSE
+5,168.2,0,0,15,2026.633333,0.008333333,0.039,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,TRUE
+1,18.2,0,0,6,32.2,0.085714286,0.10952381,0,0,June,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,157.2,0.04,0.1,0,0,Oct,1,8,3,1,Returning_Visitor,TRUE,FALSE
+1,5.5,3,169.2,14,517.66,0.011111111,0.022222222,50.18313917,0,Jul,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,1623.666667,0.133333333,0.140833333,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,239.6,2,70.5,50,981.5083333,0,0.003636364,0,0,Oct,2,2,2,2,New_Visitor,TRUE,FALSE
+10,172.3277778,0,0,20,902.9738095,0,0.009876543,0,0,Sep,4,2,4,4,Returning_Visitor,FALSE,FALSE
+3,39.3,0,0,29,316.2,0.006666667,0.02,0,0,Sep,2,2,3,6,Returning_Visitor,FALSE,FALSE
+1,28.2,0,0,17,608.2166667,0.047777778,0.051851852,0,0,Jul,2,2,2,1,Returning_Visitor,FALSE,FALSE
+2,214.6,3,34.4,1,165.2,0,0.033333333,0,0,Jul,2,2,7,2,Returning_Visitor,FALSE,FALSE
+5,154.2,0,0,12,269.5357143,0.004444444,0.006111111,0,0,Aug,3,2,1,4,Returning_Visitor,FALSE,FALSE
+2,165.1333333,0,0,87,3220.336667,0.004597701,0.01954023,0,0,June,2,5,8,1,Returning_Visitor,FALSE,TRUE
+1,22.2,0,0,43,1257.9,0.00952381,0.020634921,0,0,Sep,2,4,1,3,Returning_Visitor,FALSE,FALSE
+12,245.7333333,4,1511.7,439,21857.04648,0.003588626,0.012497612,11.43923328,0,Sep,2,2,1,13,Returning_Visitor,FALSE,FALSE
+15,169.0333333,0,0,223,2477.53655,0,0.003694084,0.17982681,0,Oct,2,2,7,3,Returning_Visitor,TRUE,FALSE
+6,176.6,2,204.4,45,789.3666667,0,0.004255319,0,0,June,2,5,7,2,New_Visitor,FALSE,FALSE
+2,18,2,6,10,363.6,0,0.015384615,0,0,Sep,2,2,1,5,New_Visitor,TRUE,TRUE
+0,0,0,0,19,281.4333333,0.038596491,0.082807018,0,0,June,2,2,3,4,Returning_Visitor,FALSE,FALSE
+3,81.6,0,0,9,1346.2,0,0.016666667,0,0,Nov,2,2,2,3,New_Visitor,FALSE,FALSE
+4,140.0666667,0,0,74,3146.709481,0.0192,0.042311111,0.93770521,0,Jul,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,57.4,0,0.133333333,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,78.1,0.18,0.171428571,0,0,Sep,2,5,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,431.2,0,0.007142857,0,0,Sep,2,5,9,5,New_Visitor,FALSE,FALSE
+9,252.667619,1,0,67,1060.693791,0.022685185,0.029967788,0.131837013,0,Oct,3,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,24,431.2,0.0125,0.055555556,0,0,Sep,1,8,2,1,Returning_Visitor,FALSE,FALSE
+5,43.325,1,295.4,20,675.6846244,0.026634769,0.049669967,0,0,Jul,1,1,4,2,Returning_Visitor,FALSE,FALSE
+4,135.4,0,0,2,46.8,0,0.0375,0,0,Sep,1,1,5,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,127.4,0,0,0,0,Aug,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,81,2092.67381,0.015,0.027155449,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,149.9,0.05625,0.1,0,0,June,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,2,2,1,1,Returning_Visitor,TRUE,FALSE
+5,68.01428571,1,21.2,63,1033.206667,0,0.009068627,0,0,Aug,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,129,1,26.7,28,1392.1,0.031111111,0.056333333,0,0,Sep,3,2,7,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,49,1571.12381,0.004255319,0.010638298,0,0,Jul,2,2,8,4,New_Visitor,TRUE,FALSE
+11,362.3,0,0,41,1081.713333,0.01,0.028830409,27.5128393,0,Sep,2,2,1,1,Returning_Visitor,TRUE,FALSE
+3,90.7,3,65.4,13,1036.53178,0.035294118,0.048235852,19.74930078,0,Nov,3,2,1,4,Returning_Visitor,TRUE,FALSE
+8,760.9,3,206.1,36,2400.667778,0.008527132,0.02372093,0,0,Nov,1,2,7,2,Returning_Visitor,FALSE,FALSE
+6,67.4,0,0,13,217.7611111,0.0125,0.025,0,0,Oct,2,2,5,7,Returning_Visitor,TRUE,FALSE
+1,17.2,0,0,11,394.8,0,0.027272727,0,0,Nov,2,2,4,13,Returning_Visitor,FALSE,FALSE
+1,1566.6,0,0,34,2256.74954,0,0.000250438,0,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,1373.933333,0,0.020689655,0,0,Oct,2,4,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,141,0,0.05,0,0,Aug,4,1,3,3,New_Visitor,FALSE,FALSE
+0,0,0,0,34,2091.480392,0.046212121,0.071855922,0,0,Oct,1,1,8,1,Returning_Visitor,FALSE,FALSE
+3,59.2,0,0,9,1261.7,0.016666667,0.05,0,0,Aug,2,5,1,5,Returning_Visitor,FALSE,FALSE
+3,50.15,0,0,26,1107.116667,0,0.009490509,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+8,166.46,1,25.2,47,981.6014286,0.007272727,0.006818182,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,187.2,0.068421053,0.131578947,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+1,6,0,0,21,332.8,0,0.008695652,0,0,Sep,2,5,4,5,Returning_Visitor,TRUE,FALSE
+5,241.35,0,0,5,244.7,0.011111111,0.033333333,0,0,Nov,2,2,4,1,Returning_Visitor,TRUE,FALSE
+4,48.83243423,4,165.6666667,22,365.774339,0.004365079,0.015583028,0,0,Aug,3,2,1,4,Returning_Visitor,FALSE,FALSE
+3,60.16666667,0,0,14,2322.866667,0.011764706,0.028431373,0,0,June,2,2,2,1,Returning_Visitor,FALSE,FALSE
+4,131.4,0,0,4,199.4,0,0.025,0,0,Aug,2,6,3,5,New_Visitor,FALSE,FALSE
+0,0,0,0,5,20.2,0.18,0.186666667,0,0,Aug,3,2,4,20,Returning_Visitor,FALSE,FALSE
+4,42.2,0,0,98,2260.838889,0.004040404,0.007070707,32.9346011,0,Nov,2,4,1,3,New_Visitor,FALSE,TRUE
+3,62.9,1,0,30,647.518523,0,0.010437463,13.73292849,0,Jul,2,2,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,288.4333333,0,0.0125,0,0,Aug,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,394.5580952,0,0.015,0,0,Oct,2,2,1,20,New_Visitor,FALSE,FALSE
+0,0,0,0,9,532,0,0.066666667,0,0,Oct,2,2,3,4,Returning_Visitor,FALSE,FALSE
+3,80.6,2,16.2,33,770.1071795,0.005405405,0.016216216,0,0,Oct,3,2,1,5,Returning_Visitor,FALSE,FALSE
+3,13,1,0,51,4651.612222,0.004155844,0.020606061,0,0,Jul,2,4,3,4,Returning_Visitor,FALSE,FALSE
+3,89.8,0,0,12,355.85,0.013333333,0.016,0,0,Oct,1,1,1,3,New_Visitor,TRUE,FALSE
+0,0,0,0,18,432.7666667,0,0.027777778,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,177.6,0,0,17,284.7833333,0.009090909,0.022727273,31.99181419,0,Oct,4,1,1,2,Returning_Visitor,FALSE,TRUE
+4,103.8,0,0,14,314.2933333,0,0.013333333,79.44353446,0,Jul,2,2,5,2,New_Visitor,FALSE,TRUE
+0,0,0,0,13,328.9,0.015384615,0.046153846,0,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,179.8,0,0.033333333,0,0,Nov,3,3,1,3,New_Visitor,TRUE,FALSE
+3,230.1,0,0,35,905.1226263,0.017647059,0.019206774,0,0,Jul,3,2,6,1,Returning_Visitor,FALSE,FALSE
+10,228.35,0,0,3,28.6,0,0.001851852,0,0,Oct,2,2,7,5,New_Visitor,FALSE,FALSE
+12,381.5,1,22.2,154,7835.874629,0.012549679,0.022587818,0,0,Aug,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,188.5,0,0,25,590.6,0,0.003703704,0,0,Aug,2,2,1,2,New_Visitor,TRUE,FALSE
+1,37.2,0,0,14,387.7666667,0.013333333,0.031111111,0,0,Oct,1,8,3,1,Returning_Visitor,FALSE,FALSE
+1,5,0,0,40,2731.5,0,0.012357724,0,0,Jul,2,10,2,2,Returning_Visitor,TRUE,FALSE
+2,34.2,0,0,18,1567.846667,0,0.017894737,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,53.4,0,0,4,53.4,0,0.025,0,0,Oct,1,1,7,5,New_Visitor,FALSE,FALSE
+0,0,0,0,3,145,0.066666667,0.133333333,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+8,168.1666667,0,0,70,2146.757984,0,0.009316323,67.30929078,0,Nov,2,4,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,3,2,1,1,Returning_Visitor,TRUE,FALSE
+2,41.2,0,0,36,595.8,0,0.005405405,0,0,Nov,4,2,2,4,Returning_Visitor,FALSE,FALSE
+4,160.2,2,21.2,43,1568.320833,0.009183673,0.02292517,28.05716135,0,Oct,1,1,3,2,Returning_Visitor,FALSE,FALSE
+2,9,0,0,38,1147.696667,0,0.027642276,3.673829068,0,June,2,2,4,1,Returning_Visitor,FALSE,TRUE
+3,214.6,0,0,59,1992.733333,0.003225806,0.034331797,13.18078221,0,Aug,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,587.7333333,0,0.022222222,32.52380772,0,Nov,2,2,7,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,21,1294.566667,0.035,0.067,0,0,Oct,1,1,1,1,Returning_Visitor,FALSE,FALSE
+3,29.2,0,0,17,652.5666667,0.022222222,0.033333333,24.12558571,0,June,1,1,6,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,77,1750.371795,0.021367521,0.031794872,0,0,Aug,1,1,1,6,Returning_Visitor,FALSE,FALSE
+4,26,0,0,12,704.95,0,0.011764706,0,0,Oct,2,4,3,2,Returning_Visitor,FALSE,TRUE
+4,59.86,1,38.3,36,725.21,0.005,0.034166667,0,0,Oct,2,2,9,2,Returning_Visitor,TRUE,FALSE
+9,399.8,5,923.9,115,7243.649316,0.003225806,0.018928571,3.585439826,0,Aug,2,2,8,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,192.9,0.059090909,0.104545455,0,0,Jul,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,21.2,0,0.1,0,0,June,2,2,5,1,Returning_Visitor,FALSE,FALSE
+6,344.2,3,201.4,51,1693.633333,0.003703704,0.014814815,11.27445733,0,Nov,2,6,1,2,Returning_Visitor,FALSE,FALSE
+4,108.5333333,0,0,23,411.4666667,0.051851852,0.072469136,31.91414045,0,Sep,1,1,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,257.9,0.011111111,0.044444444,0,0,June,1,1,1,20,Returning_Visitor,TRUE,FALSE
+0,0,3,44,179,1738.472529,2.73E-05,0.025997611,0,0,Aug,2,4,9,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,20.2,0.1,0.175,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+13,408.6,0,0,21,589.4214286,0.004444444,0.014814815,18.09857173,0,Aug,2,2,8,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,1028.566667,0.0125,0.015625,0,0,Aug,1,1,6,3,Returning_Visitor,TRUE,FALSE
+0,0,1,0,56,1510.006667,0.074137931,0.094482759,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,21.2,0,0,12,249.4095238,0.015384615,0.019230769,0,0,Oct,2,2,8,2,Returning_Visitor,TRUE,FALSE
+2,91.6,2,678,66,2101.305092,0,0.010049751,48.04390582,0,Oct,2,2,3,2,Returning_Visitor,FALSE,TRUE
+1,77.1,0,0,35,365.5833333,0.017142857,0.026857143,0,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+3,67.4,2,16.2,8,281.1,0,0.041666667,15.82044157,0,Nov,3,2,1,20,Returning_Visitor,FALSE,TRUE
+6,1013.886667,1,378.8,8,230.28,0,0.02254902,13.86451214,0,Sep,2,2,3,2,Returning_Visitor,TRUE,FALSE
+7,117.6666667,0,0,74,1540.290115,0.00617284,0.016237507,0,0,Aug,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,401.15,0,0,38,1570.681813,0.005980066,0.015724311,24.51269374,0,Sep,2,4,7,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,1178.496667,0.026666667,0.031153846,0,0,Aug,2,2,4,1,Returning_Visitor,FALSE,FALSE
+4,206.25,0,0,16,572.65,0,0.011111111,10.17711218,0,Sep,3,2,1,4,Returning_Visitor,TRUE,TRUE
+3,552.2,1,0,40,829.8,0.074418605,0.090697674,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+6,130.5,2,439.2,78,5526.080123,0,0.010699588,0.838988251,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,65.6,0,0,25,575.8166667,0,0.007142857,0,0,Nov,2,4,2,20,Returning_Visitor,TRUE,FALSE
+0,0,1,0,48,1062.812542,0,0.027253521,0,0,Sep,1,1,4,2,Returning_Visitor,FALSE,FALSE
+6,47.3,0,0,14,858.2,0,0.010526316,0,0,Oct,4,1,3,5,New_Visitor,FALSE,TRUE
+0,0,0,0,48,3025.333333,0.004166667,0.009375,0,0,Aug,1,1,1,20,Returning_Visitor,FALSE,FALSE
+3,57.6,0,0,19,384.4030303,0.009090909,0.020295983,0,0,Sep,3,7,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,192.7333333,0,0,0,0,Oct,2,2,2,2,New_Visitor,FALSE,FALSE
+1,55.4,0,0,29,451.7,0.003448276,0.022988506,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,1294.599603,0.002702703,0.011568387,0,0,Nov,3,2,1,20,Returning_Visitor,TRUE,FALSE
+8,116.9722222,9,2252.033333,19,1135.880556,0.009677419,0.011841507,0,0,Jul,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,75.6,0,0,0,0,Oct,1,1,3,4,Returning_Visitor,TRUE,FALSE
+8,167.45,1,168.2,33,755.8769841,0.026315789,0.041315789,0,0,Oct,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,32.2,2,28.2,23,934.3166667,0,0.01862069,11.28379079,0,Aug,2,2,5,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,164,0.036363636,0.054545455,0,0,Jul,2,5,6,1,Returning_Visitor,FALSE,FALSE
+6,100.1,0,0,4,60.4,0,0.022222222,0,0,Sep,2,4,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,6,75.2,0.033333333,0.05,0,0,Jul,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,639.7566667,0,0.011764706,63.45892077,0,Oct,2,2,3,4,New_Visitor,FALSE,TRUE
+6,69.4,1,25.2,18,1009.55,0,0.002380952,0,0,Jul,2,2,2,2,New_Visitor,FALSE,FALSE
+6,288,0,0,16,475.3,0.010526316,0.036842105,0,0,Sep,2,2,2,13,Returning_Visitor,FALSE,FALSE
+12,187.775,0,0,98,2138.481263,0.001886792,0.017985395,0.129676893,0,Jul,2,5,3,2,Returning_Visitor,TRUE,FALSE
+3,39,0,0,10,176.8,0,0.0375,0,0,June,3,2,5,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1341.716667,0.008888889,0.046666667,0,0,June,2,2,2,2,Returning_Visitor,FALSE,FALSE
+2,21,0,0,9,84.1,0,0.006060606,0,0,Oct,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,2,110.8666667,67,3264.128466,0.01352657,0.021901262,0,0,Aug,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,57.3,0,0,25,488.7166667,0.021428571,0.067517007,0,0,June,2,5,1,1,Returning_Visitor,FALSE,FALSE
+3,40.6,0,0,18,340.9166667,0,0.018253968,0,0,Aug,2,4,3,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,250.2,0.022222222,0.033333333,0,0,June,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,91.2,1,69.6,29,1618.233333,0,0.01620753,9.231934863,0,Nov,2,2,1,6,Returning_Visitor,FALSE,FALSE
+2,17.2,0,0,18,168.5285714,0.010526316,0.024561404,0,0,Oct,1,1,3,2,Returning_Visitor,FALSE,FALSE
+3,26,0,0,20,384.8,0,0.027272727,0,0,Jul,2,4,1,4,Returning_Visitor,FALSE,TRUE
+5,102.8666667,0,0,12,219.6,0,0.035294118,0,0,Oct,2,2,6,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1041.733333,0,0.053333333,0,0,Nov,3,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,43,1606.45,0,0.004761905,18.51505467,0,June,4,1,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,30,599.9190476,0,0.004285714,0,0,Jul,1,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,1138.793636,0,0.007017544,0,0,Aug,2,4,3,2,Returning_Visitor,FALSE,FALSE
+11,110.7866667,5,89.1,230,9050.459482,0.006722689,0.01755845,2.664994971,0,June,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,14.2,2,133,13,825.7990476,0.04,0.041666667,14.8397824,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+2,39.2,0,0,19,1553.8,0.045,0.0825,0,0,Oct,3,2,9,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,43.2,0.08,0.12,0,0,Jul,2,2,3,13,Returning_Visitor,TRUE,FALSE
+5,106.8,0,0,84,1242.776046,0,0.006589147,4.17431402,0,Nov,1,1,2,4,Returning_Visitor,TRUE,FALSE
+5,211.05,0,0,75,3275.113333,0,0.009824561,29.61151281,0,Aug,4,1,1,3,Returning_Visitor,FALSE,TRUE
+1,6,0,0,23,2767.2,0,0.008333333,0,0,Sep,2,2,7,1,New_Visitor,FALSE,FALSE
+10,700.6333333,0,0,29,4897.845238,0,0.015740741,0.700155006,0,Sep,3,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,222.4,0,0.033333333,63.55337685,0,Jul,1,1,4,4,Returning_Visitor,TRUE,FALSE
+2,12.6,0,0,7,62.8,0,0.022222222,0,0,June,1,1,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,263.2666667,0,0.038518519,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1871.9,0.014814815,0.020740741,0,0,Sep,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,102.6,0,0,35,871.8333333,0,0.002631579,0,0,Oct,1,1,1,2,New_Visitor,TRUE,FALSE
+8,139.2,0,0,49,3346.969048,0,0.008471594,12.5740183,0,Nov,2,6,1,2,Returning_Visitor,FALSE,FALSE
+6,134.36,0,0,22,568.9683333,0.017391304,0.021614907,12.39204312,0,Sep,1,2,6,2,Returning_Visitor,TRUE,TRUE
+4,65.9,0,0,73,3799.2,0.079279279,0.08481982,0,0,Aug,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,1,0,5,85.6,0.011111111,0.046666667,0,0,June,3,2,6,2,Returning_Visitor,FALSE,FALSE
+4,69.23333333,3,1657.3,26,2306.047619,0.046666667,0.076388889,5.761347436,0,Oct,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Jul,1,2,8,1,Returning_Visitor,FALSE,FALSE
+1,72.6,0,0,44,1256.825,0,0,0,0,Nov,1,1,4,5,New_Visitor,FALSE,FALSE
+14,1220.914286,4,1005.4,280,18171.79454,0.017486109,0.038980418,5.697658998,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+6,754.5333333,0,0,8,749.2333333,0,0.008974359,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,93.6,0,0.05,0,0,Oct,2,4,1,2,Returning_Visitor,TRUE,FALSE
+1,46,0,0,98,3098.649444,0.018814433,0.037472815,6.153201384,0,Aug,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,28.2,0,0,2,0,0.066666667,0.133333333,0,0,June,1,8,2,3,New_Visitor,TRUE,FALSE
+6,113,0,0,18,359.4,0.008333333,0.05,0,0,Sep,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,1013.171429,4,353.9666667,90,4984.371429,0.042666667,0.066033333,1.464010432,0,Aug,2,2,3,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,102.2,0,0,40.27815244,0,Oct,2,2,2,20,Returning_Visitor,FALSE,TRUE
+8,131,0,0,32,5330.633333,0.008108108,0.051351351,0,0,Aug,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+4,102.3,0,0,59,1684.496667,0,0.00952381,25.85442016,0,Nov,2,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,66,1216.352121,0,0,62.853261,0,Sep,2,2,4,2,New_Visitor,FALSE,TRUE
+4,99.33333333,1,103.8,40,2011.966667,0.018181818,0.023484848,9.869649371,0,Oct,2,2,1,20,Returning_Visitor,FALSE,TRUE
+2,17.2,0,0,0,0,0,0.05,0,0,Sep,2,2,2,6,New_Visitor,TRUE,TRUE
+3,79.22,2,297.8333333,62,1685.747985,0,0.013128205,0,0,Jul,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,51.4,0,0,25,1417.022222,0.022666667,0.055466667,0,0,Jul,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,92.57142857,1,793.8,38,2436.605534,0,0.035895135,27.31414742,0,Jul,2,10,1,2,Returning_Visitor,FALSE,FALSE
+2,112.9,0,0,32,505.55,0,0.003225806,0,0,Oct,2,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,43.2,0,0.05,0,0,Jul,3,2,4,3,Returning_Visitor,FALSE,FALSE
+3,67.2,0,0,46,987.1190476,0.004081633,0.012244898,22.25592956,0,Sep,2,2,8,4,Returning_Visitor,FALSE,TRUE
+0,0,2,76.6,377,11729.40804,0.032877299,0.04524582,0,0,Jul,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,103.6,0,0.033333333,0,0,Jul,3,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,14.2,0.1,0.15,0,0,Oct,1,1,1,1,Returning_Visitor,TRUE,FALSE
+4,69.96666667,0,0,28,2728.755,0,0.009313725,0,0,Oct,1,1,1,5,Returning_Visitor,FALSE,FALSE
+5,78.63333333,0,0,7,176.8333333,0,0.023076923,0,0,Jul,2,4,1,5,New_Visitor,FALSE,FALSE
+0,0,0,0,6,111.6,0,0.016666667,24.9184548,0,Oct,1,2,3,2,Returning_Visitor,TRUE,TRUE
+6,186.6666667,2,100.8,11,347.4,0,0.015,0,0,Aug,3,2,4,5,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,286.7,0.05,0.075,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,145.2,0,0,14,266.66,0.0125,0.029166667,0,0,Sep,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,222.2557143,0.009090909,0.012121212,0,0,Sep,3,2,5,2,Returning_Visitor,FALSE,FALSE
+6,106.18,2,115.8,32,518.4433333,0.001960784,0.014215686,0,0,Aug,3,2,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,490.5666667,0.02,0.035,0,0,June,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,94,9836.068333,0.007446809,0.028191489,0,0,Sep,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,140.6,0,0,16,423.5,0.0125,0.0125,0,0,Aug,3,2,1,3,Returning_Visitor,TRUE,FALSE
+2,38.04,0,0,8,886.57,0,0.030769231,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,9,0,0,18,558.1933333,0,0.011111111,0,0,Aug,2,2,3,1,Returning_Visitor,FALSE,FALSE
+6,440.2813953,1,17.72,18,864.1,0,0.002777778,0,0,Sep,2,2,5,2,New_Visitor,FALSE,FALSE
+9,216.23,1,140.5,310,8468.339278,0.002821317,0.012414294,0.875047932,0,Sep,2,10,3,2,Returning_Visitor,TRUE,FALSE
+7,154.4,0,0,33,1267.06,0.021621622,0.040540541,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,153,0,0,25,1074.683333,0.0125,0.01875,19.23268976,0,Nov,1,1,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,139.8,0.066666667,0.091666667,0,0,Aug,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,39.2,0,0,23,526,0,0.002173913,0,0,Oct,4,2,3,2,Returning_Visitor,FALSE,FALSE
+3,37.6,0,0,12,299.2666667,0,0.030769231,0,0,Sep,3,2,1,6,Returning_Visitor,FALSE,FALSE
+1,45.4,0,0,60,2580.634935,0,0.009442743,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,2,101.7,42,1892.198319,0,0.004545455,153.5776975,0,Aug,2,2,1,1,Returning_Visitor,FALSE,TRUE
+3,82.53333333,1,0,19,668.7,0.022727273,0.032424242,11.5952257,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,227.6,0,0,27,1301.3,0.020689655,0.022413793,5.904407563,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,129,0,0,16,1835.5,0.003703704,0.031481481,0,0,Aug,2,4,9,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,155.9,0.02,0.04,0,0,Jul,2,2,6,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,36.4,0.066666667,0.1,0,0,June,3,2,1,13,Returning_Visitor,FALSE,FALSE
+3,273.66,0,0,24,751.6266667,0.004571429,0.024838095,14.85337253,0,Jul,3,2,2,1,Returning_Visitor,TRUE,FALSE
+5,32.6,0,0,70,939.7833333,0,0.002702703,0,0,Aug,2,4,1,5,New_Visitor,TRUE,TRUE
+2,22.2,0,0,18,584.74,0.005882353,0.023529412,0,0,Aug,1,1,3,2,Returning_Visitor,FALSE,FALSE
+4,381.8,0,0,1,31.2,0,0.04,0,0,Sep,2,4,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,42,570.1832287,0.01,0.016547619,0,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,0,14,331.55,0.013333333,0.017777778,0,0,June,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,469.8681818,0,0.014285714,0,0,Nov,2,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,31,881.4416667,0.017204301,0.02609319,0,0,Oct,3,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,3,541,32,776.9232515,0.001176471,0.013779093,0,0,Nov,1,1,3,20,Returning_Visitor,FALSE,FALSE
+4,423.1,0,0,16,982.6,0,0.005263158,0,0,Nov,3,2,2,20,Returning_Visitor,TRUE,FALSE
+3,103.8,0,0,4,683.4,0.057142857,0.04,0,0,Aug,3,2,6,1,Returning_Visitor,FALSE,FALSE
+15,104.6545455,1,148,48,1029.170303,0.001724138,0.022131145,16.96712066,0,Jul,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,797.84,0,0.018181818,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+4,211.8,0,0,15,512.9,0,0.00625,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,1023.96,0.034693878,0.057823129,0,0,Aug,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,146.1333333,0.05,0.066666667,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+7,54.84285714,7,475.2,20,393.4095238,0.027380952,0.033928571,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,129.5833333,0.075,0.0875,0,0,June,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,7.1,0,0,16,222.2333333,0,0.029411765,0,0,June,2,5,3,2,Returning_Visitor,FALSE,FALSE
+11,265.4333333,2,35.7,158,2110.255093,0.003614458,0.009762498,0,0,Aug,3,2,8,1,Returning_Visitor,FALSE,FALSE
+1,38.2,0,0,24,1282.953333,0.034782609,0.049565217,0,0,Nov,2,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,1,11,54,1299.196667,0.003636364,0.022545455,0,0,Sep,1,1,3,2,Returning_Visitor,TRUE,FALSE
+1,197.4,0,0,83,1631.4,0.027380952,0.068650794,0,0,Oct,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,340.65,0.060416667,0.063690476,0,0,Sep,3,2,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,846.2,0,0.025,33.22292729,0,Jul,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,39.95,0,0.05,0,0,Jul,3,2,1,4,Returning_Visitor,TRUE,FALSE
+1,58.4,0,0,18,1045.3,0,0.026315789,0,0,Sep,2,2,2,1,Returning_Visitor,FALSE,FALSE
+6,107.04,3,53.2,114,5066.6611,0.006666667,0.016180556,0,0,Nov,3,2,3,3,Returning_Visitor,TRUE,FALSE
+2,28.2,1,0,114,3161.074762,0.017699115,0.042576205,0,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+4,209.5,0,0,23,1780.7,0,0.011538462,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+3,23,0,0,16,431.9,0.010526316,0.033684211,0,0,Jul,2,2,7,13,Returning_Visitor,TRUE,FALSE
+4,115.7,0,0,16,655.3833333,0,0.012037037,0,0,Nov,1,1,2,3,Returning_Visitor,FALSE,FALSE
+3,41.2,1,99.8,2,10,0,0.033333333,0,0,Nov,1,2,4,2,Returning_Visitor,FALSE,FALSE
+12,255.5166667,0,0,38,436.8583333,0,0.010852713,0,0,Oct,2,2,7,5,Returning_Visitor,TRUE,FALSE
+8,108.7,0,0,85,2651.943186,0.000888889,0.01426455,0.898495409,0,Jul,2,2,9,4,Returning_Visitor,FALSE,FALSE
+4,34.2,0,0,27,809.6933333,0.023214286,0.033826531,27.6509675,0,Sep,3,2,4,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,37,456.15,0.121621622,0.131891892,0,0,Jul,3,2,1,3,Returning_Visitor,TRUE,FALSE
+3,39.2,0,0,12,209,0,0.02,0,0,Sep,2,5,6,2,Returning_Visitor,FALSE,FALSE
+4,234.3,0,0,2,11.1,0,0.04,0,0,Oct,1,1,8,5,New_Visitor,TRUE,FALSE
+5,44.01666667,0,0,4,162.5333333,0,0,39.27673964,0,Aug,4,2,1,2,Returning_Visitor,FALSE,TRUE
+4,20,0,0,34,461.2333333,0,0.022685185,0,0,Jul,2,4,1,4,Returning_Visitor,TRUE,FALSE
+8,116.9607143,4,225.3666667,42,539.227381,0.015510204,0.011281179,0,0,Jul,1,1,1,4,Returning_Visitor,FALSE,TRUE
+3,142.2,0,0,24,755,0,0.007407407,0,0,Oct,2,5,7,2,New_Visitor,TRUE,FALSE
+9,501.4833333,0,0,97,2293.490129,0.011455734,0.02697054,2.209972688,0,Aug,1,1,3,4,Returning_Visitor,FALSE,FALSE
+6,207.0928571,1,52.4,35,2239.502857,0.010833333,0.024333333,0,0,Nov,1,1,8,3,Returning_Visitor,FALSE,FALSE
+1,14.2,0,0,22,839.568189,0,0.000952381,60.58437066,0,Nov,3,2,3,2,New_Visitor,TRUE,TRUE
+0,0,0,0,27,1838.15,0.053205128,0.056282051,0,0,June,3,2,2,3,Returning_Visitor,FALSE,FALSE
+10,2407.42381,3,434.3,486,23050.10414,0.000323719,0.011248517,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+6,60.36666667,3,189.3,12,304.7,0,0.038596491,2.848312236,0,June,2,2,1,4,Returning_Visitor,FALSE,TRUE
+6,78.51333333,1,63.4,110,1691.236147,0.003448276,0.019359924,19.18310758,0,Aug,2,2,7,4,Returning_Visitor,TRUE,FALSE
+1,6,0,0,25,1177.506667,0.008333333,0.0375,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,65,6053.466667,0.005208333,0.026197917,0,0,Sep,2,4,9,3,Returning_Visitor,FALSE,FALSE
+4,117.32,2,15,230,6978.613711,0.015327635,0.036530714,0,0,Jul,2,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,4,1,2,1,Returning_Visitor,FALSE,FALSE
+2,67.6,0,0,8,183.8,0,0.02,0,0,Oct,1,1,1,5,New_Visitor,FALSE,FALSE
+2,75.6,2,652.8,10,1143.666667,0,0.023333333,0,0,Aug,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,753.3,0,0.002222222,0,0,Aug,2,4,1,4,Returning_Visitor,FALSE,FALSE
+1,137.5,1,59.4,53,1844.65,0.022641509,0.049595687,0,0,June,4,2,1,3,Returning_Visitor,FALSE,FALSE
+3,89.25,0,0,8,67.85,0.018181818,0.033333333,0,0,June,2,2,8,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,281.5,0,0.008333333,0,0,Oct,4,2,9,7,Returning_Visitor,FALSE,FALSE
+9,1104.2,0,0,36,1826.441667,0.007317073,0.012601626,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+1,56.4,1,14.2,24,1183.826667,0,0.005128205,0,0,Jul,2,2,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,153,4565.930621,0.00130719,0.006432173,6.189215434,0,Aug,2,2,4,1,Returning_Visitor,TRUE,TRUE
+3,73.6,0,0,10,104.95,0,0.001851852,0,0,Oct,3,2,3,2,Returning_Visitor,TRUE,FALSE
+3,152,1,64.4,9,358.4,0,0.015384615,0,0,Oct,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,50.4,0,0.066666667,0,0,Jul,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,65.4,0,0,55,1033.65,0.017857143,0.024404762,0,0,Oct,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,64,0,0.1,0,0,Sep,2,2,6,2,Returning_Visitor,FALSE,FALSE
+8,279.2666667,0,0,16,453.4,0,0.011403509,0,0,Jul,3,2,8,4,Returning_Visitor,FALSE,FALSE
+5,318.2666667,0,0,23,1037.833333,0.017857143,0.039285714,0,0,Aug,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,2385.666667,0.003333333,0.035833333,0,0,Jul,2,5,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,1,1,6,6,Returning_Visitor,FALSE,FALSE
+12,217.6491228,4,1009.733333,38,1639.069361,0.02173913,0.031621722,5.287005762,0,Sep,3,2,6,1,Returning_Visitor,TRUE,FALSE
+7,317.9142857,4,216.5666667,35,910.0809524,0,0.01,40.78047078,0,Sep,2,4,3,5,New_Visitor,FALSE,FALSE
+4,30.3,0,0,7,493.4,0,0.016666667,0,0,Oct,2,5,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,34,538.48,0,0.005882353,5.860439769,0,Sep,2,2,7,2,Returning_Visitor,FALSE,TRUE
+8,289,0,0,139,5107.034928,0.01544437,0.044005026,8.304903935,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,34.2,0.05,0.1,0,0,Oct,2,2,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,788.5,0,0.025,0,0,Nov,2,6,3,3,Returning_Visitor,FALSE,FALSE
+3,33.46666667,0,0,113,1576.252222,0.003508772,0.009314954,40.08238165,0,June,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,223.8,0.027777778,0.017777778,0,0,Jul,1,1,2,4,Returning_Visitor,TRUE,FALSE
+3,50.37333333,4,63.1,91,3827.498846,0.057801418,0.072399527,0,0,Sep,3,2,6,13,Returning_Visitor,FALSE,FALSE
+4,50.93333333,0,0,67,860.021746,0,0.002083333,0,0,Sep,2,4,1,5,New_Visitor,FALSE,FALSE
+4,45.8,2,43.2,30,1021.838095,0,0.005882353,40.43578994,0,Nov,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,150.8,0,0.02,0,0,Aug,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,0,1,66.4,14,668.3166667,0.014285714,0.028571429,44.89345937,0,Oct,4,2,1,20,Returning_Visitor,TRUE,TRUE
+7,397.2644444,1,246.8,23,672.2644444,0.032051282,0.046153846,0,0,Oct,3,2,4,1,Returning_Visitor,FALSE,FALSE
+7,105.4666667,0,0,44,778.9666667,0,0.004166667,37.92414395,0,Aug,2,2,6,2,New_Visitor,FALSE,TRUE
+9,306.46,0,0,40,550.7095238,0,0.00952381,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,67.86666667,2,12,16,393,0,0.015,0,0,Sep,2,10,1,5,New_Visitor,FALSE,FALSE
+5,140.6,0,0,81,2408.312828,0.002554278,0.007459475,23.07581495,0,Oct,2,4,1,2,Returning_Visitor,FALSE,TRUE
+5,60.8,0,0,3,20.6,0,0.033333333,0,0,Aug,2,5,5,2,New_Visitor,TRUE,FALSE
+0,0,0,0,101,2611.747653,0.004356436,0.029287373,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,458.2560317,0.007407407,0.022222222,38.12368584,0,June,1,1,2,2,Returning_Visitor,FALSE,TRUE
+3,96.8,0,0,29,2041.626667,0.026075269,0.047324629,0,0,Sep,2,2,3,1,Returning_Visitor,FALSE,FALSE
+9,779,0,0,15,1386.35,0.016666667,0.02747619,6.344631767,0,Aug,1,2,1,4,Returning_Visitor,FALSE,FALSE
+7,778.4,0,0,17,827.5333333,0,0.018181818,0,0,Sep,1,2,6,2,Returning_Visitor,FALSE,FALSE
+2,28.05714286,0,0,73,2260.857143,0.002666667,0.018933333,0,0,June,2,2,7,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,158.3666667,0,0,54.9950922,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+2,76.6,0,0,33,1932.716667,0,0.025196078,0,0,Aug,2,2,4,13,Returning_Visitor,FALSE,FALSE
+2,134,0,0,15,284.1,0,0.011764706,0,0,Nov,2,4,8,2,New_Visitor,FALSE,FALSE
+1,18.2,0,0,58,2007.206667,0.003448276,0.027298851,0,0,Jul,4,2,8,1,Returning_Visitor,FALSE,FALSE
+5,368.4,0,0,14,481.9666667,0.010526316,0.031578947,0,0,Sep,1,1,1,2,Returning_Visitor,FALSE,FALSE
+7,54.33333333,0,0,9,619.5333333,0,0.025,0,0,Oct,4,5,3,11,Returning_Visitor,FALSE,FALSE
+5,87.8,0,0,38,842.4235931,0,0.011382114,52.28594057,0,Oct,1,1,1,2,Returning_Visitor,TRUE,TRUE
+7,58.6,0,0,20,585.8833333,0.017391304,0.044637681,0,0,Jul,1,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,599.6133333,0,0.020833333,0,0,Nov,2,2,4,20,Returning_Visitor,TRUE,FALSE
+2,190.4,1,274,39,1321.853333,0.00952381,0.018253968,0,0,Aug,2,2,8,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,60.9,0.04,0.12,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,321.2333333,0,0.0125,0,0,Jul,3,5,1,1,Returning_Visitor,FALSE,FALSE
+2,213.6,4,108,19,989.3333333,0.029166667,0.0375,0,0,June,1,1,1,2,Returning_Visitor,TRUE,FALSE
+14,293.6333333,3,11.5,182,3539.944615,0.010209424,0.033524993,0.702086761,0,Aug,2,5,1,1,Returning_Visitor,FALSE,FALSE
+2,7,0,0,15,533.11,0.011111111,0.05,4.307627247,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,22.2,0,0,16,694.4549784,0,0.001470588,54.91911804,0,Sep,2,2,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,4,6,0.1,0.15,0,0,June,2,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,709.4,0.1125,0.145833333,0,0,Aug,2,2,9,1,Returning_Visitor,FALSE,FALSE
+8,126,1,13.4,13,217.7166667,0.033333333,0.062,0,0,Oct,2,2,1,13,Returning_Visitor,FALSE,FALSE
+4,54.93333333,0,0,35,1126.666667,0,0.005952381,28.32886648,0,Jul,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1054.3,0.066666667,0.1,0,0,Jul,2,12,6,3,Returning_Visitor,FALSE,FALSE
+1,27.2,0,0,21,1003.658333,0.010526316,0.019064327,0,0,Oct,3,2,4,20,Returning_Visitor,FALSE,FALSE
+6,322.35,0,0,33,1845.394615,0,0.009714286,39.42556512,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+1,52.4,0,0,13,447.2,0,0.007692308,42.30391708,0,Aug,1,1,1,20,Returning_Visitor,TRUE,TRUE
+9,96.18666667,1,35.2,63,1345.136667,0.029166667,0.053287037,2.10185027,0,Jul,2,2,9,13,Returning_Visitor,FALSE,FALSE
+16,254.253245,3,223.15,221,6606.726779,0.005533063,0.016561375,4.083948025,0,Oct,4,1,4,1,Returning_Visitor,FALSE,TRUE
+4,169.2,0,0,14,315.4666667,0,0.011111111,34.75023292,0,Jul,2,2,1,2,Returning_Visitor,TRUE,TRUE
+3,86.95,6,173.2,17,481.31,0,0,27.69500776,0,Nov,2,2,9,20,New_Visitor,FALSE,TRUE
+5,49.8,0,0,32,955.3333333,0.01875,0.0390625,0,0,Aug,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,15,0,0,11,223.4666667,0,0.028571429,0,0,Sep,2,2,3,6,New_Visitor,TRUE,TRUE
+0,0,1,0,17,982.757619,0.0125,0.035416667,0,0,Sep,2,5,2,1,Returning_Visitor,FALSE,FALSE
+2,298.2,0,0,48,1850.116667,0.004081633,0.004421769,7.56292207,0,Nov,1,1,2,2,Returning_Visitor,TRUE,TRUE
+4,275.1,1,16.6,229,6984.611525,0.017126437,0.021755245,0.780905815,0,Aug,3,2,8,13,Returning_Visitor,FALSE,FALSE
+1,29.2,1,322.4,10,126.9333333,0.014285714,0.036904762,13.59420027,0,Sep,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,53.4,0,0,3,66.4,0,0.04,0,0,Oct,1,1,4,3,Returning_Visitor,TRUE,FALSE
+2,46.4,0,0,30,2559.433333,0.027586207,0.064367816,0,0,Sep,3,2,6,1,Returning_Visitor,TRUE,FALSE
+5,118.9,4,380.7,4,188.4,0,0.006666667,0,0,Oct,4,2,1,4,Returning_Visitor,FALSE,FALSE
+11,169.8833333,2,160.4,25,489.15,0.0125,0.0171875,0,0,Aug,3,2,3,5,Returning_Visitor,TRUE,FALSE
+1,0,0,0,10,645.2,0.03,0.05,0,0,Jul,3,2,4,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,4,63.4,0,0.04,0,0,Oct,1,8,6,20,New_Visitor,FALSE,FALSE
+1,21.2,0,0,0,0,0.05,0.1,0,0,Oct,1,1,1,5,Returning_Visitor,FALSE,FALSE
+1,26.2,0,0,13,245.1666667,0,0,58.9241766,0,Aug,2,5,3,4,New_Visitor,FALSE,TRUE
+4,206.0666667,0,0,9,113.4333333,0,0.018181818,0,0,Oct,2,2,1,6,Returning_Visitor,FALSE,FALSE
+1,3,0,0,24,342,0.024,0.048,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+10,264.9,1,14.8,24,718.9566667,0,0.003448276,0,0,Oct,3,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,113,1341.632619,0.004804805,0.011846847,0,0,Jul,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,641.5166667,0.00952381,0.00952381,34.5222117,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,477.7166667,0,0,0,0,Sep,2,2,6,2,New_Visitor,TRUE,FALSE
+1,29.2,0,0,13,199.2844444,0,0,0,0,Jul,1,1,1,4,Returning_Visitor,FALSE,FALSE
+7,101.0833333,0,0,26,349.1166667,0.006060606,0.023484848,39.41924911,0,Aug,2,4,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,166.9,0,0,0,0,Aug,3,2,4,4,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Oct,3,2,2,3,New_Visitor,TRUE,FALSE
+1,39.2,0,0,26,1210.917778,0.014814815,0.014814815,2.480024644,0,Nov,4,2,1,1,Returning_Visitor,FALSE,TRUE
+6,333.54,0,0,12,568.1,0,0.0125,19.63031016,0,Nov,2,4,5,2,New_Visitor,FALSE,TRUE
+12,569.825,0,0,127,6065.016218,0.006716418,0.009265038,0.152167439,0,Aug,1,1,2,4,Returning_Visitor,FALSE,TRUE
+4,48.8,0,0,11,344.8,0.015384615,0.054395604,0,0,Oct,3,2,1,4,Returning_Visitor,TRUE,FALSE
+15,304.5833333,0,0,33,761.2233333,0.007619048,0.020793651,0,0,Oct,3,2,1,3,Returning_Visitor,TRUE,FALSE
+1,18.2,0,0,17,225.68,0,0.003703704,0,0,Nov,2,10,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,34.2,0,0.1,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,28.2,0,0,7,212.5,0,0.007407407,94.01683315,0,Nov,2,2,3,2,New_Visitor,TRUE,TRUE
+2,82.6,6,316,34,1446.733333,0,0.002439024,0,0,Oct,4,1,4,2,New_Visitor,TRUE,FALSE
+5,39.8,2,239.8,216,14577.08498,0.002739726,0.013368848,0.888485964,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,35.4,0,0.066666667,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,3,178.5,0,0.066666667,8.04958574,0,Sep,2,6,2,1,Returning_Visitor,FALSE,FALSE
+3,81.4,0,0,18,240.3,0,0.030434783,0,0,Aug,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,1,0,45,1165.84,0,0.034042553,7.198820003,0,Oct,2,2,5,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,421.6,0,0.011111111,0,0,Nov,1,1,1,4,Returning_Visitor,FALSE,FALSE
+3,48.4,0,0,137,3004.628109,0.002380952,0.011750149,0,0,Oct,2,4,9,2,Returning_Visitor,FALSE,FALSE
+1,11.1,0,0,48,830.3142529,0.004347826,0.017619048,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,53.85,0,0,2,161.2,0,0,0,0,Aug,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,598.4333333,0.014285714,0.035714286,0,0,Jul,2,4,9,3,Returning_Visitor,FALSE,FALSE
+8,89.9,3,20,84,1854.915556,0.004210526,0.012385965,3.170426459,0,Jul,2,2,7,1,Returning_Visitor,FALSE,FALSE
+2,23.2,0,0,5,59.4,0,0.00952381,32.73373471,0,Nov,2,4,4,5,New_Visitor,FALSE,FALSE
+1,29.2,0,0,0,0,0,0.066666667,0,0,Nov,1,1,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,27.2,0.133333333,0.133333333,0,0,Oct,3,2,4,1,Returning_Visitor,FALSE,FALSE
+2,27.46666667,3,245.8,28,524.06,0.02,0.054666667,20.42600013,0,Oct,2,2,7,1,Returning_Visitor,FALSE,TRUE
+5,419,0,0,14,362.1029825,0.022916667,0.021979167,3.164088313,0,Jul,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,14,422.1333333,0.071428571,0.103333333,0,0,Jul,3,2,4,3,Returning_Visitor,TRUE,FALSE
+2,61.48,0,0,40,797.0033333,0,0.012539087,10.20777685,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,268.95,2,153,139,5286.587577,0.002959159,0.018209889,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+9,178.52,3,183.2666667,7,205.8566667,0,0.035555556,0,0,Jul,2,2,1,2,New_Visitor,FALSE,FALSE
+2,175.2,0,0,60,1635.466667,0.006557377,0.014754098,0,0,Nov,2,5,7,3,Returning_Visitor,FALSE,FALSE
+4,228.72,0,0,4,154.9,0,0.008333333,0,0,Oct,1,8,1,11,New_Visitor,FALSE,FALSE
+3,80.6,0,0,37,936.4166667,0,0.005128205,0,0,Jul,1,1,4,2,Returning_Visitor,TRUE,FALSE
+8,146.5333333,0,0,107,3739.635556,0,0.009316239,2.551140814,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,1,297.2,8,320.2666667,0,0.044444444,17.79528223,0,Oct,2,2,1,20,Returning_Visitor,FALSE,TRUE
+8,101.1428571,0,0,109,1370.127838,0.004512398,0.019698317,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+11,201.84,0,0,48,2074.401905,0,0.016071429,7.248757745,0,Aug,2,7,3,1,Returning_Visitor,FALSE,FALSE
+1,129.36,0,0,6,341.36,0,0.0625,11.27546478,0,Nov,2,5,3,1,Returning_Visitor,FALSE,FALSE
+7,142.35,0,0,73,3566.992857,0,0.003947368,23.15073799,0,Oct,2,5,3,5,New_Visitor,FALSE,TRUE
+0,0,0,0,10,349.1111111,0.02,0.02,88.39170518,0,Oct,3,2,1,20,Returning_Visitor,TRUE,TRUE
+1,32.2,0,0,32,396.4714286,0.021212121,0.050688705,0,0,Jul,1,1,2,3,Returning_Visitor,TRUE,FALSE
+3,55.33333333,0,0,4,420,0.0125,0.0625,0,0,Aug,1,1,4,3,Returning_Visitor,FALSE,TRUE
+9,103.9333333,0,0,16,172.1333333,0.012,0.049,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,TRUE
+21,157.8883333,3,84.8,170,3888.278636,0,0.004514952,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,641.6558915,0,0.005376344,60.04472938,0,Sep,1,1,4,2,New_Visitor,FALSE,TRUE
+4,82.46666667,0,0,10,153.9,0.016666667,0.016666667,0,0,Jul,3,2,6,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,296.7666667,0,0,0,0,Aug,1,8,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,19.2,0.1,0.15,0,0,Sep,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,94.8,0,0,6,223.1,0,0.00952381,0,0,Sep,5,11,8,14,Returning_Visitor,FALSE,FALSE
+1,21.2,0,0,24,1123.246667,0,0.017391304,30.04921703,0,Sep,2,2,3,2,Returning_Visitor,FALSE,TRUE
+2,69,0,0,51,2103.628837,0,0.015384615,40.659727,0,Sep,2,2,4,13,Returning_Visitor,FALSE,TRUE
+8,115.2,1,11,18,436.6,0.008695652,0.008695652,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,118.8,0,0,11,805.5,0,0.033333333,0,0,Oct,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,199.5,0.127272727,0.142424242,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+8,296.86,8,179.5,157,16093.30941,0.007903295,0.027247449,2.051882078,0,June,2,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,135,0,0.066666667,0,0,June,1,1,6,1,Returning_Visitor,TRUE,FALSE
+11,361.6,4,112.6,12,147.7333333,0.057142857,0.055555556,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+7,61.08,0,0,39,1324.85,0,0.01627907,0,0,Oct,2,2,1,4,Returning_Visitor,FALSE,FALSE
+6,71.5,0,0,79,1854.26,0.039,0.06880303,2.852036737,0,Jul,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1049.05,0,0.016666667,0,0,Nov,3,2,1,20,Returning_Visitor,FALSE,FALSE
+10,168.9066667,2,18.4,36,853.8502721,0,0.007751938,5.6479944,0,Oct,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,42.4,0,0,5,163.2,0,0.028571429,20.71678117,0,Aug,2,10,3,3,Returning_Visitor,FALSE,TRUE
+5,34.44242424,0,0,103,1843.759347,0,0.019613005,0,0,June,2,4,1,2,Returning_Visitor,TRUE,FALSE
+1,7,2,15,17,2269.9,0,0.019047619,0,0,Jul,2,2,3,4,Returning_Visitor,FALSE,TRUE
+7,99.8,5,466.4,28,839.7333333,0.001754386,0.009231412,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,1195.8,0,0,0,0,Aug,2,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,856.2,0.052252252,0.108558559,0,0,Sep,2,2,2,1,Returning_Visitor,FALSE,FALSE
+2,43.2,1,32.2,202,13842.45833,0.01804878,0.050155633,0,0,Sep,2,4,7,1,Returning_Visitor,FALSE,FALSE
+2,56.4,1,0,72,2101.467925,0.006140351,0.029986961,0,0,Aug,1,1,2,2,Returning_Visitor,FALSE,FALSE
+3,84.5,0,0,346,12541.77628,0.001709402,0.006473478,5.177106841,0,Aug,2,2,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,80,1566.333333,0.005,0.027916667,0.720181023,0,Sep,2,2,6,1,Returning_Visitor,FALSE,TRUE
+1,28.2,0,0,35,942.6879221,0.017142857,0.035442177,8.435206908,0,Sep,1,1,1,2,Returning_Visitor,TRUE,FALSE
+1,20.2,6,226,76,1308.573395,0.032611502,0.054407935,0,0,June,3,2,6,2,Returning_Visitor,FALSE,FALSE
+2,58.4,0,0,24,589.8,0.032098765,0.05617284,1.696968944,0,Sep,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,159.2,0.085714286,0.128571429,0,0,Aug,3,3,3,1,Returning_Visitor,TRUE,FALSE
+3,40.55,0,0,10,151.0818182,0.008333333,0.038888889,0,0,Jul,2,2,1,5,New_Visitor,FALSE,FALSE
+1,23.2,0,0,3,397.8,0,0,0,0,Aug,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,31.2,0,0.1,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,481.4,0.068518519,0.091604938,0,0,Aug,3,2,3,3,Returning_Visitor,FALSE,FALSE
+11,471.6266667,4,235.6,22,883.12,0.006451613,0.018196857,19.43795945,0,Sep,3,2,3,4,Returning_Visitor,FALSE,FALSE
+2,241.6,0,0,28,920.7,0,0.015555556,0,0,Nov,1,8,3,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,336.3,0.0125,0.025,0,0,Jul,2,2,7,1,Returning_Visitor,FALSE,FALSE
+4,65.4,0,0,23,1954.4,0,0.006666667,15.13596148,0,Aug,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,12,0,0,28,580.65,0,0.016666667,0,0,Jul,1,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,323.3,0.084615385,0.102564103,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+4,60.2,0,0,8,132.8,0,0.009090909,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+7,56.3,0,0,11,353.9,0.025,0.04375,10.02470626,0,Oct,2,2,2,1,Returning_Visitor,FALSE,FALSE
+3,117.8,0,0,62,2032.39696,0.005230769,0.01881429,0,0,Sep,3,2,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,66.9,0,0.02,0,0,Nov,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,20,1413.768571,0.025,0.038472222,0,0,June,1,2,3,1,Returning_Visitor,TRUE,FALSE
+9,179.3785714,0,0,8,131.9785714,0,0.0025,0,0,Sep,2,2,1,5,New_Visitor,FALSE,FALSE
+0,0,3,135,32,804.1899134,0.029946524,0.03546327,4.027998418,0,Oct,1,1,6,2,Returning_Visitor,TRUE,FALSE
+3,98.6,0,0,7,131.8,0,0.02,88.84365062,0,Oct,2,2,7,2,Returning_Visitor,FALSE,TRUE
+3,29.44,1,0,4,15.24,0,0.039583333,0,0,Sep,2,2,8,2,Returning_Visitor,FALSE,TRUE
+6,158.6704505,1,430.2,146,5602.006712,0.002671513,0.00935218,6.711290592,0,Nov,2,10,7,2,Returning_Visitor,FALSE,TRUE
+2,24.2,0,0,8,530,0,0.044444444,0,0,Aug,1,8,1,2,Returning_Visitor,FALSE,FALSE
+1,27.2,0,0,71,1722.721127,0.005555556,0.034027778,0,0,Jul,2,2,7,1,Returning_Visitor,TRUE,FALSE
+2,20.2,0,0,7,114.5333333,0,0.05,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,657.42,0.021212121,0.046969697,0,0,Jul,3,2,3,4,Returning_Visitor,TRUE,FALSE
+3,356.6,0,0,39,589.2510658,0.001282051,0.010133221,0,0,Jul,1,1,4,4,Returning_Visitor,FALSE,FALSE
+2,24,0,0,37,1391.105556,0.001315789,0.01505848,0,0,Sep,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,67.6,0.125,0.133333333,0,0,Jul,3,2,1,4,Returning_Visitor,FALSE,FALSE
+1,249.8,2,722.9,8,2219.583333,0,0,0,0,Nov,2,4,4,2,New_Visitor,FALSE,FALSE
+8,315.845679,4,382.4,31,1314.112346,0.014285714,0.013518007,37.53469014,0,Oct,1,1,1,4,Returning_Visitor,FALSE,TRUE
+1,0,2,6,9,195.1666667,0,0.066666667,0,0,June,4,2,3,4,Returning_Visitor,FALSE,FALSE
+1,15.1,0,0,9,248.05,0,0.01875,0,0,Sep,3,2,4,4,New_Visitor,FALSE,FALSE
+4,19.8,0,0,2,10,0.0125,0.034166667,0,0,Sep,1,1,6,5,New_Visitor,TRUE,TRUE
+0,0,0,0,6,0,0.2,0.2,0,0,June,3,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1530.006667,0,0.005555556,0,0,Oct,2,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,47,1423,0.004347826,0.013768116,0,0,Sep,2,2,7,1,Returning_Visitor,FALSE,FALSE
+2,34.2,0,0,5,63.4,0,0.028571429,0,0,Jul,4,1,2,2,New_Visitor,FALSE,FALSE
+4,143.0666667,1,6.5,74,1294.405,0.002666667,0.010666667,0,0,Aug,2,2,3,1,Returning_Visitor,TRUE,FALSE
+4,65.68,1,42.4,12,285.68,0.015384615,0.038461538,0,0,Aug,2,6,4,3,Returning_Visitor,TRUE,FALSE
+2,115.2,0,0,7,211.1,0,0,0,0,Jul,2,2,2,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,159.2,0.05,0.066666667,0,0,June,3,2,5,13,Returning_Visitor,TRUE,FALSE
+1,0,3,69,15,352.875,0,0.055555556,0,0,Aug,2,2,3,2,Returning_Visitor,FALSE,FALSE
+7,140.9,1,18.2,20,318.7666667,0,0.009876543,0,0,Oct,2,2,3,2,New_Visitor,FALSE,FALSE
+1,11,0,0,2,51.06666667,0,0,0,0,June,2,2,9,6,Returning_Visitor,FALSE,FALSE
+3,32,0,0,15,276.3666667,0,0,55.82099528,0,Sep,2,4,1,2,New_Visitor,FALSE,FALSE
+3,66.33333333,0,0,12,368.68,0.04,0.084444444,21.24191985,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,12.1,0,0,4,38.3,0.00952381,0.066666667,0,0,Nov,1,2,1,5,Returning_Visitor,FALSE,FALSE
+7,98.73333333,2,229.8,151,4249.12,0.013402778,0.041166667,5.88595629,0,Jul,2,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,62,944.4055556,0,0.015591398,0,0,June,1,1,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,72,0,0,35.34967016,0,Sep,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,107.8,0,0.1,0,0,Aug,2,2,5,13,Returning_Visitor,FALSE,FALSE
+1,64.4,0,0,22,2364.65,0,0.043478261,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,145.2,0,0,28,425.0969048,0,0.002380952,0,0,Oct,3,2,7,11,New_Visitor,TRUE,FALSE
+0,0,0,0,19,528.25,0,0.005263158,0,0,Sep,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,276.35,0,0.007142857,0,0,June,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,24.2,0,0,3,52.4,0,0.04,0,0,Sep,2,2,3,5,New_Visitor,FALSE,FALSE
+0,0,0,0,32,905.1,0,0,83.80837784,0,Oct,2,2,6,2,New_Visitor,FALSE,TRUE
+0,0,0,0,12,274.75,0,0.030555556,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,8,0,0,47,1459.576667,0.010416667,0.017638889,0,0,Oct,1,1,3,3,Returning_Visitor,FALSE,FALSE
+2,58.4,0,0,84,3528.69125,0.01577381,0.039900794,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,351.4,0.066666667,0.1,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,184.7333333,0,0,106,4590.381905,0.001851852,0.00287037,3.96093872,0,Aug,2,2,9,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,60.4,0,0.066666667,0,0,Sep,1,1,1,5,Returning_Visitor,FALSE,FALSE
+5,75.66349206,0,0,4,35.92777778,0,0.056481481,0,0,Oct,2,5,7,2,Returning_Visitor,FALSE,FALSE
+2,49.4,0,0,45,1526.14119,0,0.004444444,117.6165932,0,Sep,2,2,3,2,Returning_Visitor,TRUE,TRUE
+1,50.4,0,0,49,1463.48,0.004081633,0.015646259,24.68624612,0,June,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,123.4,0,0,38,585.37,0.017948718,0.033333333,0,0,Jul,1,1,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,211.6333333,0,0,28.80119616,0,Aug,1,1,1,5,New_Visitor,FALSE,TRUE
+1,10,0,0,23,271.5785714,0,0.008333333,0,0,Aug,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,432.2,0,0,30,363.677619,0.003030303,0.014018978,12.1958841,0,Oct,1,1,3,2,Returning_Visitor,FALSE,TRUE
+2,139,0,0,5,274.7,0,0.014285714,0,0,Jul,1,1,5,2,New_Visitor,FALSE,FALSE
+11,251.3090909,2,1655.4,80,1249.048358,0.003571429,0.013743735,8.517221252,0,Sep,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,261.8,0.015384615,0.084615385,0,0,Sep,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,89.86666667,0.04,0.06,0,0,Jul,3,2,5,4,Returning_Visitor,TRUE,FALSE
+2,36.4,0,0,3,28.2,0,0,55.89978908,0,Sep,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,54.4,0.066666667,0.133333333,0,0,Jul,3,2,4,3,Returning_Visitor,TRUE,FALSE
+3,113.1,0,0,17,237.6066667,0,0.033333333,94.10360412,0,Oct,1,1,2,4,Returning_Visitor,FALSE,TRUE
+3,38.3,0,0,18,929.2,0,0.010884354,0,0,Jul,2,2,5,2,Returning_Visitor,TRUE,FALSE
+2,43.73333333,0,0,19,158.9333333,0,0.003741497,0,0,June,1,1,6,2,Returning_Visitor,FALSE,FALSE
+10,131.34,2,38.2,102,6684.520952,0.002181818,0.017363636,4.215363542,0,Sep,2,2,5,1,Returning_Visitor,FALSE,FALSE
+7,136.5,1,42.4,120,7604.397831,0.015762274,0.030675226,3.996742423,0,Jul,2,2,2,1,Returning_Visitor,TRUE,TRUE
+4,275.1,2,43.4,31,1108.653333,0.006060606,0.012121212,0,0,Sep,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,31,2285.2,0.006451613,0.04516129,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+11,385.5666667,0,0,54,1256.293333,0.010344828,0.014367816,0,0,Oct,2,2,7,3,Returning_Visitor,FALSE,FALSE
+4,59.53333333,0,0,13,183.65,0,0.011764706,0,0,Sep,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,232,0,0.025,0,0,Jul,1,2,1,2,Returning_Visitor,TRUE,FALSE
+1,54.4,0,0,1,101.2727273,0,0.007042254,0,0,Sep,2,2,4,2,Returning_Visitor,FALSE,FALSE
+2,64.4,0,0,15,443.5666667,0,0.00625,166.3735531,0,June,1,1,1,5,New_Visitor,TRUE,FALSE
+2,31.2,2,468.4,15,1388,0.003703704,0.063333333,12.1360201,0,Jul,2,2,5,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,557.4,0,0.011111111,83.93274289,0,Sep,2,2,2,2,New_Visitor,TRUE,TRUE
+3,16,0,0,24,1004.383333,0,0.023076923,0,0,June,2,2,4,13,Returning_Visitor,FALSE,FALSE
+1,0,0,0,11,113.8,0.083333333,0.116666667,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,249.41,0.022222222,0.005128205,0,0,Nov,1,2,1,4,Returning_Visitor,FALSE,FALSE
+7,119.4,0,0,16,743.5314286,0.01,0.02,35.35631939,0,Sep,1,1,8,4,Returning_Visitor,FALSE,FALSE
+3,23.2,0,0,24,809.4333333,0.0128,0.021333333,0,0,Aug,3,2,1,3,Returning_Visitor,TRUE,FALSE
+1,22.2,2,44.4,37,400.8,0.005128205,0.002564103,0,0,Oct,2,10,1,2,Returning_Visitor,FALSE,FALSE
+3,82.95714286,0,0,28,951.4412698,0.013793103,0.025860732,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,2,0,0,5,86.6,0,0.1,0,0,Sep,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,30.4,0,0.066666667,21.47899475,0,Oct,1,8,6,20,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,339.5,0,0.016666667,124.9045858,0,Nov,2,6,9,20,New_Visitor,FALSE,TRUE
+0,0,0,0,27,1010.633333,0,0.012962963,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,68.6,1,29.2,97,4318.668082,0.002520046,0.013784185,0,0,Jul,2,4,2,2,Returning_Visitor,TRUE,FALSE
+1,4,1,10,274,5876.459165,0.002431163,0.013240553,0,0,Oct,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,60.4,0,0,4,25.8,0,0.04,0,0,Jul,1,1,3,4,New_Visitor,FALSE,FALSE
+2,89.33333333,0,0,22,502.5083333,0,0.018695652,0,0,Sep,3,2,2,2,Returning_Visitor,TRUE,FALSE
+2,66.26666667,1,348.6,6,233.1666667,0.044444444,0.046666667,11.12205139,0,Oct,3,2,3,7,Returning_Visitor,FALSE,FALSE
+7,98.46666667,0,0,13,257.9333333,0,0.016,0,0,Sep,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,236.8,0,0.05,36.26141924,0,Oct,2,2,3,1,Returning_Visitor,FALSE,TRUE
+7,667.25,0,0,4,101.8,0,0.01,0,0,Jul,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,266.8,0,0.015384615,0,0,Jul,2,5,7,4,Returning_Visitor,FALSE,FALSE
+6,206.03,0,0,129,3778.345,0.010687023,0.024611656,2.169469761,0,Oct,2,2,1,3,Returning_Visitor,FALSE,TRUE
+3,82.6,0,0,33,598.7611111,0,0.007843137,0,0,Sep,2,2,2,1,Returning_Visitor,FALSE,FALSE
+13,498.9,0,0,221,3111.362121,0,0.006020558,5.268190163,0,Oct,2,5,4,2,Returning_Visitor,FALSE,FALSE
+2,109.8,0,0,32,897.3619048,0.005882353,0.035620915,0,0,Sep,2,10,4,2,Returning_Visitor,FALSE,FALSE
+8,115.7,0,0,24,2159.5,0,0.022857143,0,0,Sep,2,2,5,2,Returning_Visitor,FALSE,FALSE
+15,149.0316092,2,1529.2,23,2128.704568,0.005714286,0.020425941,16.19731984,0,Oct,2,2,2,20,Returning_Visitor,FALSE,FALSE
+2,20.2,0,0,14,1261.316667,0,0.009183673,0,0,Aug,2,2,1,5,Returning_Visitor,FALSE,FALSE
+3,86.1,2,28.4,2,5,0,0.033333333,0,0,Jul,2,2,1,5,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,2,2,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,48.4,0,0,34.03997536,0,Sep,2,2,4,1,Returning_Visitor,FALSE,TRUE
+11,903.7,1,26.2,109,3297.491311,0.006140351,0.010281148,3.870588042,0,Oct,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,431.5333333,0,0.007142857,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,73.6,1,31.2,52,1761.156667,0.003703704,0.018312757,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Oct,1,1,1,1,New_Visitor,TRUE,FALSE
+2,28.2,0,0,12,271,0,0.014285714,0,0,Aug,1,8,4,6,Returning_Visitor,FALSE,FALSE
+9,236.8,0,0,240,5523.926505,0,0.001197045,20.62387076,0,Oct,2,5,4,20,Returning_Visitor,FALSE,TRUE
+2,24.13333333,0,0,19,263.7128571,0,0.00125,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,23,0,0,3,1225.2,0,0.04,10.99901844,0,Sep,2,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,98.6,0,0.05,0,0,Jul,2,2,5,1,Returning_Visitor,FALSE,FALSE
+3,80.6,2,112.8,10,390.2,0,0.015384615,0,0,Oct,2,5,3,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,272.9,0.05,0.075,0,0,Oct,1,1,1,1,New_Visitor,FALSE,FALSE
+6,82.01111111,2,211.6,162,6117.814359,0,0.003964551,22.36033441,0,Sep,2,2,1,6,Returning_Visitor,FALSE,FALSE
+14,416.2,0,0,90,8024.509197,0.008247423,0.032048254,10.31930868,0,Sep,3,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,18.2,0.15,0.15,0,0,Sep,3,2,1,13,Returning_Visitor,FALSE,FALSE
+7,125.4533333,1,44.4,54,2240.996667,0.027118644,0.043050847,21.74067473,0,Jul,2,2,6,1,Returning_Visitor,FALSE,TRUE
+3,319.4,1,251.8,53,2525.307766,0,0.010606061,52.97841866,0,Jul,2,2,9,4,Returning_Visitor,FALSE,TRUE
+4,117.8,0,0,12,267.8,0.025,0.04375,0,0,Sep,3,2,3,13,Returning_Visitor,FALSE,FALSE
+2,126,1,6,47,1101.803333,0,0.002721088,4.406578162,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+1,4,0,0,28,877.6666667,0,0.003571429,0,0,Nov,2,2,9,2,New_Visitor,TRUE,FALSE
+0,0,0,0,19,401.9,0.056140351,0.092982456,0,0,Aug,1,1,2,1,Returning_Visitor,FALSE,FALSE
+7,114.2,0,0,26,360.1816667,0,0.008800253,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,923.22,0,0,0,0,Aug,1,1,1,4,Returning_Visitor,FALSE,FALSE
+2,165.2,0,0,36,983.425,0,0.010526316,0,0,Aug,2,4,8,6,New_Visitor,TRUE,FALSE
+0,0,0,0,8,41.13333333,0.025,0.0625,0,0,Jul,2,2,9,1,Returning_Visitor,FALSE,FALSE
+2,191.4,0,0,7,789.5333333,0.025,0.0375,0,0,Nov,3,3,3,5,Returning_Visitor,TRUE,FALSE
+14,484.4615789,2,14,33,898.4915789,0.004269006,0.03466118,0,0,Sep,1,8,1,3,Returning_Visitor,FALSE,FALSE
+15,419.1795254,0,0,110,10278.90421,0.0128,0.02480939,14.4030575,0,Oct,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,149.95,0,0,1,57.4,0,0.04,0,0,Jul,1,8,1,5,Returning_Visitor,FALSE,FALSE
+5,36.86666667,0,0,123,3886.823333,0.002090592,0.015563298,0,0,June,2,2,1,4,Returning_Visitor,FALSE,FALSE
+3,79.6,0,0,28,627.6542857,0.007142857,0.008214286,0,0,Sep,1,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,16.2,0,0.1,0,0,Oct,1,1,1,2,New_Visitor,FALSE,FALSE
+5,69.6,3,53,6,92.7,0,0.02,0,0,Jul,2,6,1,3,New_Visitor,TRUE,FALSE
+2,58.4,0,0,54,3708.392857,0.002631579,0.020467836,11.7031641,0,Sep,4,2,9,13,Returning_Visitor,FALSE,TRUE
+3,202.1333333,0,0,23,721.1833333,0,0.008,0,0,Sep,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,132.4,0,0.033333333,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,34.3,0,0,22,722.1333333,0.018181818,0.045,0,0,Sep,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,3,27.6,11,1167.187143,0.030769231,0.040384615,0,0,June,3,2,2,2,Returning_Visitor,FALSE,FALSE
+3,70.93333333,3,560,16,810.8333333,0,0.028070175,9.163038423,0,Jul,2,2,1,2,Returning_Visitor,FALSE,FALSE
+13,243.65,0,0,20,234.0166667,0.016,0.022,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,252.3,0,0,22.15399132,0,Nov,1,1,7,3,Returning_Visitor,FALSE,TRUE
+10,170.15,0,0,11,71.35,0,0.002352941,0,0,Aug,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,83,1543.423333,0.02804878,0.057723577,10.15253138,0,Sep,2,6,4,1,Returning_Visitor,FALSE,FALSE
+1,134,0,0,21,1429.616667,0,0.00952381,0,0,Nov,1,1,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,16,2214.666667,0,0.003921569,92.9041786,0,Oct,2,2,1,2,New_Visitor,FALSE,TRUE
+2,67.5,2,100.2,17,1770.8,0.026315789,0.035087719,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,4,9,3,Returning_Visitor,FALSE,FALSE
+1,30.2,0,0,20,293.0333333,0.019047619,0.025396825,9.775216594,0,Nov,1,2,1,1,Returning_Visitor,FALSE,FALSE
+3,49.2,0,0,17,300.7666667,0.004761905,0.022222222,0,0,Jul,1,1,3,4,Returning_Visitor,FALSE,FALSE
+2,81.6,1,0,32,2230.600476,0.0125,0.023125,0,0,Jul,2,2,9,1,Returning_Visitor,FALSE,FALSE
+3,98.1,2,28.2,130,4994.848002,0.019799499,0.036825949,0,0,Sep,2,2,4,1,Returning_Visitor,TRUE,FALSE
+2,67,0,0,8,533.3,0,0.016666667,0,0,Sep,3,2,9,2,New_Visitor,FALSE,FALSE
+10,706.5566667,0,0,53,1572.816667,0.007017544,0.024948268,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,2,5,5,122.4,0.028571429,0.042857143,0,0,Jul,3,2,2,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,426.0666667,0,0.033333333,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,161.15,0.1,0.125,0,0,Aug,3,2,3,13,Returning_Visitor,FALSE,FALSE
+2,88.6,0,0,59,458.61,0.006779661,0.007605389,0,0,Aug,3,2,1,4,Returning_Visitor,TRUE,FALSE
+7,155,0,0,20,252.9833333,0.008333333,0.025,0,0,Oct,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,135,7091.697778,0.019259259,0.037964727,0,0,Sep,2,2,2,3,Returning_Visitor,FALSE,FALSE
+5,49.2,4,379,5,74.6,0,0.018181818,8.326728149,0,Sep,2,2,8,2,New_Visitor,FALSE,FALSE
+2,84.6,0,0,43,674.5333333,0,0.005319149,45.63345378,0,Oct,2,2,1,2,New_Visitor,FALSE,TRUE
+1,85.1,0,0,8,194.2285714,0.075,0.078125,0,0,Nov,3,3,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,1076.65,0.023809524,0.036507937,10.7869918,0,Aug,2,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,41.4,0,0.066666667,0,0,Sep,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,24.2,0,0,46,1376.3,0.008163265,0.03537415,6.012671082,0,Sep,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,2,91.2,24,1017.775758,0.052564103,0.049224806,0,0,Nov,2,2,9,20,Returning_Visitor,TRUE,FALSE
+1,31.2,0,0,31,824.86,0,0.008333333,0,0,Sep,1,1,1,3,New_Visitor,FALSE,FALSE
+2,91.9,0,0,6,273.8,0,0.005,0,0,Sep,3,2,1,2,New_Visitor,TRUE,FALSE
+2,31.6,0,0,4,75.6,0,0.028571429,0,0,Aug,2,2,7,4,Returning_Visitor,FALSE,FALSE
+2,99.2,0,0,7,106.9666667,0.025,0.015,0,0,Oct,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,175.1,0,0,3,27.6,0,0.011111111,0,0,Jul,2,10,3,5,New_Visitor,FALSE,FALSE
+0,0,0,0,13,338.2,0.030769231,0.069230769,0,0,Oct,1,1,4,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,987.77,0.015238095,0.067619048,0,0,Jul,2,4,3,1,Returning_Visitor,FALSE,FALSE
+10,80.06666667,1,812,113,3282.583983,0.007377049,0.016691039,45.55270796,0,Aug,2,2,3,1,Returning_Visitor,FALSE,FALSE
+4,70.5,0,0,3,51.3,0,0.00952381,0,0,Sep,3,3,4,5,New_Visitor,FALSE,FALSE
+6,128.5,1,0,32,796.7066667,0.027027027,0.041441441,0,0,Nov,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,587.9,0.023076923,0.037179487,0,0,June,3,2,5,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,3,2,3,13,Returning_Visitor,FALSE,FALSE
+1,23.2,0,0,0,0,0,0.033333333,0,0,Oct,2,2,6,3,Returning_Visitor,FALSE,TRUE
+4,11,0,0,44,2149.190195,0.02705314,0.048201119,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,51,507.5,0.007843137,0.011671335,12.01221257,0,Oct,3,2,1,1,Returning_Visitor,TRUE,TRUE
+5,173.9666667,0,0,17,930.3666667,0.018181818,0.017272727,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+5,174.3,0,0,39,794.7131148,0.032954545,0.056528671,0,0,Sep,1,2,1,1,Returning_Visitor,FALSE,FALSE
+1,7,0,0,27,1739.575,0.038095238,0.06037037,0,0,Jul,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,415.55,0,0,115,4424.621667,0.004273504,0.023036223,13.29131586,0,Aug,2,4,4,1,Returning_Visitor,TRUE,TRUE
+2,21.2,0,0,7,897.8,0,0.055555556,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,59.4,0,0,73,891.568795,0,0,258.5498732,0,Sep,2,2,3,2,New_Visitor,FALSE,TRUE
+5,115.8,0,0,60,1516.73,0.007936508,0.01982092,0,0,Aug,2,2,4,3,Returning_Visitor,TRUE,FALSE
+5,399.2,2,34.3,42,1713.21619,0.062222222,0.090962963,3.16569129,0,June,2,2,6,13,Returning_Visitor,FALSE,FALSE
+5,106.9,0,0,211,7442.388149,0.012735849,0.028901336,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,245.4,0.025,0.08125,3.27121463,0,Sep,3,7,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,922.3,0.019047619,0.034920635,0,0,Aug,3,2,8,2,Returning_Visitor,FALSE,FALSE
+5,32,0,0,30,425.0333333,0,0.0125,0,0,Oct,2,2,7,1,Returning_Visitor,FALSE,FALSE
+4,54.4,0,0,68,2889.946154,0.002898551,0.008789401,0,0,June,4,1,4,1,Returning_Visitor,FALSE,FALSE
+2,217.8666667,0,0,15,614.6409524,0,0.027777778,0,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,150.6,0,0.033333333,0,0,Oct,2,2,3,5,Returning_Visitor,FALSE,FALSE
+3,212.6,0,0,87,3898.816667,0,0.00411985,0,0,Sep,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,160.2,0,0,13,381.6166667,0,0.011904762,0,0,Oct,1,2,3,2,New_Visitor,FALSE,FALSE
+8,85.48223443,1,5.5,227,3818.308629,0.007264957,0.018863427,0.154821253,0,Oct,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,169.1666667,0,0.036363636,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,169.2,0,0,24,1433.163333,0.008333333,0.006944444,0,0,Aug,3,2,3,4,Returning_Visitor,TRUE,TRUE
+8,125.7333333,0,0,7,81.66666667,0.033333333,0.024166667,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,22.2,0,0,9,348.54,0,0.005194805,16.1722885,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,19,447.7166667,0,0.011111111,0,0,Sep,3,2,1,2,Returning_Visitor,TRUE,FALSE
+3,86.6,0,0,41,1678.4,0.031060606,0.046893939,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+10,154.0229167,0,0,50,1388.052366,0.008611111,0.02038584,18.19675574,0,Sep,3,2,3,4,Returning_Visitor,FALSE,FALSE
+3,132.92,4,212.8,36,1335.773333,0.014285714,0.034484127,11.11383981,0,Nov,2,7,2,2,Returning_Visitor,FALSE,FALSE
+14,260.7361111,3,186.5,51,2921.902778,0.013661202,0.02989071,8.339171985,0,Nov,4,2,7,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,18,535.3995238,0,0.02962963,0,0,June,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,650.1333333,0.05,0.07962963,0,0,Jul,2,2,3,4,Returning_Visitor,FALSE,FALSE
+9,162.625,0,0,37,841.3583333,0.000724638,0.0125,0,0,Sep,2,10,1,1,Returning_Visitor,FALSE,FALSE
+3,72.6,0,0,17,544.1,0,0.002,0,0,Sep,2,2,9,2,New_Visitor,FALSE,FALSE
+3,92.6,0,0,9,626.6,0,0.024242424,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,86,5332.547778,0.013882353,0.0654082,0,0,Aug,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,4,0,0,2,44.4,0,0.05,0,0,Sep,2,10,3,5,New_Visitor,FALSE,FALSE
+5,43,0,0,36,725.3333333,0.005714286,0.017142857,0,0,Sep,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,0,0.2,0.2,0,0,Jul,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,297.3,0.013636364,0.037207792,10.95661974,0,Sep,2,2,3,1,Returning_Visitor,FALSE,TRUE
+4,81.6,0,0,45,1096.42,0.041945289,0.072659574,0,0,Jul,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,2,39.4,6,169.9666667,0,0.00625,0,0,Jul,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,42,2084.479524,0.004761905,0.014920635,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,287.5,2,12.5,9,979,0.01025641,0.041025641,0,0,Oct,1,1,4,3,Returning_Visitor,FALSE,FALSE
+6,189.8,0,0,9,208.8333333,0,0.015384615,70.31635146,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+8,129.9,0,0,70,1438.71,0.011351351,0.033766459,0,0,Jul,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,50.06666667,0,0,159,2184.484938,0.001851852,0.005588342,0,0,Oct,2,2,4,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,803.5833333,0.007142857,0.033333333,0,0,Jul,3,2,3,15,Returning_Visitor,FALSE,FALSE
+1,3,0,0,9,133.3666667,0.054545455,0.042424242,4.760328465,0,Jul,3,2,4,1,Returning_Visitor,FALSE,TRUE
+3,35.2,0,0,44,1535.666667,0.012765957,0.014184397,17.21022568,0,Jul,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,31.7,3,239.2,3,78.5,0,0.008333333,0,0,Sep,2,2,1,5,New_Visitor,FALSE,FALSE
+6,159.7,1,72.6,44,531.72,0,0.003921569,0,0,Oct,2,2,2,5,New_Visitor,FALSE,FALSE
+5,246.6,0,0,46,1805.146667,0.012244898,0.02122449,0,0,June,2,2,8,1,Returning_Visitor,FALSE,FALSE
+2,227.6,0,0,115,5284.816825,0,0.002849003,0,0,Oct,2,2,4,4,Returning_Visitor,FALSE,FALSE
+9,215.5,1,12,12,245.6,0,0.0125,0,0,Oct,2,2,4,5,New_Visitor,FALSE,FALSE
+0,0,0,0,24,950.0166667,0.009090909,0.027056277,0,0,Oct,2,2,1,20,Returning_Visitor,FALSE,FALSE
+1,28.2,1,37.3,7,70.46666667,0.058333333,0.086904762,0,0,Oct,2,2,1,20,Returning_Visitor,FALSE,FALSE
+8,173.4115512,0,0,162,5721.800123,0.001142857,0.009090249,17.79812649,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,9,336.8833333,0,0.04,30.21969637,0,Sep,1,2,6,4,Returning_Visitor,FALSE,TRUE
+8,217.4,2,67.4,24,428.3,0,0.007142857,0,0,Sep,2,4,4,5,New_Visitor,FALSE,FALSE
+2,22.2,0,0,10,163.9,0,0.018181818,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,44.4,0,0.05,0,0,June,2,10,1,3,Returning_Visitor,FALSE,FALSE
+18,608.14,6,733.8,168,4948.398759,0.006631763,0.013527508,10.15064372,0,Aug,2,2,3,1,Returning_Visitor,TRUE,FALSE
+3,444.7,0,0,59,3296.55,0.006666667,0.0265,0,0,Jul,2,2,4,13,Returning_Visitor,FALSE,FALSE
+8,376.3333333,3,69.4,161,7263.957157,0.003592814,0.007729114,3.104019139,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,81.6,0,0,10,107.2,0.018181818,0.027272727,0,0,Oct,2,2,3,20,Returning_Visitor,FALSE,FALSE
+2,31.1,3,31.2,18,792.7333333,0.013043478,0.048115942,8.611221424,0,June,2,5,3,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1555.601212,0,0.009511278,0,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+9,294.6587879,2,97.64,107,3173.210417,0.003138528,0.00912201,5.866248908,0,June,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,23.2,0,0,11,119.2,0,0.015384615,0,0,Sep,2,2,2,2,New_Visitor,TRUE,FALSE
+0,0,0,0,26,2021.4,0.007692308,0.030769231,0,0,Jul,3,3,1,4,Returning_Visitor,FALSE,FALSE
+3,47.2,0,0,2,12,0,0.04,0,0,Sep,2,5,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,65.4,0.05,0.15,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,493.58,0,0.006451613,0,0,Sep,2,2,3,2,Returning_Visitor,TRUE,FALSE
+16,314.505,0,0,37,1048.663333,0,0.008695652,87.25396293,0,Nov,1,1,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,55,1023.506667,0,0.009090909,45.71146255,0,Aug,2,2,1,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,44.8,0,0.033333333,50.36347405,0,Jul,4,1,3,1,Returning_Visitor,FALSE,TRUE
+0,0,2,17.2,93,5496.25,0.003191489,0.014078014,0.139200623,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,526.8,0,0.010526316,104.2012273,0,Sep,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,140.1666667,4,244.3,14,307.4435055,0.044444444,0.067397661,0,0,Sep,3,2,1,1,Returning_Visitor,FALSE,FALSE
+10,515.6133333,3,85.14,50,1558.62,0.003636364,0.011878788,12.12586885,0,Aug,3,2,4,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,30,469.1,0,0.015,0,0,Jul,2,4,4,4,Returning_Visitor,FALSE,FALSE
+2,20.2,0,0,16,357.4,0,0.011111111,0,0,Oct,2,2,2,2,New_Visitor,TRUE,FALSE
+1,19.2,0,0,42,2197,0,0.013636364,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,47.4,0,0,6,146.4,0.022222222,0.062962963,29.65880372,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,150.4,0,0.013333333,0,0,Nov,2,2,7,20,Returning_Visitor,FALSE,FALSE
+7,168.7,0,0,34,1062.704762,0.005405405,0.013719827,0,0,Sep,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,16,566.4866667,0,0.039365079,18.30205576,0,Sep,3,2,2,1,Returning_Visitor,FALSE,TRUE
+5,178.92,1,6,33,1017.576667,0.013157895,0.011842105,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,690.3133333,0.028571429,0.057142857,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,26.2,0,0,4,487.6,0,0.025,0,0,Sep,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,1,4,Returning_Visitor,TRUE,FALSE
+7,46.3,0,0,2,9,0,0.025,0,0,Sep,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,24,0,0.066666667,0,0,Sep,2,2,3,3,Returning_Visitor,FALSE,FALSE
+5,209.2,0,0,18,447.1666667,0.008695652,0.041304348,0,0,Aug,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,1190.941667,0,0.003174603,0,0,Nov,3,2,2,6,New_Visitor,TRUE,FALSE
+2,55.4,2,96.8,26,600.5733333,0.013793103,0.022413793,2.812474051,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,34.2,0.066666667,0.1,0,0,Oct,3,2,5,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,527.8333333,0.02962963,0.048148148,0,0,Oct,2,2,2,13,Returning_Visitor,FALSE,FALSE
+7,103.6,0,0,72,1933.559259,0.005333333,0.026377261,7.806338478,0,Sep,2,2,6,2,Returning_Visitor,FALSE,FALSE
+2,182.4,0,0,27,1165.944762,0,0.007407407,0,0,Nov,2,4,6,11,New_Visitor,TRUE,FALSE
+15,190.55,2,6,21,280.65,0.031313131,0.043198653,0,0,Oct,1,1,7,3,Returning_Visitor,FALSE,FALSE
+5,161.1076923,5,108.3,44,2982.063248,0.016352201,0.037389344,5.721365099,0,Nov,1,1,4,1,Returning_Visitor,FALSE,TRUE
+2,33.2,0,0,1,7,0,0,0,0,Oct,2,5,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,9,152,0.111111111,0.155555556,0,0,Jul,2,2,7,1,Returning_Visitor,TRUE,FALSE
+8,308.5859649,0,0,67,1784.755219,0.000352113,0.001928521,0.384720286,0,Sep,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,1660.3,0,0,2,45.7,0,0.016666667,113.9293434,0,Sep,2,10,1,2,Returning_Visitor,FALSE,TRUE
+2,36.2,0,0,22,1805.083333,0,0.008695652,3.586636448,0,Sep,2,2,1,2,Returning_Visitor,TRUE,TRUE
+13,913.5222222,3,141.88,29,1293.652222,0.002631579,0.020570175,1.483746347,0,Aug,2,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,616.5,0,0.01,0,0,Nov,3,3,1,3,New_Visitor,FALSE,FALSE
+6,180.0666667,0,0,3,111.8,0,0.007142857,0,0,Aug,2,2,9,5,New_Visitor,TRUE,FALSE
+1,20.2,0,0,77,3107.173333,0.002597403,0.017041847,18.74860165,0,Sep,2,2,7,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,15,478.26,0,0.015384615,0,0,Nov,2,2,8,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,598.6,0,0.033333333,0,0,Jul,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,747.9077778,0.027526132,0.048583043,0,0,June,1,1,7,3,Returning_Visitor,FALSE,FALSE
+5,74.4,0,0,140,2810.797158,0.001909722,0.016226074,0,0,Sep,2,2,3,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,453.9,0.101149425,0.128275862,0,0,Jul,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,94.6,0,0,1,4,0,0.05,0,0,Jul,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,1,105.1333333,17,526.3761905,0.052941176,0.045751634,0,0,June,3,2,6,13,Returning_Visitor,FALSE,FALSE
+2,73.95833333,0,0,17,864.9983333,0.025,0.0375,27.83116147,0,Sep,3,2,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,252.8,0,0.1,0,0,Oct,2,5,9,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,269.4,0.053333333,0.064444444,0,0,Aug,2,2,3,1,Returning_Visitor,FALSE,FALSE
+9,177.2,0,0,34,817.4333333,0,0.011111111,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,589.5,0.018333333,0.034416667,0,0,Aug,3,2,1,1,Returning_Visitor,TRUE,FALSE
+4,94.86666667,0,0,22,812.1357143,0.008333333,0.042708333,18.08644865,0,Jul,3,2,2,4,Returning_Visitor,FALSE,TRUE
+2,33.4,0,0,35,1795.925,0,0.01,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,143.8,2,94.8,23,890.1952381,0,0.004166667,0,0,Jul,2,2,2,1,New_Visitor,FALSE,FALSE
+7,327.2357143,4,260,42,443.4990476,0,0.022666667,18.50321705,0,Jul,2,4,6,1,Returning_Visitor,FALSE,TRUE
+2,16.2,0,0,4,60.6,0.025,0.075,0,0,Sep,2,4,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,748.2333333,0,0,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,3,2,1,1,Returning_Visitor,TRUE,FALSE
+5,57.4,0,0,21,423.5,0,0.008695652,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,186.6666667,7,790.0066667,57,1720.444748,0.000980392,0.007866316,3.801048407,0,Sep,3,2,6,2,Returning_Visitor,TRUE,FALSE
+3,54.8,1,28.2,24,203.0677778,0,0.008,44.35972562,0,June,2,2,1,4,Returning_Visitor,FALSE,TRUE
+1,27.2,0,0,9,396,0,0.02,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+19,341.8166667,1,51.4,429,9661.585763,0.00304414,0.012547206,3.459384236,0,Sep,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,80.6,0,0,39,639.4933333,0,0.005,0,0,Nov,1,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,1,0,65,934.8704274,0.008080808,0.036336088,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,54,3371.05,0.003773585,0.022012579,0,0,Jul,2,4,1,3,Returning_Visitor,FALSE,FALSE
+3,240.8,1,4,13,279.8333333,0,0.00625,0,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,3,58.6,0,0.05,113.3238614,0,Oct,2,2,9,2,Returning_Visitor,TRUE,TRUE
+3,16,0,0,63,3908.754762,0,0.001587302,1.298232174,0,Aug,4,1,6,4,Returning_Visitor,FALSE,FALSE
+0,0,1,105.8,44,868.1636364,0,0.036803966,9.550627398,0,Sep,2,6,4,2,Returning_Visitor,FALSE,FALSE
+1,52.4,0,0,16,176.1,0,0.011764706,0,0,Aug,1,1,1,5,Returning_Visitor,TRUE,FALSE
+1,8,0,0,22,699.2671429,0.028571429,0.037698413,10.79250883,0,Jul,3,2,1,1,Returning_Visitor,FALSE,TRUE
+20,199.4562728,7,299.0333333,686,23342.08205,0.009853301,0.022771363,0.150650498,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,666.2,5,173.54,27,1581.48831,0,0.010419753,35.22837227,0,Oct,3,6,3,20,Returning_Visitor,FALSE,FALSE
+3,5,0,0,16,246.3933333,0.044444444,0.075925926,0,0,Oct,3,2,1,4,Returning_Visitor,TRUE,FALSE
+6,446.3833333,0,0,28,789.1266667,0.01,0.012860238,37.5474164,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,106.6,0,0,11,203.98,0,0.004444444,0,0,Jul,2,2,1,3,New_Visitor,FALSE,FALSE
+12,221.7279167,4,144.2,136,5944.387373,0.011252599,0.031851593,2.045137389,0,Oct,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,4,1,Returning_Visitor,FALSE,FALSE
+18,167,0,0,37,1113.898538,0.016666667,0.030296143,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,6,119.6,0,0.014285714,0,0,Jul,2,2,1,2,New_Visitor,FALSE,TRUE
+10,141.6333333,0,0,13,386.3,0,0.023529412,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,35.3,0,0,2,20.1,0,0,40.27815244,0,Sep,2,2,1,6,New_Visitor,FALSE,TRUE
+1,26.2,0,0,92,2451.346667,0.007692308,0.021318681,0,0,Jul,4,1,3,1,Returning_Visitor,FALSE,FALSE
+2,46.4,0,0,8,349,0.02,0.08,0,0,Aug,4,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,13.1,62,1918.966667,0.01031746,0.022246642,0,0,Aug,2,4,1,4,Returning_Visitor,FALSE,FALSE
+0,0,2,11.4,43,763.6614286,0.004545455,0.021212121,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,137,0,0,6,185.4,0,0.028571429,44.89345937,0,Oct,2,2,7,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Oct,2,5,1,20,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,317.0666667,0.035714286,0.05,0,0,Aug,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,72.4,0.1,0.125,0,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+3,103.6,0,0,39,1003.38,0.068292683,0.08699187,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,90.8,0,0.025,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,91,4157.633333,0.01,0.028013468,0,0,Jul,2,2,1,13,Returning_Visitor,FALSE,FALSE
+6,141,0,0,47,830.3411669,0.004421769,0.028456454,0,0,Aug,1,1,4,2,Returning_Visitor,FALSE,FALSE
+4,391.3,0,0,24,1015.3,0,0.004166667,61.91792063,0,Aug,2,2,3,2,New_Visitor,FALSE,TRUE
+6,73.3,1,0,120,2872.719031,0.000226757,0.011948854,5.915342917,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+4,40.2,1,16.13333333,9,229.8833333,0,0.014285714,0,0,Oct,2,2,6,2,New_Visitor,FALSE,FALSE
+2,178.3,2,148.1,39,2237.775,0.004761905,0.012857143,26.41021956,0,Oct,1,1,3,2,Returning_Visitor,FALSE,FALSE
+4,176.9133333,1,40.8,72,1548.194444,0,0.007887882,1.891943485,0,Aug,2,4,3,5,Returning_Visitor,FALSE,TRUE
+3,26.7,2,49.4,16,703.3,0,0.01,0,0,Aug,2,4,3,4,Returning_Visitor,FALSE,FALSE
+12,178.65,0,0,77,999.0133333,0.013636364,0.026893939,5.292014182,0,June,2,2,4,13,Returning_Visitor,FALSE,FALSE
+4,72.2952381,1,103.8,27,1211.066667,0.022580645,0.064516129,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+6,130,2,14.2,30,2472.24,0.03537037,0.05723545,0,0,June,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,71,1057.2,0.122222222,0.129580026,0,0,June,3,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,1721.666667,0.038095238,0.038571429,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,2,5,7,1,Returning_Visitor,FALSE,FALSE
+7,351.0833333,1,131,53,3271.030448,0,0.005527012,13.78150822,0,Nov,1,1,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,601.0333333,0.062745098,0.092156863,18.87145759,0,Aug,3,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,25,1017.966667,0.008333333,0.017361111,0,0,Aug,3,2,4,1,Returning_Visitor,TRUE,FALSE
+3,113.8,0,0,15,336.1383333,0,0.011764706,0,0,Nov,2,4,9,3,New_Visitor,FALSE,FALSE
+0,0,0,0,39,1858.566667,0,0.002564103,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+7,143.28,0,0,27,787.2433333,0.005882353,0.044117647,0,0,Sep,1,2,3,1,Returning_Visitor,TRUE,FALSE
+5,141.14,0,0,12,305.24,0,0.013333333,0,0,June,2,2,9,3,Returning_Visitor,FALSE,FALSE
+7,135.2833333,3,92.33333333,31,892.7244444,0,0.003468013,31.14097898,0,Oct,3,2,1,5,Returning_Visitor,FALSE,FALSE
+10,519,0,0,89,2577.960349,0.012852234,0.03729051,0,0,Jul,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,2,594.1333333,39,922.4006061,0,0.001709402,154.0955389,0,Sep,3,2,1,2,New_Visitor,FALSE,TRUE
+2,76.6,0,0,38,3872.716667,0,0.002702703,0,0,Aug,2,2,3,2,New_Visitor,FALSE,FALSE
+2,49.4,2,7,4,53.2,0.028571429,0.042857143,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,260.8666667,0,0.028571429,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,29.53333333,0,0,22,814.7093939,0.004,0.021333333,14.92784091,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,35.2,2,98.8,84,8365.602222,0.008914729,0.037209302,0,0,Sep,2,2,5,1,Returning_Visitor,FALSE,FALSE
+4,40.2,1,0,12,2339.207143,0.011111111,0.036944444,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,2102.75,0.058928571,0.078333333,0,0,Jul,3,2,3,13,Returning_Visitor,FALSE,FALSE
+1,24.2,0,0,18,1014.2,0,0.02,22.9772856,0,Nov,2,2,2,13,Returning_Visitor,FALSE,TRUE
+1,216.6,0,0,34,1463.8,0.006060606,0.007575758,0,0,Nov,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,1121.433333,0.007843137,0.019607843,24.57349606,0,Jul,2,4,9,1,Returning_Visitor,FALSE,TRUE
+4,98.6,0,0,10,63.6,0.090909091,0.090909091,0,0,Sep,1,1,4,3,Returning_Visitor,FALSE,FALSE
+3,79.4,0,0,11,394,0,0.005555556,0,0,Aug,3,2,3,1,Returning_Visitor,TRUE,FALSE
+9,122.5171429,0,0,167,3890.865924,0.002339181,0.009653998,0,0,Jul,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,107.8,3,1236.2,27,1483.457143,0.022222222,0.036111111,29.71496014,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,3,2,1,4,Returning_Visitor,FALSE,FALSE
+5,69.8,0,0,87,1764.180047,0.007007576,0.032261103,0,0,June,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,5,194.4,8,197.9,0.036363636,0.054545455,0,0,Aug,1,1,3,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,676.6,0.008421053,0.026315789,0,0,Sep,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,860.5603175,0,0.009705882,0,0,Oct,3,2,6,1,Returning_Visitor,FALSE,FALSE
+6,202.1,0,0,47,3633.953333,0.00130719,0.017287582,16.14887273,0,Oct,4,2,8,1,Returning_Visitor,FALSE,FALSE
+5,85.16666667,4,365.9666667,31,538.72,0.014035088,0.029699248,0,0,Oct,4,1,3,1,Returning_Visitor,FALSE,FALSE
+2,27.2,0,0,47,1299.833333,0.008333333,0.032638889,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,92.6,0,0,30,1126.392821,0,0.006666667,67.18378365,0,Nov,2,2,1,6,Returning_Visitor,FALSE,TRUE
+4,136.5,0,0,130,3507.365152,0.022807018,0.042471564,0,0,Sep,2,4,2,1,Returning_Visitor,FALSE,FALSE
+3,55.05,0,0,18,4916.583333,0.013636364,0.018636364,20.08902391,0,Nov,2,6,5,1,Returning_Visitor,FALSE,TRUE
+1,16.2,1,8.1,17,1180.366667,0.010526316,0.052631579,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,3,2,2,3,Returning_Visitor,FALSE,FALSE
+4,21.1,2,341.6,92,2668.712121,0.018556202,0.047858483,0,0,Aug,2,2,1,3,Returning_Visitor,TRUE,FALSE
+12,430.1570175,14,622.4,85,3684.855282,0.000934579,0.009959744,34.45943549,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,71.6,0,0,28,559.8666667,0.003448276,0.013793103,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+5,53.3,0,0,4,102.2,0,0.025,31.44363136,0,Oct,2,2,6,2,Returning_Visitor,FALSE,TRUE
+1,7,0,0,11,98.1,0.035555556,0.058412698,0,0,June,1,1,1,20,Returning_Visitor,FALSE,FALSE
+1,175.48,0,0,98,12449.9,0.002291667,0.031102504,0,0,June,2,2,1,5,Returning_Visitor,FALSE,FALSE
+4,96.4,2,53.4,9,338.34,0,0.013333333,0,0,Oct,1,1,3,5,New_Visitor,TRUE,FALSE
+8,287.7,0,0,20,531.56,0,0.012121212,0,0,Oct,2,2,9,20,New_Visitor,FALSE,FALSE
+12,150.1333333,0,0,17,231,0.016,0.039333333,0,0,Sep,3,2,3,3,Returning_Visitor,FALSE,FALSE
+2,70.6,0,0,23,2244.416667,0,0.009090909,0,0,Aug,2,2,3,3,Returning_Visitor,FALSE,FALSE
+3,42.2,0,0,18,721.8,0.01,0.02,0,0,Oct,3,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,372.6,0,0.022222222,55.89978907,0,Jul,2,2,1,4,Returning_Visitor,FALSE,TRUE
+2,83.4,2,385.8,41,1194.988132,0,0.018043478,10.25950957,0,Oct,1,1,3,2,Returning_Visitor,FALSE,FALSE
+13,140.55,1,24.7,149,8147.111565,0.011111111,0.050691712,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+9,449.8166667,0,0,17,200.95,0,0.024603175,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,123.4333333,0,0,7,132.8833333,0,0.006060606,0,0,Oct,1,1,3,2,New_Visitor,FALSE,FALSE
+3,67.4,0,0,4,51.3,0,0.028571429,0,0,Oct,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,32,707.7,0.025,0.084375,0,0,June,2,2,6,13,Returning_Visitor,FALSE,FALSE
+1,78.6,0,0,5,744.8,0,0,0,0,Sep,2,2,1,4,New_Visitor,FALSE,FALSE
+6,52.7,0,0,88,1568.533333,0,0.005128205,0,0,June,2,5,1,2,Returning_Visitor,TRUE,FALSE
+7,76.15,0,0,67,1553.696667,0.008571429,0.019047619,0.68291229,0,June,2,2,2,13,Returning_Visitor,FALSE,FALSE
+10,81.36666667,0,0,7,35.16666667,0,0.006060606,0,0,Nov,2,7,8,3,Returning_Visitor,FALSE,FALSE
+3,61.65,7,380.9571429,102,3025.290325,0.014102564,0.019800052,11.43180835,0,Sep,3,2,1,2,Returning_Visitor,FALSE,FALSE
+8,187.7,0,0,21,881.35,0,0.008641975,23.42271616,0,Jul,2,4,1,2,Returning_Visitor,FALSE,FALSE
+10,579.1333333,0,0,22,539.8357143,0,0.004761905,25.5330039,0,Oct,2,2,3,2,New_Visitor,FALSE,FALSE
+1,146,0,0,7,221.4,0.025,0.0225,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,280.2,0,0.033333333,19.50605707,0,Aug,1,1,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,8,32.2,0.125,0.15,0,0,June,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,20.06666667,1,189.4,10,297.1666667,0,0.028571429,0,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+5,79.7,0,0,27,1051.55,0.00862069,0.016896552,9.128607511,0,Oct,2,5,1,13,Returning_Visitor,FALSE,FALSE
+8,161.6685714,0,0,518,11976.72135,3.83E-05,0.003837261,0,0,Oct,4,2,9,2,Returning_Visitor,FALSE,FALSE
+3,267.5,0,0,4,8,0.085714286,0.085714286,0,0,Sep,4,6,4,13,Returning_Visitor,FALSE,FALSE
+3,285.2,0,0,23,619.48,0.007692308,0.034615385,8.342755887,0,Jul,2,4,2,4,Returning_Visitor,FALSE,FALSE
+1,28.2,0,0,18,536.0857143,0,0.011111111,75.62994948,0,Aug,2,2,4,4,New_Visitor,FALSE,TRUE
+13,246.5333333,0,0,26,892,0,0.01127451,0,0,Sep,2,6,1,3,Returning_Visitor,FALSE,FALSE
+5,113.7,0,0,6,181.2666667,0.018181818,0.018181818,0,0,Nov,1,1,8,3,Returning_Visitor,FALSE,FALSE
+10,215.244507,2,245.1714286,101,3558.576942,0.008636364,0.012040588,30.87227217,0,Sep,3,2,1,2,Returning_Visitor,TRUE,TRUE
+2,29.86666667,2,99.6,13,534.4833333,0,0.004166667,0,0,Oct,1,1,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Oct,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,55,872.5916667,0,0.001212121,0,0,Aug,2,4,1,4,New_Visitor,TRUE,FALSE
+4,53.4,2,113.8,256,13453.25103,0,0.003240964,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,128.8,2,49.3,13,700.55,0,0.005882353,0,0,Jul,2,2,6,2,New_Visitor,FALSE,FALSE
+3,213,0,0,2,338,0,0,112.4141272,0,Oct,1,1,1,5,Returning_Visitor,FALSE,TRUE
+1,82.6,0,0,25,243.4666667,0.016,0.024,0,0,Aug,2,2,2,2,New_Visitor,FALSE,FALSE
+1,0,0,0,1,74.6,0.1,0.1,0,0,Oct,3,2,1,4,Returning_Visitor,FALSE,FALSE
+14,337.58,0,0,29,443.5,0,0.027027027,0,0,Oct,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,69.9,0,0,62,1846.666667,0.006060606,0.018939394,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,93.8,0,0,40,526.6853968,0.015609756,0.020412311,2.321264079,0,Aug,1,1,4,2,Returning_Visitor,FALSE,FALSE
+2,76.6,0,0,16,368.4666667,0,0.021568627,0,0,Oct,4,1,4,1,Returning_Visitor,TRUE,FALSE
+1,46.4,0,0,2,689.1,0,0.016666667,0,0,Aug,1,1,1,5,New_Visitor,FALSE,TRUE
+1,18.2,0,0,44,725.2,0.008888889,0.031111111,24.83718656,0,June,2,2,4,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,167.5,0,0.035897436,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+10,214.7833333,3,30.2,52,1968.942963,0.004166667,0.023015892,17.75267237,0,June,3,3,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,2,2,6,1,Returning_Visitor,TRUE,FALSE
+3,420.1,2,14.2,32,591.72,0.032432432,0.043745174,0,0,Oct,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,1,2,33,2601.231408,0.005882353,0.011764706,177.7714536,0,Nov,2,2,7,20,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,109.8,0.12,0.16,0,0,Aug,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,1197.8,0,0.01,0,0,Oct,2,2,3,20,Returning_Visitor,FALSE,FALSE
+6,88.6,0,0,4,59.4,0,0.028571429,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,156.2,0,0,3,50.4,0,0,92.97624144,0,Oct,2,2,7,2,Returning_Visitor,TRUE,TRUE
+4,264.1333333,1,152.2,47,906.1166667,0,0.002614379,0,0,Aug,3,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,10,204.6,0,0.02,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,258,3637.985674,0.00078125,0.008679315,0,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+13,255.9159289,0,0,255,8467.584379,0.017351104,0.025016422,0.685335799,0,June,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1372.455556,0.012903226,0.021505376,21.14016404,0,Sep,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,61.4,1,0,8,32.1,0.028571429,0.064285714,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,29,919.8995238,0,0.017091837,7.36509031,0,Aug,2,5,4,2,Returning_Visitor,FALSE,TRUE
+19,230.3948365,3,48.3,111,3276.190541,0.0088,0.011027644,0.447038663,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,3,146,23,1249.216667,0.015384615,0.029102564,15.33867021,0,Aug,3,2,3,4,Returning_Visitor,FALSE,FALSE
+1,19.2,0,0,11,663.5,0,0,0,0,Jul,2,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,198.9,0.0875,0.116666667,0,0,Jul,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,21.2,1,141,7,307.8666667,0,0,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,20.2,0,0,6,1561.2,0.028571429,0.057142857,0,0,Nov,4,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,1,13,Returning_Visitor,FALSE,FALSE
+11,734.6333333,0,0,67,3523.331111,0.002666667,0.012088889,22.2931906,0,Aug,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,1387.267857,0.036507937,0.059221273,0,0,Jul,3,2,9,13,Returning_Visitor,FALSE,FALSE
+11,104.9733333,2,41.2,27,572.8733333,0,0.011111111,23.5504394,0,Oct,2,4,1,1,Returning_Visitor,FALSE,FALSE
+3,57.5,2,66.13333333,95,2772.278333,0.024722222,0.030104167,0,0,Oct,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,23.2,0,0,23,290,0,0.033333333,0,0,Jul,2,2,8,3,Returning_Visitor,FALSE,FALSE
+1,15.2,2,62.6,84,4941.698611,0.017647059,0.038705882,0,0,Sep,1,8,6,1,Returning_Visitor,FALSE,FALSE
+0,0,2,232.7333333,23,1669.024978,0,0.016333333,0,0,June,3,2,4,2,Returning_Visitor,FALSE,FALSE
+9,132.05,4,137,56,1775.89,0,0.025520833,4.365181293,0,June,4,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,1186.6,0.02,0.08,0,0,Aug,2,5,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,7,10,672.5142857,0,0.018181818,60.71287168,0,Sep,1,1,7,2,Returning_Visitor,FALSE,TRUE
+3,58.4,0,0,12,197,0,0.028571429,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+5,224.8,0,0,30,974.9,0.00625,0.0140625,25.11150884,0,Nov,2,2,4,4,Returning_Visitor,FALSE,FALSE
+4,49.3,0,0,12,524.9692308,0,0.0125,0,0,Sep,2,2,5,2,New_Visitor,FALSE,FALSE
+4,242.8,0,0,7,238.6,0.018181818,0.063636364,0,0,Oct,2,2,1,2,Returning_Visitor,TRUE,FALSE
+1,56.4,1,7,72,2163.569524,0.015492958,0.032253521,4.286743658,0,June,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,91.65,0,0,11,553.3433333,0.015384615,0.023589744,11.62063524,0,Oct,1,1,3,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,24,985,0.070833333,0.0875,0,0,June,3,2,6,13,Returning_Visitor,FALSE,FALSE
+8,86.06190476,2,186.2333333,49,1088.636905,0.015456989,0.029589443,0,0,June,1,1,3,3,Returning_Visitor,FALSE,FALSE
+6,231.9,0,0,8,188.3,0,0.014285714,12.15713406,0,Sep,2,2,1,4,Returning_Visitor,FALSE,FALSE
+4,151.8,0,0,10,265.4,0,0.007692308,0,0,Jul,1,1,1,5,New_Visitor,FALSE,FALSE
+0,0,1,0,43,367.8166667,0.043181818,0.078787879,0,0,June,2,4,1,3,Returning_Visitor,FALSE,FALSE
+11,1305.114737,4,629.5142857,27,1161.479023,0.009803922,0.022538246,12.76490187,0,Oct,1,2,3,20,Returning_Visitor,FALSE,TRUE
+0,0,0,0,18,490.3,0.011111111,0.022222222,0,0,Sep,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,109.4,4,93.6,10,427.0666667,0,0.003125,0,0,Nov,3,2,2,6,Returning_Visitor,FALSE,FALSE
+4,76.8,0,0,59,2050.292399,0.010055755,0.022337803,0,0,Jul,2,6,2,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,171.8,0.013333333,0.046666667,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,6,0,0,97,1643.365907,0.005666667,0.015870587,24.21760276,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,42.2,0,0.04,0,0,June,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,120.6,3,183.8,85,1813.753466,0,0.005699436,0.858361456,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+4,110.5666667,0,0,28,1203.72,0.00625,0.0125,0,0,Nov,2,2,5,2,New_Visitor,TRUE,FALSE
+8,146.6,1,18.2,198,8006.695205,0.002722772,0.01852759,0,0,Jul,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,147.4,0,0,12,1226.1,0.022222222,0.037301587,5.034409251,0,Sep,3,2,2,1,Returning_Visitor,FALSE,TRUE
+3,47.8,0,0,33,451.1890072,0,0.00240967,0,0,Aug,1,1,2,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,600.3966667,0.023333333,0.04,0,0,Aug,3,2,2,13,Returning_Visitor,TRUE,FALSE
+2,37,0,0,46,3043.916667,0.030434783,0.05,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,64.4,0,0.1,0,0,Aug,3,2,6,20,Returning_Visitor,FALSE,FALSE
+11,213.9722222,4,92.3,86,3908.03349,0.015178571,0.023856289,5.659271218,0,Nov,1,2,7,1,Returning_Visitor,FALSE,FALSE
+10,1427.025,1,99.8,26,1446.520523,0.019362745,0.025837468,10.59553121,0,Aug,1,1,1,4,Returning_Visitor,FALSE,FALSE
+14,295.2,3,56.9,80,1242.063095,0.004545455,0.020707071,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,196.55,0,0,27,422.5333333,0,0.009195402,0,0,Sep,2,4,1,2,Returning_Visitor,FALSE,FALSE
+2,19.1,0,0,8,137.7,0,0.01,0,0,Aug,3,2,1,2,New_Visitor,FALSE,TRUE
+6,32.06666667,0,0,41,1921.10307,0.014074074,0.032987654,5.290262526,0,Jul,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,952.1598198,0.015839126,0.037802052,0,0,Jul,3,2,8,1,Returning_Visitor,TRUE,FALSE
+1,22.2,0,0,34,606.2,0,0.001388889,17.92983378,0,Oct,2,2,7,3,New_Visitor,TRUE,FALSE
+4,253.15,0,0,81,1839.13,0.01468254,0.018380231,0,0,Sep,3,2,3,13,Returning_Visitor,FALSE,FALSE
+8,293,0,0,12,399.0666667,0.003030303,0.010606061,37.86167396,0,Nov,4,1,3,3,Returning_Visitor,FALSE,TRUE
+3,46.4,0,0,8,168.2,0,0.033333333,4.78307258,0,Oct,2,7,7,20,Returning_Visitor,TRUE,TRUE
+0,0,0,0,9,145.9,0.022222222,0.074074074,0,0,June,1,1,2,3,Returning_Visitor,TRUE,FALSE
+1,4,0,0,8,244,0.02,0.04,15.45198077,0,Sep,2,4,1,1,Returning_Visitor,FALSE,TRUE
+1,10,0,0,14,624.4333333,0,0.015238095,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+9,275.74,1,64.4,16,273.7066667,0,0.0084,16.37978199,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,327.4,0,0,86,2806.846825,0.001532567,0.004061303,0,0,Oct,3,2,9,3,Returning_Visitor,TRUE,FALSE
+4,183.6,0,0,19,457.9,0,0.022222222,0,0,Nov,1,1,1,4,Returning_Visitor,TRUE,FALSE
+7,132,4,256.0666667,125,3674.803673,0.023134328,0.032705748,5.613708292,0,Aug,3,2,3,13,Returning_Visitor,FALSE,FALSE
+6,101.2,2,438.7,53,1692.694155,0.012068966,0.022197723,0,0,Aug,3,2,4,1,Returning_Visitor,FALSE,FALSE
+1,12.6,0,0,6,140.7,0,0.00952381,15.89480154,0,Jul,2,10,3,2,Returning_Visitor,TRUE,TRUE
+3,59.5,0,0,2,13.1,0,0.008333333,0,0,Sep,1,1,4,5,New_Visitor,FALSE,FALSE
+5,28.58333333,0,0,45,649.8632035,0.006122449,0.02755102,0,0,Jul,3,2,6,5,Returning_Visitor,FALSE,FALSE
+3,10,0,0,2,8,0,0.033333333,0,0,Sep,2,2,1,2,New_Visitor,FALSE,TRUE
+11,92.10151515,0,0,69,2183.007024,0.008552632,0.032956586,0,0,Jul,2,2,5,6,Returning_Visitor,FALSE,FALSE
+8,279.28,0,0,17,835.4180952,0,0.018571429,35.89140755,0,Aug,3,2,3,2,New_Visitor,FALSE,TRUE
+9,410.55,0,0,57,2791.060635,0,0.006917563,13.09195948,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,131,0,0,30,548.96,0.005882353,0.026470588,6.929826318,0,Nov,2,2,2,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,825.3333333,0,0,50.4111604,0,Aug,2,2,8,4,Returning_Visitor,FALSE,TRUE
+1,20.2,0,0,6,204.4,0,0.028571429,0,0,Oct,2,7,3,5,New_Visitor,TRUE,FALSE
+11,155.6,0,0,12,248.6,0,0.008823529,0,0,Aug,2,7,1,5,New_Visitor,FALSE,FALSE
+14,1097.016667,1,291.2,68,4100.255455,0.007631579,0.025614035,18.42740587,0,Aug,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,1,108.8,10,322.3666667,0,0.009090909,61.80843596,0,Nov,2,5,4,2,Returning_Visitor,FALSE,TRUE
+2,253.0666667,1,36.2,67,2568.675541,0.039047619,0.071984127,4.001173545,0,Aug,2,4,2,1,Returning_Visitor,FALSE,TRUE
+1,5,0,0,2,15.2,0,0.04,0,0,Aug,1,1,6,3,Returning_Visitor,FALSE,FALSE
+3,83.6,0,0,6,314.4,0,0.025,0,0,Oct,1,1,4,2,New_Visitor,FALSE,FALSE
+1,0,0,0,24,991.4222222,0,0.008333333,17.62211147,0,Nov,2,2,4,2,New_Visitor,TRUE,TRUE
+4,102.2,0,0,10,226.4,0.015384615,0.076923077,0,0,Oct,3,2,1,13,Returning_Visitor,FALSE,FALSE
+17,96.16060606,5,174.7,75,2549.529127,0.011818182,0.047380485,0,0,Jul,2,2,4,4,Returning_Visitor,FALSE,FALSE
+5,176.68,3,249.8,23,700.58,0.014285714,0.019047619,9.352780048,0,Oct,1,1,4,3,Returning_Visitor,FALSE,TRUE
+1,54.9,0,0,4,111.1333333,0,0,0,0,Aug,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,2,20.2,11,473.8333333,0,0.025,0,0,June,3,2,8,3,Returning_Visitor,FALSE,FALSE
+1,150.2,1,31.7,7,93.9,0,0.005555556,0,0,Oct,1,2,3,2,New_Visitor,TRUE,FALSE
+1,27.2,0,0,91,1596.412698,0.001098901,0.007912088,33.61787649,0,Sep,2,2,2,1,Returning_Visitor,FALSE,FALSE
+7,257.4,0,0,7,244.7333333,0.018181818,0.018181818,0,0,Nov,1,1,4,2,New_Visitor,FALSE,FALSE
+2,10.77142857,0,0,70,2094.138889,0.023611111,0.05224537,0,0,Jul,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,88.7,0,0,34,620.13,0.054285714,0.083095238,0,0,Oct,3,2,6,13,Returning_Visitor,FALSE,FALSE
+3,251.8142857,2,101.8,37,1722.814286,0.001025641,0.007997558,4.683075961,0,Oct,1,1,1,2,Returning_Visitor,TRUE,FALSE
+2,119.8,1,22.2,15,643.5,0,0.005882353,0,0,Sep,3,2,1,5,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,316.1333333,0,0.05,0,0,June,2,2,3,13,Returning_Visitor,FALSE,FALSE
+1,9,0,0,11,269.96,0,0.006666667,0,0,Jul,3,2,3,4,Returning_Visitor,FALSE,FALSE
+6,287,0,0,80,5046.056667,0.011084337,0.025771658,0.579785745,0,Oct,2,2,4,3,Returning_Visitor,FALSE,FALSE
+3,35.4,0,0,27,473.0833333,0,0.028965517,0,0,Nov,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,340.1,0,0.04,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+11,344.1,2,477.6,57,1475.608427,0.01641791,0.030868963,10.45977002,0,Oct,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,956.3333333,0.013333333,0.046666667,20.13907622,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,Aug,2,2,2,4,Returning_Visitor,FALSE,FALSE
+3,119.0295082,2,696.2,37,1305.527286,0.015384615,0.022135467,6.324477083,0,Aug,1,2,8,2,Returning_Visitor,TRUE,TRUE
+4,133.8,0,0,10,299.5,0.072222222,0.063095238,0,0,Jul,1,8,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,706.2,0.074774775,0.09009009,0,0,Sep,3,2,1,13,Returning_Visitor,FALSE,FALSE
+5,62.6,0,0,15,272.5,0,0.011111111,0,0,Oct,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,48,1510.383333,0.008510638,0.030927052,16.61211742,0,Aug,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,62,1,87.6,88,3634.585714,0.00556391,0.035701754,1.435224011,0,Oct,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,64,1298.20326,0.003125,0.017573302,0,0,Jul,1,1,3,4,Returning_Visitor,FALSE,FALSE
+2,68.6,0,0,10,184.6,0,0.016666667,0,0,Sep,2,2,3,2,New_Visitor,FALSE,FALSE
+10,78.9,0,0,15,718.8,0,0.015789474,0,0,Nov,2,2,4,2,New_Visitor,FALSE,FALSE
+5,85.16666667,1,8,95,3715.777564,0.01010101,0.011851852,0,0,Jul,2,4,4,1,Returning_Visitor,FALSE,FALSE
+1,19.6,0,0,0,0,0,0.088888889,0,0,Oct,3,5,1,5,Returning_Visitor,FALSE,FALSE
+14,88.19047619,5,218.65,168,4316.262171,0.003575419,0.018670927,11.71746761,0,Jul,2,2,3,1,Returning_Visitor,FALSE,FALSE
+4,104.2,0,0,19,456.9,0,0.0125,0,0,Aug,2,2,8,6,New_Visitor,TRUE,FALSE
+3,90.6,0,0,21,608.3033333,0,0.026666667,0,0,Sep,2,2,3,2,Returning_Visitor,FALSE,FALSE
+8,456.9,0,0,35,1113.783333,0,0.012017544,12.1225775,0,Oct,2,5,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,487.3209524,0,0.002380952,47.32661324,0,Oct,3,2,1,2,New_Visitor,FALSE,TRUE
+13,428.0222222,2,11,133,10338.67177,0.00027604,0.017657266,22.97507587,0,June,2,2,1,4,Returning_Visitor,FALSE,FALSE
+13,205.7,0,0,10,157.1,0.011764706,0.033333333,0,0,Oct,2,6,2,20,Returning_Visitor,TRUE,TRUE
+0,0,0,0,37,565.38,0.024324324,0.054954955,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,39.7,0,0,14,253.6,0,0.018333333,0,0,Sep,2,2,4,4,Returning_Visitor,FALSE,FALSE
+1,51.4,0,0,41,883.1395238,0.017948718,0.033333333,48.7880688,0,Jul,2,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,37,2960.971429,0.036936937,0.062012012,0,0,Oct,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,66.4,0.066666667,0.1,0,0,June,3,2,6,11,Returning_Visitor,TRUE,FALSE
+8,221.33,2,70.6,63,5245.277619,0.002739726,0.020091324,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,46.9,0,0,26,561.4,0,0.007142857,53.88782441,0,Nov,2,5,1,5,New_Visitor,FALSE,TRUE
+9,124.4266667,0,0,19,720.6766667,0,0.018933333,0,0,Oct,2,2,7,4,Returning_Visitor,FALSE,FALSE
+4,82,0,0,17,269,0.034782609,0.046376812,0,0,Jul,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,60,2072.605556,0.013793103,0.016833856,0,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,199.4904762,0,0,17.36252324,0,Sep,2,2,2,4,New_Visitor,FALSE,TRUE
+4,31.6,0,0,9,1760.7,0,0.003333333,0,0,Nov,4,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,138.8733333,0,0,179.307293,0,Nov,2,2,4,2,New_Visitor,TRUE,TRUE
+4,659.5066667,3,92.7,160,2006.59312,0.002453988,0.013361447,9.453449065,0,Aug,2,2,7,2,Returning_Visitor,FALSE,FALSE
+9,135.1,0,0,23,620.0333333,0.022222222,0.030246914,0,0,Aug,2,5,5,1,Returning_Visitor,FALSE,FALSE
+6,360.9166667,4,114.2,17,806.65,0.01,0.015,0,0,June,2,10,3,5,New_Visitor,TRUE,FALSE
+16,445.35,0,0,103,2091.037588,0.007894737,0.028165804,7.224419132,0,Oct,3,2,1,2,Returning_Visitor,TRUE,FALSE
+3,49.4,0,0,11,285.6,0,0.021428571,0,0,Oct,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,76.6,7,89.53333333,87,4131.156044,0.006593407,0.037080939,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,37.2,1,0,3,14,0,0.033333333,0,0,Sep,2,7,7,2,New_Visitor,TRUE,FALSE
+3,53.4,0,0,21,216.7,0,0.008695652,0,0,Sep,2,2,1,2,New_Visitor,FALSE,FALSE
+1,0,1,34.2,69,3051.525518,0.000714286,0.016949586,0,0,Oct,2,4,9,3,Returning_Visitor,FALSE,FALSE
+3,22.2,0,0,2,836.2,0,0.04,0,0,Sep,2,2,8,2,New_Visitor,TRUE,FALSE
+2,43.2,0,0,27,264.4,0.044444444,0.081481481,0,0,Jul,2,2,7,13,Returning_Visitor,FALSE,FALSE
+2,58.6,0,0,42,906.2333333,0,0.006976744,0,0,Nov,2,2,4,20,New_Visitor,FALSE,FALSE
+1,16.6,0,0,39,581.9419883,0,0.000732601,68.32050059,0,Aug,2,2,5,2,New_Visitor,FALSE,TRUE
+13,219.475,0,0,79,1828.884048,0,0.01252331,5.329743627,0,Oct,2,2,6,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,28,219.8,0,0.037931034,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+6,168.85,0,0,22,383.2,0.002666667,0.0096,0,0,Jul,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,92.1,2,28.2,29,852,0.00625,0.022395833,0,0,Aug,2,5,8,5,Returning_Visitor,FALSE,TRUE
+1,3.5,0,0,26,433.6366667,0,0.007692308,0,0,Jul,2,5,3,3,New_Visitor,TRUE,FALSE
+0,0,2,5,13,354.2833333,0.035294118,0.037647059,68.75226072,0,Sep,3,2,4,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,43.4,0.066666667,0.066666667,0,0,Sep,1,1,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1653.6,0.016666667,0.027777778,0,0,Jul,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,169.9866667,0.0125,0.033333333,21.27271783,0,Jul,2,2,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,17,649.02,0,0.017647059,0,0,June,2,4,3,3,Returning_Visitor,FALSE,FALSE
+9,299.45,2,48.3,54,2802.367821,0.009289968,0.025442703,16.96885494,0,Aug,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,1429.501111,0.005263158,0.018947368,0,0,June,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,337.6,0,0,2,8,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+4,120.9,0,0,7,534,0,0.02962963,0,0,Aug,2,2,7,2,Returning_Visitor,FALSE,FALSE
+3,61.26666667,0,0,7,216.3333333,0,0.00952381,0,0,Sep,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,162.2,0,0,6,156.2,0.014285714,0.1,0,0,Jul,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,43.4,0,0,5,278,0,0.033333333,0,0,Aug,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,63,2593.808333,0.036507937,0.066666667,0,0,Jul,3,2,8,20,Returning_Visitor,FALSE,FALSE
+2,57.4,2,69.4,13,1316.533333,0.011764706,0.05,0,0,Aug,2,2,3,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,27,925.2933333,0.014814815,0.030687831,0,0,June,1,1,1,4,Returning_Visitor,FALSE,FALSE
+7,109.5,0,0,25,349.6969697,0,0.019047619,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,40.4,0,0.066666667,0,0,June,2,2,1,4,Returning_Visitor,TRUE,FALSE
+3,67,0,0,5,141.2,0,0.008333333,0,0,Oct,3,2,7,1,New_Visitor,FALSE,FALSE
+13,314.6107143,0,0,358,9760.690488,0.000830955,0.004094211,0,0,June,3,2,5,1,Returning_Visitor,FALSE,FALSE
+1,26.2,1,6,28,677.5333333,0,0.019472789,0,0,Jul,1,1,6,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,3,2,1,13,Returning_Visitor,FALSE,FALSE
+5,113.6666667,0,0,25,733.1666667,0.006896552,0.041609195,0,0,Sep,1,8,1,1,Returning_Visitor,FALSE,FALSE
+3,97.8,0,0,5,60.4,0,0.025,0,0,Oct,2,2,9,2,New_Visitor,FALSE,FALSE
+3,49.4,4,321.4,91,6418.819048,0.018181818,0.046632997,13.83791777,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+10,549,5,608.45,213,9151.494242,0.003111111,0.013391698,2.568483894,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,70.4,2,47.4,8,97.9,0.05,0.058333333,0,0,June,1,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,39.2,0,0.05,0,0,Nov,1,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,137,0,0.04,0,0,Oct,2,4,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,409.3,0.007692308,0.038461538,0,0,Jul,1,1,1,1,Returning_Visitor,FALSE,FALSE
+5,52.46666667,1,34.8,6,106.3,0,0.02,0,0,Oct,2,2,3,2,New_Visitor,TRUE,FALSE
+1,0,0,0,8,1340.3,0,0.025,0,0,Sep,1,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Oct,1,2,2,5,Returning_Visitor,FALSE,FALSE
+3,59.5,0,0,3,47.2,0.033333333,0.05,0,0,Aug,1,1,1,4,New_Visitor,FALSE,FALSE
+10,593.4666667,1,21.2,39,1110.966667,0.004255319,0.010992908,112.4406212,0,Sep,4,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,346.1333333,0,0.039473684,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,76.5,0,0,55,2846.295305,0.010344828,0.028962492,0,0,Jul,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,44.2,5,801.8,12,235.3,0.002777778,0.035925926,0,0,Aug,2,2,2,2,Returning_Visitor,FALSE,FALSE
+7,398,0,0,27,770.3133333,0.006060606,0.03030303,10.05190252,0,Oct,1,8,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,27,1544.533333,0.048148148,0.080246914,0,0,June,1,1,3,3,Returning_Visitor,FALSE,FALSE
+5,20,0,0,72,3220.887143,0.024937343,0.061688596,0.975803268,0,Oct,4,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,621.7266667,0.010526316,0.024035088,0,0,Jul,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,54.6,2,22.13333333,44,1100.789082,0.008510638,0.018561297,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,19.2,0,0.1,0,0,Aug,1,1,1,1,Returning_Visitor,TRUE,FALSE
+1,43.4,0,0,30,775.8883333,0,0.006896552,0,0,Oct,2,2,4,2,New_Visitor,FALSE,FALSE
+2,74.4,0,0,42,1481.866667,0.004761905,0.004761905,44.73610411,0,Oct,2,2,7,2,New_Visitor,TRUE,TRUE
+0,0,0,0,7,49.86666667,0.085714286,0.092857143,0,0,Sep,1,1,9,3,Returning_Visitor,FALSE,FALSE
+10,128.1142857,0,0,43,811.3809524,0.006122449,0.026328773,14.92797811,0,Oct,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,889.72,0.012121212,0.044444444,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,287.2,0,0,16,473.2833333,0,0.002222222,0,0,Oct,2,2,1,2,New_Visitor,TRUE,FALSE
+8,43.95,1,56.4,31,577.65,0.011764706,0.029411765,0,0,Aug,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,29.2,0,0,66,1364.873333,0.0171875,0.036488095,16.1347001,0,Jul,1,1,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,43,778.6437229,0.010232558,0.023197087,0,0,Jul,4,1,1,3,Returning_Visitor,TRUE,FALSE
+2,70.6,0,0,27,213.0157143,0,0.007407407,79.51302667,0,Oct,2,2,1,3,New_Visitor,TRUE,TRUE
+2,46.4,1,29.2,12,303.2464286,0,0.015384615,0,0,Oct,1,1,3,2,New_Visitor,TRUE,FALSE
+1,5,0,0,5,95.1,0.066666667,0.077777778,0,0,Oct,1,1,4,4,Returning_Visitor,FALSE,FALSE
+2,46.3,0,0,2,48.4,0,0.05,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+8,66.2,3,276,25,641.8,0.006451613,0.013978495,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,345.12,0.044444444,0.072222222,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+3,51.48,0,0,16,164.8133333,0.038095238,0.05991342,0,0,Oct,1,1,6,5,Returning_Visitor,TRUE,FALSE
+2,39.2,0,0,6,86.4,0,0.028571429,0,0,Nov,1,1,3,3,New_Visitor,FALSE,FALSE
+0,0,0,0,23,373.5,0.019047619,0.050793651,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,58,1076.073649,0,0.022653941,1.81635021,0,Sep,2,2,3,2,Returning_Visitor,FALSE,FALSE
+13,345.0166667,0,0,90,1816.555008,0,0.004861111,86.31034266,0,Aug,4,2,3,4,Returning_Visitor,FALSE,FALSE
+1,119.8,0,0,10,175.35,0,0.009090909,0,0,Jul,1,1,5,3,Returning_Visitor,FALSE,FALSE
+5,218.8,0,0,5,71.4,0,0.02,11.21330466,0,Oct,2,4,7,2,New_Visitor,FALSE,TRUE
+11,373.62,9,322.8,191,3677.258176,0.009105691,0.024303938,0,0,Aug,2,2,6,1,Returning_Visitor,TRUE,FALSE
+4,193.4,0,0,3,364.7,0,0.028571429,0,0,Oct,2,2,4,4,Returning_Visitor,FALSE,FALSE
+3,318.2,0,0,7,414.8666667,0,0.01,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,234.8,0.05,0.119230769,0,0,Jul,2,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Jul,1,1,1,1,Returning_Visitor,TRUE,FALSE
+2,24,0,0,16,445.3333333,0.004444444,0.022222222,0,0,Jul,2,2,9,2,Returning_Visitor,FALSE,FALSE
+11,225.22,2,106.8,68,1607.173333,0.011392405,0.033333333,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,343.52,0,0.028571429,0,0,Jul,3,2,8,1,Returning_Visitor,TRUE,FALSE
+3,49.4,2,9,18,330.5333333,0,0.009090909,0,0,Sep,2,2,8,4,New_Visitor,TRUE,FALSE
+3,63.4,0,0,10,70.93333333,0,0.016666667,0,0,Sep,2,2,1,5,New_Visitor,FALSE,FALSE
+1,7,0,0,26,2064.5,0,0.002,0,0,Oct,2,2,3,4,New_Visitor,TRUE,FALSE
+0,0,0,0,47,1475.366667,0.010638298,0.02674772,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,999.8,0.00952381,0.031428571,0,0,Sep,3,2,1,4,Returning_Visitor,FALSE,FALSE
+2,141.6,0,0,10,728.18,0.018181818,0.065367965,14.28629744,0,Sep,3,2,1,1,Returning_Visitor,TRUE,FALSE
+11,240.1,1,0,33,668.0333333,0,0.018119658,0,0,Aug,2,4,7,2,New_Visitor,TRUE,FALSE
+1,0,3,62.4,23,708.1666667,0,0.007407407,0,0,Sep,2,2,6,4,Returning_Visitor,FALSE,FALSE
+6,109.2,0,0,31,663.2777778,0.005882353,0.007058824,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,75.6,2,68.4,2,44.66666667,0,0.033333333,0,0,Oct,2,2,7,2,New_Visitor,TRUE,FALSE
+3,346,1,15.2,29,1107.216667,0.006060606,0.006700972,69.91439226,0,Nov,2,2,5,2,Returning_Visitor,FALSE,FALSE
+3,60.73333333,0,0,27,696.9,0,0.014814815,0,0,Sep,2,2,6,4,Returning_Visitor,FALSE,FALSE
+8,114.08,0,0,37,747.48,0.041463415,0.052845528,0,0,Jul,2,10,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,447.1333333,0,0.018181818,17.29676376,0,Oct,2,2,5,2,New_Visitor,TRUE,TRUE
+5,91.31666667,0,0,29,1352.976722,0.01125,0.024522672,7.91345877,0,Nov,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,159.9,0,0,0,0,Oct,2,2,2,6,New_Visitor,FALSE,FALSE
+10,170.9263566,0,0,282,4339.924841,0.002040816,0.011461095,2.395283135,0,Sep,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,128,2787.692619,0.003125,0.014175592,0,0,Jul,2,4,4,1,Returning_Visitor,FALSE,FALSE
+9,146.3,4,137.8166667,7,197.0666667,0,0.012631579,0,0,June,2,5,2,2,Returning_Visitor,TRUE,FALSE
+2,35.8,0,0,27,785.05,0.044047619,0.069642857,0,0,Jul,2,2,4,13,Returning_Visitor,TRUE,FALSE
+2,72.6,0,0,9,198.7,0,0.018181818,0,0,Sep,2,2,7,6,Returning_Visitor,TRUE,FALSE
+1,23.2,0,0,71,3044.356667,0,0.013380282,0,0,Sep,2,2,3,2,Returning_Visitor,FALSE,FALSE
+5,153.5666667,0,0,16,742.2095238,0,0.015789474,22.89972198,0,Nov,1,1,3,5,New_Visitor,FALSE,TRUE
+0,0,0,0,22,987.6,0.009090909,0.015151515,0,0,Oct,2,2,1,4,Returning_Visitor,TRUE,FALSE
+2,23.2,0,0,3,0,0.08,0.12,0,0,Aug,2,2,3,5,New_Visitor,FALSE,FALSE
+2,174.6,0,0,12,251.2,0.061904762,0.080612245,0,0,Aug,3,2,6,1,Returning_Visitor,FALSE,FALSE
+16,178.7995495,2,47.64,193,5946.275777,0,0.008886586,9.836180753,0,June,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,128,2,136.1714286,13,847.6142857,0.013333333,0.021666667,0,0,Oct,3,2,8,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,64,3038.38,0.017534722,0.038333333,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,347.6666667,0.021212121,0.059848485,0,0,June,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,710,0.003846154,0.017521368,0,0,Aug,3,3,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,19,0,0.066666667,0,0,Jul,2,2,3,3,Returning_Visitor,FALSE,FALSE
+5,390.87,2,29.2,39,2251.116667,0.006818182,0.020887446,0,0,Sep,2,2,9,1,Returning_Visitor,FALSE,FALSE
+10,291.2357143,0,0,36,940.1044266,0,0.002845528,87.30695843,0,Aug,2,2,2,2,Returning_Visitor,FALSE,TRUE
+2,60.5,0,0,26,1145.17,0,0.003703704,0,0,Nov,1,1,2,2,New_Visitor,TRUE,FALSE
+4,218.9666667,0,0,12,672.7,0,0.004444444,83.10114264,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,47.4,0,0.066666667,26.85210163,0,Oct,3,2,7,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,54,4749.25,0.004938272,0.029938272,8.285119366,0,Oct,2,2,8,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,22,494.6333333,0,0.004545455,42.29306752,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+8,101.8511111,4,161.9666667,52,591.1542063,0,0.011448413,8.052496178,0,Jul,2,2,3,3,Returning_Visitor,FALSE,FALSE
+7,405.55,1,23.53333333,21,568.9633333,0,0.001282051,0,0,Oct,3,2,6,20,Returning_Visitor,TRUE,FALSE
+3,75.4,0,0,18,1051.42,0.00952381,0.019047619,0,0,Oct,2,5,2,2,New_Visitor,FALSE,FALSE
+3,75.6,0,0,122,1655.57,0,0.0064,17.0952864,0,Aug,2,10,4,3,Returning_Visitor,FALSE,TRUE
+6,85.96666667,1,2,76,1464.209618,0.009803094,0.01785746,0,0,Aug,3,2,8,4,Returning_Visitor,FALSE,FALSE
+8,192.4333333,2,53.4,45,1372.875238,0.004166667,0.00625,0,0,Sep,4,1,1,3,New_Visitor,FALSE,FALSE
+5,136.1,0,0,45,1424.804887,0,0.008333333,10.19295165,0,Nov,2,2,6,2,Returning_Visitor,TRUE,TRUE
+2,40.2,2,26.1,10,186.7,0,0.021428571,0,0,Oct,2,2,3,3,New_Visitor,FALSE,FALSE
+5,473.1666667,2,195.4,111,4022.812148,0.003571429,0.012351425,0,0,Aug,3,2,9,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,1338.8,0.058823529,0.094117647,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+4,341.6,0,0,3,77,0,0.022222222,0,0,Oct,3,2,8,2,New_Visitor,TRUE,FALSE
+2,25.2,0,0,13,238.5333333,0,0.009375,36.70369311,0,Oct,2,2,1,20,Returning_Visitor,FALSE,TRUE
+0,0,5,924,45,3198.186667,0.004,0.016363636,32.41773364,0,Oct,2,6,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,62,1875.103333,0.003278689,0.027868852,12.71367924,0,Sep,2,4,1,1,Returning_Visitor,FALSE,FALSE
+1,41.4,0,0,30,684.6,0.019354839,0.041935484,0,0,Aug,2,2,5,1,Returning_Visitor,FALSE,FALSE
+3,79.93333333,0,0,17,348.85,0,0.023684211,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,319.2771429,0.042857143,0.09265873,0,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,202.4,1,0,22,2006.046667,0.007142857,0.032738095,8.052231522,0,Nov,6,5,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,12,0,0.1,0,0,Aug,1,1,1,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,74,1146.469048,0.021621622,0.031306306,0.408238132,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+8,134.3733333,3,256.75,40,1773.610152,0.004255319,0.008355899,13.49047237,0,Nov,1,1,8,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,52,1218.1,0.001282051,0.030448718,0,0,Sep,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,4339.366667,0.009009009,0.036036036,13.6630847,0,Sep,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,20.2,0,0,45,580.9357143,0.004444444,0.005,0,0,Aug,2,2,1,2,New_Visitor,FALSE,FALSE
+4,93.6,0,0,8,69.4,0.090909091,0.103030303,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,54,2593.1,0.018181818,0.039393939,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,168.4,0,0,10,208,0,0.008333333,0,0,Nov,3,2,5,2,New_Visitor,FALSE,FALSE
+6,109.6,0,0,17,495.1,0,0.01,0,0,Oct,2,4,8,2,New_Visitor,FALSE,FALSE
+5,56.73333333,1,14.6,37,1123.993333,0.000696864,0.022648084,0,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+8,111.93,0,0,13,860.77,0.020952381,0.056017316,0,0,Jul,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,57,2163.96,0.039285714,0.061313776,0,0,Jul,3,2,6,3,Returning_Visitor,FALSE,FALSE
+1,28.2,0,0,20,679.5666667,0,0.006349206,0,0,Nov,2,2,2,3,New_Visitor,FALSE,FALSE
+4,338,0,0,9,724.76,0,0.022380952,0,0,Sep,3,2,2,4,Returning_Visitor,TRUE,FALSE
+2,180.9,0,0,26,1030.06,0,0.005952381,0,0,Aug,3,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,30,717.4666667,0.006666667,0.02,0,0,Jul,2,5,1,3,Returning_Visitor,FALSE,FALSE
+10,337.9,1,6,123,2396.272456,0.000902151,0.008565782,1.952553388,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,130.3,2,5,74,1903.45,0.005,0.019107143,0,0,Aug,2,2,9,13,Returning_Visitor,FALSE,FALSE
+1,0,0,0,14,503.6333333,0.013333333,0.033333333,0,0,Aug,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,48.35,2,358.6,35,676.2666667,0.005128205,0.013675214,0,0,Oct,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,22,337.1,0,0.027272727,0,0,Aug,2,4,1,3,Returning_Visitor,FALSE,FALSE
+2,30.2,0,0,29,630.3266667,0.006666667,0.023333333,0,0,Sep,2,2,6,1,Returning_Visitor,FALSE,FALSE
+3,177.88,0,0,12,311.6133333,0.05,0.052380952,0,0,Oct,3,2,2,13,Returning_Visitor,FALSE,FALSE
+7,234.4333333,0,0,85,6743.39876,0.013768116,0.033907028,0,0,Oct,2,2,8,13,Returning_Visitor,FALSE,FALSE
+10,380.4333333,0,0,39,1526.213333,0.004651163,0.014728682,0,0,Nov,2,6,5,2,Returning_Visitor,FALSE,FALSE
+6,102.4,2,44.4,33,688.3142857,0,0.022222222,0,0,Sep,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,149.2,0,0,13,272.0083333,0,0.014285714,82.021436,0,Oct,1,1,1,20,Returning_Visitor,FALSE,TRUE
+0,0,0,0,47,1153.54,0.003140097,0.039979296,0,0,Jul,1,1,6,2,Returning_Visitor,FALSE,FALSE
+1,122,0,0,71,1096.876822,0,0.003014129,0,0,Nov,3,2,1,6,Returning_Visitor,FALSE,FALSE
+15,382.3466667,2,21.6,32,1718.387778,0.004761905,0.01038961,0,0,Aug,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,266.7,0,0,18,843.0166667,0,0.015151515,9.542515706,0,Sep,2,2,1,4,Returning_Visitor,FALSE,FALSE
+4,504.3,0,0,3,7,0.05,0.0625,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1012.2,0,0.033333333,0,0,Jul,2,2,7,4,Returning_Visitor,FALSE,FALSE
+1,23.2,0,0,4,52.4,0,0.02,0,0,Oct,2,4,2,1,New_Visitor,FALSE,TRUE
+1,82.6,0,0,28,1375.133333,0,0.020689655,4.818947334,0,Oct,4,1,3,20,Returning_Visitor,FALSE,TRUE
+9,87.8,1,12,120,2016.564401,0.006451613,0.012613585,33.41173784,0,Jul,2,2,7,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,1,8,1,1,Returning_Visitor,FALSE,FALSE
+3,250.8,2,270.6,20,1424.4,0,0,31.72080812,0,Nov,2,2,5,5,New_Visitor,FALSE,TRUE
+5,170.8333333,0,0,79,1193.517172,0,0.002821869,0,0,Oct,4,1,1,2,Returning_Visitor,TRUE,FALSE
+5,256.1,2,99.7,4,417.4,0,0.01,0,0,Sep,1,1,6,2,New_Visitor,FALSE,FALSE
+7,312.8,1,4,155,2374.966713,0.025906525,0.039077841,0,0,Jul,3,2,4,13,Returning_Visitor,FALSE,FALSE
+6,259.1833333,0,0,54,784.7342857,0.004511278,0.018114342,0,0,Oct,3,2,3,2,Returning_Visitor,FALSE,FALSE
+7,301.0777778,0,0,27,1538.056725,0.013333333,0.036382031,11.15668928,0,Jul,3,2,3,2,Returning_Visitor,FALSE,FALSE
+1,106.3,0,0,32,2331.15,0.03125,0.048958333,0,0,Aug,3,2,4,1,Returning_Visitor,FALSE,FALSE
+5,116.2,0,0,38,1057.033333,0.030769231,0.05,0,0,Nov,1,8,1,1,Returning_Visitor,FALSE,FALSE
+2,39.4,0,0,62,2021.747727,0.003076923,0.015641026,0,0,Oct,2,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,81.2,0,0,23,269.9018182,0,0.008,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+3,41.3,0,0,4,55.9,0,0.014285714,0,0,June,3,2,8,2,New_Visitor,FALSE,FALSE
+12,98.85,1,129,5,22.05,0,0.015384615,0,0,Oct,2,2,1,4,Returning_Visitor,FALSE,FALSE
+1,30.7,0,0,33,1148.333333,0,0.020833333,0,0,Aug,2,5,6,1,Returning_Visitor,FALSE,FALSE
+2,61.5,0,0,6,99,0,0.008333333,0,0,Oct,1,1,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,562.1666667,0.018181818,0.053030303,0,0,June,2,2,3,3,Returning_Visitor,TRUE,FALSE
+1,38.2,1,9,21,1290.5,0,0,86.12351528,0,Nov,2,2,9,2,New_Visitor,FALSE,TRUE
+0,0,1,0,20,581.5,0.015,0.051666667,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+15,831.6222222,0,0,23,845.2788889,0,0.011944444,1.533539275,0,Nov,2,2,7,20,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,1,1,3,4,Returning_Visitor,TRUE,FALSE
+2,73.6,0,0,38,813.6016667,0.004878049,0.037398374,0,0,Nov,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,59.2,0,0.05,0,0,Aug,2,4,9,4,Returning_Visitor,FALSE,FALSE
+9,292.3,0,0,117,1953.537512,0.002892562,0.007295031,2.767055125,0,Aug,1,1,1,4,Returning_Visitor,TRUE,FALSE
+2,25.6,0,0,29,1199.916667,0,0.008888889,23.66358807,0,Jul,3,2,3,4,Returning_Visitor,FALSE,FALSE
+1,10,0,0,25,583.35,0,0.016,71.07435633,0,Oct,1,1,1,2,Returning_Visitor,FALSE,TRUE
+5,335.8,0,0,20,910.41,0,0.003333333,0,0,Nov,2,2,4,2,New_Visitor,TRUE,FALSE
+12,203.28,4,241.7,47,1975.125,0.003636364,0.015186147,0,0,Nov,4,2,4,2,Returning_Visitor,FALSE,FALSE
+7,302.9,0,0,42,651.665,0.028787879,0.060270563,0,0,Aug,1,1,1,3,Returning_Visitor,TRUE,FALSE
+2,20.2,0,0,27,2129.8,0.012903226,0.051612903,6.476760366,0,Sep,2,6,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,60,1063.666667,0.014166667,0.049722222,0,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+3,47.4,0,0,21,961.52,0.030434783,0.053623188,0,0,Aug,3,2,4,4,Returning_Visitor,FALSE,FALSE
+1,61.4,0,0,27,779.6066667,0,0.007142857,0,0,Oct,2,2,7,2,Returning_Visitor,FALSE,FALSE
+8,353.7,6,181.95,23,959.9,0.005882353,0.016666667,4.428052445,0,Nov,1,1,6,3,Returning_Visitor,TRUE,TRUE
+4,105.2666667,0,0,35,655.6847619,0,0.005128205,0,0,Nov,2,10,7,2,New_Visitor,TRUE,FALSE
+9,185.8,0,0,32,631.2766667,0.005714286,0.016095238,0,0,Sep,2,4,1,1,Returning_Visitor,FALSE,FALSE
+6,35.1,0,0,138,6440.235256,0.001891253,0.027316655,0,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+5,145.8833333,0,0,9,112.0833333,0.023529412,0.043137255,2.001640344,0,Jul,3,2,4,1,Returning_Visitor,FALSE,FALSE
+2,116.8,0,0,5,170.4,0,0.028571429,88.06848401,0,Nov,2,2,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,9,153.2,0.02,0.06,27.8892456,0,Aug,2,2,7,13,Returning_Visitor,FALSE,TRUE
+6,174.75,2,123,33,773.2566667,0.010810811,0.022972973,31.74373458,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+2,146.9,0,0,45,6707.54,0.011363636,0.019859307,4.023323663,0,Oct,2,2,8,2,Returning_Visitor,FALSE,FALSE
+1,108.8,0,0,15,387.4,0,0.004166667,0,0,June,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,11,631.4,0.054545455,0.048484848,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,June,2,4,3,3,Returning_Visitor,FALSE,FALSE
+9,433.8,2,6,28,728.7,0,0.009803922,0,0,Oct,2,10,1,3,Returning_Visitor,FALSE,FALSE
+1,29.2,0,0,7,75.6,0,0.025,0,0,Aug,1,1,4,2,New_Visitor,TRUE,FALSE
+2,11,0,0,38,938.9333333,0.039473684,0.06622807,0,0,June,3,2,2,3,Returning_Visitor,FALSE,FALSE
+3,95.6,0,0,10,337.1,0.008333333,0.029166667,0,0,Jul,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,353.7866667,0,0.016666667,36.33496365,0,June,1,1,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,6,67,0.016666667,0.05,0,0,Jul,2,4,1,1,Returning_Visitor,FALSE,FALSE
+7,204.1,0,0,5,128.7,0,0.0125,0,0,Sep,2,7,1,2,New_Visitor,FALSE,FALSE
+4,32.33333333,0,0,18,374.6,0,0.010526316,0,0,Sep,2,2,3,3,New_Visitor,FALSE,FALSE
+8,400.65,0,0,27,952.2833333,0,0.00137931,0,0,Aug,1,8,1,6,New_Visitor,FALSE,TRUE
+3,118.55,0,0,34,1948.088333,0.027027027,0.041643072,0,0,June,3,2,1,13,Returning_Visitor,TRUE,FALSE
+2,152,0,0,13,241.5833333,0.013333333,0.013333333,0,0,Sep,1,1,1,2,New_Visitor,FALSE,FALSE
+9,257.0933333,2,39.4,98,3364.64045,0.029570957,0.034691241,35.03953094,0,Sep,3,2,8,13,Returning_Visitor,FALSE,FALSE
+2,33.86666667,4,32.7,109,1759.686519,0,0.009734513,48.73081038,0,Oct,4,1,3,6,Returning_Visitor,FALSE,TRUE
+0,0,0,0,48,476.3600939,0.000694444,0.028639403,0,0,Aug,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,84,0,0,59,1720.422222,0.026984127,0.038231522,0,0,Oct,3,2,1,3,Returning_Visitor,TRUE,FALSE
+2,9,0,0,23,1516.2,0.016,0.028,17.72722287,0,June,2,2,5,2,Returning_Visitor,FALSE,TRUE
+2,14.2,0,0,53,2016.566667,0.003636364,0.036363636,8.154361332,0,June,2,2,3,3,Returning_Visitor,FALSE,TRUE
+8,97.6,0,0,24,498.9,0,0.01875,5.818151241,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,47.4,0,0,5,238.2,0,0.033333333,0,0,Sep,2,2,5,4,New_Visitor,TRUE,FALSE
+0,0,1,0,26,653.4,0.041333333,0.067142857,0,0,Jul,2,2,2,1,Returning_Visitor,TRUE,FALSE
+9,158.3555639,3,177.8,96,4162.538005,0.012378641,0.025287479,3.582981195,0,Sep,3,2,5,13,Returning_Visitor,FALSE,FALSE
+3,264,0,0,20,769.9,0.018181818,0.027272727,0,0,Nov,2,10,7,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,29,1085.9,0,0.007407407,30.54596337,0,Nov,2,2,1,4,New_Visitor,FALSE,TRUE
+0,0,7,269.6666667,24,518.85,0.019139785,0.025371224,0,0,Jul,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Jul,1,1,3,1,Returning_Visitor,FALSE,FALSE
+3,90.6,0,0,6,166,0,0.025,0,0,Jul,2,2,8,6,New_Visitor,FALSE,TRUE
+0,0,0,0,5,291.2,0.18,0.186666667,0,0,Oct,3,2,8,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,2064.766667,0.020689655,0.037356322,0,0,June,2,4,3,1,Returning_Visitor,FALSE,FALSE
+1,10.1,0,0,10,256.1857143,0,0.007407407,46.84856664,0,Aug,1,1,2,2,New_Visitor,TRUE,TRUE
+0,0,1,217.6,77,1690.489222,0.011842105,0.027846816,0,0,Sep,3,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,436.1,0.04,0.07,0,0,June,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,315.58,0,0.054545455,0,0,Jul,2,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,66,1203.817143,0.0015625,0.004166667,0,0,Sep,2,2,4,4,Returning_Visitor,TRUE,FALSE
+4,296.2,0,0,33,920.4,0,0.013513514,0,0,Oct,1,1,1,5,Returning_Visitor,FALSE,FALSE
+1,55.4,0,0,9,949.6,0,0.046666667,0,0,Oct,1,8,5,11,Returning_Visitor,FALSE,FALSE
+1,229.8,0,0,41,1083.716667,0,0.006666667,0,0,June,2,5,8,2,Returning_Visitor,FALSE,FALSE
+1,34.26666667,2,21.2,8,2398.766667,0,0.022222222,0,0,June,4,1,1,3,Returning_Visitor,FALSE,FALSE
+4,34.93333333,0,0,2,22.8,0,0.028571429,0,0,Oct,2,2,4,2,New_Visitor,FALSE,FALSE
+3,294.2,2,108.9,60,1994.023778,0.022153846,0.037014927,0,0,Sep,3,2,6,2,Returning_Visitor,FALSE,FALSE
+6,205,0,0,20,221.78,0,0.001515152,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+11,280.3366667,0,0,20,337.8533333,0,0.016296296,0,0,Sep,2,2,2,5,New_Visitor,FALSE,FALSE
+9,179.4533333,7,277.6333333,37,829.1871429,0.002325581,0.007674419,9.098216282,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,146.4,0,0.016666667,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+7,36.05,0,0,27,344.45,0,0.035714286,0,0,Jul,2,2,7,4,Returning_Visitor,FALSE,FALSE
+4,46.4,0,0,3,25.2,0,0,0,0,Oct,3,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,1001.3,0,0.057142857,0,0,June,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,794.16,0,0.012820513,0,0,Sep,4,2,1,4,Returning_Visitor,FALSE,FALSE
+5,260.1,0,0,17,341.6166667,0,0.00627451,0,0,Jul,1,1,2,4,Returning_Visitor,TRUE,FALSE
+1,18.2,0,0,22,624.76,0.009090909,0.015909091,0,0,Oct,2,2,7,3,Returning_Visitor,FALSE,FALSE
+18,198.99,2,28.2,53,2387.596667,0,0.007692308,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,109.8,1,518.8,55,3987.386667,0.005357143,0.011607143,0,0,Sep,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,157,0,0.015384615,0,0,Nov,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,2159.4,0.010344828,0.02183908,0,0,Oct,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,85,1558.529048,0.006024096,0.024257028,0,0,Aug,2,4,1,3,Returning_Visitor,FALSE,FALSE
+13,407.57,0,0,146,2650.780526,0,0.011184211,0,0,Oct,4,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,145.04,0,0.023333333,0,0,Nov,4,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,687.3848485,0,0.005208333,29.4628439,0,Nov,3,2,3,2,New_Visitor,TRUE,FALSE
+2,44.4,0,0,109,1926.701905,0,0.000262123,0,0,Aug,2,2,1,2,New_Visitor,TRUE,FALSE
+1,14.2,1,26.2,3,25.2,0,0.04,0,0,Nov,6,2,9,2,Returning_Visitor,FALSE,FALSE
+5,171.7333333,0,0,93,2087.64987,0.013829787,0.023551165,0,0,Oct,3,2,1,4,Returning_Visitor,TRUE,FALSE
+7,145.98,0,0,36,646.1533333,0,0.017719298,22.08032319,0,Aug,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,23.2,1,73.6,17,566.5666667,0,0,0,0,Jul,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,66.4,0,0,22,641.4809524,0,0.004761905,0,0,Oct,3,2,4,6,New_Visitor,FALSE,FALSE
+2,71.1,0,0,11,529.8,0,0.004545455,0,0,Oct,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,980.5666667,0,0.011111111,78.56959864,0,Sep,2,2,5,2,New_Visitor,FALSE,TRUE
+4,77.1,0,0,4,41.7,0,0.028571429,0,0,Sep,2,2,4,6,Returning_Visitor,TRUE,FALSE
+2,117.8,0,0,17,586.1,0,0.011111111,0,0,Aug,3,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,12,0,0.1,0,0,Jul,2,10,2,6,Returning_Visitor,FALSE,FALSE
+2,112.8,0,0,11,375.8,0,0.015384615,0,0,Sep,2,2,9,5,New_Visitor,TRUE,FALSE
+0,0,0,0,6,118.3,0.011111111,0.077777778,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,36.2,0,0,16,166.7062706,0,0.014705882,0,0,Aug,2,2,6,5,New_Visitor,FALSE,FALSE
+2,11,0,0,36,474.3066667,0,0.015714286,47.65907425,0,June,4,1,2,4,Returning_Visitor,FALSE,FALSE
+10,187.7166667,1,11,29,277.35,0,0.021904762,0,0,Sep,3,2,9,5,Returning_Visitor,FALSE,FALSE
+3,42.4,0,0,20,331.8914286,0,0.004761905,0,0,Aug,2,2,8,1,Returning_Visitor,TRUE,FALSE
+2,135,0,0,25,1684.375,0.014814815,0.052674897,0,0,Jul,1,1,8,3,Returning_Visitor,TRUE,FALSE
+5,106.8,0,0,20,470.8666667,0.027272727,0.045454545,0,0,Oct,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,1348.45,0.01025641,0.02039072,0,0,Jul,1,2,1,4,Returning_Visitor,FALSE,FALSE
+3,420.0666667,3,230.7,23,1251.6,0.055172414,0.079310345,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+2,153.2,1,24.2,22,615.0666667,0.008,0.036,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Oct,2,2,6,2,Returning_Visitor,FALSE,FALSE
+4,265,0,0,22,616.2033333,0.003846154,0.010470085,0,0,Nov,3,2,6,2,Returning_Visitor,TRUE,FALSE
+3,423,0,0,24,1203.533333,0,0.011111111,0,0,Oct,4,1,1,4,New_Visitor,FALSE,FALSE
+0,0,0,0,12,309.3666667,0.014285714,0.019047619,14.37785831,0,Sep,3,2,1,6,New_Visitor,FALSE,TRUE
+7,138.15,0,0,9,232.31,0,0.028717949,0,0,Oct,2,2,5,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,318.0666667,0.025,0.033333333,0,0,Jul,3,2,3,1,Returning_Visitor,FALSE,FALSE
+14,512.5805785,4,211,61,2362.724563,0.005615082,0.024507322,27.61615655,0,Oct,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,6,0,0,37,501.7666667,0.01025641,0.020512821,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,9,0,0,22,1889.25,0,0.024603175,0,0,Aug,2,2,7,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Jul,3,2,9,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,4,1,Returning_Visitor,TRUE,FALSE
+1,0,0,0,7,82.2,0.057142857,0.114285714,0,0,June,3,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,320.25,0,0.013333333,52.17313647,0,Oct,2,2,1,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,43.9,0,0.02,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,144.8,1,96.2,34,1374.630952,0.019973545,0.028024691,0,0,Jul,1,1,3,4,Returning_Visitor,FALSE,FALSE
+2,187.9,4,100.1,29,2107.033333,0,0.024242424,0,0,Oct,1,1,3,1,Returning_Visitor,FALSE,FALSE
+6,56.89,0,0,40,1296.916144,0,0.022634921,1.342134935,0,Sep,2,2,7,1,Returning_Visitor,FALSE,FALSE
+5,127.8,0,0,15,766.8238095,0,0,65.4726506,0,Aug,1,8,4,1,Returning_Visitor,FALSE,TRUE
+6,352.3666667,0,0,11,605.6166667,0,0.008888889,0.714623214,0,June,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,0,0,0,1,17.2,0.05,0.15,0,0,Aug,2,2,1,5,Returning_Visitor,FALSE,FALSE
+4,36.3,2,11,71,3287.216667,0.031506849,0.055342466,0,0,Sep,4,1,9,3,Returning_Visitor,TRUE,FALSE
+3,32.1,0,0,3,21.1,0.028571429,0.042857143,0,0,June,3,2,6,5,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,2,2,4,13,Returning_Visitor,FALSE,FALSE
+4,118.7,0,0,3,89.5,0,0.047619048,0,0,Nov,3,2,1,4,Returning_Visitor,FALSE,FALSE
+13,266.047619,9,985.4833333,179,11492.20838,0.020689931,0.028728531,0,0,June,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,383.8,0,0,11,92.4,0,0.016666667,0,0,Jul,2,2,9,2,New_Visitor,FALSE,FALSE
+5,91,2,232.8,246,9227.371429,0.006425703,0.024959839,0,0,Oct,4,1,4,3,Returning_Visitor,TRUE,FALSE
+4,365.0333333,0,0,9,461.7333333,0.026666667,0.032991453,33.60744027,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,98.4,0,0,16,156.3333333,0,0.007843137,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,78.6,0,0,2,18.2,0,0.02,0,0,Jul,3,2,3,2,New_Visitor,TRUE,TRUE
+2,13,0,0,66,2061.926508,0.013235294,0.014202682,0,0,Jul,3,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,226.8,0.04,0.06,12.83702398,0,Nov,1,1,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,116.6666667,0.04,0.05,0,0,Oct,3,2,1,3,Returning_Visitor,TRUE,FALSE
+1,109.8,0,0,17,418.8233333,0,0.001388889,0,0,Oct,2,4,1,3,New_Visitor,FALSE,FALSE
+1,5,2,31.7,6,104.25,0,0.007407407,0,0,June,2,5,7,11,New_Visitor,FALSE,FALSE
+10,163.425,0,0,73,1077.511667,0,0.005833333,0,0,Nov,2,2,5,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,1926.133333,0.011764706,0.027647059,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+6,184.32,0,0,8,163.22,0,0.018181818,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+2,13.1,0,0,62,5556.932698,0,0.020625,4.964521194,0,Sep,2,2,3,2,Returning_Visitor,TRUE,FALSE
+2,132.4,0,0,11,296.3,0,0.015384615,0,0,Sep,2,4,3,2,New_Visitor,FALSE,FALSE
+4,39.48,0,0,33,549.78,0,0.005555556,0,0,Sep,3,2,4,1,New_Visitor,FALSE,FALSE
+11,211.0333333,3,173.2333333,62,1340.676667,0.000391389,0.019726027,17.42324027,0,Aug,2,2,7,2,Returning_Visitor,FALSE,FALSE
+3,51.8,0,0,23,864.0071429,0,0.008,13.52088614,0,Nov,2,4,5,2,Returning_Visitor,FALSE,FALSE
+15,309.6333333,2,45.8,50,2230.986667,0,0.004371585,40.77935433,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+1,67.4,0,0,14,590.5533333,0,0.007142857,38.06520001,0,Aug,2,2,1,5,New_Visitor,FALSE,TRUE
+1,28.2,0,0,1,0,0,0.05,0,0,Sep,1,1,1,5,New_Visitor,FALSE,TRUE
+1,15.2,1,13,39,1706.119697,0.010365854,0.030371661,5.251288882,0,June,2,2,2,2,Returning_Visitor,TRUE,FALSE
+5,46.8,0,0,33,743.2666667,0.005,0.021666667,0,0,Nov,2,2,4,1,Returning_Visitor,TRUE,FALSE
+15,584.2,0,0,73,2693.963452,0,0.001298701,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+9,356.7464198,4,1109.533333,81,6847.936896,0.015227273,0.022982896,5.046329077,0,Oct,1,1,3,1,Returning_Visitor,FALSE,FALSE
+2,32.2,0,0,11,222.5,0,0.015384615,0,0,Aug,2,2,1,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,123.3,0,0,67.98927956,0,Oct,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,June,1,1,3,2,Returning_Visitor,FALSE,FALSE
+11,604.73,0,0,63,1276.843158,0,0.006712329,0,0,Jul,2,2,8,6,New_Visitor,FALSE,TRUE
+4,464.5,0,0,9,635.7238095,0,0.002777778,0,0,Jul,1,1,3,2,New_Visitor,FALSE,FALSE
+6,240.9,2,201.4,237,9437.769068,0.010204082,0.030380952,1.453831135,0,June,2,4,3,1,Returning_Visitor,FALSE,TRUE
+1,32.2,0,0,17,876.4285714,0,0.0040625,0,0,Jul,3,2,1,3,Returning_Visitor,FALSE,TRUE
+6,102.5,0,0,23,351.0333333,0,0.015517241,0,0,Oct,1,1,1,4,Returning_Visitor,FALSE,FALSE
+1,16.2,0,0,42,1369.7,0,0.01969697,11.33037122,0,Jul,2,5,3,3,Returning_Visitor,FALSE,FALSE
+3,77.6,0,0,3,8,0.033333333,0.066666667,0,0,June,2,2,6,2,Returning_Visitor,FALSE,FALSE
+2,150.6,0,0,86,2554.562381,0.023255814,0.041100372,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,94,2,44.2,56,1430.208205,0.02,0.030388889,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+1,4.333333333,0,0,3,14.33333333,0.006666667,0.074444444,0,0,June,4,2,1,5,Returning_Visitor,TRUE,TRUE
+5,72.57333333,10,208.6,27,1091.323333,0.005,0.029166667,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,85.6,0,0,1,5,0,0.033333333,0,0,Sep,2,4,1,5,New_Visitor,FALSE,TRUE
+9,233.6224044,0,0,35,1941.066667,0.01255814,0.02917153,0,0,Aug,3,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,190.6,0,0.02,0,0,Jul,2,2,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,40,1161.9,0.055,0.08,0,0,Sep,1,8,6,1,Returning_Visitor,FALSE,FALSE
+4,102.6,0,0,34,2633.4,0.018974359,0.020989011,0,0,Sep,1,1,3,4,Returning_Visitor,FALSE,FALSE
+5,109.6,1,3,29,1980.266667,0.006060606,0.026262626,0,0,Jul,2,2,1,4,Returning_Visitor,FALSE,TRUE
+1,6,0,0,27,1496.466667,0.04691358,0.069982363,7.468469311,0,Jul,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,344.1714286,0.007017544,0.007017544,13.59007196,0,Oct,1,1,3,2,Returning_Visitor,FALSE,TRUE
+3,35.4,0,0,38,937.8075758,0.01025641,0.039316239,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+4,46.3,0,0,2,22.83333333,0,0.033333333,0,0,Nov,2,2,6,2,New_Visitor,TRUE,TRUE
+7,611.0333333,2,13,81,1719.375714,0.004494382,0.009737828,6.49444108,0,Oct,1,1,6,2,Returning_Visitor,TRUE,FALSE
+5,95.1,4,116.8,53,1696.567619,0.003508772,0.017602339,0,0,Oct,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,445.9,0.058333333,0.079166667,0,0,Aug,2,4,1,1,Returning_Visitor,FALSE,FALSE
+4,50.9,0,0,60,2686.402922,0.016666667,0.022713675,0,0,Oct,2,4,5,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,852.2,0.164230769,0.18034188,0,0,Aug,3,2,4,13,Returning_Visitor,FALSE,FALSE
+1,81.6,0,0,42,2017.520714,0,0.023696145,0,0,Oct,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,25,1978.7,0.032,0.06,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,43.4,2,16.2,31,1279.806667,0.006857143,0.02952381,0,0,Sep,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,65.4,0,0.1,0,0,Jul,2,2,9,13,Returning_Visitor,TRUE,FALSE
+5,74.6,3,43.4,67,1207.653333,0.020833333,0.047826279,0,0,Aug,2,2,6,1,Returning_Visitor,FALSE,FALSE
+4,822.7666667,0,0,17,1229.466667,0,0.041269841,0,0,June,2,2,1,16,Returning_Visitor,FALSE,TRUE
+1,71.6,0,0,7,286.7,0,0.008333333,0,0,Aug,1,1,7,3,New_Visitor,FALSE,FALSE
+0,0,0,0,7,71.6,0.028571429,0.071428571,0,0,Nov,1,1,9,4,Returning_Visitor,FALSE,FALSE
+10,664.0866667,3,18.5,26,1494.053333,0.021212121,0.028542569,20.35484005,0,Nov,3,2,1,20,Returning_Visitor,FALSE,FALSE
+1,19.2,0,0,22,443.8333333,0,0.002380952,0,0,Nov,1,1,2,3,Returning_Visitor,FALSE,FALSE
+4,34.4,0,0,12,189.4333333,0,0.014285714,0,0,Sep,2,10,4,4,New_Visitor,FALSE,FALSE
+0,0,0,0,22,817.9590698,0.056060606,0.079518398,0,0,Sep,3,2,3,1,Returning_Visitor,TRUE,FALSE
+1,54.4,6,505.6,21,838.15,0,0,0,0,Nov,2,2,3,2,New_Visitor,TRUE,FALSE
+1,0,3,80,125,3835.564121,0.022076923,0.039945665,1.002042069,0,Jul,1,1,1,3,Returning_Visitor,FALSE,TRUE
+1,13,0,0,28,611.94,0,0.006896552,0,0,Sep,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Aug,1,2,8,1,New_Visitor,FALSE,FALSE
+2,126.3333333,0,0,11,401.0133333,0,0.022222222,45.12532172,0,Nov,1,1,3,2,Returning_Visitor,TRUE,TRUE
+13,869.1666667,2,28.2,97,2865.817778,0.009345794,0.024205607,0,0,Oct,2,6,1,1,Returning_Visitor,FALSE,FALSE
+9,524.9333333,2,30.66666667,31,1157.444833,0.005698006,0.02881889,10.79674946,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+3,44.22857143,0,0,13,311.79,0,0.002666667,34.03997536,0,June,2,2,1,5,New_Visitor,FALSE,TRUE
+0,0,0,0,7,238.9333333,0,0.014285714,0,0,Sep,2,2,4,2,Returning_Visitor,FALSE,FALSE
+3,105.2,0,0,25,830.9366667,0.007142857,0.004285714,70.2595851,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,27.2,0,0,58.37208988,0,Nov,2,2,4,20,Returning_Visitor,FALSE,TRUE
+1,0,0,0,28,2195.580952,0,0.021428571,8.391281758,0,Oct,1,1,3,2,Returning_Visitor,FALSE,TRUE
+2,17,0,0,32,2026.2,0,0.029411765,1.332510752,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,66.4,3,41.2,138,4031.561667,0.002857143,0.010238095,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+8,466.6166667,5,81.4,25,1220.175,0.02,0.040444444,0,0,Aug,3,2,3,2,Returning_Visitor,TRUE,FALSE
+3,63,0,0,2,14.6,0,0.016666667,0,0,Oct,1,1,1,2,New_Visitor,FALSE,FALSE
+6,93.9,0,0,19,323.3740476,0.024242424,0.032223645,19.39995042,0,Sep,2,2,3,1,Returning_Visitor,TRUE,FALSE
+2,79.6,0,0,24,433.36,0.008333333,0.009722222,0,0,Aug,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,159.2,0,0,21,526.5,0,0.009090909,0,0,Aug,3,2,1,1,Returning_Visitor,TRUE,FALSE
+2,34.4,0,0,18,379.6166667,0.035,0.059166667,0,0,Jul,2,2,6,1,Returning_Visitor,FALSE,FALSE
+16,825.9400176,1,120.8,109,2110.422354,0.005177873,0.014936612,2.491316021,0,Aug,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,49.75,0,0,20,547.4007937,0,0.011688312,15.06586317,0,Nov,3,2,5,2,Returning_Visitor,FALSE,TRUE
+0,0,3,12,21,330,0.069565217,0.091304348,0,0,June,2,2,4,13,Returning_Visitor,FALSE,FALSE
+2,19.6,0,0,22,1089.5,0,0.026086957,0,0,Oct,2,5,1,3,Returning_Visitor,FALSE,FALSE
+4,54.8,0,0,3,20.25714286,0,0.028571429,0,0,Aug,1,1,3,2,Returning_Visitor,FALSE,FALSE
+8,92.93333333,0,0,78,2063.642844,0.007407407,0.011934156,0,0,Sep,3,2,6,13,Returning_Visitor,FALSE,FALSE
+4,246.8,0,0,13,175.7666667,0.04,0.053333333,0,0,Sep,3,2,1,1,Returning_Visitor,FALSE,FALSE
+12,263.46,7,145,71,1683.744444,0.004878049,0.016666667,42.14163315,0,Oct,2,10,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0,0.2,0,0,Jul,1,1,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,4006.352857,0.009756098,0.014634146,48.99526482,0,Aug,2,2,7,2,Returning_Visitor,FALSE,TRUE
+9,551.7944444,4,124.2,94,5579.315873,0,0.007335491,0,0,June,2,2,5,2,New_Visitor,FALSE,FALSE
+2,56.4,0,0,45,3166.333333,0,0.004891304,4.859624751,0,Aug,2,2,2,1,Returning_Visitor,TRUE,FALSE
+6,90.1,0,0,35,643.05,0,0.015789474,0,0,Oct,1,1,3,4,Returning_Visitor,TRUE,FALSE
+4,62.9,5,482.4,4,128.5,0,0.018181818,0,0,Sep,2,2,1,5,New_Visitor,FALSE,FALSE
+14,128.8095238,2,41.6,37,1584.770476,0.009302326,0.029296378,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+10,148.9,0,0,25,692.22,0.038709677,0.039354839,0,0,Oct,1,1,7,1,Returning_Visitor,TRUE,FALSE
+2,94.6,1,108.8,42,1157.783333,0,0.032222222,0,0,Oct,2,4,1,1,Returning_Visitor,TRUE,FALSE
+6,90.6,0,0,10,384.8,0,0.015384615,0,0,Aug,1,2,3,2,New_Visitor,TRUE,FALSE
+4,71.2,0,0,6,178.8,0,0.014814815,0,0,Aug,1,1,1,5,New_Visitor,FALSE,FALSE
+4,45.7,1,0,13,94.6,0.041666667,0.070670996,0,0,Jul,3,2,2,4,Returning_Visitor,FALSE,TRUE
+8,164.4666667,0,0,3,26.7,0.022222222,0.044444444,0,0,Oct,3,2,4,4,New_Visitor,TRUE,FALSE
+9,352.2333333,0,0,49,2268.900677,0,0.017407407,0,0,Aug,1,2,9,2,Returning_Visitor,FALSE,FALSE
+3,66.4,0,0,16,516.4785714,0.022222222,0.035555556,0,0,Sep,3,2,3,5,Returning_Visitor,FALSE,FALSE
+7,194.4,0,0,5,46.2,0.0125,0.0375,0,0,Jul,2,2,4,5,New_Visitor,FALSE,FALSE
+0,0,0,0,8,257.4,0,0.028571429,0,0,Jul,2,2,1,1,Returning_Visitor,TRUE,FALSE
+3,1178.6,4,124.8,18,1716.373333,0.008333333,0.016666667,0,0,Jul,2,5,6,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,22,380.8066667,0.019047619,0.013333333,0,0,Jul,1,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1737.016667,0.034482759,0.048357964,1.444763592,0,June,3,2,4,3,Returning_Visitor,TRUE,FALSE
+2,34.2,0,0,32,929.91,0.006060606,0.026262626,0,0,Aug,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,158.6,0,0.013333333,0,0,Jul,1,1,4,4,Returning_Visitor,FALSE,FALSE
+4,51.2,0,0,11,1297.25,0.014285714,0.054761905,18.65904914,0,Oct,2,2,2,4,Returning_Visitor,FALSE,FALSE
+14,181.0733333,3,58.4,18,450.5066667,0,0.011111111,0,0,Oct,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+7,169.35,2,182.2,29,1612.983333,0.005882353,0.013697479,0,0,Nov,2,2,8,2,Returning_Visitor,FALSE,FALSE
+5,175.1,0,0,26,615.5595238,0,0.002083333,62.77367187,0,Sep,1,1,1,3,New_Visitor,TRUE,TRUE
+4,52.5,0,0,12,234.4,0,0.013333333,0,0,Oct,2,2,1,2,New_Visitor,FALSE,FALSE
+5,269.8,0,0,8,312.3333333,0,0.01,0,0,Nov,1,1,9,4,Returning_Visitor,FALSE,FALSE
+11,369.8333333,4,109.8,150,5962.205556,0.005345912,0.015283019,0,0,June,2,2,5,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,15,228.8,0.01875,0.06875,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+8,107.7,0,0,8,135.0666667,0,0.005128205,0,0,June,2,2,1,5,New_Visitor,FALSE,FALSE
+8,237.8326007,0,0,84,2759.135058,0.005681818,0.02926548,4.477838682,0,June,1,1,2,2,Returning_Visitor,FALSE,FALSE
+1,6,0,0,10,506.4,0,0.02,0,0,Sep,1,1,3,5,New_Visitor,TRUE,FALSE
+6,93.3,0,0,70,2678.055238,0,0.005868545,0,0,Jul,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,337,0.02,0.032222222,0,0,Jul,1,8,1,1,Returning_Visitor,FALSE,FALSE
+3,343.0666667,0,0,63,1108.369762,0,0.002786596,7.826836353,0,Aug,2,10,1,2,Returning_Visitor,FALSE,TRUE
+5,73.8,0,0,5,82.5,0,0.028571429,0,0,Aug,2,5,6,5,New_Visitor,FALSE,FALSE
+6,161.52,0,0,14,295.6974359,0,0.026315789,0,0,Nov,3,2,8,2,Returning_Visitor,FALSE,FALSE
+15,292.88,1,48.35,130,3645.909048,0.001459854,0.008515815,10.41358118,0,Nov,2,4,8,2,Returning_Visitor,FALSE,FALSE
+4,83.6,0,0,42,3333.076068,0.011627907,0.027506986,0,0,Aug,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,749.8,0,0.015384615,23.00459544,0,Jul,2,2,1,4,New_Visitor,FALSE,TRUE
+0,0,0,0,75,2532.960656,0.004266667,0.030748538,0,0,Aug,1,6,1,1,Returning_Visitor,FALSE,FALSE
+1,55.4,0,0,28,630.6466667,0,0.016666667,12.58722248,0,Sep,2,4,7,4,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,0,0.2,0.2,0,0,Jul,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,17.6,0,0,12,1192.866667,0,0.019230769,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+6,81.12,0,0,26,2134.103333,0,0.014583333,13.38353821,0,Jul,2,2,1,6,Returning_Visitor,FALSE,FALSE
+1,139,3,871.4,137,7672.152381,0.00177305,0.011631206,37.72031898,0,Oct,2,2,4,2,Returning_Visitor,FALSE,TRUE
+2,50.4,0,0,14,497.8,0.011458333,0.018333333,0,0,Sep,3,6,1,2,Returning_Visitor,FALSE,FALSE
+1,18.6,2,54.4,45,1390.40359,0.017021277,0.023262411,0,0,Jul,3,2,7,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Aug,1,1,3,1,Returning_Visitor,FALSE,FALSE
+1,36.3,0,0,1,0,0.053333333,0.093333333,0,0,Sep,3,2,3,6,Returning_Visitor,FALSE,TRUE
+4,184.3666667,0,0,3,52.26666667,0,0.021212121,0,0,Oct,3,2,1,5,Returning_Visitor,FALSE,FALSE
+0,0,3,114.8,22,583.0933333,0,0.015942029,2.749716646,0,Sep,1,1,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,35.2,0,0.1,0,0,June,2,2,2,3,Returning_Visitor,TRUE,FALSE
+1,18.2,0,0,0,0,0,0.066666667,0,0,Oct,2,4,1,5,New_Visitor,FALSE,FALSE
+8,185,0,0,12,368.9,0.00625,0.02375,0,0,Oct,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,15.2,2,55.4,52,3019.805397,0,0.002724518,0,0,Nov,2,6,1,1,Returning_Visitor,FALSE,FALSE
+19,902.16,2,39.2,27,1171.471429,0,0.019152047,16.43725303,0,Nov,2,5,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,June,2,2,2,3,Returning_Visitor,FALSE,FALSE
+4,131.1,0,0,13,777.05,0,0.003921569,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,124,0,0,2,112.8,0,0.025,0,0,Aug,2,2,1,1,New_Visitor,FALSE,FALSE
+2,17,0,0,6,35.2,0.025,0.075,0,0,Aug,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,100.92,0,0,9,168.02,0,0.045454545,0,0,Oct,3,2,1,1,Returning_Visitor,TRUE,FALSE
+11,268.2,2,71.1,49,1758.25,0,0.020562771,0,0,Sep,2,5,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,381,0.045,0.075,0,0,June,1,1,2,3,Returning_Visitor,FALSE,FALSE
+4,95.8,2,35.7,14,380.2666667,0,0.011111111,0,0,Oct,2,4,7,2,New_Visitor,FALSE,FALSE
+2,182.4,1,0,19,555.4,0.027272727,0.053030303,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,7,0,0,24,445.4333333,0.017391304,0.02173913,0,0,Aug,1,1,4,3,Returning_Visitor,TRUE,FALSE
+2,41.2,0,0,51,820.4833333,0,0.008627451,0,0,Oct,4,1,1,1,Returning_Visitor,FALSE,FALSE
+2,28.2,0,0,16,312.2,0.033333333,0.048148148,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,5,0,0,7,1252.766667,0.025,0.021428571,0,0,Sep,1,2,7,4,Returning_Visitor,FALSE,FALSE
+2,209.5,0,0,102,2436.287879,0.051797386,0.060539216,0,0,Oct,3,2,1,13,Returning_Visitor,FALSE,FALSE
+3,204.4,0,0,4,117,0,0.028571429,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+4,46.4,0,0,5,61.4,0,0.014285714,0,0,Oct,2,2,4,4,New_Visitor,FALSE,FALSE
+4,45.4,0,0,14,339,0,0.010526316,0,0,Jul,2,2,1,5,New_Visitor,FALSE,FALSE
+2,27.2,0,0,62,976.3333333,0.009375,0.015625,0,0,Nov,2,5,7,1,Returning_Visitor,FALSE,FALSE
+1,45.4,0,0,15,114.9,0,0.025,0,0,Jul,2,2,3,4,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,1,8,3,4,Returning_Visitor,TRUE,FALSE
+0,0,0,0,33,1985.933333,0,0.02969697,0,0,Jul,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,47.8,0,0,7,183,0.018181818,0.072727273,0,0,Jul,3,3,3,4,Returning_Visitor,FALSE,FALSE
+1,23.2,0,0,24,704.5666667,0,0.011538462,14.22049566,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+3,80.5,0,0,62,2337.196667,0.008196721,0.023911007,0,0,Aug,2,2,5,1,Returning_Visitor,FALSE,FALSE
+4,124.7,5,88.9,11,577.6,0.010526316,0.010526316,0,0,June,3,2,3,2,New_Visitor,FALSE,FALSE
+4,155,0,0,31,2130.693837,0.025,0.032482778,0,0,Nov,3,2,8,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,96,0,0.025,54.20146753,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+4,282.1,0,0,7,107.6,0,0.011111111,0,0,Aug,1,1,2,5,New_Visitor,FALSE,FALSE
+7,148.6,3,99.6,8,144.9,0,0.021052632,27.14408757,0,Sep,2,2,1,2,Returning_Visitor,FALSE,TRUE
+6,83.4,1,102.3,34,970.6266667,0.008823529,0.014313725,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,104,3528.060714,0.006213018,0.035602227,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,798.3,0.026086957,0.047826087,0,0,Aug,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,4,1,New_Visitor,FALSE,FALSE
+0,0,0,0,6,286.2,0,0.022222222,0,0,Aug,2,2,6,1,Returning_Visitor,FALSE,FALSE
+9,228.2,1,0,7,186.4,0.02,0.03,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+4,271.2,0,0,4,144.6,0,0.014285714,0,0,Oct,3,2,1,2,Returning_Visitor,FALSE,FALSE
+7,140.5733333,1,108.8,43,1912.751905,0.008333333,0.007777778,19.64189593,0,Nov,3,2,6,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,31.2,1,42.4,13,134.45,0,0.0125,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,53,2121.311111,0.020754717,0.060754717,0,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,229,2,40.02,71,2576.432121,0.01027027,0.045526366,0,0,Oct,1,1,2,1,Returning_Visitor,TRUE,FALSE
+4,68.4,0,0,14,337.5333333,0,0.023529412,0,0,Aug,2,2,7,2,New_Visitor,FALSE,FALSE
+7,165.1,0,0,63,1422.103333,0,0.008766234,0,0,June,4,2,2,3,Returning_Visitor,FALSE,FALSE
+1,15.2,0,0,30,515.5333333,0,0.016666667,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,18.2,0,0,44,1310.5,0.042222222,0.065925926,0,0,Oct,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,460.2,0.061111111,0.111111111,0,0,Jul,2,2,6,4,Returning_Visitor,FALSE,FALSE
+0,0,3,201.9,27,393.3,0,0.006666667,3.92827844,0,Sep,2,2,1,4,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,390.9,0.013333333,0.066666667,0,0,Aug,2,2,6,3,Returning_Visitor,FALSE,FALSE
+4,237,3,87.7,16,379.3,0.021212121,0.057575758,0,0,Oct,7,1,1,3,Returning_Visitor,FALSE,FALSE
+3,145.2,0,0,11,1646.366667,0,0.027777778,0,0,June,2,2,2,1,Returning_Visitor,FALSE,FALSE
+14,286.5333333,2,118.8,31,835.71,0,0.007317073,33.05509961,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,150.8666667,0,0.02,0,0,Sep,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,652.7,0,0.02962963,0,0,Jul,2,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,62.4,0,0.05,23.79060609,0,Aug,1,1,8,3,New_Visitor,FALSE,TRUE
+6,44.4,1,0,38,2001.7,0.006342495,0.030232558,0,0,June,2,2,2,3,Returning_Visitor,FALSE,FALSE
+4,75.86666667,0,0,72,1822.866667,0.006756757,0.024774775,11.34860076,0,June,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,68.6,0,0,73,2265.492857,0.011111111,0.00716821,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+4,47.3,1,0,32,1870.966667,0,0.037037037,0,0,Aug,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,180.4,0,0,12,2646.4,0.042857143,0.052380952,0,0,Oct,2,2,2,20,Returning_Visitor,FALSE,FALSE
+2,172.4,3,134,15,569.4933333,0,0.025,0,0,Sep,2,2,1,2,Returning_Visitor,TRUE,FALSE
+23,335.1309524,5,399.8,88,1839.098106,0.015758703,0.031587556,0,0,Aug,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,210.6,0,0,4,97.6,0,0.016666667,0,0,Nov,3,2,7,6,New_Visitor,TRUE,FALSE
+2,152.2,0,0,28,494.88,0,0.013793103,0,0,Sep,1,8,7,1,New_Visitor,FALSE,FALSE
+1,15.2,0,0,11,201.6333333,0.005555556,0.05,31.49043616,0,June,2,2,5,2,Returning_Visitor,FALSE,TRUE
+8,352.4,1,49.73333333,12,309.7,0.011764706,0.014705882,0,0,Sep,3,2,1,4,Returning_Visitor,FALSE,FALSE
+3,167,0,0,42,1246.12,0,0.008888889,0,0,Aug,2,4,1,3,Returning_Visitor,FALSE,FALSE
+3,40.2,0,0,3,41.3,0,0.011111111,0,0,Oct,2,2,1,2,Returning_Visitor,TRUE,FALSE
+4,174.8,0,0,16,237.5,0,0.011111111,0,0,Sep,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,472.4333333,0,0.004395604,0,0,Jul,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,641.4083333,0.060925926,0.081375661,0,0,Jul,3,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,335,0,0.133333333,0,0,Aug,3,2,3,4,Returning_Visitor,TRUE,FALSE
+7,236.4,0,0,14,341.7,0.059649123,0.084210526,0,0,June,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,607.9666667,0,0.004166667,19.47465798,0,Nov,4,1,1,2,New_Visitor,FALSE,TRUE
+1,0,2,30.26666667,33,835.3,0.005714286,0.028571429,2.159096645,0,Oct,2,5,1,1,Returning_Visitor,TRUE,TRUE
+3,154,0,0,8,422.08,0,0.035185185,27.93478267,0,Jul,1,1,4,4,Returning_Visitor,FALSE,TRUE
+2,22.8,0,0,81,1342.75,0,0.008860759,0,0,Sep,1,1,1,3,Returning_Visitor,FALSE,TRUE
+2,171.2,0,0,16,218,0.011111111,0.033333333,0,0,Oct,1,2,6,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,56,1294.637143,0.007407407,0.03345679,0,0,Aug,1,1,3,3,Returning_Visitor,FALSE,FALSE
+3,86.6,0,0,35,596.0333333,0,0.005263158,0,0,Oct,2,5,1,2,New_Visitor,FALSE,FALSE
+10,367.6333333,5,74.5,181,4287.960606,0,0.012467279,4.529635712,0,Oct,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,15.2,0,0,19,348.6,0,0.005555556,0,0,Aug,2,2,7,3,Returning_Visitor,FALSE,TRUE
+1,5,1,7,31,561.0940141,0.034375,0.052507716,0,0,Jul,3,2,3,13,Returning_Visitor,FALSE,FALSE
+3,196.4,0,0,9,397,0.027272727,0.045454545,0,0,Sep,3,2,6,13,Returning_Visitor,FALSE,FALSE
+5,83.16666667,0,0,18,585.5666667,0.010526316,0.052631579,0,0,Jul,2,2,2,13,Returning_Visitor,TRUE,FALSE
+3,70.4,0,0,9,144.0666667,0,0,0,0,Oct,1,1,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,48,3177.366667,0.008510638,0.044680851,0,0,Jul,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,1970,0.019259259,0.037925926,0,0,June,4,1,3,3,Returning_Visitor,FALSE,FALSE
+4,138.1,0,0,20,1708.98,0.0125,0.057936508,0,0,Sep,3,3,4,4,Returning_Visitor,TRUE,FALSE
+3,93.10666667,4,87.6,32,810.0816667,0.005128205,0.015099715,17.27062073,0,Nov,1,1,5,2,Returning_Visitor,FALSE,TRUE
+3,36.7032967,4,42.2,51,1187.737297,0.024223602,0.066119363,6.854149002,0,Oct,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,6,0,0,9,89.5,0,0.058333333,0,0,Sep,1,1,4,4,Returning_Visitor,TRUE,TRUE
+4,66.76,0,0,10,267.9,0,0.002777778,0,0,Aug,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,471.4,0,0.075,0,0,June,2,7,2,1,Returning_Visitor,FALSE,FALSE
+4,60.2,0,0,13,409.8371212,0,0.005882353,20.10126693,0,Oct,1,1,4,2,New_Visitor,FALSE,TRUE
+6,245.9333333,2,15.2,27,1333.8,0.012903226,0.029032258,4.945717395,0,Nov,2,2,9,6,Returning_Visitor,FALSE,FALSE
+7,285.7,0,0,28,587.9228571,0,0.00962963,10.57326688,0,Nov,1,1,6,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,23,997.3142857,0,0.039130435,0,0,June,1,1,3,15,Returning_Visitor,TRUE,FALSE
+5,81.6,0,0,16,308.7,0.00952381,0.019047619,0,0,Sep,2,4,2,5,New_Visitor,FALSE,FALSE
+6,262.02,0,0,25,688.4533333,0,0.025904762,2.368830117,0,Sep,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,126,0,0,2,14.35,0,0.05,0,0,Aug,3,2,6,5,New_Visitor,TRUE,FALSE
+1,22.2,0,0,34,781.8,0.017142857,0.028571429,0,0,Oct,2,2,6,1,Returning_Visitor,TRUE,FALSE
+4,76.4,0,0,2,49.4,0,0.033333333,16.77416803,0,Oct,2,2,6,2,Returning_Visitor,FALSE,TRUE
+3,94.7,0,0,20,366.6166667,0.009090909,0.004545455,0,0,Jul,1,1,2,4,New_Visitor,FALSE,FALSE
+3,149.0666667,0,0,19,285.6166667,0.019047619,0.019047619,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,101.6,0.044444444,0.077777778,0,0,June,2,2,3,1,Returning_Visitor,FALSE,FALSE
+6,132.22,3,18,22,418.8444444,0,0.001020408,0,0,Oct,2,2,1,2,New_Visitor,TRUE,FALSE
+7,421.25,0,0,59,1945.896667,0.012239583,0.010578704,28.52919049,0,June,2,6,1,20,Returning_Visitor,FALSE,TRUE
+3,73.2,5,124.2666667,10,239.7,0,0.0025,0,0,Sep,2,2,5,1,New_Visitor,FALSE,FALSE
+7,115.7272727,0,0,43,2660.283333,0.030612245,0.055782313,0,0,Jul,2,2,2,13,Returning_Visitor,FALSE,FALSE
+6,473.7,1,42.4,47,2101.691541,0.007435897,0.02061552,0,0,Jul,3,3,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,60.4,0.066666667,0.133333333,0,0,June,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,406.8666667,0.021428571,0.079761905,0,0,Jul,4,5,3,3,Returning_Visitor,FALSE,FALSE
+8,203.6,1,0,42,1052.4,0,0.004545455,37.35725827,0,Nov,2,2,5,2,Returning_Visitor,FALSE,TRUE
+3,72.4,0,0,3,86.6,0,0.033333333,0,0,June,1,1,7,3,Returning_Visitor,TRUE,TRUE
+3,140,0,0,26,1629.438095,0,0.004938272,0,0,Nov,4,5,2,2,Returning_Visitor,TRUE,FALSE
+7,107.75,1,1021.6,33,1454.75,0.004761905,0.00968254,40.18975207,0,Oct,3,2,1,4,Returning_Visitor,TRUE,FALSE
+0,0,1,56.4,14,103.7579088,0,0.026666667,45.92878029,0,Nov,2,2,2,20,Returning_Visitor,FALSE,TRUE
+3,31.2,0,0,4,36.2,0.028571429,0.057142857,0,0,June,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,701.8833333,0,0.023333333,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+16,590.925,0,0,54,2214.230303,0.009375,0.031076389,1.288569678,0,Oct,2,4,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,728.8,0,0,58.9241766,0,Aug,4,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,22,848.8407143,0,0.00952381,0,0,June,2,4,3,2,Returning_Visitor,FALSE,FALSE
+5,46.5,0,0,94,1729.716667,0.005050505,0.025420875,6.322599996,0,Aug,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,1,1,9,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,29.2,0,0.05,0,0,Jul,1,1,4,3,Returning_Visitor,FALSE,FALSE
+3,37.3,0,0,19,317.8,0.018181818,0.045454545,0,0,Jul,2,2,7,4,Returning_Visitor,FALSE,FALSE
+4,49.2,0,0,3,22,0,0.025,0,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+3,52.9,0,0,8,278.58,0,0.01,26.18180656,0,Jul,1,1,1,2,New_Visitor,FALSE,FALSE
+9,201.85,2,20.6,43,1458.93619,0,0.00952381,0,0,Aug,3,2,3,1,New_Visitor,FALSE,FALSE
+7,253.4,0,0,12,832.7,0,0.004761905,0,0,June,2,5,3,5,New_Visitor,FALSE,FALSE
+7,131.08,1,124.9,159,4362.009752,0.001204819,0.008667383,6.047203519,0,Jul,2,10,2,2,Returning_Visitor,FALSE,FALSE
+7,95.17,1,11.1,68,824.1573062,0,0.006666667,37.68626909,0,June,2,2,3,3,Returning_Visitor,FALSE,FALSE
+14,325.48,6,22.6,24,359.63,0.024324324,0.042342342,0,0,Sep,1,1,2,4,Returning_Visitor,TRUE,FALSE
+6,174.4571429,2,24.2,107,1688.2494,0,0.016407828,2.385969641,0,June,2,4,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,170.5333333,0,0,37.96905976,0,Aug,2,5,1,5,New_Visitor,FALSE,TRUE
+6,285.9,0,0,13,291.3,0,0.0125,53.11442085,0,Nov,1,1,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,13,427.3,0,0.038461538,0,0,Sep,2,5,1,1,Returning_Visitor,FALSE,FALSE
+5,247.1,0,0,8,1188.2,0,0.030769231,0,0,Oct,1,8,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,251.8,0,0.025,0,0,Oct,1,1,1,2,New_Visitor,FALSE,FALSE
+4,103.6,1,27.2,26,2609,0,0.002380952,47.12454606,0,Nov,2,6,1,2,Returning_Visitor,TRUE,TRUE
+7,141.8388889,0,0,33,486.5600582,0.006666667,0.028784722,11.84059922,0,June,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,45.4,0,0,41,1227.713333,0.019512195,0.041056911,0,0,Oct,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,650.1666667,0.036363636,0.060606061,0,0,Oct,1,1,6,1,Returning_Visitor,FALSE,FALSE
+2,30.2,0,0,32,776.8833333,0,0.003125,0,0,Jul,2,4,1,5,New_Visitor,FALSE,FALSE
+1,90.6,0,0,11,424.5957143,0.053333333,0.055833333,0,0,Aug,3,2,8,1,Returning_Visitor,FALSE,FALSE
+10,196.25,1,46.4,271,12292.46381,0.005995204,0.02001083,0.038034542,0,Jul,2,2,2,3,Returning_Visitor,TRUE,FALSE
+5,163,0,0,5,25,0.02,0.04,0,0,Oct,2,2,2,20,New_Visitor,TRUE,FALSE
+0,0,0,0,6,231.8,0.066666667,0.066666667,0,0,Oct,2,5,3,2,Returning_Visitor,FALSE,FALSE
+2,9,0,0,26,623.0266667,0,0.009047619,36.0824516,0,Nov,2,2,4,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1183.2,0.033333333,0.066666667,0,0,Oct,2,6,2,1,Returning_Visitor,FALSE,FALSE
+5,38.57777778,2,9,7,584.3777778,0,0.064351852,0,0,Jul,1,1,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,39.8,0,0.05,0,0,Aug,1,1,1,3,New_Visitor,FALSE,FALSE
+3,133.8666667,0,0,7,128,0,0.026666667,0,0,Oct,1,2,1,1,Returning_Visitor,TRUE,FALSE
+3,69.1,0,0,24,368.6,0,0.008888889,0,0,Sep,2,2,1,2,New_Visitor,FALSE,FALSE
+3,142.1333333,2,141.2,8,361.2333333,0.008333333,0.038888889,0,0,Oct,1,1,1,2,Returning_Visitor,TRUE,FALSE
+4,206.6,0,0,6,282.8,0.025,0.025,0,0,Sep,3,2,3,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,3,2,1,11,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,20,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,3,62.8,90,2167.900476,0.002898551,0.013297101,0,0,Aug,1,1,3,4,Returning_Visitor,FALSE,FALSE
+2,39.4,0,0,40,673.65,0,0.014634146,23.76322043,0,Nov,4,2,6,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,67,771.4133333,0,0.004205128,0,0,Aug,1,8,9,1,Returning_Visitor,FALSE,FALSE
+2,95.8,0,0,83,4052.358631,0.000340136,0.008176477,19.61979883,0,Sep,2,2,4,3,Returning_Visitor,FALSE,TRUE
+15,182.7,0,0,60,632.25,0.005882353,0.011960784,0,0,Oct,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,463.4,0,0.022222222,0,0,Oct,3,2,1,2,New_Visitor,FALSE,FALSE
+1,21.2,0,0,41,1808.953333,0,0.012195122,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+3,121.4,1,6,36,1418.377619,0.05787037,0.080562169,0,0,Jul,2,2,8,1,Returning_Visitor,TRUE,FALSE
+5,171.9,4,145.1666667,171,4554.692744,0.002259887,0.004062416,0,0,Sep,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,230.1,0,0,7,381.4,0,0.007407407,35.25541691,0,Nov,1,1,3,5,Returning_Visitor,FALSE,FALSE
+1,19.2,0,0,55,3134.066667,0,0.006666667,5.767419658,0,Aug,2,4,1,1,Returning_Visitor,TRUE,FALSE
+3,151,0,0,21,840.2863203,0,0.010763889,0,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,342.1,0,0,82,895.1111111,0.002325581,0.004844961,0,0,Sep,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,133.4666667,2,199.4,150,4935.536124,0.005664488,0.016427015,0,0,Oct,2,2,3,13,Returning_Visitor,TRUE,FALSE
+6,72.04,2,206.6,24,709.4333333,0.007142857,0.016666667,15.70942935,0,Aug,2,2,2,2,Returning_Visitor,FALSE,TRUE
+1,4,1,0,22,360.65,0,0.01037037,1.453922921,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,44.3,0,0,17,468.85,0.01,0.006666667,64.2879309,0,Aug,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,111,2805.038095,0.005405405,0.038192738,0,0,Aug,4,1,3,3,Returning_Visitor,TRUE,FALSE
+1,5,2,33.3,16,521.5,0.010526316,0.021052632,0,0,Jul,2,2,7,1,Returning_Visitor,FALSE,FALSE
+2,73.6,5,155.5666667,44,1993.396667,0.01254902,0.041246499,4.107661192,0,Sep,2,2,4,1,Returning_Visitor,FALSE,FALSE
+8,82.85,0,0,84,2289.079157,0.002556818,0.013110506,0,0,June,1,1,7,3,Returning_Visitor,FALSE,FALSE
+4,41.2,1,0,15,142.4,0.022222222,0.077777778,0,0,Jul,1,1,4,2,Returning_Visitor,FALSE,FALSE
+5,70.20765027,0,0,89,2542.60431,0.001811594,0.012188596,5.887666731,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+10,42.1,0,0,37,527.6666667,0.009090909,0.032954545,0,0,Aug,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,63.4,0,0,6,137.6,0,0.013333333,0,0,Oct,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,69.03333333,0,0,24,658.8466667,0,0.013793103,42.9845308,0,Oct,2,6,3,2,Returning_Visitor,FALSE,FALSE
+3,81.6,0,0,13,443.9,0,0.0125,0,0,Sep,1,1,5,5,New_Visitor,FALSE,FALSE
+1,508.8,0,0,7,379.8,0,0.05,0,0,Jul,1,1,1,1,Returning_Visitor,FALSE,FALSE
+5,156.2,0,0,22,742,0,0.007407407,32.22252197,0,Sep,1,1,3,5,New_Visitor,TRUE,TRUE
+2,65.4,0,0,79,2426.006667,0.001265823,0.017721519,0,0,Sep,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,18.1,2,72.5,9,136.2833333,0.018181818,0.027272727,0,0,June,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,20,1116.473333,0.033,0.027954545,0,0,Oct,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,835.6809524,0.032478632,0.028162393,0,0,Jul,1,1,6,3,Returning_Visitor,FALSE,FALSE
+7,154.9333333,0,0,31,910.04,0.018181818,0.052020202,5.316109207,0,Jul,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,232.4,0,0,0,0,Aug,1,1,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,701.9,0.007407407,0.028395062,0,0,Aug,3,2,7,6,Returning_Visitor,FALSE,FALSE
+4,82.7,0,0,26,405.2833333,0,0.001428571,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,51,1219.054286,0,0.012113703,9.063088034,0,Aug,2,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,0,0.2,0.2,0,0,June,2,2,6,13,Returning_Visitor,FALSE,FALSE
+4,94.23333333,2,72,145,2935.255477,0.001360544,0.005708347,0.26809298,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,72,5465.320175,0.033789954,0.06037786,0,0,Sep,2,5,2,1,Returning_Visitor,FALSE,FALSE
+4,23.53333333,0,0,10,118,0.011111111,0.066666667,0,0,June,2,2,2,3,Returning_Visitor,TRUE,FALSE
+7,216.4,0,0,37,825.205,0,0.004625745,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+10,821.0754098,1,0,55,2400.782077,0,0.010717178,0.98110865,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,7.6,1,0,3,14.6,0,0.08,0,0,Sep,2,2,1,2,Returning_Visitor,TRUE,FALSE
+5,277.8,0,0,25,884.5,0,0.003571429,7.48051616,0,Jul,2,10,2,2,New_Visitor,TRUE,TRUE
+1,62.13333333,0,0,79,3421.653333,0.004878049,0.022357724,4.127430681,0,Oct,2,4,1,2,Returning_Visitor,FALSE,TRUE
+4,55.8,0,0,17,2023.2,0,0.011111111,0,0,Jul,2,2,1,2,New_Visitor,FALSE,FALSE
+1,34.2,0,0,26,502.4533333,0,0.002564103,22.65617015,0,Oct,3,2,6,2,New_Visitor,TRUE,TRUE
+0,0,1,37.2,37,2767.753333,0.005555556,0.015,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,76.6,2,23.2,46,4598.433333,0.004255319,0.046808511,10.72449269,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+4,64.66666667,0,0,50,936.81,0,0.003773585,0,0,Aug,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,8,0,0,0,0,Sep,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,8,0,0,11,701,0,0.016666667,0,0,Aug,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,318.2,0,0,6,117,0.05,0.05,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,176.5,0.04,0.12,0,0,Jul,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,218.6,0,0,19,513.1622222,0.003333333,0.0075,0,0,Aug,3,2,1,2,Returning_Visitor,FALSE,FALSE
+9,254.5,0,0,26,712.2714286,0.006060606,0.028282828,1.725866353,0,Sep,2,5,2,3,Returning_Visitor,FALSE,FALSE
+10,1251.2,7,250,414,23888.81,0.009900332,0.027062016,1.033757336,0,Sep,2,2,4,13,Returning_Visitor,FALSE,FALSE
+5,79.1,0,0,36,1081.108333,0.025,0.025972222,0,0,Sep,1,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,2,53,12,318.5333333,0,0.014285714,0,0,Jul,1,1,2,4,New_Visitor,FALSE,FALSE
+0,0,0,0,2,11,0,0.1,0,0,Aug,3,2,1,4,Returning_Visitor,FALSE,FALSE
+2,94.6,1,74.6,16,199,0,0.015789474,0,0,Jul,1,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,2,4,4,4,Returning_Visitor,FALSE,FALSE
+4,60.4,0,0,7,207.6,0,0.033333333,30.84751033,0,Sep,2,2,9,3,Returning_Visitor,FALSE,FALSE
+16,381.6731217,3,199.4,86,1618.40328,0.015067698,0.022043153,3.885233567,0,Jul,3,2,8,4,Returning_Visitor,FALSE,TRUE
+0,0,1,68.5,58,1066.393635,0.000209249,0.034950263,0,0,June,3,2,3,6,Returning_Visitor,FALSE,FALSE
+5,150.2,2,20,22,392.6,0.028,0.06,0,0,Oct,2,2,7,3,Returning_Visitor,FALSE,FALSE
+4,75.1,0,0,7,102.7,0,0.011111111,0,0,Sep,2,4,6,2,Returning_Visitor,FALSE,TRUE
+7,81.5,0,0,56,857.7355067,0,0.014259607,0,0,June,3,2,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,660.8,0,0,33.83646892,0,June,2,2,6,1,New_Visitor,FALSE,TRUE
+0,0,0,0,7,376.7,0,0,53.6853974,0,Aug,2,2,1,2,New_Visitor,FALSE,TRUE
+2,303.2,0,0,13,181.0666667,0,0.016666667,0,0,Oct,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,2,111.9,25,360.5111111,0.065384615,0.066783217,0,0,Jul,3,2,4,3,Returning_Visitor,FALSE,FALSE
+3,21.2,0,0,23,1053.175758,0.002083333,0.014583333,0,0,Jul,3,2,3,4,Returning_Visitor,FALSE,FALSE
+7,73.23333333,1,0,310,7710.731416,3.94E-05,0.00751105,0.098621403,0,Jul,4,1,1,4,Returning_Visitor,FALSE,TRUE
+2,76.6,0,0,28,488.91,0.014814815,0.022222222,45.19820194,0,June,1,2,1,1,Returning_Visitor,TRUE,TRUE
+2,7,0,0,40,906.4,0,0.015238095,0,0,Oct,2,2,9,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,20.2,0,0.066666667,0,0,Jul,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,883.9333333,0,0.014285714,0,0,Nov,1,1,1,4,New_Visitor,TRUE,FALSE
+0,0,1,6,65,2349.101818,0.018785882,0.046505418,0,0,Jul,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,15.2,0.066666667,0.133333333,0,0,Aug,2,4,1,1,Returning_Visitor,TRUE,FALSE
+3,130.35,1,21.2,8,314.85,0,0.018181818,0,0,June,2,2,5,2,New_Visitor,FALSE,TRUE
+1,23.31428571,0,0,15,124.9142857,0,0.016369048,4.90908873,0,Jul,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,31,0,0.033333333,0,0,Oct,2,5,1,1,Returning_Visitor,FALSE,FALSE
+14,574.4511905,0,0,41,2688.864762,0,0.011853002,36.96220452,0,Sep,3,2,3,4,Returning_Visitor,FALSE,TRUE
+2,72.6,1,15.2,6,425,0,0.025,0,0,Jul,2,10,1,4,Returning_Visitor,TRUE,FALSE
+1,24.2,0,0,0,0,0,0.066666667,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,TRUE
+4,190.5,0,0,29,867.9915152,0.012903226,0.019354839,0,0,Sep,3,2,3,4,Returning_Visitor,FALSE,FALSE
+1,4,0,0,7,417.5333333,0,0.027777778,0,0,Aug,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,536.7333333,0,0.012222222,3.70979448,0,Jul,2,2,3,4,Returning_Visitor,FALSE,TRUE
+4,120.7,0,0,5,74.4,0,0.022222222,0,0,Oct,2,2,4,5,New_Visitor,FALSE,FALSE
+0,0,0,0,62,4391.666667,0.003174603,0.014814815,0,0,June,2,10,2,1,Returning_Visitor,FALSE,FALSE
+3,83.4,0,0,43,2013.659524,0,0.009090909,0,0,Oct,2,2,1,20,Returning_Visitor,FALSE,FALSE
+7,272.0333333,0,0,13,295.1,0.011764706,0.017647059,0,0,Nov,3,2,1,20,Returning_Visitor,FALSE,FALSE
+2,76.76666667,2,9,17,1566.2,0.00952381,0.038095238,0,0,Sep,2,2,3,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,213.8,0.00625,0.06875,0,0,Aug,2,2,1,4,Returning_Visitor,FALSE,TRUE
+9,138.5666667,1,21.2,39,977.4128571,0.009756098,0.017615176,0,0,Oct,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1884.7,0.032,0.068,0,0,Sep,2,2,4,13,Returning_Visitor,FALSE,FALSE
+7,199.8333333,0,0,27,669.9333333,0,0,0,0,Aug,2,5,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,1,8,1,1,Returning_Visitor,FALSE,FALSE
+1,43.4,0,0,29,432.0222222,0,0.006896552,0,0,Nov,1,1,1,3,New_Visitor,FALSE,FALSE
+6,95.6,0,0,12,582.7333333,0.014285714,0.035714286,21.32413414,0,Sep,2,2,8,7,Returning_Visitor,FALSE,FALSE
+0,0,1,242.8,73,1860.95,0.005405405,0.019527027,0,0,June,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,630.5333333,0,0,33,357.8895238,0,0.007894737,0,0,Oct,3,2,7,4,Returning_Visitor,FALSE,FALSE
+3,124,0,0,10,265.9333333,0,0.015277778,0,0,Sep,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,313.8,0,0.05,14.53547145,0,Jul,2,6,3,5,Returning_Visitor,FALSE,FALSE
+0,0,1,3,20,780.5,0.004761905,0.043809524,10.9112449,0,Jul,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,131.8333333,0,0.013333333,36.13790493,0,June,1,1,1,5,New_Visitor,FALSE,TRUE
+2,110.8,0,0,6,85.76666667,0,0.028571429,59.57182786,0,Aug,1,1,1,4,Returning_Visitor,FALSE,TRUE
+5,125.1,2,34.6,25,887.75,0.013793103,0.023754789,0,0,Aug,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,1,42.4,61,1140.796667,0,0.002833333,0,0,June,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,122.8,0.11,0.133333333,0,0,Jul,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,58.4,0,0.1,0,0,Oct,2,4,1,2,New_Visitor,FALSE,FALSE
+5,110.3,1,21.8,78,3621.606667,0,0.006024096,18.78186098,0,Jul,2,4,4,1,Returning_Visitor,FALSE,FALSE
+1,99.8,0,0,110,2056.48859,0,0.004892966,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,83.8,0,0,20,798.3,0,0.009090909,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,71,1094.310476,0,0.009285714,4.718931118,0,Oct,4,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,1,22.2,16,240.6,0.035294118,0.062352941,0,0,Jul,3,2,9,13,Returning_Visitor,FALSE,FALSE
+3,40.8,1,12,5,96,0.028571429,0.042857143,0,0,Sep,3,2,7,4,Returning_Visitor,TRUE,FALSE
+2,98.6,0,0,11,1200.2,0.014285714,0.028571429,18.41056693,0,Nov,2,6,2,1,Returning_Visitor,TRUE,FALSE
+3,92.3,3,68.2,4,81.7,0,0.03125,0,0,Jul,1,2,1,4,Returning_Visitor,FALSE,FALSE
+1,21.2,0,0,53,2224.633333,0.011538462,0.03514652,0,0,Aug,2,2,3,3,Returning_Visitor,FALSE,FALSE
+7,96.6,0,0,9,230.62,0.028571429,0.028571429,71.23156574,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+11,157.3889922,3,338.4,46,1624.935625,0.005357143,0.021391443,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+4,75.5,0,0,10,158.9733333,0.023076923,0.038461538,20.65287956,0,Oct,1,1,3,2,Returning_Visitor,TRUE,TRUE
+2,371.8,0,0,5,255,0,0.028571429,0,0,Sep,3,2,4,2,New_Visitor,FALSE,FALSE
+7,73.9,0,0,58,3441.806667,0,0.010752688,0,0,Oct,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,216.6,0,0,36,937.8653488,0.040350877,0.069414101,0,0,Oct,3,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Sep,1,1,2,2,Returning_Visitor,FALSE,FALSE
+2,16.6,1,18.46666667,32,783.2085714,0,0.005714286,0,0,Jul,2,4,2,5,New_Visitor,FALSE,TRUE
+3,215.4,0,0,19,1221.7,0,0,0,0,June,2,2,1,2,New_Visitor,FALSE,FALSE
+5,1415.5,0,0,34,588.3666667,0,0.030246914,8.041078329,0,Aug,2,5,1,1,Returning_Visitor,FALSE,TRUE
+2,6,0,0,38,876.4766667,0,0.014529915,6.328693274,0,Oct,3,2,1,1,Returning_Visitor,FALSE,TRUE
+8,121.0333333,0,0,9,230.8333333,0,0.035714286,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+7,380.8,0,0,50,2653.196667,0.015686275,0.027908497,0,0,Aug,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,1855.6,0.027272727,0.054545455,0,0,Sep,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,228.9,0.014814815,0.037037037,0,0,Aug,4,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,5,0,0.1,0,0,Nov,2,4,1,5,New_Visitor,FALSE,FALSE
+7,132.0571429,3,207.6,29,1243.976108,0,0.007819795,39.88966398,0,Jul,3,2,4,4,Returning_Visitor,TRUE,FALSE
+1,6,0,0,2,15,0,0.066666667,0,0,Oct,2,2,9,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,1,1,Returning_Visitor,FALSE,FALSE
+14,564.9,3,522.1666667,134,3410.697592,0.001495726,0.002839575,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,250.8,2,194.4,2,194.4,0,0.05,0,0,Aug,2,2,1,6,New_Visitor,TRUE,FALSE
+5,96.6,0,0,68,2664.416667,0,0.005633803,5.150260109,0,Sep,4,2,1,5,New_Visitor,TRUE,FALSE
+7,89.95,0,0,37,552.04,0.006976744,0.017829457,0,0,Aug,1,1,4,3,Returning_Visitor,FALSE,FALSE
+3,273,0,0,11,385.74,0,0.007692308,17.81649911,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,63.4,1,0,26,1115.4,0.061494253,0.087060755,0,0,Aug,3,2,6,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,53,1618.203333,0.023846154,0.047628205,0,0,Oct,1,8,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,154.8,0.018181818,0.03030303,20.74935126,0,Nov,1,1,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,1016.883333,0.035,0.052333333,0,0,Jul,3,2,4,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,504.0833333,0.023529412,0.035294118,36.07906944,0,Oct,1,1,9,3,Returning_Visitor,FALSE,TRUE
+0,0,3,55.4,36,1018.018025,0.01025641,0.038075929,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,574.55,0,0,15,571.4238596,0.031578947,0.029645043,0,0,Oct,3,2,4,2,Returning_Visitor,FALSE,FALSE
+11,289.6833333,0,0,41,678.4833333,0,0.032173913,13.57270341,0,Oct,4,1,3,1,Returning_Visitor,FALSE,TRUE
+1,20.2,0,0,13,227.6,0,0,42.29306752,0,Jul,2,2,3,3,New_Visitor,FALSE,FALSE
+0,0,0,0,22,343.0333333,0,0.027272727,0,0,June,2,5,6,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,6,261.6666667,0.071428571,0.125714286,0,0,June,3,2,2,4,Returning_Visitor,FALSE,FALSE
+13,245.4,0,0,61,3773.3,0.005714286,0.025021645,22.37276151,0,Oct,2,2,9,3,Returning_Visitor,FALSE,TRUE
+15,266.25,0,0,172,4098.699853,0.003314917,0.016214742,2.90865324,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,724.2,0.022222222,0.03968254,5.091914289,0,Nov,1,1,3,1,Returning_Visitor,FALSE,TRUE
+1,67.4,0,0,18,297.5,0.031578947,0.040350877,0,0,Oct,2,2,3,4,Returning_Visitor,FALSE,FALSE
+6,107.3666667,0,0,11,151.3,0.005555556,0.04,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+7,46.2,0,0,22,280.0466667,0.00952381,0.012698413,0,0,Aug,2,2,1,3,New_Visitor,TRUE,FALSE
+4,291.9600939,4,52.4,219,6747.414492,0.003604845,0.020793071,5.408935339,0,June,2,2,6,1,Returning_Visitor,FALSE,FALSE
+3,81.4,0,0,94,2487.52,0,0.002083333,0,0,Oct,2,2,6,2,New_Visitor,FALSE,FALSE
+3,49.4,0,0,176,6847.736667,0.003370787,0.011516854,20.44064077,0,Aug,2,4,9,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,602.8833333,0,0.004365079,21.26632526,0,Sep,6,2,3,1,Returning_Visitor,FALSE,FALSE
+5,226.09,0,0,37,692.87,0,0.001666667,0,0,Oct,1,1,4,4,Returning_Visitor,FALSE,FALSE
+6,75.5,0,0,3,66.05,0,0.022222222,21.47142017,0,Aug,2,2,7,6,Returning_Visitor,FALSE,TRUE
+6,70.58,0,0,15,296.58,0,0.028571429,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+3,64.3,0,0,25,2199.52,0,0.042307692,3.17966645,0,Oct,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,372.3833333,0.019230769,0.059615385,0,0,Sep,2,1,1,2,Returning_Visitor,FALSE,FALSE
+3,89.66666667,0,0,15,2022.117778,0.011764706,0.023529412,11.55399716,0,Sep,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,53.9,0,0,34,422.5230769,0,0.006015038,36.31643173,0,Sep,1,1,2,2,Returning_Visitor,FALSE,TRUE
+5,263.7333333,1,16.2,97,6079.82,0.002,0.017,3.454874142,0,Oct,2,2,2,3,Returning_Visitor,FALSE,FALSE
+1,9.1,0,0,9,115.6,0,0.04,0,0,Oct,2,5,2,3,Returning_Visitor,FALSE,FALSE
+2,109.8,0,0,55,1988.931429,0.007272727,0.005330144,5.79089525,0,Jul,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,294.7,0,0,30.20357704,0,Nov,3,6,3,2,Returning_Visitor,TRUE,TRUE
+1,69.6,0,0,46,1292.449762,0.004347826,0.005555556,0,0,Aug,3,2,1,2,Returning_Visitor,TRUE,FALSE
+1,180.4,1,36.2,28,1907.08,0.006666667,0.015555556,19.24405095,0,Sep,2,2,1,1,Returning_Visitor,TRUE,TRUE
+2,149.2,0,0,3,133.7333333,0,0.04,0,0,Oct,3,2,6,20,New_Visitor,FALSE,FALSE
+6,122.8,0,0,7,175.4,0,0.018181818,0,0,Nov,2,5,5,2,New_Visitor,FALSE,FALSE
+4,151,0,0,30,1547.233333,0,0.012121212,28.40448178,0,Sep,2,2,2,2,Returning_Visitor,TRUE,TRUE
+8,375.12,0,0,13,288.7133333,0,0.003588517,0,0,Sep,3,2,4,3,New_Visitor,FALSE,FALSE
+1,49.4,0,0,4,111.6,0.04,0.04,0,0,Jul,1,8,9,4,New_Visitor,FALSE,FALSE
+4,226.6,2,7,33,849.7444444,0.021929825,0.042105263,0,0,Sep,3,2,1,13,Returning_Visitor,TRUE,FALSE
+4,53.2,0,0,14,496.9666667,0,0.009803922,0,0,Oct,2,2,5,20,Returning_Visitor,FALSE,FALSE
+2,141,0,0,10,606.6666667,0.008333333,0.026388889,36.672294,0,Aug,2,5,7,4,Returning_Visitor,FALSE,FALSE
+2,41.4,0,0,28,1576.966667,0,0.018452381,0,0,Nov,2,2,9,2,Returning_Visitor,TRUE,FALSE
+1,0,0,0,21,921.6233333,0,0.01,0,0,Sep,2,2,1,2,New_Visitor,FALSE,FALSE
+8,157.3166667,0,0,48,691.95,0.012666667,0.021380952,6.887181233,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,44.74,3,129.75,18,390.4566667,0,0.019230769,0,0,Aug,2,2,1,4,Returning_Visitor,FALSE,FALSE
+7,94.83333333,2,38.9,262,6774.82,0.000425406,0.013069803,0,0,June,2,5,1,4,Returning_Visitor,FALSE,FALSE
+2,11,0,0,4,15,0,0.04,0,0,Aug,2,10,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,3389.8,0.032478632,0.05019425,0,0,Sep,2,4,3,1,Returning_Visitor,FALSE,FALSE
+10,85.04,0,0,114,2139.156647,0,0.009414895,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,803.47,0,0,30,634.6880952,0.08083779,0.106666667,0,0,Nov,3,2,8,13,Returning_Visitor,FALSE,FALSE
+9,210.5666667,3,61.6,10,124.8666667,0.021052632,0.030526316,0,0,Aug,1,1,3,2,Returning_Visitor,FALSE,TRUE
+6,132.025,3,79.7,45,1620.141667,0,0.009333333,0,0,Oct,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1110.866667,0,0.014814815,57.03508179,0,Aug,2,10,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,292.7,0.036363636,0.090909091,0,0,June,1,1,4,3,Returning_Visitor,TRUE,FALSE
+3,189.4,4,130.76,93,3856.82978,0.037525773,0.06218704,7.542144271,0,June,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,154,4800.574762,0.014473684,0.032872807,0,0,Oct,2,2,1,1,Returning_Visitor,TRUE,FALSE
+6,107.7,0,0,14,290.8,0,0.010526316,0,0,Sep,2,2,1,5,New_Visitor,FALSE,FALSE
+1,4,0,0,26,242.1095238,0,0.004273504,0,0,June,4,1,2,1,Returning_Visitor,FALSE,FALSE
+1,58.4,1,24.2,11,503.2666667,0.018181818,0.036363636,24.72209216,0,Oct,3,2,1,1,Returning_Visitor,FALSE,TRUE
+8,130.55,4,214.1,18,385.75,0,0.013793103,0,0,Sep,2,2,6,4,New_Visitor,FALSE,FALSE
+1,23.2,0,0,5,58,0,0.033333333,0,0,Oct,3,2,1,3,Returning_Visitor,FALSE,FALSE
+4,59.4,0,0,19,157.2,0.010526316,0.021052632,0,0,Sep,2,5,3,2,New_Visitor,TRUE,FALSE
+3,103.6,0,0,1,7,0,0.04,0,0,Nov,3,2,1,5,New_Visitor,FALSE,TRUE
+0,0,0,0,13,70.4,0.138461538,0.143589744,0,0,Aug,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,15.6,0,0,47.7917708,0,Sep,1,1,6,3,New_Visitor,FALSE,TRUE
+4,97.8,0,0,53,1228.289524,0.02345679,0.042026749,0,0,Aug,1,1,2,3,Returning_Visitor,FALSE,FALSE
+9,266.7433333,4,1312.4,26,743.4766667,0,0.021969697,9.284545518,0,Nov,2,7,1,2,Returning_Visitor,TRUE,TRUE
+4,71.4,0,0,14,449.4,0.03,0.076666667,0,0,Aug,1,1,1,3,Returning_Visitor,FALSE,FALSE
+6,105.6333333,2,105.95,8,246.3865079,0,0.008928571,0,0,Nov,3,2,2,3,Returning_Visitor,FALSE,FALSE
+2,32.7,0,0,6,812.35,0.018181818,0.036709957,24.16451021,0,Aug,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,75.4,0.1,0.125,0,0,Nov,3,3,1,3,Returning_Visitor,FALSE,FALSE
+6,301.2,0,0,87,1836.983333,0.009782609,0.026449275,0,0,Sep,2,2,6,3,Returning_Visitor,FALSE,FALSE
+2,48.4,0,0,2,37.2,0,0.05,0,0,June,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Aug,3,3,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,381.8,0.1,0.133333333,0,0,June,3,2,1,4,Returning_Visitor,FALSE,FALSE
+23,239.7445344,3,624.6,409,9100.402959,0.004301075,0.015934735,6.277683942,0,Jul,2,2,1,13,Returning_Visitor,TRUE,FALSE
+4,243.68,0,0,12,1256,0,0.01875,0,0,June,2,2,3,1,New_Visitor,FALSE,FALSE
+8,259.2836478,2,12,53,1854.242845,0.0004329,0.015548371,22.22165124,0,Nov,3,2,9,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,54,941.4666667,0,0.003773585,26.67428219,0,Aug,4,5,1,1,Returning_Visitor,FALSE,TRUE
+2,292.2,0,0,19,1391.383333,0,0.02,18.84993357,0,Oct,3,2,1,2,New_Visitor,FALSE,TRUE
+3,52.4,0,0,25,324.2666667,0,0.032692308,0,0,Sep,2,2,1,5,Returning_Visitor,FALSE,FALSE
+2,16.2,0,0,3,268,0,0.04,49.55482147,0,Nov,2,2,5,5,New_Visitor,FALSE,FALSE
+3,94.6,0,0,17,265.5,0,0,0,0,Oct,2,2,1,2,New_Visitor,FALSE,FALSE
+1,25.7,0,0,6,143.3,0,0.028571429,38.27331194,0,Jul,2,5,1,4,New_Visitor,FALSE,TRUE
+0,0,0,0,13,218.6666667,0.107692308,0.111538462,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,100.6,3,216.6,6,432,0,0.024242424,0,0,Sep,1,1,1,5,New_Visitor,FALSE,FALSE
+1,0,0,0,3,121.2704225,0,0.04,36.14032284,0,Oct,2,2,1,4,Returning_Visitor,FALSE,TRUE
+4,785.2166667,0,0,8,450.8,0.016666667,0.016666667,0,0,Sep,3,2,3,5,Returning_Visitor,FALSE,FALSE
+6,124.2,0,0,5,94.6,0,0.022222222,0,0,Nov,1,1,2,5,New_Visitor,FALSE,TRUE
+1,74.6,0,0,8,810,0,0.036666667,10.67716934,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+9,252.8,0,0,36,1191.616667,0.013636364,0.029545455,14.75943613,0,Oct,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,54.4,0,0.066666667,0,0,Aug,1,1,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,683.3,0.028571429,0.089285714,0,0,June,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,398.0666667,1,19.2,17,452,0.059064327,0.070737742,0,0,Aug,2,2,3,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,June,3,2,3,13,Returning_Visitor,FALSE,FALSE
+1,53.4,0,0,3,292,0,0,0,0,Nov,2,2,1,4,Returning_Visitor,FALSE,FALSE
+1,112.8,0,0,8,543.7333333,0,0.011111111,28.69843548,0,Oct,1,1,6,2,New_Visitor,TRUE,TRUE
+4,100.6,2,5,93,2002.76,0.008163265,0.026598639,0,0,Sep,2,2,3,13,Returning_Visitor,FALSE,FALSE
+2,31.2,0,0,13,385.3,0.00625,0.027083333,0,0,Sep,1,1,1,5,Returning_Visitor,FALSE,FALSE
+4,97.2,2,16,26,690.5666667,0,0.003703704,59.33984611,0,Jul,2,4,8,2,Returning_Visitor,FALSE,TRUE
+1,51.4,0,0,7,562.3,0,0,36.65735004,0,Jul,1,1,6,2,New_Visitor,TRUE,TRUE
+2,107.4,2,96.7,32,833.325,0.024509804,0.035882353,0,0,Jul,3,2,4,1,Returning_Visitor,FALSE,TRUE
+4,102.2,0,0,3,72,0,0.016666667,0,0,Jul,2,2,6,5,New_Visitor,FALSE,FALSE
+8,580.2,1,145.6,48,2734.966667,0,0.007692308,27.60143046,0,Oct,2,2,4,5,New_Visitor,FALSE,TRUE
+10,471.06,0,0,171,5830.91,0.001098901,0.005494505,0,0,Oct,2,10,4,2,Returning_Visitor,FALSE,TRUE
+3,146.5,3,277.1333333,31,700.0466667,0,0.01712963,0,0,Aug,1,1,5,2,Returning_Visitor,TRUE,FALSE
+6,378.4666667,0,0,13,950.6666667,0.022222222,0.054444444,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,173.8,2,124.8,7,411.6,0,0.017272727,0,0,Aug,1,1,1,4,Returning_Visitor,TRUE,FALSE
+4,115.8,0,0,46,2557.35,0,0.01372549,44.35848718,0,Oct,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,114.8,0,0,10,951.4333333,0,0.018181818,0,0,Sep,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,June,3,2,4,13,Returning_Visitor,FALSE,FALSE
+8,310.0666667,1,49.4,71,1441.974535,0.003013699,0.009218133,48.30461627,0,Oct,1,1,2,20,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,3,2,1,4,Returning_Visitor,FALSE,FALSE
+2,33.2,0,0,9,162.2333333,0,0.018181818,0,0,Sep,2,2,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,166.12,0,0.022222222,0,0,Jul,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,1624.320952,0.009803922,0.01735761,0,0,Sep,3,2,4,3,Returning_Visitor,FALSE,FALSE
+4,101.7,0,0,40,708.5547619,0.009302326,0.016434109,0,0,Aug,2,2,3,13,Returning_Visitor,FALSE,FALSE
+1,191.4,0,0,13,679.9033333,0,0.002564103,34.86423061,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+13,83.9952381,2,99.8,24,364.9619048,0,0.018181818,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,118.9,0,0,30,1216.726667,0,0.008602151,26.13036122,0,Nov,4,2,6,2,New_Visitor,TRUE,TRUE
+3,109.7,0,0,16,852.3,0.011764706,0.043137255,0,0,Oct,2,2,1,3,Returning_Visitor,FALSE,FALSE
+11,293.6222222,2,42.2,64,1831.942222,0,0.015238095,16.35155923,0,Nov,2,5,3,4,Returning_Visitor,TRUE,FALSE
+1,15.2,4,104.8,31,2725.708571,0.01047619,0.026482993,20.14579261,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+5,66.9,0,0,12,86.63333333,0,0.025,42.93595137,0,Oct,4,1,1,7,Returning_Visitor,TRUE,TRUE
+2,341.6,0,0,7,177.9,0.047619048,0.062857143,0,0,Aug,3,2,1,1,Returning_Visitor,FALSE,FALSE
+10,130.55,1,23.2,7,128.2333333,0.006666667,0.015238095,0,0,Oct,2,2,6,5,New_Visitor,FALSE,FALSE
+0,0,0,0,3,31.2,0.066666667,0.133333333,0,0,June,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,846.6,0.022222222,0.022222222,24.61778468,0,Nov,1,1,7,5,New_Visitor,FALSE,TRUE
+1,30.2,0,0,5,323.4,0.066666667,0.083333333,0,0,Jul,2,4,1,3,Returning_Visitor,TRUE,FALSE
+3,25,0,0,1,8,0,0.033333333,0,0,Oct,2,5,1,5,New_Visitor,TRUE,FALSE
+3,75.6,0,0,14,178.59,0.0125,0.00625,0,0,Aug,3,2,1,4,Returning_Visitor,TRUE,FALSE
+4,134.39,1,191.9,24,1592.533333,0.003703704,0.013580247,5.245868726,0,Oct,3,2,1,5,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,103.8,0.1,0.15,0,0,Jul,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,June,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1257.946667,0,0.003921569,33.50211155,0,Oct,2,2,3,2,Returning_Visitor,TRUE,TRUE
+2,108.8,0,0,15,542,0,0.029411765,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,70.6,0,0,11,93.5,0.1,0.107142857,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,56.63333333,7,309.7333333,58,1280.149821,0.016923077,0.035377102,0,0,Aug,2,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,192.45,0.036363636,0.040909091,27.31510469,0,Oct,3,2,1,1,Returning_Visitor,TRUE,TRUE
+5,181.6,2,722.52,98,1717.873278,0.014150943,0.023942797,0,0,Aug,3,2,1,4,Returning_Visitor,FALSE,FALSE
+12,184.4173601,1,13,159,6137.14491,0.011276738,0.031489963,18.23386055,0,June,2,4,3,2,Returning_Visitor,FALSE,FALSE
+4,100.0666667,0,0,30,310.3355556,0,0.000480769,28.52395644,0,Jul,2,2,5,2,Returning_Visitor,TRUE,TRUE
+5,27.4,0,0,5,51.2,0,0.005,0,0,Aug,2,2,2,2,New_Visitor,FALSE,TRUE
+0,0,0,0,96,1231.79046,0.00212766,0.01026897,0,0,Jul,2,4,3,1,Returning_Visitor,FALSE,FALSE
+3,23,0,0,19,723.4833333,0.003508772,0.022807018,17.68865669,0,Jul,2,2,2,2,Returning_Visitor,FALSE,FALSE
+5,93.4,0,0,38,689.65,0,0.004878049,34.48748308,0,Oct,2,2,2,2,New_Visitor,TRUE,TRUE
+5,93.8,0,0,45,2139.7,0,0.004081633,20.2755559,0,Sep,2,4,2,2,New_Visitor,FALSE,TRUE
+11,383.3,2,256.3,189,15454.43857,0.007286432,0.019882747,0,0,Aug,2,10,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,643.9,0.026315789,0.057894737,0,0,June,2,4,9,3,Returning_Visitor,FALSE,FALSE
+1,15.2,1,43.4,13,94.2,0.042857143,0.05,21.58031621,0,Jul,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,81.6,0,0,1,27.2,0,0.04,0,0,Oct,3,2,3,5,New_Visitor,FALSE,TRUE
+5,77.1,6,60.3,5,944.8,0,0.015384615,0,0,Sep,2,2,3,2,New_Visitor,FALSE,FALSE
+3,103.6,0,0,30,440.5333333,0.006451613,0.021505376,0,0,Aug,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,98.73333333,0,0.033333333,0,0,Sep,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,402.6,0,0.008333333,0,0,Oct,2,2,3,4,Returning_Visitor,FALSE,FALSE
+4,39.8,0,0,9,132.4,0,0.006666667,0,0,Aug,2,2,1,5,New_Visitor,FALSE,TRUE
+0,0,0,0,62,3564.590227,0.021980198,0.052175571,0,0,Aug,3,2,4,2,Returning_Visitor,FALSE,FALSE
+3,155.7,0,0,18,595,0,0.010526316,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+11,200.42,0,0,31,697.5866667,0.0075,0.0325,0,0,June,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,741.4,0.05,0.075,0,0,Oct,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,502.9666667,0.012903226,0.04516129,0,0,Oct,2,2,2,1,Returning_Visitor,FALSE,FALSE
+5,94.6,0,0,69,2222.419048,0.005092593,0.01496142,0,0,Oct,1,1,3,2,Returning_Visitor,FALSE,FALSE
+6,104.4,1,0,32,879.75,0,0.014285714,20.503488,0,Nov,2,4,1,1,Returning_Visitor,FALSE,TRUE
+0,0,2,35.2,16,275.1,0,0.027777778,0,0,Aug,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,2,15.2,19,1227.153333,0.00952381,0.04399093,0,0,Sep,1,1,1,2,Returning_Visitor,TRUE,FALSE
+2,83.6,0,0,43,1582.7,0.004545455,0.014393939,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,19.2,0,0,3,60.6,0,0.033333333,0,0,Oct,2,2,6,6,New_Visitor,FALSE,FALSE
+2,63.5,0,0,9,99.06666667,0.036363636,0.072727273,0,0,Oct,1,1,1,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,360.4733333,0.013333333,0.036666667,0,0,Jul,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,47,636.7,0,0,0,0,Aug,2,4,1,2,New_Visitor,FALSE,FALSE
+7,98.8,0,0,5,69.4,0.022222222,0.033333333,0,0,Jul,3,2,2,5,New_Visitor,TRUE,FALSE
+12,504.2533333,2,1665.066667,243,8768.477228,0.014137484,0.028099523,1.827470744,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+1,30.2,2,30.7,25,348.0611111,0.014814815,0.03037037,0,0,Oct,3,2,7,1,Returning_Visitor,FALSE,FALSE
+9,275.8,1,39.68,46,1354.8,0.010909091,0.041212121,0,0,Aug,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Jul,1,1,1,1,Returning_Visitor,TRUE,FALSE
+1,30.2,0,0,30,613.9933333,0.025287356,0.035139573,0,0,Oct,1,1,1,1,Returning_Visitor,TRUE,FALSE
+2,78.64980843,0,0,117,4185.096695,0.024119241,0.04298103,2.427453927,0,Jul,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,73.1,0,0.02,0,0,Sep,1,1,1,4,Returning_Visitor,FALSE,FALSE
+3,67.4,0,0,34,544.6833333,0,0.01754386,0,0,Sep,1,1,2,2,Returning_Visitor,FALSE,FALSE
+1,54.4,0,0,19,351.4,0.065,0.125,0,0,Jul,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,8,0,0.1,0,0,June,2,4,6,3,Returning_Visitor,FALSE,FALSE
+2,136.4,0,0,41,1275.26927,0,0.013461742,0,0,Nov,3,2,4,3,Returning_Visitor,TRUE,FALSE
+2,31.2,0,0,17,2077.166667,0,0.011764706,0,0,Nov,2,2,8,2,Returning_Visitor,TRUE,FALSE
+2,59.4,0,0,86,3334.506667,0.025581395,0.050387597,0,0,Aug,2,2,7,3,Returning_Visitor,FALSE,FALSE
+5,143.4428571,1,19.6,184,3579.7859,0,0.00381931,138.3208342,0,Oct,2,2,3,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,593.7019802,0,0.005364455,20.82613173,0,Nov,2,5,2,5,Returning_Visitor,TRUE,TRUE
+6,135.15,0,0,52,1199.22619,0.013095238,0.020257937,0,0,Sep,3,2,3,13,Returning_Visitor,FALSE,FALSE
+3,127.1,0,0,36,2590.8,0,0.026315789,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+8,410.9,5,406.9,24,1220.257143,0.011764706,0.024215686,8.887671892,0,Oct,3,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,117.8,0.15,0.15,0,0,June,1,1,3,3,Returning_Visitor,TRUE,FALSE
+10,398.5727115,1,132,24,985.0802412,0.00859375,0.028987132,0,0,Sep,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,32,2479.342857,0,0.010967742,0,0,Nov,2,2,3,7,Returning_Visitor,FALSE,FALSE
+6,171.1190476,0,0,22,472.752381,0.028571429,0.029761905,0,0,Nov,3,2,2,4,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,7,0,0.1,0,0,Aug,2,2,6,13,Returning_Visitor,FALSE,FALSE
+2,70.6,0,0,26,571.35,0,0.007142857,0,0,Nov,2,2,9,5,New_Visitor,FALSE,FALSE
+0,0,0,0,16,344.4,0.023529412,0.052941176,0,0,Jul,2,2,2,4,Returning_Visitor,FALSE,FALSE
+3,326,0,0,19,364.5333333,0,0.027,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,6,0,0,21,1046.32,0.019565217,0.053623188,0,0,Sep,4,1,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,883.6,0,0,125.8939091,0,Nov,2,2,4,2,Returning_Visitor,TRUE,TRUE
+12,248.2285714,0,0,66,1158.782857,0.009722222,0.022569444,0,0,Aug,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,89.38333333,0,0.0125,39.6497508,0,Oct,2,2,6,2,New_Visitor,TRUE,TRUE
+1,28.53333333,0,0,61,2006.688158,0.003278689,0.015460019,2.039270228,0,Aug,2,5,3,2,Returning_Visitor,FALSE,FALSE
+3,117.85,0,0,9,492.9,0,0.028571429,29.4620883,0,Aug,4,1,1,1,Returning_Visitor,FALSE,FALSE
+3,180.1333333,1,34.2,27,242.45,0.090322581,0.122427035,0,0,Oct,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,12.1,5,493,50,1572.486399,0,0.019939881,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,53.5,0,0,82,3801.680397,0.010714286,0.03015873,0.906375967,0,Sep,2,2,1,4,Returning_Visitor,FALSE,FALSE
+2,124.4,2,7,7,294.6,0,0.02,0,0,June,3,2,6,11,New_Visitor,FALSE,FALSE
+3,64.4,0,0,5,47.3,0,0.022222222,45.82834797,0,Sep,2,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,570.2,0,0.05,0,0,Jul,2,2,9,1,Returning_Visitor,FALSE,FALSE
+2,46.4,0,0,16,463.36,0,0.011111111,46.33991252,0,Sep,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,4,112.6,93,2299.97,0.002777778,0.0109375,16.95907848,0,Aug,2,2,1,4,Returning_Visitor,FALSE,TRUE
+3,95.83333333,6,303.65,13,438.3833333,0,0.016666667,0,0,June,4,1,1,2,Returning_Visitor,TRUE,FALSE
+2,36.25,0,0,29,585.7,0,0.003448276,0,0,Oct,2,2,9,2,New_Visitor,TRUE,FALSE
+3,54,4,32,4,46,0,0.022222222,0,0,Sep,1,1,1,5,New_Visitor,FALSE,FALSE
+2,103.3,0,0,38,1649.766667,0,0.011965812,0,0,Oct,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,1,13,27,1620.024762,0.05,0.085714286,0,0,Sep,5,11,4,1,Returning_Visitor,FALSE,FALSE
+4,177.3333333,1,69.6,10,402.6166667,0,0.005555556,0,0,Nov,1,1,3,5,New_Visitor,FALSE,FALSE
+17,626.4933333,0,0,76,1985.894203,0.015630252,0.031102029,0,0,Oct,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,120.79,0,0.00952381,11.80891356,0,June,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,77.6,0,0,39,1477.154762,0.038157895,0.073976608,0.775318113,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+7,356.675,0,0,72,1636.258333,0.005333333,0.007733333,0,0,Oct,2,2,4,4,Returning_Visitor,FALSE,FALSE
+6,142.9111111,0,0,13,264.3396825,0,0.034509804,0,0,Sep,1,1,3,5,Returning_Visitor,FALSE,FALSE
+12,975.6466667,4,276.08,53,2822.623603,0.006666667,0.017015392,0,0,Sep,3,2,8,2,Returning_Visitor,TRUE,FALSE
+4,89.6,2,12,13,182.5,0,0.014814815,0,0,Sep,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,265.4,0,0,6,161.6,0,0.022222222,0,0,Aug,1,1,3,3,New_Visitor,FALSE,FALSE
+3,284.2,0,0,22,2366.6,0.036,0.064,0,0,Oct,1,1,8,1,Returning_Visitor,TRUE,FALSE
+3,52.53333333,0,0,16,2059.3,0,0.027777778,26.18852293,0,Jul,5,11,1,1,Returning_Visitor,FALSE,TRUE
+2,17.13333333,0,0,20,1078.2,0.02,0.051166667,0,0,Oct,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,5,663.9166667,47,2059.7,0.005769231,0.033243423,0,0,Dec,3,2,3,6,Returning_Visitor,FALSE,FALSE
+2,15,0,0,44,1412.270833,0.004347826,0.015483092,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,14,561.6666667,0,0.025,0,0,Dec,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,157.5,0,0.016666667,0,0,Nov,2,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,438.6666667,0.023076923,0.039487179,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,6,521.9791667,27,733.2871212,0.02020202,0.031564383,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,106.5,0,0,12,806.25,0.0125,0.029166667,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,242.0833333,0.014285714,0.023809524,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+7,113.25,2,38.5,92,4066.207476,0.001754386,0.013603668,18.04114817,0,Nov,2,6,6,13,Returning_Visitor,TRUE,FALSE
+1,22,0,0,5,180.5,0,0.033333333,0,0,Dec,3,2,6,20,New_Visitor,FALSE,FALSE
+0,0,0,0,20,821.8333333,0.05,0.076666667,0,0,Nov,3,2,4,10,Returning_Visitor,TRUE,FALSE
+5,209.625,2,118.75,21,398,0.006896552,0.02183908,0,0,Dec,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,1,68.5,25,927,0.007692308,0.034615385,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,64,3025.058333,0.003125,0.018958333,0,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,80,0.166666667,0.177777778,0,0,Nov,1,1,6,1,Returning_Visitor,FALSE,FALSE
+6,93.125,0,0,29,424.125,0,0.020689655,0,0,Dec,1,8,1,1,Returning_Visitor,FALSE,FALSE
+3,60,0,0,66,2339.805556,0.012121212,0.034848485,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,275,0,0.023076923,0,0,Nov,2,2,9,20,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,73.5,0.12,0.15,0,0,Dec,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,168.75,0,0.00952381,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,77.33333333,2,7,24,1051.291667,0,0.014814815,0,0,Dec,2,13,9,20,Returning_Visitor,FALSE,FALSE
+3,139,0,0,35,631.9333333,0.005263158,0.015789474,0,0,Nov,1,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,33,1132.791667,0.009090909,0.047474747,0,0,Dec,4,1,3,1,Returning_Visitor,FALSE,FALSE
+5,446.25,0,0,18,815.25,0,0.0025,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,10,351.75,0.033333333,0.05,0,0,Dec,2,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,4446.625,0.030952381,0.07047619,0,0,Nov,2,5,1,3,Returning_Visitor,FALSE,FALSE
+1,65.5,1,38.5,131,3902.664774,0.008888889,0.02287037,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,84,2524.194444,0,0.013730159,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,7,1,Returning_Visitor,TRUE,FALSE
+1,4,0,0,33,947.4166667,0.012121212,0.045165945,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+1,5,0,0,8,203,0,0.00952381,0,0,Dec,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,12,410.25,0,0.016666667,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,6.5,0,0,10,511.25,0,0.007407407,7.848538778,0,Dec,2,5,3,8,New_Visitor,TRUE,TRUE
+2,21,1,802.5,48,2073.916667,0.003921569,0.02627451,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+2,83,2,40,241,5194.79857,0.003101093,0.014304381,0.468406088,0,Dec,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,610.6333333,0,0.020833333,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,9,0,0.1,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,58,2174.708333,0.004022989,0.015229885,0,0,Nov,1,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,1,1,10,Returning_Visitor,TRUE,FALSE
+1,32.3,1,26.5,51,1068.357692,0.01372549,0.043697479,7.570470024,0,Nov,2,10,2,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,15,541.0625,0.052380952,0.093809524,0,0,Dec,2,4,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,562.0071429,0,0.00125,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,390.5,0.038461538,0.053846154,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+9,441.85,0,0,122,2577.449603,0,0.010463332,75.27712913,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,2,116,11,419.75,0,0.038461538,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,106.8333333,1,96,16,373.4583333,0,0.028333333,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,202.75,0,0.025,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,49.5,0,0,65,3804.2875,0,0.0203125,0,0,Nov,2,5,3,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,655.0416667,0,0.023928571,0,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,462.2678571,0,0.004347826,0,0,Nov,1,1,1,10,Returning_Visitor,TRUE,FALSE
+7,97.33333333,2,447.5,16,967.625,0,0.012727273,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,219,0,0.04,0,0,Nov,1,8,7,6,Returning_Visitor,FALSE,FALSE
+2,38.5,0,0,28,770.3095238,0.026666667,0.035396825,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+6,539.5,0,0,11,602.5833333,0.008888889,0.02,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,475.025,0,0.000446429,0,0,Nov,1,1,6,10,New_Visitor,FALSE,FALSE
+3,21,0,0,19,750.2083333,0,0.019047619,60.51988521,0,Nov,2,2,2,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,36,5300.291667,0,0.005714286,0,0,Nov,2,4,6,2,Returning_Visitor,FALSE,FALSE
+9,188.5322344,3,197.4166667,76,1758.912393,0.004901961,0.016913178,22.86584543,0,Dec,3,2,2,6,Returning_Visitor,FALSE,FALSE
+5,179.5,1,43.5,12,482.75,0,0.007692308,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,147.5,0,0.04,0,0,Dec,2,2,2,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,279.547619,0,0.019047619,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+4,64.66666667,0,0,38,1445.666667,0,0.005263158,52.11335786,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+4,77.66666667,0,0,8,159.75,0.016666667,0.038888889,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,TRUE
+1,11,0,0,23,835.5833333,0.009090909,0.022727273,0,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,99.5,0,0.04,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,720.5,0.16,0.18,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+2,36.5,0,0,32,770.375,0,0.01372549,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,43.5,3,230.1666667,93,3773.715179,0.004123711,0.018162523,17.77043431,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,33,0,0,91,2023.75,0.004731183,0.018752216,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+7,286.8333333,0,0,49,1493.695238,0.005390836,0.015750591,0,0,Dec,3,2,3,10,Returning_Visitor,TRUE,FALSE
+5,56.6,0,0,55,1058.338095,0,0.007142857,37.21183634,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,60,0,0.053333333,0,0,Dec,2,2,1,20,Returning_Visitor,FALSE,FALSE
+3,82.5,1,56.5,54,2295,0.007272727,0.014545455,0,0,Dec,1,1,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,198.1333333,0,0.053333333,0,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,729.2916667,0,0.009387755,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,49.5,0,0,4,180.5,0.028571429,0.028571429,0,0,Dec,3,2,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1185.986275,0,0.009501385,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,70,1473.701515,0.008695652,0.032370528,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,43.5,0,0,25,1055.583333,0.007407407,0.022839506,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,1211.166667,0,0.006896552,0,0,Nov,2,2,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,13,New_Visitor,FALSE,FALSE
+0,0,0,0,6,82.5,0,0.033333333,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+11,524.75,3,258.625,197,6309.427034,0.006113821,0.011878229,3.364060957,0,Nov,2,10,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,163.5,0.1,0.125,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+1,26.5,0,0,71,1260.441758,0.001449275,0.008792271,3.74015068,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,4,2,Returning_Visitor,FALSE,FALSE
+1,23,0,0,16,281.75,0,0.014285714,0,0,Nov,8,2,1,2,Returning_Visitor,FALSE,FALSE
+5,3398.75,6,2549.375,449,63973.52223,0.000764406,0.02770134,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,372.0833333,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,TRUE,FALSE
+3,65.92857143,0,0,17,557.6869048,0,0.009803922,25.27760515,0,Dec,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,0,0.2,0.2,0,0,Dec,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,170.5,0,0.018181818,0,0,Nov,1,8,1,11,Returning_Visitor,TRUE,FALSE
+3,15,0,0,102,4021.172222,0,0.01,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,81.08333333,0.04,0.05,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+2,83,0,0,15,630,0,0.003333333,42.23025869,0,Dec,4,1,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,2,1,1,Returning_Visitor,FALSE,FALSE
+1,12,0,0,63,2138.383333,0,0.012282691,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,143,4977.850893,0.008732394,0.038977353,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,1312.333333,0.036538462,0.054230769,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,61.75,0,0.066666667,0,0,Nov,2,10,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1131.208333,0,0.015384615,94.19490268,0,Nov,3,2,3,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,17,0,0.1,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,57.5,0,0.1,0,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+4,67.5,0,0,25,475.65,0.014285714,0.042857143,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+4,75.75,0,0,71,3534.298611,0.00890411,0.023832104,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1093.083333,0.011111111,0.011481481,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,516.75,0.02,0.08,0,0,Dec,4,2,3,1,Returning_Visitor,FALSE,FALSE
+2,90.17857143,2,88.5,19,1214.307692,0.022727273,0.031677489,15.52703405,0,Nov,1,1,4,2,Returning_Visitor,FALSE,TRUE
+3,123.5,1,0,22,759.5833333,0,0.0096,46.6785275,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+8,825,1,55.5,148,8629.783691,0.0095,0.019155126,1.60801626,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+8,935.1,1,21,172,10524.35936,0.005046115,0.01576463,2.924161864,0,Nov,3,2,1,3,Returning_Visitor,FALSE,TRUE
+2,1145.25,3,91.30357143,46,2756.19246,0,0.01765792,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+1,35.75,0,0,7,1173,0,0.028571429,76.7809411,0,Nov,2,4,9,2,Returning_Visitor,FALSE,FALSE
+6,65,0,0,4,40,0,0.014285714,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+2,50.5,0,0,29,2147.375,0,0.006896552,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,20,1175.488095,0,0.021052632,0,0,Dec,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,404.5,0,0.05,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,264.75,0,0.1,0,0,Nov,1,1,9,3,Returning_Visitor,FALSE,FALSE
+7,169.5,0,0,50,1557.916667,0.003773585,0.013207547,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,49.5,0,0,14,207.5416667,0,0.015384615,0,0,Dec,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,135.25,0,0.05,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,493.75,0,0.05,0,0,Nov,2,2,4,20,Other,FALSE,FALSE
+2,256.5,0,0,10,117.25,0.110714286,0.130952381,0,0,Nov,2,2,7,11,Returning_Visitor,TRUE,TRUE
+1,19,0,0,10,349.8333333,0,0.00625,0,0,Dec,3,2,8,8,New_Visitor,FALSE,FALSE
+0,0,0,0,35,1579.333333,0.005714286,0.02,0,0,Nov,2,2,1,1,New_Visitor,FALSE,FALSE
+0,0,1,6,71,1375.264286,0.005633803,0.017425336,0,0,Dec,2,2,3,2,New_Visitor,FALSE,TRUE
+4,141.5,0,0,3,59.5,0,0.025,0,0,Dec,1,1,2,8,New_Visitor,FALSE,FALSE
+1,90,0,0,37,592.8375,0.009817814,0.051919272,0,0,Nov,2,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,499,0,0.018181818,0,0,Dec,4,1,1,2,Returning_Visitor,FALSE,FALSE
+2,28,0,0,27,434.5,0,0.006896552,0,0,Nov,8,2,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,23,1375.916667,0.039130435,0.093478261,0,0,Nov,3,2,8,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,87,0,0.028571429,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+5,150,0,0,135,4966.520661,0.003649635,0.011277952,0,0,Nov,1,1,2,10,Returning_Visitor,TRUE,FALSE
+6,416,2,121,94,2881.684524,0.006122449,0.025340136,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+1,20,0,0,21,442,0.008695652,0.020289855,42.28127491,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+10,247.15,3,788,111,2556.373335,0.000423729,0.00814597,2.514977953,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+9,333.8674242,4,121.625,29,1406.917424,0.017567568,0.021302211,20.74810067,0,Nov,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,955.375,0,0.008333333,0,0,Dec,2,2,7,2,New_Visitor,TRUE,FALSE
+9,192.9204545,2,114.5,60,1394.236526,0,0.003030303,63.64653548,0,Dec,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,22,704,0,0.004761905,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,197,0.028571429,0.042857143,0,0,Dec,3,2,9,2,Returning_Visitor,FALSE,FALSE
+12,171.2916667,2,55.5,213,7443.407447,0.003958333,0.014633794,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,455,0,0.022222222,25.7526389,0,Dec,1,1,2,2,New_Visitor,FALSE,TRUE
+1,0,2,57.5,63,1980.238095,0,0.015025253,0,0,Nov,3,2,1,2,New_Visitor,TRUE,FALSE
+5,46.5,0,0,3,26,0,0.028571429,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,81,0,0,15,914.5,0,0.014285714,56.5802171,0,Nov,2,2,2,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,804.25,0.015,0.028333333,0,0,Nov,3,2,8,1,Returning_Visitor,FALSE,FALSE
+4,49.85714286,0,0,94,4804.834524,0.008843537,0.023561816,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,536,0,0.01025641,0,0,Dec,1,1,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,1,1,4,10,Returning_Visitor,TRUE,FALSE
+2,41.75,2,30,25,596.075,0.001538462,0.02014652,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,2076.966667,0.003846154,0.017948718,0,0,Dec,2,2,8,2,Returning_Visitor,FALSE,FALSE
+2,126.75,0,0,22,2281.583333,0.02969697,0.043686869,0,0,Dec,3,2,2,3,Returning_Visitor,FALSE,FALSE
+1,2,0,0,143,5149.434919,0.004195804,0.014489415,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,1,41.5,98,2400.037843,0.000183655,0.011646771,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,67,0,0,10,234.6384615,0.054545455,0.064935065,0,0,Nov,3,2,3,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,947.3928571,0.01,0.033333333,0,0,Dec,1,1,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,186.5,0,0.04,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,62.5,67,2876.441667,0.015196078,0.027326203,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,478.5,0,0.02,0,0,Nov,4,1,1,2,New_Visitor,FALSE,FALSE
+3,29.75,0,0,12,398.9803922,0,0.005555556,50.51764193,0,Nov,2,2,2,2,New_Visitor,FALSE,TRUE
+4,122.25,0,0,45,2007.522619,0.013043478,0.018657031,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+7,60.29166667,0,0,8,108.5,0.013333333,0.048666667,0,0,Dec,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,246.5,0.125925926,0.138888889,0,0,Nov,1,1,3,1,Returning_Visitor,FALSE,FALSE
+7,131.8333333,0,0,63,2074.611111,0.010793651,0.02000962,0,0,Dec,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,291,0,0.033333333,0,0,Nov,2,6,7,1,Returning_Visitor,FALSE,FALSE
+1,4,4,123.3333333,79,2387.139881,0.028733963,0.046198341,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,56.5,0,0,16,541.875,0,0.0125,15.14864831,0,Nov,2,4,9,8,New_Visitor,FALSE,TRUE
+0,0,0,0,5,187.5,0,0.04,0,0,Dec,2,5,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,341.4583333,0,0.007407407,0,0,Dec,2,4,3,10,New_Visitor,FALSE,FALSE
+0,0,0,0,12,173.5,0,0.008333333,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+2,84,0,0,30,597.6330532,0.006666667,0.005925926,0,0,Nov,1,8,1,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,69,0,0.05,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+3,548.5,0,0,9,117,0,0.016666667,0,0,Nov,2,4,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,294.75,0,0.03,0,0,Dec,1,1,3,8,New_Visitor,FALSE,FALSE
+3,19.25,0,0,8,713.5833333,0,0.046969697,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+1,2,0,0,79,1319.547421,0.005128205,0.00962556,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,63,0,0,27,458.5,0,0.005952381,0,0,Dec,2,2,6,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,41.5,0.066666667,0.133333333,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,267.25,0,0.021428571,0,0,Nov,3,2,1,11,New_Visitor,TRUE,FALSE
+0,0,0,0,17,1059.575,0,0.011764706,62.76294758,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,21,173,0.00952381,0.023809524,0,0,Dec,1,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,14,0,0,65,2130.447802,0.016923077,0.024589744,20.60235987,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,58.5,0,0,37,1351.908333,0.005405405,0.018670099,5.464243549,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,24.5,0,0.1,0,0,Dec,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,561.5,0,0.05,0,0,Dec,2,4,7,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,805.7916667,0.007692308,0.013846154,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,140.5833333,2,87,69,1918.902722,0.003424658,0.021575342,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,492.1666667,0,0,63,4518.297619,0.012698413,0.039761905,8.137274079,0,Nov,2,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,33,2199.5,0,0.008080808,0,0,Dec,2,2,6,2,New_Visitor,FALSE,FALSE
+4,63.875,1,0,43,1329.686508,0.015646259,0.036603499,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+4,104,0,0,8,243.5,0,0.016666667,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,166,0.0625,0.116666667,0,0,Nov,3,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,184.375,0,0.013333333,0,0,Nov,1,2,9,2,Returning_Visitor,FALSE,FALSE
+1,51.5,0,0,21,730.15,0,0.012121212,0,0,Nov,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,35.25,0,0.066666667,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,52,2180.217803,0,0.012515263,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+6,109.6666667,0,0,7,86.16666667,0.006666667,0.051111111,0,0,Dec,2,5,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,1027,0,0.054545455,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,173.25,0.046153846,0.061538462,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+4,588.2972222,0,0,13,631.0674603,0.007058824,0.033529412,0,0,Nov,2,12,7,2,Returning_Visitor,FALSE,FALSE
+1,9,1,29.5,23,1157.583333,0.007692308,0.053846154,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,129.5,0,0.05,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+6,72.01960784,4,343,157,4461.28524,8.08E-05,0.007018826,31.85608032,0,Dec,2,4,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,1377.25,0.18,0.186666667,0,0,Nov,3,2,6,1,Returning_Visitor,FALSE,FALSE
+6,265.0416667,0,0,59,2934.236722,0.006666667,0.022333333,6.099899016,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+2,35.5,0,0,29,3296.65,0.009677419,0.021935484,18.25059634,0,Dec,4,2,9,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1065.25641,0.020767196,0.054225865,0,0,Dec,1,1,8,1,Returning_Visitor,TRUE,FALSE
+5,157.5,3,433.5,9,599.5,0,0.020833333,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+4,537.5,0,0,12,748.9583333,0.0125,0.021875,0,0,Dec,2,5,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,566.8833333,0,0.035619048,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,2,89,188,5728.673611,0.003409759,0.01638112,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,203.25,0,0.028571429,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+4,171.5,0,0,75,2416.060484,0.007699443,0.036664764,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,TRUE
+2,21.25,0,0,15,305.2083333,0,0.010784314,0,0,Nov,2,4,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,335.4166667,0,0.018170426,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,960.125,0.006060606,0.019292929,0,0,Dec,2,6,1,3,Returning_Visitor,TRUE,FALSE
+4,191.1666667,0,0,108,4656.331746,0.006456456,0.018326694,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+2,98.75,0,0,24,683.1653846,0,0.011111111,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,823.5,0,0.066666667,0,0,Dec,2,2,3,8,Returning_Visitor,FALSE,FALSE
+2,386,0,0,72,712.2960784,0,0.000913242,0,0,Nov,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,10,279.3333333,0.02,0.025,0,0,Nov,3,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,33,2193.541667,0,0.008602151,0,0,Nov,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,611.0833333,0,0.016666667,0,0,Dec,3,2,6,8,New_Visitor,FALSE,FALSE
+0,0,0,0,2,14,0,0.1,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,24.5,0,0,27,1792.466667,0,0.01469428,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+8,162.4166667,2,102,25,357.1666667,0.007407407,0.015873016,0,0,Dec,4,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,1666.5,0,0.033333333,0,0,Nov,2,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,846.25,0,0.018181818,40.4014481,0,Dec,2,6,1,6,New_Visitor,FALSE,TRUE
+0,0,0,0,6,129.5,0,0.033333333,0,0,Dec,2,2,1,11,New_Visitor,FALSE,FALSE
+8,156.25,0,0,48,1481.108333,0.003773585,0.008176101,0,0,Dec,2,4,4,1,Returning_Visitor,FALSE,FALSE
+1,95.33333333,0,0,16,819.3333333,0,0.015625,25.25564195,0,Dec,2,2,7,2,New_Visitor,FALSE,TRUE
+1,51.5,0,0,12,549.25,0,0.015384615,0,0,Dec,2,2,2,2,New_Visitor,FALSE,FALSE
+1,33.5,0,0,34,1181.85119,0,0.03515625,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,355.5,0.022222222,0.044444444,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,230.1666667,0.033333333,0.038888889,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,2,193.5,29,2141.902778,0.029032258,0.042319508,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+7,490.5,0,0,43,1286.916667,0,0.01037037,0,0,Dec,2,2,3,1,New_Visitor,FALSE,FALSE
+5,191.25,0,0,27,1109.25,0.013793103,0.024137931,9.022741507,0,Nov,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,7,3,1,Returning_Visitor,FALSE,FALSE
+4,60.16666667,3,164.5,159,5608.913545,0.002453988,0.018075125,2.702517858,0,Dec,2,2,3,1,Returning_Visitor,FALSE,TRUE
+9,234.4333333,0,0,20,590.5833333,0.025925926,0.040922619,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+7,82.76666667,1,47,391,15025.23302,0.001515152,0.010140622,1.271406629,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,4,1,12,16,1012.964286,0.011764706,0.023529412,0,0,Dec,2,2,7,10,Returning_Visitor,FALSE,FALSE
+5,70.33333333,0,0,29,1049.313889,0.025595238,0.054241071,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+3,68.58333333,0,0,72,1781.191667,0.008219178,0.015174871,0,0,Nov,1,1,1,8,Returning_Visitor,TRUE,FALSE
+6,294.0705128,6,1343.25,51,3472.870513,0.011866969,0.037170572,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,147.1666667,0,0,10,146,0.053333333,0.068888889,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,562,0.075,0.1,0,0,Dec,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1369.775,0,0.014814815,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+15,317.0189394,3,126.75,238,9956.225533,0.0052,0.016955684,6.556237434,0,Nov,2,4,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,7,16,0,0.033333333,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+5,190,0,0,12,307.6666667,0,0.013333333,0,0,Nov,2,2,9,8,New_Visitor,FALSE,FALSE
+0,0,0,0,20,2403.25,0.01,0.03,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,6,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,773.2,0,0.0125,46.4748023,0,Nov,1,1,3,1,New_Visitor,FALSE,TRUE
+5,110.95,0,0,23,448.25,0.024,0.043333333,0,0,Nov,3,2,8,11,Returning_Visitor,FALSE,FALSE
+3,224.3,5,487,74,1845.958333,0.002531646,0.017679325,34.67841487,0,Nov,2,2,1,10,Returning_Visitor,TRUE,TRUE
+0,0,4,147.5,45,1424.839744,0.012244898,0.031739553,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+12,159.8958333,0,0,121,3648.5625,0.001927438,0.009409219,3.322866215,0,Nov,2,2,5,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,300.5,0.085714286,0.114285714,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,756.0416667,0.005555556,0.008950617,0,0,Nov,2,5,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,642,0,0.028571429,109.1211555,0,Dec,2,2,3,2,New_Visitor,FALSE,TRUE
+3,110.5357143,7,330.2666667,10,396.3452381,0.011111111,0.031834215,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+1,79,0,0,22,1017.166667,0.013043478,0.022318841,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+6,239.3333333,0,0,31,1875.169444,0,0.025324675,21.85958403,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,16,0,0,43,821.275,0.015873016,0.024900794,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,390,0,0,26,1325.833333,0.007692308,0.025641026,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,228.625,0,0.015,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,38,1517.416739,0,0.004122807,0,0,Nov,4,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,44.5,0,0.05,0,0,Dec,2,2,8,2,Returning_Visitor,FALSE,FALSE
+4,69.66666667,1,23,161,6524.035369,0.005050505,0.013944826,45.41882207,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0,0.1,0,0,Nov,2,6,1,3,Returning_Visitor,FALSE,FALSE
+4,47.5,0,0,37,839.2083333,0.005263158,0.017105263,12.96520279,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,426.325,0,0.011904762,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+1,11.16666667,3,63.5,28,2245.333333,0.002580645,0.028494624,36.2003121,0,Nov,4,2,1,11,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,428.5,0.025,0.0375,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+3,82.5,0,0,12,221.125,0.015384615,0.005128205,0,0,Nov,1,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,67,0,0.05,0,0,Dec,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,731.5,0.014285714,0.042857143,0,0,Nov,2,2,4,2,New_Visitor,FALSE,TRUE
+11,752.3833333,3,14,108,4575.477552,0.016945141,0.026110286,3.401438792,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,66.5,3,65.75,152,3684.321458,0.005194805,0.010451453,12.64606692,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,882.75,0,0.020408163,0,0,Dec,2,2,2,2,New_Visitor,TRUE,FALSE
+0,0,2,6.333333333,16,301.3333333,0.033333333,0.088888889,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,29,0,0,2,11,0.075,0.075,0,0,Dec,1,1,4,8,Returning_Visitor,FALSE,FALSE
+11,233.475,0,0,118,4251.208187,0,0.012659622,14.67198629,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,157.5,0,0.05,0,0,Nov,2,4,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,148.75,0.02,0.056666667,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+5,134.75,3,16,165,6323.853465,0.010654414,0.02804138,3.512852934,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+4,93.5,0,0,293,12268.24477,0.002837838,0.01542982,2.164809711,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,34,2,9,174,4994.24915,0.006025974,0.015842941,0,0,Nov,2,2,1,8,Returning_Visitor,FALSE,FALSE
+5,46.5,0,0,17,219.5,0.011111111,0.022222222,0,0,Dec,3,2,2,13,Returning_Visitor,FALSE,FALSE
+11,365.1166667,4,65.5,149,6082.873739,0.011520436,0.027243522,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+8,111.5416667,3,226,68,1664.14881,0.002702703,0.021846847,6.693658292,0,Dec,2,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,35,0,0.05,0,0,Nov,2,2,1,10,New_Visitor,FALSE,FALSE
+11,118.1785714,2,91.5,162,5399.231269,0.004859086,0.014667832,14.77221948,0,Nov,2,2,4,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,50.83333333,0.033333333,0.05,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,68,1723.753711,0.011940299,0.023681592,0,0,Nov,3,2,5,2,Returning_Visitor,FALSE,FALSE
+4,643.8333333,0,0,17,508.25,0.031578947,0.052631579,0,0,Nov,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,65.5,0.066666667,0.1,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,968.75,0.015789474,0.018421053,73.98253901,0,Dec,1,2,1,1,Returning_Visitor,FALSE,TRUE
+1,56.5,0,0,19,1089.75,0,0.003508772,24.872085,0,Dec,2,2,7,2,Returning_Visitor,FALSE,TRUE
+7,165.9166667,2,150.5,42,3127.078788,0.009614512,0.021287825,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,418.375,0,0.013333333,13.18554515,0,Dec,3,2,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,53,2052.125,0,0.003921569,52.49862029,0,Nov,2,4,2,2,New_Visitor,TRUE,TRUE
+0,0,2,12,0,0,0,0.1,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,545.5,0,0.011111111,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,37,0,0,62,1193,0.003076923,0.015384615,21.6018009,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+3,143,0,0,17,331.8375,0.033333333,0.051234568,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,36,2107.583333,0.014814815,0.03287037,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,222,0,0.04,87.9029606,0,Dec,8,13,9,20,Other,FALSE,TRUE
+1,13,1,28.5,39,1028.775,0,0.010436508,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+8,993.0833333,1,28.5,90,2776.013582,0.002380952,0.017256944,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,95,0,0,24,360.5416667,0.011538462,0.017948718,0,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,2,50.5,95,4379.863158,0.006314433,0.033908935,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,118.25,0,0.016666667,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,19,347,0,0.010526316,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+4,159,2,27.75,33,821.6825397,0.000617284,0.019343434,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,3,New_Visitor,FALSE,FALSE
+27,853.735949,2,126.5,584,24844.1562,0.00209938,0.009346937,4.511100422,0,Nov,2,4,3,8,Returning_Visitor,FALSE,FALSE
+4,91,0,0,12,197,0,0.0375,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,26,0,0.05,0,0,Nov,2,5,6,11,Returning_Visitor,TRUE,FALSE
+0,0,3,75.5,60,2050.191803,0.008758782,0.028381703,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+4,84.75,0,0,46,962.9011905,0.004444444,0.01212963,0,0,Dec,1,1,6,2,Returning_Visitor,FALSE,FALSE
+1,183,0,0,28,586.3722222,0,0.004021164,0,0,Dec,3,2,6,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,284.5,0,0.025,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,65,732.0916667,0.00625,0.0203125,2.734351538,0,Dec,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,59,0,0.066666667,0,0,Dec,1,1,3,2,Other,FALSE,FALSE
+2,70.5,0,0,20,855.6666667,0,0.013157895,0,0,Nov,2,2,9,20,New_Visitor,FALSE,FALSE
+1,111,0,0,13,274.5833333,0,0.016666667,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,111,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+1,4,0,0,37,1828.375,0,0.013888889,8.258088766,0,Nov,4,1,2,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,82,0,0.04,0,0,Nov,2,2,9,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,247.5,0,0.00952381,0,0,Nov,2,2,9,2,New_Visitor,FALSE,TRUE
+1,4,0,0,13,2123.5,0.015384615,0.030769231,42.74590431,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+6,189.25,0,0,25,635.4916667,0.006666667,0.010222222,10.58098677,0,Nov,3,2,3,8,Returning_Visitor,TRUE,TRUE
+5,60.5,0,0,5,50,0,0.025,0,0,Dec,8,13,9,20,Other,TRUE,TRUE
+1,18,0,0,24,1332.25,0,0.008695652,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+8,121.75,0,0,154,5253.069444,0.001273885,0.008832272,0,0,Nov,4,1,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,593.75,0,0.014035088,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+7,145,1,37.5,130,5252.861501,0.004411765,0.012009804,0.680988542,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+1,33.5,0,0,18,1169,0,0.011764706,54.38258659,0,Dec,2,4,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,21,987.9,0.01,0.016666667,0,0,Dec,2,4,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,59,2886.841667,0,0.025574713,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,30.75,0,0,17,473.1666667,0.013333333,0.0225,0,0,Nov,1,2,3,3,Returning_Visitor,FALSE,FALSE
+2,3,4,161.5,137,4791.460889,0.004373522,0.020956372,5.482895824,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+6,30.7,3,45,38,1481.783333,0.012244898,0.029387755,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,TRUE
+3,65,0,0,29,386.2621212,0,0.000666667,0,0,Nov,8,2,9,2,Other,FALSE,FALSE
+0,0,0,0,31,1144.972222,0.006666667,0.008333333,77.04199767,0,Dec,2,2,7,2,New_Visitor,FALSE,TRUE
+7,44.29545455,0,0,44,2747.616288,0.024205128,0.062408964,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,271.5,0,0.028571429,0,0,Nov,8,2,3,2,Returning_Visitor,FALSE,FALSE
+4,70.25,1,139.5,58,3022.370406,0,0.009611111,0,0,Nov,1,1,2,2,New_Visitor,FALSE,TRUE
+6,479.25,0,0,51,2156.525403,0,0.011878788,6.229994739,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,123.75,0,0,21,938.3333333,0.01,0.016666667,218.3951915,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+8,355,0,0,50,1039.599344,0.000925926,0.010164456,0,0,Nov,1,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,721.4166667,0,0.00952381,0,0,Nov,2,5,3,8,New_Visitor,TRUE,FALSE
+0,0,0,0,89,3480.811706,0.002247191,0.014700375,0,0,Nov,4,2,1,1,Returning_Visitor,TRUE,TRUE
+22,438.3309524,3,703.5,178,6241.687398,0.002878526,0.016885589,2.038399449,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,749.25,0,0.00625,0,0,Dec,2,2,3,8,New_Visitor,FALSE,FALSE
+1,78,0,0,11,225.1666667,0.02,0.026666667,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+1,40.5,0,0,49,1587.25,0,0.011538462,35.79969486,0,Nov,2,2,3,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,1397.666667,0.022222222,0.027777778,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+3,201.15,0,0,17,506.1833333,0,0.001666667,0,0,Dec,1,8,3,11,New_Visitor,FALSE,FALSE
+0,0,1,14,104,7181.877778,0.008843537,0.023737786,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,75.16666667,0,0,20,1173.417614,0,0.002,21.41943708,0,Nov,3,2,8,11,Returning_Visitor,FALSE,TRUE
+0,0,1,36.5,17,318.25,0.011111111,0.05,17.96069044,0,Nov,2,5,1,1,Returning_Visitor,TRUE,TRUE
+2,11,0,0,51,2855.166667,0,0.012745098,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1165.95,0.025925926,0.044444444,0,0,Dec,2,5,3,1,Returning_Visitor,TRUE,FALSE
+1,31.25,0,0,31,1470.208333,0,0.012222222,0,0,Nov,3,2,3,8,New_Visitor,FALSE,TRUE
+6,160,0,0,55,1707.666667,0,0.005357143,24.10206377,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,26,532,0.030769231,0.044230769,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,90,2636.138889,0.023333333,0.045777778,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,452.4166667,0,0.020833333,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,447.047619,0.01,0.028888889,0,0,Dec,1,2,3,2,New_Visitor,FALSE,TRUE
+5,125.75,0,0,44,1113.309524,0.008333333,0.015625,18.9160732,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,4,8,New_Visitor,FALSE,FALSE
+5,1652,0,0,15,446.375,0,0.005882353,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,25,952.6777778,0,0.023541667,23.57537117,0,Nov,2,2,3,11,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,276,0,0.016666667,0,0,Dec,2,2,8,2,New_Visitor,FALSE,FALSE
+18,505.4,1,10,105,4434.281746,0.005042017,0.029692564,4.528329755,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,155.5,2,121,8,311.25,0,0.01,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+1,2,0,0,16,323.2333333,0,0.013333333,0,0,Dec,3,2,8,8,Returning_Visitor,FALSE,FALSE
+0,0,4,102,93,2835.417641,0.00754386,0.037316087,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+9,223,1,93,76,2893.940476,0.002409639,0.014859438,1.935491302,0,Nov,1,2,3,8,Returning_Visitor,FALSE,FALSE
+2,48.66666667,4,155.3333333,20,540.75,0,0.004166667,38.88816225,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+5,98.75,0,0,126,6085.002381,0,0.004264323,28.79847144,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,22,1390.083333,0,0.004761905,0,0,Nov,2,2,4,8,New_Visitor,TRUE,FALSE
+2,95,0,0,20,1031.083333,0,0.021052632,68.20038032,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,539.15,0.010526316,0.003947368,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+4,112.5,0,0,26,1657,0.007407407,0.020987654,5.237224754,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,334.5,2,29,17,939.0833333,0,0.0225,18.22304387,0,Dec,2,2,1,6,Returning_Visitor,FALSE,TRUE
+8,671.0833333,0,0,32,1403.828355,0,0.003153153,37.05600958,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,46,0,0.033333333,0,0,Dec,1,2,3,2,Returning_Visitor,FALSE,FALSE
+5,83,0,0,5,29.5,0.044444444,0.059259259,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+1,28.25,0,0,30,1862.333333,0,0.026436782,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,894.5809524,0,0.007142857,0,0,Dec,3,2,4,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,475.6666667,0.013333333,0.013333333,0,0,Dec,1,1,3,8,New_Visitor,FALSE,FALSE
+12,356.125,0,0,44,2187.338725,0.005102041,0.029042386,0,0,Dec,1,1,8,1,Returning_Visitor,FALSE,FALSE
+7,144.4615385,4,167.1666667,111,2312.337853,0.005128205,0.013887559,8.191922892,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,70,1652.486111,0,0.008695652,0,0,Nov,1,2,3,8,New_Visitor,FALSE,FALSE
+1,0,2,6.5,63,5826.333333,0.000793651,0.026719577,0,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,198.75,0.016666667,0.023333333,0,0,Nov,2,5,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,197,0,0.042857143,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,22,464.3833333,0,0.002272727,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,22,266.1666667,0.009090909,0.018181818,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+7,113.75,1,28.5,15,1047,0.010526316,0.019298246,0,0,Dec,1,1,3,2,New_Visitor,FALSE,TRUE
+5,74.75,0,0,14,512.5,0,0.023529412,0,0,Dec,2,7,7,8,New_Visitor,TRUE,FALSE
+1,18,0,0,29,765.3928571,0,0.000892857,0,0,Nov,2,2,8,3,New_Visitor,FALSE,FALSE
+0,0,0,0,10,314.75,0.006666667,0.046666667,0,0,Nov,4,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1682.275,0,0.014285714,41.13336886,0,Dec,2,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,580.0833333,0.00952381,0.023809524,0,0,Nov,2,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,36,1388.2,0.005555556,0.027777778,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,470.8166667,0.005128205,0.042307692,0,0,Nov,3,2,4,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,44,1184.269841,0.004545455,0.023295455,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+10,301.625,3,9,122,6919.899495,0.004615385,0.022008376,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,303.5,0.016666667,0.016666667,0,0,Dec,1,1,7,2,Returning_Visitor,TRUE,FALSE
+6,42,0,0,41,1074.333333,0,0.019047619,0,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,588.5,0.051851852,0.08962963,0,0,Dec,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,21,0,0.066666667,0,0,Nov,2,4,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,11,0,0.1,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+14,173.55,0,0,164,4155.746883,0.002514286,0.01343784,13.76473644,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+1,12.5,0,0,3,55.5,0,0.08,0,0,Nov,1,1,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,64,0,0.05,0,0,Dec,2,2,3,8,New_Visitor,FALSE,FALSE
+4,32,1,43.5,311,12500.35306,0.001387656,0.014687275,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+6,276,0,0,24,1021.2,0.014285714,0.022619048,82.4326349,0,Dec,1,1,3,1,Returning_Visitor,TRUE,FALSE
+9,156.6071429,5,156.75,83,2694.507143,0,0.009090909,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,TRUE
+6,257.5,0,0,37,2533.333333,0.014634146,0.031707317,6.651334683,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,1658.125,0,0.014791667,19.6055151,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,1440.166667,0.026315789,0.040350877,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,60.5,0,0,10,449.5,0.025,0.033333333,0,0,Dec,1,8,2,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,60,1315.177778,0.009039548,0.031793785,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+5,62,0,0,125,1935.335516,0,0.008031496,0,0,Nov,4,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,140,2404.831006,0.001428571,0.003142857,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,346.5666667,0.02962963,0.062962963,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,695.5,0,0.1,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,415.2738095,0.005882353,0.028921569,0,0,Nov,2,10,7,10,Returning_Visitor,FALSE,FALSE
+3,21,0,0,17,256.95,0,0.02,0,0,Nov,2,4,1,8,New_Visitor,TRUE,TRUE
+2,13.875,0,0,26,1939.155952,0.006451613,0.026352357,24.69983785,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,54,1975.455952,0.003703704,0.016049383,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,28.25,0.08,0.093333333,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+4,118.75,0,0,66,2556.220833,0.018732493,0.02229101,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,0,0,0,0,0,0.2,0.2,0,0,Dec,3,2,1,3,Returning_Visitor,TRUE,FALSE
+10,192.6654762,3,211,153,3812.161753,0.003012048,0.013769082,5.91438512,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,67.5,0,0,12,592.25,0,0.018181818,218.8649096,0,Dec,1,1,5,3,New_Visitor,FALSE,TRUE
+0,0,0,0,9,190.3333333,0,0.033333333,0,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+8,147.175,7,254,340,10902.45826,0.001713207,0.015734957,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,130.5,0.02,0.1,0,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,273.25,0.066666667,0.077777778,0,0,Dec,3,3,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,56,3543.809524,0.004464286,0.021785714,0,0,Nov,2,7,5,1,Returning_Visitor,TRUE,FALSE
+1,0,0,0,39,1159.541667,0.00125,0.03125,0,0,Nov,2,2,6,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,18,0,0.1,0,0,Nov,2,2,2,6,Returning_Visitor,TRUE,FALSE
+4,47.25,0,0,2,24.25,0,0.04,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,97,2300.891317,0,0.015730379,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,221.8333333,1,51.5,39,841.7833333,0.005426357,0.017585825,0,0,Dec,1,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,2,386,36,1609.939744,0,0.009323308,12.50325678,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,424.3333333,0,0.007142857,0,0,Dec,2,2,2,13,Returning_Visitor,FALSE,FALSE
+1,54.5,0,0,35,1267.0625,0.005555556,0.021296296,9.458902094,0,Dec,2,2,3,10,Returning_Visitor,TRUE,FALSE
+1,33.5,0,0,37,1631.416667,0,0.009009009,13.82316952,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+7,58.41666667,0,0,22,1043.583333,0.014285714,0.048809524,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+6,112.5,0,0,86,2041.23355,0.000387597,0.00786268,5.911452178,0,Nov,2,4,1,2,Returning_Visitor,FALSE,TRUE
+7,153.85,0,0,19,504.6,0,0.018518519,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,TRUE
+9,328.75,0,0,108,2793.733084,0.001949318,0.019205066,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+4,106,0,0,6,180.4166667,0,0.025,0,0,Nov,3,6,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,21,530.5833333,0.019047619,0.021428571,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,329.2142857,0.016666667,0.028703704,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,110.625,1,106,30,1508.521825,0.04,0.043294931,21.01746974,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+1,29,0,0,41,803.5077381,0,0.008424908,0,0,Dec,1,2,1,8,Returning_Visitor,TRUE,FALSE
+2,98,0,0,15,947,0.00625,0.006666667,0,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,2251.28,0.095833333,0.137426901,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,48,0,0.066666667,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1286.5,0,0.015277778,0,0,Nov,2,2,9,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,396.25,0,0.083333333,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,4293.4,0.041176471,0.064705882,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,27.9,0,0,64,3875.427778,0,0.019583333,5.698585477,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,61,4,31,1,43,0,0.025,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,1,8,21,936.6428571,0.004545455,0.008987603,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,756.8611111,0.035714286,0.067857143,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,46.5,0,0.05,0,0,Dec,1,1,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,49,1385.85,0,0.013265306,0,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,81,3197.755638,0.01,0.021511083,0,0,Nov,3,2,4,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,1779.886905,0.01025641,0.028972694,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+3,29,0,0,57,1191.8875,0.019298246,0.030732714,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,51.5,0,0.05,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,5,497.8333333,26,851.6666667,0.006451613,0.01827957,0,0,Nov,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,90,3111.683333,0,0.013249672,0,0,Nov,2,4,1,2,Returning_Visitor,TRUE,FALSE
+2,101.75,0,0,9,561.25,0.022222222,0.033333333,26.38074656,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+6,110.5,1,20,137,5380.686996,0.005517241,0.021311846,1.963592426,0,Nov,2,4,3,10,Returning_Visitor,FALSE,TRUE
+1,25.5,0,0,49,860.2083333,0.004081633,0.012380952,0,0,Dec,2,2,2,10,Returning_Visitor,TRUE,FALSE
+2,75,0,0,26,2058.3,0,0.0125,8.524548919,0,Nov,1,1,9,8,New_Visitor,FALSE,TRUE
+12,264.9,2,11,24,1032.3,0.020430108,0.036190476,0,0,Dec,1,1,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,11,0,0.1,0,0,Dec,2,2,1,10,Other,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,107,2,15,250,8622.38,0.005670471,0.02250017,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,TRUE
+7,42.25714286,0,0,124,4067.010247,0.009230769,0.022888335,6.709440135,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+6,513.8333333,0,0,33,2690.333333,0,0.01754386,30.21878011,0,Nov,2,4,1,2,Returning_Visitor,FALSE,TRUE
+6,79.25,0,0,13,150.1666667,0,0.012631579,0,0,Dec,1,1,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,7,267.5,0.028571429,0.064285714,0,0,Dec,2,2,6,3,Returning_Visitor,FALSE,FALSE
+3,74,0,0,44,844.9416667,0.004444444,0.015925926,0,0,Dec,1,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,918.5416667,0.005405405,0.005315315,0,0,Nov,1,1,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,2,11,0,0.1,0,0,Dec,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,46.75,0,0.066666667,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,121,0.028571429,0.057142857,0,0,Dec,2,2,7,3,Returning_Visitor,TRUE,FALSE
+13,297.75,3,352.5,41,2422.375,0,0.016037736,72.43846009,0,Dec,2,2,1,8,Returning_Visitor,FALSE,TRUE
+12,337.5416667,2,23,32,1249.866144,0.0055,0.02577466,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,98.5,0,0,27,702.3333333,0.023214286,0.042261905,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,12,0,0,99,4097.708838,0.002061856,0.013745704,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,3,13,36,1042.507143,0.01025641,0.027136752,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,169.9166667,0,0.076190476,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+4,67.5,0,0,27,834.6666667,0,0.014285714,0,0,Nov,2,2,2,2,New_Visitor,TRUE,FALSE
+1,33.5,1,15.75,28,1421.25,0.004597701,0.040229885,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+1,5.5,0,0,103,2429.279762,0.034951923,0.044360501,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+7,177.5,6,312,40,1123.050824,0.008680556,0.024695767,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+3,171,0,0,31,441.1369048,0,0.008823529,0,0,Dec,2,2,1,20,Returning_Visitor,FALSE,FALSE
+2,128.5,0,0,7,209,0.027777778,0.053439153,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,1475.254167,0,0.015530303,9.429362483,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+1,32.5,0,0,4,73.5,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+9,98.26666667,3,144.5,37,1630.137415,0.019565217,0.038037998,0,0,Nov,3,2,7,3,Returning_Visitor,FALSE,TRUE
+2,96.75,0,0,103,3216.920172,0.012190476,0.030754266,0,0,Dec,2,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,32.5,0.066666667,0.133333333,0,0,Dec,2,2,9,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,623.725,0.016666667,0.055396825,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,52.5,0,0,139,3674.737578,0.002142857,0.011897444,17.50624004,0,Nov,2,2,2,10,Returning_Visitor,FALSE,TRUE
+5,172.0833333,0,0,21,486.1472222,0,0.0105,48.0136549,0,Nov,2,2,4,1,Returning_Visitor,FALSE,TRUE
+0,0,1,100,19,1645.679762,0.002222222,0.02962963,0,0,Dec,2,5,6,1,Returning_Visitor,FALSE,FALSE
+6,77.5,0,0,71,1361.780952,0,0.014003044,0,0,Dec,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,257,0.035714286,0.078571429,0,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+8,223.375,0,0,37,3152.5,0,0.011965812,13.25001247,0,Dec,3,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,339,0,0.033333333,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+8,275.75,1,97,204,5209.820361,0.002571429,0.015411986,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,558.4761905,0.016666667,0.016309524,0,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+5,73.75,0,0,131,2244.616667,0.005343511,0.017506361,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,47,2032.272727,0.017021277,0.023877069,0,0,Nov,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,2,3,22,1904.183333,0.016666667,0.052777778,0,0,Nov,2,2,2,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,883.55,0.026315789,0.03907496,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,61.875,0,0,164,4389.887512,0.001183432,0.010151043,6.664239119,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,214.3333333,0,0.05,0,0,Nov,1,1,9,3,Returning_Visitor,FALSE,FALSE
+4,121.5,0,0,2,34,0,0.023809524,0,0,Nov,2,2,9,8,New_Visitor,FALSE,FALSE
+0,0,2,7,18,598.8738095,0.003333333,0.025555556,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,6,13,Returning_Visitor,FALSE,FALSE
+1,73,0,0,32,593,0,0.013541667,0,0,Nov,2,2,3,6,Returning_Visitor,FALSE,FALSE
+7,118.5,0,0,28,829.2083333,0,0.015151515,17.79456354,0,Dec,1,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,183.3333333,0,0.022222222,0,0,Dec,2,10,4,1,Returning_Visitor,FALSE,FALSE
+7,322.25,1,0,121,4875.106113,0.011806061,0.020025438,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,14,0,0.1,0,0,Dec,4,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,25,1344.291667,0,0.008695652,0,0,Nov,2,4,1,8,Returning_Visitor,FALSE,FALSE
+1,15,0,0,19,817.5,0.011111111,0.022222222,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,28.5,0,0,20,500.5,0,0.029824561,0,0,Nov,4,1,2,1,Returning_Visitor,TRUE,FALSE
+0,0,2,11,1,0,0.066666667,0.133333333,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,78.5,1,32.75,50,1897.833333,0.0127,0.011746032,0,0,Dec,1,1,9,3,Returning_Visitor,TRUE,FALSE
+5,112.1666667,0,0,60,1883.866667,0.017460317,0.042436975,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,59,3033.689449,0.00756193,0.015479685,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,83,2922.497511,0.009756098,0.030081301,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,135.25,0,0,26,794.9928571,0.007407407,0.026419753,33.44471217,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+12,1106.389831,9,627.4583333,125,7444.938071,0.007701238,0.022385989,7.201209277,0,Nov,3,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,7,2,Returning_Visitor,FALSE,FALSE
+4,65.5,0,0,23,783.75,0.007692308,0.030769231,0,0,Nov,2,5,3,1,Returning_Visitor,TRUE,TRUE
+1,0,0,0,30,1732.066667,0.025806452,0.050752688,13.13492027,0,Nov,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,72,2304.15,0.008450704,0.020355466,3.178183427,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,584.3333333,0,0.023076923,12.58590538,0,Nov,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,678,0,0.03,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,2492.166667,0,0.014583333,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1656.615043,0.018421053,0.04154591,0,0,Dec,3,2,2,2,Returning_Visitor,TRUE,FALSE
+12,232.3535714,0,0,439,17550.58486,0.00562963,0.018437701,2.626909076,0,Nov,2,5,1,10,Returning_Visitor,FALSE,TRUE
+0,0,1,118,14,224.3916667,0.047619048,0.063265306,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,11,1,8,79,2693.582331,0,0.003430424,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+6,125.25,2,89,146,3697.731633,0.008108108,0.015188129,73.35866939,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,135.75,0.04,0.053333333,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+1,0,0,0,4,795,0.066666667,0.111111111,0,0,Nov,3,2,9,6,Returning_Visitor,TRUE,FALSE
+1,0,1,80.16666667,29,759.75,0,0.019354839,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,1,21,25,525.1666667,0.007692308,0.030769231,0,0,Nov,2,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,9,195.25,0.022222222,0.081481481,0,0,Nov,1,1,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,499.75,0.00952381,0.033333333,0,0,Nov,2,4,3,10,Returning_Visitor,FALSE,TRUE
+2,31,0,0,20,583.0694444,0,0.01,0,0,Dec,4,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,231.75,0,0.016666667,0,0,Nov,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,54,1441.636905,0.008461538,0.004290709,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+13,662.3392857,0,0,81,4284.422619,0.002298851,0.022822804,2.647620068,0,Dec,1,1,6,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,151,0,0.08,0,0,Dec,1,8,4,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,909.75,0.022222222,0.048148148,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,15,0,0,15,691.8333333,0,0.014285714,59.6118415,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+6,368.75,0,0,46,3368.305556,0.003846154,0.011858974,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,121.375,0,0.025,0,0,Dec,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,10,386.5,0,0.01,0,0,Nov,2,4,6,8,Returning_Visitor,FALSE,FALSE
+3,36,0,0,3,29.5,0,0.04,0,0,Nov,2,10,3,2,Other,FALSE,FALSE
+0,0,0,0,18,2335.125,0,0.033333333,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+4,64.46428571,0,0,29,1414.589286,0,0.0125,21.05431578,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,0,0,0,59,2334.105159,0.018421053,0.042076023,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,21,0,0,13,1474.5,0,0.016666667,69.46175766,0,Dec,2,2,4,3,Returning_Visitor,FALSE,TRUE
+6,94.1,0,0,92,4212.141886,0.008333333,0.021875,6.664927724,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,30,677.9166667,0.006666667,0.013333333,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,507,2,36.25,11,431,0,0.013333333,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,FALSE
+11,194.575,0,0,81,2126.077501,0.011728395,0.02129074,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+10,229,0,0,27,760.7708333,0.011764706,0.012941176,41.2169154,0,Nov,2,2,3,10,Returning_Visitor,FALSE,TRUE
+7,114.75,1,15.75,21,1615.660256,0,0.009937888,0,0,Dec,2,2,8,2,New_Visitor,TRUE,FALSE
+9,474,0,0,19,805.65,0.001242236,0.019397993,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,546.2291667,0.014814815,0.01957672,14.49431487,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,20,809,0.00952381,0.028571429,25.75735474,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,7,0,0.1,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,604,0,0.04,0,0,Nov,1,1,2,2,New_Visitor,FALSE,FALSE
+12,651.875,3,20,59,3066.695513,0,0.010460069,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+8,199.625,2,10,81,4272.607937,0.002352941,0.018627451,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,0,31,751,0.003125,0.0421875,0,0,Dec,2,2,1,6,Returning_Visitor,TRUE,FALSE
+3,315.3333333,1,141.5,42,3009.0875,0.004021164,0.0323655,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,242.5833333,0,0.026666667,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,23,347.8522727,0.008695652,0.030434783,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,27,0.04,0.08,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,148.2083333,2,139.5,98,3714.352664,0.005,0.013429932,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,738.8861111,0,0.002469136,0,0,Dec,3,2,6,2,Returning_Visitor,TRUE,FALSE
+9,174.2083333,2,383.75,151,9018.123741,0.012820513,0.02459296,0,0,Nov,1,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,1726.5,0,0.05,0,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1361.833333,0,0.029166667,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,271,0.018181818,0.036363636,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,546.9583333,0,0.033846154,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,18.2,1,9,30,3959.45,0.024652778,0.060590278,0,0,Dec,2,2,6,3,Returning_Visitor,FALSE,FALSE
+9,250.0833333,2,30.5,155,4643.283732,0.002073171,0.007466851,10.11599409,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+7,268.4166667,0,0,41,1124.875,0,0.011904762,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,98,0,0.066666667,0,0,Dec,1,1,9,2,Returning_Visitor,FALSE,FALSE
+1,4,0,0,4,67.25,0,0.013333333,0,0,Dec,2,2,2,2,Returning_Visitor,TRUE,FALSE
+6,101.625,0,0,140,7097.582291,0.003448276,0.009952433,21.88856759,0,Nov,2,2,3,13,Returning_Visitor,FALSE,TRUE
+0,0,1,249.5,33,1458.97619,0.027459219,0.041167134,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+2,20.14285714,0,0,4,33.14285714,0,0.039814815,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,572.9,0.011111111,0.038888889,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,208,0,0.022222222,125.961749,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,10,824,0.06,0.09,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+11,238.775641,1,9,200,7972.322431,0.002619048,0.014230973,21.83420125,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+5,71.08333333,0,0,24,1249.708333,0,0.005128205,52.28491058,0,Dec,2,2,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,30,480.6055556,0.028,0.041450216,0,0,Dec,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,5,0,0,21,258.6166667,0,0.009090909,0,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,2,23,4,57.75,0,0.066666667,0,0,Nov,2,5,3,1,Returning_Visitor,FALSE,FALSE
+8,195,2,86,56,3408.266667,0.014516129,0.027557013,9.594846798,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,73.5,0,0.05,0,0,Nov,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,4,52.5,38,2533.008333,0,0.026190476,0,0,Dec,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,85.75,0,0.05,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+1,73,0,0,12,2156.5,0.018181818,0.027272727,68.88769355,0,Nov,3,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,5,111.25,0,0.033333333,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+15,677.1911765,0,0,152,3561.130212,0,0.008686559,5.731607803,0,Dec,2,2,6,1,Returning_Visitor,FALSE,TRUE
+5,68.5,2,34.25,385,14505.72725,0.007309999,0.013519938,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,8,1,15,58,2801.75119,0.010526316,0.016374269,7.267034211,0,Dec,3,2,4,2,Returning_Visitor,FALSE,FALSE
+8,451.2836134,10,961.45,131,2460.323686,0.003082192,0.021249277,2.325663803,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+2,530.5,2,9,9,452.25,0.026666667,0.053333333,0,0,Dec,1,1,7,2,Returning_Visitor,FALSE,FALSE
+2,26.66666667,0,0,79,2619.109709,0.016315049,0.020747988,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,44,784.8833333,0,0.004761905,360.9533839,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,-1,0,-1,1,-1,0.2,0.2,0,0,Nov,1,8,2,1,Returning_Visitor,FALSE,FALSE
+2,62.5,0,0,17,775.3333333,0,0.045098039,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,269.75,0.022222222,0.048148148,0,0,Dec,3,2,5,6,Returning_Visitor,FALSE,FALSE
+1,20,0,0,38,1264,0,0.028947368,31.48142512,0,Dec,2,6,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,508.558547,0.014705882,0.027528909,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,61.5,0.028571429,0.085714286,0,0,Dec,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,12,0.166666667,0.166666667,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+2,45.5,0,0,9,122.25,0,0.018181818,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+2,147.5,7,209,48,698.6715201,0.004487179,0.01989011,68.91364255,0,Nov,3,2,7,11,Returning_Visitor,FALSE,TRUE
+1,0,2,11,50,1799.666667,0.056410256,0.083012821,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+3,36.5,0,0,11,496.25,0,0.026190476,0,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+4,47,1,49.5,28,687.4670635,0.013978495,0.02734255,108.9089884,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+3,49.5,0,0,22,458.25,0.02,0.056666667,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,53.5,0.05,0.15,0,0,Dec,3,3,5,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+6,100.5,0,0,10,332.5833333,0,0.002197802,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,12,749.75,0,0.016666667,0,0,Nov,8,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,4,11,Returning_Visitor,TRUE,FALSE
+17,346.7096405,3,207.25,292,8282.214508,0.000977199,0.005669849,13.91832377,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,142.125,0,0.033333333,0,0,Nov,3,2,6,2,Returning_Visitor,FALSE,FALSE
+8,91,0,0,45,3007.6875,0.012765957,0.012907801,0,0,Dec,3,2,6,10,Returning_Visitor,FALSE,FALSE
+1,126.5,1,0,52,1894.39384,0.005555556,0.016838538,0,0,Nov,3,2,3,11,Returning_Visitor,FALSE,FALSE
+2,561.5,2,31,95,4817.924102,0.007496464,0.025637791,50.09121868,0,Nov,1,1,5,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+6,86,0,0,12,905.5,0,0.026666667,23.6393946,0,Dec,4,5,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,37,1254.75,0.002631579,0.010175439,34.15414773,0,Nov,2,2,2,7,Returning_Visitor,FALSE,TRUE
+4,209.0625,0,0,71,3401.050687,0.005128205,0.026238576,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+4,67.41666667,0,0,17,523.5416667,0.023333333,0.057,30.68883081,0,Dec,2,2,5,1,Returning_Visitor,FALSE,FALSE
+8,147,0,0,23,627,0.006896552,0.011264368,25.19297315,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,56,1514.037879,0.016071429,0.0175,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,2,10,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,135.5,0,0.1,0,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+5,72.5,0,0,35,2429.8125,0,0.023684211,102.4922188,0,Nov,2,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,156.4047619,0.014285714,0.05,0,0,Nov,2,5,3,2,Returning_Visitor,FALSE,FALSE
+5,173.1666667,2,24.5,30,1288.733333,0,0.013376623,54.121714,0,Nov,1,2,3,2,Returning_Visitor,TRUE,FALSE
+4,598.375,0,0,126,4446.303175,0.001538462,0.015567766,3.333835543,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,920.55,0.030588235,0.042913165,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,885,0.04375,0.0375,49.72830378,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+4,15,1,4,44,950.625,0,0.004444444,0,0,Nov,2,2,8,1,New_Visitor,FALSE,FALSE
+5,42,0,0,232,5932.596554,0.002564103,0.014824296,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+7,645.6666667,0,0,25,1358.166667,0.007407407,0.022222222,0,0,Nov,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,89.66666667,0,0.033333333,0,0,Nov,2,10,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,694.5166667,0.008163265,0.024489796,0,0,Dec,2,4,3,1,Returning_Visitor,FALSE,FALSE
+4,66.83333333,0,0,125,3075.978608,0.00962963,0.022299824,0,0,Nov,2,5,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,96,2857.712454,0.002393617,0.019742908,0,0,Nov,3,2,1,6,Returning_Visitor,TRUE,FALSE
+7,190.4375,0,0,60,1967.780163,0.003809524,0.0154654,2.627347196,0,Dec,3,2,8,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,8,11,Returning_Visitor,FALSE,FALSE
+12,138.9166667,0,0,14,1352.75,0,0.023684211,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,866.3333333,0,0.025,14.58941181,0,Dec,2,4,3,2,Returning_Visitor,TRUE,FALSE
+8,258.1444444,1,0,81,1878.996825,0.002325581,0.019277493,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,89.16666667,4,94.875,10,138.4166667,0,0.013333333,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,1,24.5,46,1031.133333,0.004680851,0.034267293,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,1208.333333,0,0.01025641,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+4,68.5,0,0,152,5426.823764,0.005228758,0.018756793,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,FALSE
+3,49.5,1,0,50,1570.362302,0.008959436,0.027766386,1.818480813,0,Nov,3,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+7,718,0,0,15,644.25,0.005263158,0.01754386,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,38.5,0,0,28,705.1166667,0.003703704,0.017901235,0,0,Nov,1,1,7,2,Returning_Visitor,TRUE,FALSE
+2,222.5,0,0,23,1183.9,0.04,0.058285714,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+2,48.5,0,0,53,2438.075,0.005357143,0.017261905,29.04476648,0,Nov,2,2,1,6,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,106.0833333,0.025,0.05625,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+3,69,1,18,10,409.4666667,0.005128205,0.039010989,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,13,9,20,Other,FALSE,FALSE
+4,128.125,4,134.5,93,2697.17535,0.006060606,0.019274564,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,166.1666667,0,0.05,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,2,0,99,2622.600281,0.022,0.028519936,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,69,5793.52381,0,0.007835821,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,12,631.75,0.054545455,0.072727273,76.05518858,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,327.5,0,0,7,570.5,0,0.028571429,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+3,1715,0,0,20,536.6166667,0,0.002898551,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,30,1661.833333,0.027222222,0.071666667,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,53.5,1,18,42,2553.858333,0,0.022101449,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,490.8333333,0,0.045454545,0,0,Dec,3,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,334.75,0,0.030769231,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,270.5833333,0.04,0.07,0,0,Dec,1,1,5,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,61.5,0,0.033333333,0,0,Dec,1,1,9,2,Returning_Visitor,FALSE,FALSE
+4,170.5,0,0,20,1052.833333,0.010526316,0.015789474,0,0,Nov,1,1,6,3,New_Visitor,FALSE,FALSE
+0,0,0,0,2,301,0,0.033333333,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,535.5,0.044444444,0.091666667,0,0,Nov,2,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,667.9166667,0,0.009090909,0,0,Dec,2,5,1,2,Returning_Visitor,FALSE,TRUE
+2,14.75,0,0,32,839.4305556,0.012903226,0.028602151,13.91276554,0,Nov,2,2,6,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,102,4509,0.011764706,0.037679739,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,273.7083333,0.021052632,0.035087719,0,0,Nov,3,2,4,11,Returning_Visitor,TRUE,TRUE
+4,99.33333333,0,0,15,715.875,0.010526316,0.052631579,0,0,Dec,2,5,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,903.3571429,0.054545455,0.054385965,0,0,Dec,3,3,1,3,Returning_Visitor,FALSE,FALSE
+2,46.5,1,64.5,91,3309.448776,0.013285024,0.020476218,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,339.5,0,0.033333333,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+4,33.91666667,4,785.875,251,9297.575489,0.011608301,0.027881156,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,140,4096.090152,0.003809524,0.011870748,0,0,Nov,2,5,7,1,Returning_Visitor,FALSE,FALSE
+1,5,0,0,47,1480.233333,0.010416667,0.027824074,15.15643787,0,Nov,2,2,1,3,Returning_Visitor,TRUE,TRUE
+2,47.5,0,0,30,735.5833333,0.006896552,0.024137931,23.51024736,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,332,0,0.028571429,14.1273698,0,Nov,1,2,4,8,New_Visitor,TRUE,TRUE
+0,0,0,0,37,581.0833333,0.005555556,0.026851852,0,0,Nov,2,2,2,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,877.9166667,0,0.043636364,0,0,Nov,1,1,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,10,Other,FALSE,FALSE
+3,99.75,0,0,31,835.5833333,0,0.006451613,47.44850792,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+5,104.875,0,0,39,805.625,0,0.020905923,2.217029402,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,21,0,0,16,375.9166667,0,0.007142857,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,555.5029412,0.036363636,0.020095694,47.99199256,0,Nov,4,2,4,2,New_Visitor,FALSE,TRUE
+9,153.9166667,0,0,97,1935.887111,0.001168385,0.008928355,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+4,378.75,1,0,15,638.9166667,0.010526316,0.031578947,0,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+3,135.5,0,0,30,2040.166667,0,0.022727273,4.350513745,0,Dec,2,2,8,2,Returning_Visitor,FALSE,TRUE
+2,169.5,2,105,35,990.4642857,0.010810811,0.027027027,14.78162714,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+2,82,0,0,13,155.9833333,0,0.037777778,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+6,143.5,2,303,67,2199.976786,0.008333333,0.027665354,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,44.5,0.12,0.16,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,246.6458333,0.009090909,0.047727273,0,0,Nov,3,2,7,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,47,2493.985714,0.017021277,0.032056738,0,0,Dec,2,4,9,1,Returning_Visitor,FALSE,TRUE
+6,143.5142857,0,0,31,1359.957586,0.001612903,0.003655914,32.88667049,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,46.75,0,0.05,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,138.5,0,0,21,831,0,0.01,0,0,Dec,2,12,4,2,Returning_Visitor,FALSE,FALSE
+1,52.5,0,0,19,812.875,0,0.003333333,0,0,Nov,3,3,5,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,201.9166667,0,0.04,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,17,0.1,0.15,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,54.5,0.1,0.15,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,722.0833333,0.011764706,0.029411765,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,135.225,0,0.009090909,0,0,Nov,3,2,2,10,Returning_Visitor,FALSE,FALSE
+9,125.2659091,2,115,146,3231.853672,0.007792208,0.016586922,8.597486055,0,Dec,2,2,9,2,Returning_Visitor,TRUE,FALSE
+3,24.75,0,0,2,74.75,0,0.022222222,0,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+2,41.5,0,0,43,4215.961111,0.009302326,0.022170543,0,0,Dec,2,10,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,624.5,0.005263158,0.021052632,0,0,Nov,4,1,9,3,Returning_Visitor,FALSE,FALSE
+6,316,0,0,69,1618.532967,0.005555556,0.027698413,0,0,Nov,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1924.505952,0,0.004651163,59.21256014,0,Nov,2,2,3,6,Returning_Visitor,FALSE,TRUE
+2,21.5,1,79,56,4899.626984,0.036904762,0.06360119,0,0,Nov,2,4,3,1,Returning_Visitor,TRUE,FALSE
+1,18,1,6,122,7141.214642,0.012926829,0.01962467,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+4,97.5,0,0,5,454.5,0,0.00625,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,23,0.11,0.15,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+4,88.25,2,546.5,37,2304.5,0,0.005,14.54270238,0,Nov,2,2,9,2,New_Visitor,FALSE,TRUE
+4,109.3333333,1,118,34,1573.895833,0.015,0.019055556,0,0,Nov,3,2,4,3,Returning_Visitor,TRUE,FALSE
+15,290.2934078,2,302,49,2011.513765,0.020689655,0.024273772,10.74211393,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,21,0,0.066666667,0,0,Nov,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,2,6,50,3831.1,0,0.017307692,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,326.5,0.036363636,0.077272727,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+2,13,0,0,23,441,0.066666667,0.101449275,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,164,0,0.066666667,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,275.5,0.004444444,0.031111111,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,248.5,5,192.25,9,1176.5,0,0.0125,0,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+8,260.2083333,0,0,58,1436.690476,0,0.008231293,12.80819078,0,Dec,2,2,2,1,Returning_Visitor,TRUE,FALSE
+3,97.75,1,46.5,12,257.4166667,0.006666667,0.027111111,0,0,Nov,3,2,6,3,Returning_Visitor,FALSE,FALSE
+4,35.5,0,0,2,9.5,0,0.022222222,0,0,Dec,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,10,0,0.1,0,0,Dec,1,1,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,11,303.5,0,0.012121212,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,1264.833333,0.073376623,0.075604396,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+20,1307.675,3,132.6666667,517,27009.85943,0.004385217,0.014593571,8.4031637,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+4,73.5,0,0,59,4679.029167,0.009617486,0.032389468,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1252.75,0.010714286,0.042857143,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,116.1,3,97.66666667,170,5639.22176,0.002457143,0.01109801,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+3,119.5,0,0,24,347.9166667,0,0.008333333,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+3,96.5,0,0,8,323.5,0,0.02,0,0,Dec,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,3,1,Returning_Visitor,FALSE,FALSE
+4,72.5,0,0,95,2354.979058,0.00137457,0.005695387,5.214690992,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+6,73.70833333,5,188,80,3313.073936,0.022621723,0.059636655,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,147.5833333,0.014285714,0.028571429,0,0,Nov,3,2,7,3,Returning_Visitor,FALSE,FALSE
+1,27.5,0,0,114,1403.720238,0,0.000589971,255.5691579,0,Nov,4,5,2,8,Returning_Visitor,FALSE,TRUE
+1,0,0,0,2,66.5,0,0.1,0,0,Dec,2,2,9,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,47.5,0.08,0.12,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+2,13,0,0,3,200,0,0.05,0,0,Dec,2,2,1,8,New_Visitor,FALSE,FALSE
+5,471.25,0,0,21,883,0,0.010666667,44.98081787,0,Nov,1,1,2,8,New_Visitor,TRUE,TRUE
+5,136,1,13,85,2155.653752,0.005998168,0.019225201,3.920321611,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+1,34.5,0,0,18,3026.374242,0,0.005263158,38.92648303,0,Dec,1,1,3,2,Returning_Visitor,FALSE,TRUE
+1,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+1,26.5,1,58.5,24,760.7632353,0.006153846,0.020512821,33.11000268,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+8,487,0,0,28,839.5178571,0,0.003125,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+5,51.04166667,0,0,14,837.375,0,0.011481481,0,0,Nov,1,1,2,8,New_Visitor,FALSE,TRUE
+4,22.5,0,0,15,362.6333333,0.028571429,0.039285714,0,0,Dec,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,1625.583333,0,0.009677419,0,0,Dec,4,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,48,4152.083333,0.00625,0.028125,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+7,155.9,0,0,25,1400.958333,0,0.029012346,14.11909834,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,892.0833333,0.016666667,0.045833333,0,0,Dec,2,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,75.5,0,0.05,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,8,1066.25,0,0.028571429,9.0847678,0,Nov,1,8,4,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,7,322.75,0.047619048,0.071428571,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,873.75,0,0.031034483,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,TRUE
+8,122.1,2,0,20,695.19375,0.012098765,0.058821329,0,0,Nov,1,1,8,2,Returning_Visitor,TRUE,TRUE
+0,0,4,37,69,4112.394444,0.007123288,0.022355057,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+13,210.427451,9,435.45,154,6515.45431,0.00867052,0.017328726,2.982410939,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,26,1140.166667,0.032248521,0.032948718,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,100,5212.708333,0.00952381,0.025768619,8.505586651,0,Nov,2,2,7,2,Returning_Visitor,TRUE,TRUE
+0,0,1,0,13,1297.25,0.028571429,0.064285714,0,0,Dec,1,8,3,1,Returning_Visitor,TRUE,FALSE
+6,407.25,4,67.5,14,195.4166667,0,0.030434783,0,0,Dec,3,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1535,0.01,0.048333333,0,0,Nov,2,2,7,3,Returning_Visitor,FALSE,FALSE
+1,40.5,0,0,7,170,0,0.016666667,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,53.625,0,0.05,0,0,Nov,3,2,1,11,Returning_Visitor,FALSE,FALSE
+2,77.5,1,17,46,1066.566667,0.004255319,0.019148936,51.00308169,0,Dec,3,2,4,10,Returning_Visitor,FALSE,TRUE
+5,135.5,0,0,86,2106.894048,0.002325581,0.008914729,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+9,179.275,0,0,101,5276.594444,0,0.005545073,17.53927855,0,Dec,2,2,6,2,Returning_Visitor,TRUE,FALSE
+3,36,2,763,9,163.5,0,0.014285714,0,0,Dec,8,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,849.5416667,0,0.00875,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+11,1443.1,5,205,225,9595.649629,0.00455693,0.012050716,9.242286032,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,2,105,194,6460.192638,0.003760684,0.017284446,1.79107248,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+2,23,0,0,39,1828.966667,0.005128205,0.02008547,20.5924708,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+15,543.3549065,7,243.2833333,169,6920.973243,0.005268892,0.016769542,0.742942737,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+3,104,0,0,34,2991.319444,0.005555556,0.026111111,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,78.75,0.033333333,0.066666667,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+8,235.1861702,2,138.5,71,2512.51742,0.006349206,0.025572609,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,11,335,0.036363636,0.060606061,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,32,1297.75,0,0.0075,42.62274459,0,Nov,2,2,3,7,Returning_Visitor,FALSE,TRUE
+3,115,0,0,6,132.75,0,0.022222222,0,0,Dec,1,1,7,2,New_Visitor,TRUE,FALSE
+6,65.41666667,0,0,29,1904.541667,0.004848485,0.026060606,0,0,Nov,1,1,2,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,270.75,0,0.057142857,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+5,346.25,0,0,3,1692.25,0,0.014285714,0,0,Dec,2,2,9,2,New_Visitor,FALSE,FALSE
+2,86.2,0,0,48,2259.736508,0.004166667,0.010138889,12.22605425,0,Dec,1,1,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,75,1775.241667,0.001333333,0.019428571,0,0,Nov,2,6,5,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,664.5,0,0.04,0,0,Nov,2,2,8,2,New_Visitor,TRUE,FALSE
+0,0,3,1830.5,81,5000.739116,0.003294118,0.020433155,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,69.5,0,0.1,0,0,Nov,4,5,9,11,New_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,5,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,57,2716.666667,0,0.005263158,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,TRUE
+6,179.75,2,8,64,1876.333333,0.007246377,0.014251208,16.68711526,0,Dec,2,5,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,95,0.025,0.058333333,0,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+1,9,0,0,37,2368.111111,0.030555556,0.053240741,4.760548596,0,Nov,1,1,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,229.9166667,0.018181818,0.040909091,0,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,903.1634615,0.009090909,0.015757576,0,0,Nov,3,2,6,8,Returning_Visitor,TRUE,FALSE
+6,197.25,0,0,51,3296.940476,0,0.008595388,3.507532249,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,238.6666667,0,0.003846154,0,0,Dec,2,2,5,2,New_Visitor,FALSE,FALSE
+0,0,2,19,65,2163.132326,0,0.011780384,0,0,Nov,2,2,8,2,New_Visitor,FALSE,FALSE
+6,151.7,0,0,34,799.327381,0.017647059,0.023340336,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,122.75,0,0.028571429,0,0,Nov,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,62,2787.678571,0.003225806,0.015591398,57.48364657,0,Nov,4,2,1,1,Returning_Visitor,TRUE,FALSE
+1,54.5,0,0,26,531.5,0.007692308,0.023076923,44.92362122,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,165,0.03,0.046666667,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,43,898.2388889,0.007317073,0.031707317,8.898618695,0,Nov,2,4,1,10,Returning_Visitor,FALSE,TRUE
+1,8,0,0,10,109.1944444,0.04,0.06,0,0,Dec,1,1,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,15,0.066666667,0.133333333,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,231.75,0,0,30,805.7833333,0,0.0203125,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,19,1,11,11,66.83333333,0,0.019230769,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,3,3,New_Visitor,TRUE,FALSE
+3,52.16666667,3,110.75,65,2019.769468,0.002941176,0.017081105,3.277744575,0,Nov,1,1,6,2,Returning_Visitor,TRUE,FALSE
+10,163.6333333,1,294,80,1979.3,0.002325581,0.024224806,19.73335395,0,Nov,2,1,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,28,1425.583333,0.014814815,0.026984127,14.59072178,0,Dec,2,4,4,1,Returning_Visitor,FALSE,FALSE
+4,95.75,12,886.25,154,7838.556598,0.00376506,0.014926307,0,0,Nov,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+17,218.741707,4,808.5,74,3591.744196,0.019767442,0.015609868,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,555.625,0.018181818,0.054545455,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,242.5,0,0.05,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+10,318.6410256,9,991.25,216,7761.034859,0.007542901,0.022135148,1.589329821,0,Nov,2,6,2,2,Returning_Visitor,TRUE,TRUE
+7,78.35714286,3,210.6666667,309,12158.19639,0.007586207,0.025532176,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+6,143,0,0,32,2289.1,0,0.001015625,62.33035594,0,Nov,3,2,9,3,New_Visitor,TRUE,FALSE
+0,0,0,0,7,42,0.057142857,0.085714286,0,0,Dec,2,4,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,138,0.1,0.111111111,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+1,36,1,74,98,7712.375,0,0.012431818,15.3498858,0,Dec,2,10,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,436,0,0.025,68.1974018,0,Dec,1,2,2,2,New_Visitor,FALSE,TRUE
+7,241.8611111,3,228,154,4755.224054,0.009808489,0.029142563,1.104440234,0,Nov,1,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,465.25,0,0.016666667,0,0,Dec,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,1210.1,0,0.005555556,0,0,Nov,1,1,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,313.0178571,0,0.016071429,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+1,34.5,0,0,22,279.8333333,0.008695652,0.013043478,0,0,Nov,2,2,1,2,Other,FALSE,FALSE
+0,0,1,141.5,43,3044.047222,0,0.004545455,3.940422761,0,Dec,2,4,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,30,946.5952381,0.013333333,0.031333333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,112.25,0,0,9,97.41666667,0.018181818,0.036363636,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+1,60.5,0,0,31,1574.375,0,0.022580645,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,121,0,0,28,1830.583333,0.015555556,0.015740741,111.5113802,0,Dec,1,1,6,2,Returning_Visitor,TRUE,FALSE
+5,179.875,0,0,47,1011.319444,0.019607843,0.046744236,3.322660364,0,Nov,3,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,385.5,0,0.0125,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,17,669.4833333,0.038888889,0.057407407,0,0,Dec,3,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,795.3611111,0.041269841,0.058571429,0,0,Dec,1,2,1,3,Returning_Visitor,FALSE,FALSE
+9,71.2,2,72.125,23,1061.816667,0,0.022916667,6.064425698,0,Nov,2,2,9,2,Returning_Visitor,TRUE,FALSE
+8,111,0,0,32,1206.833333,0.005263158,0.014473684,19.27621155,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+13,110.7583333,1,3,34,858.9464286,0,0.011627907,17.78585727,0,Nov,2,2,5,10,Returning_Visitor,TRUE,FALSE
+0,0,3,103.5,30,1093.175,0.0125,0.028125,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,7,11,Returning_Visitor,TRUE,FALSE
+1,0,1,13.83333333,65,3174.088455,0.017014925,0.040540739,0,0,Dec,3,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,1,0,7,228,0,0.025,0,0,Dec,1,1,6,3,Returning_Visitor,FALSE,FALSE
+5,286.4642857,1,29.5,64,2058.604545,0.008955224,0.009549977,6.49391045,0,Nov,3,2,3,10,Returning_Visitor,FALSE,TRUE
+7,111,2,5,131,5396.264881,0.003928571,0.013640873,7.513426372,0,Nov,2,1,1,2,Returning_Visitor,FALSE,TRUE
+1,284,0,0,18,2014.416667,0.0025,0.034166667,9.964444223,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,41,1837.204167,0.027642276,0.066547107,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1326.430556,0.005263158,0.016666667,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,2558.5,0,0.010810811,0,0,Nov,4,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Returning_Visitor,FALSE,FALSE
+4,115.0833333,1,3,16,930.5,0,0.021428571,0,0,Nov,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,1,1,3,Returning_Visitor,FALSE,FALSE
+3,50.5,0,0,2,37.5,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+3,142.5,0,0,48,1052.255952,0.004347826,0.013043478,0,0,Nov,1,8,6,11,Returning_Visitor,FALSE,FALSE
+2,48.1875,4,121.5,51,1792.814481,0.003571429,0.01186886,60.07483189,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,63,3301.222222,0.006451613,0.03016129,0,0,Nov,2,1,3,1,Returning_Visitor,TRUE,FALSE
+4,75,2,312,98,1887.232143,0.002040816,0.025068027,0,0,Dec,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,111.75,0,0.066666667,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,115.375,0,0,20,473.5,0.026111111,0.028996212,14.88419318,0,Dec,3,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,578,0,0.066666667,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,251,0.04,0.08,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,217.9166667,0.015384615,0.035897436,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+12,196.8571429,0,0,59,1533.025834,0.00721393,0.0322986,6.048714136,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,37,582.2666667,0,0.021959459,0,0,Nov,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,200,6867.193847,0.006408856,0.024587384,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,79,0,0,47,1366.058333,0.008510638,0.034751773,21.23960367,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+6,69.125,2,13,227,6854.604365,0.005701754,0.020960781,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,305.5,0,0.028571429,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,859.3333333,0,0.007407407,17.50632106,0,Nov,4,1,6,2,New_Visitor,FALSE,TRUE
+2,334.25,4,92.16666667,2,70.75,0,0.00952381,0,0,Dec,1,1,3,10,New_Visitor,TRUE,FALSE
+2,19,0,0,4,88,0,0.02,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,192.875,0,0.016666667,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,1,33.75,72,1460.908333,0,0.014851055,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,36,2070.325,0.008333333,0.030925926,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,107,5,143.75,2,17,0.025,0.05,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,2,0,0.2,0.2,0,0,Nov,1,1,1,15,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,551.5,0.033333333,0.077777778,0,0,Nov,3,2,4,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,295.8333333,0,0.010526316,0,0,Nov,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,181,0.066666667,0.1,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,452.5,0,0,18,762.2380952,0,0.002352941,0,0,Nov,1,1,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,2,1,Returning_Visitor,TRUE,FALSE
+1,19,0,0,4,296.9166667,0.04,0.04,0,0,Dec,3,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,9,0,0.066666667,0,0,Nov,2,2,8,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,84,2197.780952,0.01031746,0.014779942,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+4,26,0,0,235,10046.80771,0.007670851,0.022527689,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,19,1,106,17,475.6666667,0,0.023582766,0,0,Nov,1,10,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,11,0,0.1,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,54.5,0,0.04,0,0,Dec,2,5,1,2,New_Visitor,FALSE,FALSE
+9,126.2631579,2,50.83333333,59,2004.371491,0.008695652,0.030961792,0,0,Dec,2,2,6,3,Returning_Visitor,FALSE,FALSE
+4,55.75,0,0,74,3817.203846,0,0.020533333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,58,3178.5,0,0.015789474,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,TRUE
+3,22,2,69.5,30,1671.583333,0,0.019354839,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,1985,0.016666667,0.05,0,0,Nov,4,1,7,6,Returning_Visitor,FALSE,FALSE
+1,6,0,0,15,762,0,0.014285714,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+9,739.125,0,0,19,1655.190476,0,0.022666667,27.97007005,0,Dec,1,1,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,33,1412.316667,0.012121212,0.051717172,0,0,Nov,2,5,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,29.16666667,0,0.1,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,306.5,0,0.015625,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,54,3978.245833,0.003846154,0.024807692,0,0,Nov,2,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,103.5,0,0.057142857,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,47,0,0.05,0,0,Nov,2,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,38.5,0.066666667,0.1,0,0,Nov,2,10,7,1,Returning_Visitor,FALSE,FALSE
+11,334.1666667,2,34,140,4817.369546,0.002684564,0.009552573,11.97037051,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,447,0,0.033333333,0,0,Nov,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,829.0833333,0,0.0125,41.67536194,0,Nov,2,4,1,3,New_Visitor,FALSE,TRUE
+9,307.360119,4,77.91666667,95,2989.780952,0.005882353,0.014513583,12.74039337,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0,0.2,0,0,Dec,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+11,631.4166667,5,1037.15,501,21672.24425,0.003964723,0.014292461,9.131386805,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,371,0,0.00952381,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,45.75,42,1931.630952,0,0.008333333,0,0,Dec,1,1,6,1,Returning_Visitor,TRUE,FALSE
+7,32.64285714,3,189,224,6095.481945,0.002623688,0.016400421,10.36159616,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+7,184.9333333,4,277.5,70,3993.135714,0.006,0.014539683,32.09724943,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+4,62.66666667,0,0,82,1805.277375,0,0.023295607,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,1,1,Other,FALSE,FALSE
+4,55.575,0,0,4,42.575,0,0.011428571,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,3,30,0,0.033333333,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,566.8,0,0.007971014,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,2189.5,0.00952381,0.028571429,0,0,Nov,4,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,1,39.5,97,2811.47807,0.002749141,0.015832106,0,0,Nov,2,5,6,1,Returning_Visitor,TRUE,FALSE
+5,107,0,0,34,777.2125,0,0.013513514,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,876.25,0,0.004761905,0,0,Dec,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,75.5,0,0.066666667,0,0,Dec,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,1077.25,0.019047619,0.047619048,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+4,104.25,0,0,38,1429.875,0,0.022807018,4.113391331,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+1,9,0,0,15,688.1833333,0,0.011904762,43.03066045,0,Dec,1,1,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,42,1022.384615,0.014634146,0.031939605,0,0,Nov,1,1,2,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,3,3,Returning_Visitor,FALSE,FALSE
+9,227.6,0,0,54,1935.06131,0.006557377,0.022222222,42.19732111,0,Dec,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,354.5,0.028571429,0.04,0,0,Nov,2,2,4,8,Returning_Visitor,FALSE,FALSE
+2,67.75,0,0,11,417.9892857,0.016666667,0.043148148,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+11,554.75,0,0,34,1466.088462,0.007407407,0.024345679,10.73461716,0,Nov,1,1,3,8,New_Visitor,TRUE,TRUE
+0,0,0,0,111,3971.515278,0.009009009,0.024725635,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,124.2166667,0,0.075757576,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+8,256.5,1,0,57,1319.366667,0.006774194,0.032699169,3.373062968,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+0,0,2,861,12,2250.35,0.014285714,0.030952381,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,8,8,11,Returning_Visitor,TRUE,FALSE
+2,3,2,63.5,118,5250.891667,0.001626016,0.014905149,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,72,2494.8171,0.002777778,0.013842593,0,0,Nov,1,2,1,11,Returning_Visitor,FALSE,FALSE
+5,249.8,2,50,229,8866.167386,0.007143733,0.024304152,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,219,0,0.025,0,0,Dec,2,5,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,2,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,143.5,0,0.016666667,0,0,Dec,1,1,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1050.25,0,0.028571429,0,0,Nov,2,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,27,520,0,0.003703704,0,0,Nov,8,2,3,20,New_Visitor,FALSE,TRUE
+6,201,0,0,84,3646.083333,0.006896552,0.016803503,66.57412378,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,141.6666667,0.04375,0.02875,0,0,Dec,1,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,577.75,0.018181818,0.033333333,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+3,89,0,0,26,655.5357143,0,0.0375,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+10,149.013357,2,138,78,2207.366936,0.002380952,0.012458392,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,113.25,0,0,91,1746.108683,0,0.00428729,0,0,Nov,2,2,8,8,New_Visitor,FALSE,FALSE
+4,562,0,0,22,1945.5,0,0.008333333,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+10,305.905303,1,89.95454545,101,6038.244769,0.001904762,0.019112158,51.36077038,0,Nov,2,4,3,2,Returning_Visitor,TRUE,TRUE
+8,203.9166667,4,114.75,118,3903.167094,0.004098361,0.012520167,55.01131298,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,7.625,0,0,21,1104.9,0,0.014603175,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,4,0,0,48,1199.160606,0,0.00070922,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+13,1230.333333,7,286.0833333,68,3147.245589,0.013684211,0.026801619,1.597803468,0,Dec,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,34,1401.458333,0,0.023529412,0,0,Nov,2,2,9,11,New_Visitor,FALSE,TRUE
+0,0,0,0,33,2861.966667,0,0.034375,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,379.0833333,0,0.0125,0,0,Dec,3,12,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,283.75,0.0125,0.025,0,0,Nov,2,2,1,11,Returning_Visitor,FALSE,FALSE
+6,129.0208333,0,0,56,755.4178922,0.001724138,0.015842912,0,0,Nov,1,1,1,10,Returning_Visitor,TRUE,FALSE
+1,5,1,70.5,125,3507.010877,0.005645161,0.013874153,0,0,Nov,4,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,364.5416667,0,0.041666667,0,0,Dec,3,2,8,13,Returning_Visitor,FALSE,FALSE
+4,45.75,0,0,18,1273.083333,0,0.031818182,6.750968245,0,Dec,1,1,1,1,Returning_Visitor,FALSE,TRUE
+9,189.1098485,3,39,73,3059.013889,0.012345679,0.024897119,16.74209908,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+3,156.5,0,0,9,143,0,0.005555556,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,255.0833333,0,0.015384615,0,0,Dec,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,56,2749.15,0.000595238,0.023809524,0,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+6,89.0625,2,888,275,9139.496696,0.00625,0.018539498,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,938.0416667,0.00375,0.010664683,0,0,Dec,1,1,7,2,Returning_Visitor,FALSE,FALSE
+3,20.5,0,0,38,1806.558333,0.005128205,0.026495726,7.150073241,0,Nov,2,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,58.5,0,0.066666667,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,45,1296,0,0.013333333,0,0,Nov,2,5,2,3,Returning_Visitor,FALSE,FALSE
+4,79.25,5,500.8,39,1080.875,0.010638298,0.024964539,20.06500939,0,Nov,2,5,1,2,Returning_Visitor,FALSE,TRUE
+3,155.6078431,1,14,108,2942.021588,0.00025974,0.013002525,7.890931935,0,Dec,1,1,2,10,Returning_Visitor,FALSE,TRUE
+5,175.9166667,0,0,12,276.25,0.013333333,0.046666667,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,TRUE
+7,634.2666667,3,89.5,54,2864.633333,0.012295082,0.024020297,7.448242868,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,49.25,2,17,77,4130.937879,0.011219512,0.029260777,43.99403085,0,Nov,4,1,1,2,Returning_Visitor,FALSE,FALSE
+1,16,0,0,77,3586.833333,0,0.012575758,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,9,3,Returning_Visitor,FALSE,FALSE
+1,14,0,0,11,227.25,0.018181818,0.018181818,0,0,Nov,1,1,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,52.5,0,0.083333333,0,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,6,1,2,Returning_Visitor,FALSE,FALSE
+10,214.6214286,1,114,36,673.6380952,0.019379845,0.032443035,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,975.5,0.08,0.1,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+10,137.5,1,32.5,145,6165.878774,0.001333333,0.020769697,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,44,1502.291667,0.004545455,0.027272727,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+6,237.5,3,347.5,22,740.5,0.008,0.02,87.94459488,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,134.75,0.083333333,0.124444444,0,0,Nov,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,2,162.5,49,572.061039,0.004,0.027944444,0,0,Dec,2,2,1,6,Returning_Visitor,FALSE,FALSE
+6,62.75,0,0,46,1098.524802,0.007083333,0.016529882,0,0,Nov,1,1,4,8,Returning_Visitor,FALSE,FALSE
+8,964.25,6,182.1666667,134,5889.730504,0.028910577,0.053431066,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,131.5,2,99,96,3541.324493,0.010550214,0.020522711,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,4,13,Returning_Visitor,FALSE,FALSE
+2,19,0,0,11,658.9166667,0,0.015384615,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,2641.416667,0.017647059,0.04,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,364.75,0.025,0.025,0,0,Nov,2,6,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,100,2781.125,0.012,0.037666667,0,0,Dec,2,6,3,1,Returning_Visitor,FALSE,FALSE
+3,27,0,0,2,16,0,0.05,0,0,Nov,2,2,2,2,New_Visitor,TRUE,TRUE
+0,0,4,115.8,95,2500.128052,0.005342081,0.011832634,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+7,152.6964286,2,13,13,200.25,0.02,0.03,0,0,Dec,2,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,19,0,0.1,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+18,1012.5,6,114.3333333,106,3163.096825,0.011664747,0.021393867,1.307682317,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+4,46.04166667,4,93.41666667,75,6057.928961,0.01042524,0.019667423,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+2,17,0,0,30,1448.928571,0.043851852,0.069954545,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,105.5,1,437.5,55,1984.025,0,0.003486395,0,0,Nov,3,2,4,6,Returning_Visitor,TRUE,FALSE
+4,54.5,0,0,3,21,0,0.033333333,0,0,Nov,1,1,2,2,New_Visitor,FALSE,FALSE
+1,44.5,0,0,31,739.6666667,0.01,0.052222222,0,0,Dec,1,8,3,1,Returning_Visitor,FALSE,FALSE
+3,59.5,0,0,6,159,0,0.00625,0,0,Dec,3,2,8,6,New_Visitor,FALSE,FALSE
+0,0,0,0,1,56.5,0,0.1,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,5,0,0,37,2235.828084,0,0.010810811,50.07598981,0,Nov,2,5,7,10,Returning_Visitor,FALSE,TRUE
+23,322.9416667,0,0,62,3142.941176,0.003037975,0.019685462,7.311892217,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,1289.333333,0,0.022222222,0,0,Dec,1,1,6,2,New_Visitor,FALSE,FALSE
+2,34.25,0,0,55,3227.483333,0.003636364,0.016363636,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+1,6,0,0,14,1183,0,0.004761905,17.5336164,0,Nov,2,2,6,10,New_Visitor,TRUE,TRUE
+11,151.525,6,435.25,72,5251.382738,0,0.009969093,13.77521629,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,685.1744048,0.028571429,0.043174603,0,0,Nov,1,1,8,1,Returning_Visitor,TRUE,TRUE
+1,22,0,0,29,2209.75,0,0.035057471,0,0,Nov,3,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,1102.5,0.04,0.090625,0,0,Dec,1,1,6,2,Returning_Visitor,TRUE,FALSE
+0,0,1,20,48,1686.354994,0.020408163,0.033747213,0,0,Dec,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,704.1666667,0.0125,0.035416667,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,5,0,0,30,1240.65,0,0.017708333,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+1,103,0,0,20,1140.666667,0,0.005,19.18108767,0,Dec,3,2,3,2,New_Visitor,FALSE,TRUE
+4,21,0,0,7,56.25,0.033333333,0.066666667,0,0,Nov,3,2,1,15,Returning_Visitor,TRUE,FALSE
+3,44,0,0,15,310.25,0.0125,0.0125,0,0,Dec,3,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,53,0.066666667,0.088888889,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+2,12,0,0,8,91.25,0,0.02,0,0,Dec,2,2,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,136.75,0,0.038095238,0,0,Dec,3,2,9,6,Returning_Visitor,FALSE,FALSE
+3,116.5,0,0,15,320.25,0,0.005882353,0,0,Dec,1,1,4,6,Returning_Visitor,TRUE,FALSE
+1,67.5,1,0,11,816.5,0,0.016666667,0,0,Dec,1,1,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,95,3208.208333,0.00212766,0.010851064,5.364419268,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,109.25,0,0.08,0,0,Nov,2,10,1,2,Returning_Visitor,FALSE,FALSE
+6,169.7916667,0,0,32,1547.625,0,0.013157895,23.53105656,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,139,0,0.066666667,127.3080148,0,Dec,2,10,1,2,Returning_Visitor,FALSE,TRUE
+6,113.25,2,19,23,2049.75,0.022222222,0.033333333,95.35469341,0,Dec,1,1,2,2,Returning_Visitor,FALSE,TRUE
+22,474.4764124,3,167.1428571,92,2324.820965,0.014613095,0.020072361,7.935285933,0,Nov,3,2,2,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,17,0,0.1,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+10,263.3583333,0,0,69,3416.279167,0.012004662,0.019056732,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,1245.25,0,0.015384615,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+8,440.4615385,1,0,89,3236.865632,0.012544803,0.027526998,7.329008963,0,Nov,1,1,1,10,Returning_Visitor,TRUE,FALSE
+1,42,0,0,19,682.1333333,0,0.021666667,14.14050684,0,Dec,1,1,4,10,Returning_Visitor,FALSE,FALSE
+3,80.625,1,54,11,314.25,0.037333333,0.042857143,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+1,5,0,0,58,2492.22402,0.008939014,0.025864237,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,93.5,0,0,35,1197.93254,0,0.02029036,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,3972,0,0.020991254,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,48.625,0,0,14,211.4702381,0.001190476,0.039520717,0,0,Nov,3,2,6,10,Returning_Visitor,FALSE,FALSE
+9,866.4280303,1,691,36,1617.612554,0.010869565,0.025668172,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+4,234.1666667,0,0,24,1589.583333,0,0.007692308,61.20406619,0,Nov,2,2,2,10,Returning_Visitor,FALSE,TRUE
+8,459.3333333,0,0,25,2408.815476,0,0.008333333,81.19520286,0,Nov,3,2,7,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,120.5,0.05,0.1125,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,226,0,0.023076923,0,0,Dec,2,2,9,8,New_Visitor,FALSE,FALSE
+0,0,1,9,48,1512.75,0.004081633,0.033469388,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,591.9,0.03015873,0.057142857,0,0,Dec,1,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,514.4166667,0,0.023992674,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,771.75,0.021052632,0.061403509,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+15,572.5833333,2,37.5,318,13717.40205,0.004176829,0.015642808,45.15513521,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,2,13.5,38,531.0369048,0,0.027916667,0,0,Dec,4,2,1,3,Returning_Visitor,FALSE,FALSE
+8,171.75,2,16,49,1494.083333,0.001257862,0.028773585,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,46,0,0,59,3478.75,0,0.013559322,0,0,Nov,2,10,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,18,0,0.075,0,0,Dec,3,2,2,3,New_Visitor,FALSE,FALSE
+0,0,0,0,10,677.6666667,0,0.022222222,0,0,Dec,4,1,3,2,New_Visitor,FALSE,FALSE
+3,63.5,0,0,94,4620.088889,0.002150538,0.010752688,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,27.5,0.1,0.15,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+7,53.75,5,199,77,2194.490404,0,0.010341365,44.1286184,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,650.25,0,0.025,0,0,Nov,6,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,54.5,0,0.066666667,0,0,Nov,2,5,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,402,0,0.066666667,0,0,Nov,4,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,44.33333333,0.025,0.094444444,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,66.375,0,0,85,3344.958929,0.002325581,0.012754534,0,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,306.25,0.053571429,0.052592593,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,32.75,0,0,24,553.8333333,0,0.024,8.958652232,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,273.75,0.02,0.053333333,0,0,Nov,1,1,2,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,79.5,0,0.066666667,0,0,Dec,4,1,3,2,Returning_Visitor,TRUE,FALSE
+3,96,0,0,12,175.175,0.02,0.031111111,0,0,Dec,3,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,27,892.9679487,0.014814815,0.022751323,0,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+8,152,0,0,4,72.5,0,0.00952381,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,9,668,0,0.022222222,0,0,Nov,2,4,9,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,269.25,0,0.008333333,0,0,Nov,3,2,1,11,New_Visitor,FALSE,FALSE
+0,0,0,0,11,332.2916667,0,0.009090909,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+4,178.1666667,4,162.6666667,4,214.8333333,0,0.018181818,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+13,301.5616883,1,14,55,3328.903752,0.007936508,0.014212018,38.60204838,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,89.5,0.04,0.053333333,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,734.25,0,0.015384615,40.4014481,0,Dec,2,2,9,2,Returning_Visitor,FALSE,TRUE
+3,57,0,0,42,3556.516667,0,0.00968254,26.98362279,0,Dec,2,4,3,1,Returning_Visitor,FALSE,FALSE
+3,34.25,2,17,60,2335.125,0.0015625,0.01875,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+2,7,0,0,20,454.9166667,0.009090909,0.025757576,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+8,164.625,0,0,43,1110.579167,0.002083333,0.010671296,16.35594008,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+6,331.25,3,365.25,6,267,0,0.021428571,0,0,Dec,1,2,7,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,950.8166667,0.032183908,0.046360153,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+11,286.9333333,0,0,119,7609.82065,0.0032,0.015231111,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,13.75,0,0,32,855.5416667,0.000840336,0.027058824,22.95499447,0,Nov,2,2,2,6,Returning_Visitor,FALSE,TRUE
+2,42.4,0,0,24,2095.819048,0.025,0.041319444,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,46.5,2,418.5,88,2085.972565,0,0.006273946,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+6,133.3333333,1,398,129,4653.190245,0.015662578,0.025219763,6.017563943,0,Nov,3,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,37,1156.416667,0,0.011111111,0,0,Nov,1,1,9,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,46.75,0,0.04,0,0,Dec,1,1,3,3,Returning_Visitor,FALSE,FALSE
+7,198.2585034,4,492.9,81,2237.757205,0.007231405,0.018203638,3.0265717,0,Nov,3,2,3,6,Returning_Visitor,TRUE,FALSE
+5,73.125,2,53.5,200,6671.290144,0.003458896,0.012152531,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,76.75,0,0,33,1356.458333,0,0.020833333,0,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+1,25.5,0,0,0,0,0,0.066666667,0,0,Nov,1,1,8,8,New_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,3,7,3,1,Returning_Visitor,FALSE,FALSE
+6,358.0833333,1,18,93,3422.525,0.020408163,0.039301175,0,0,Nov,2,4,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,76,1777.520455,0.008,0.025492063,0,0,Nov,1,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,191.5625,0,0.024691358,0,0,Nov,3,3,1,11,New_Visitor,TRUE,FALSE
+0,0,0,0,13,221.5,0,0.020512821,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+3,31.1,0,0,11,975.2893939,0,0.062414966,0,0,Nov,4,5,1,8,Returning_Visitor,FALSE,FALSE
+1,27.33333333,0,0,3,20,0.028571429,0.085714286,0,0,Nov,1,1,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,461,0.036363636,0.054545455,0,0,Dec,2,2,5,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,201.3333333,0.016666667,0.035714286,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,51,0,0.04,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+9,186.6730769,0,0,73,1606.30825,0.010295359,0.019108884,0,0,Nov,3,2,8,2,Returning_Visitor,TRUE,FALSE
+2,67.5,0,0,65,1828.733333,0.002985075,0.018017058,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+1,5,1,17.75,93,3009.042857,0.003617021,0.018145897,6.992767815,0,Dec,1,2,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,42.5,0,0,54,5972.416667,0.003508772,0.010526316,70.33953705,0,Nov,2,6,1,3,Returning_Visitor,FALSE,TRUE
+0,0,2,34,144,5485.017857,0.005517241,0.0165084,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1773.25,0.04375,0.072916667,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,496,0.018181818,0.063636364,0,0,Dec,3,12,2,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,11,185.6666667,0.05,0.083333333,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1461.833333,0.021052632,0.036842105,23.82324931,0,Nov,2,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,1,8,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,914.5,0,0.028571429,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,128,0,0.04,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,468.5416667,0.014814815,0.022222222,0,0,Dec,3,2,3,3,Returning_Visitor,TRUE,FALSE
+1,4,0,0,30,1409.53355,0,0.028,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+5,126.25,0,0,15,286.5166667,0.005263158,0.01754386,0,0,Dec,1,1,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,842.75,0,0.04,0,0,Dec,2,5,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,910.2333333,0,0.023529412,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+11,298.0820225,4,138.5,397,11940.0165,0.006959671,0.009804129,9.221243019,0,Nov,1,1,3,3,Returning_Visitor,TRUE,TRUE
+5,62,0,0,30,3815.166667,0,0.026200717,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+8,222.875,4,285.625,31,1622.883333,0.005405405,0.017488397,15.26399679,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,96.33333333,0.083333333,0.0875,0,0,Dec,1,1,2,3,Returning_Visitor,FALSE,FALSE
+6,131.75,0,0,32,789.4166667,0,0.00745098,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,221,0,0.025,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,48,1916.873737,0.017391304,0.050362319,0,0,Dec,2,2,5,1,Returning_Visitor,FALSE,FALSE
+3,182.6428571,3,119.375,64,2671.06994,0.000275482,0.017352092,37.59646822,0,Nov,2,5,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,51,6505.333333,0.036,0.050333333,0,0,Dec,2,2,6,1,Returning_Visitor,TRUE,FALSE
+4,571.25,1,0,11,470.9166667,0.015384615,0.061538462,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,565.6666667,0.015,0.026666667,0,0,Nov,2,4,6,1,Returning_Visitor,FALSE,FALSE
+2,67.5,0,0,11,294,0,0.009090909,0,0,Dec,1,1,3,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,278.2916667,0,0.017777778,0,0,Dec,2,2,9,10,Returning_Visitor,FALSE,FALSE
+3,103,2,58.5,94,2807.149729,0,0.002777778,0,0,Nov,2,2,7,2,New_Visitor,TRUE,FALSE
+3,88,0,0,7,64,0,0.022222222,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+9,509.8333333,2,23,27,1438.854167,0.020952381,0.043333333,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+2,90,1,47.5,40,1186.141667,0,0.013821138,0,0,Nov,2,10,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,70,0,0.066666667,0,0,Nov,1,1,2,2,New_Visitor,TRUE,FALSE
+4,226,0,0,81,4836.486905,0.002380952,0.010714286,5.312300227,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+9,283.25,0,0,38,1166.166667,0,0.004761905,18.60589711,0,Nov,1,1,9,20,New_Visitor,FALSE,TRUE
+4,99.125,0,0,38,876.3,0,0.0175,0,0,Nov,4,1,7,3,Returning_Visitor,FALSE,FALSE
+4,390.5,0,0,27,1285.583333,0,0.006896552,14.67222588,0,Dec,2,2,8,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,357.3333333,0,0.022222222,0,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+6,571.5,0,0,49,1196.25,0.007843137,0.018954248,0,0,Dec,2,2,3,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,94.8,0.07,0.057777778,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,FALSE
+2,133.5,0,0,4,454.3333333,0,0.025,0,0,Nov,3,2,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,33,777.1166667,0,0.015104167,0,0,Nov,2,2,6,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,84,0.15,0.166666667,0,0,Nov,3,2,6,3,Returning_Visitor,TRUE,FALSE
+13,278.1519608,1,46.5,150,5575.614608,7.27E-05,0.017155355,1.529570511,0,Dec,2,2,2,1,Returning_Visitor,FALSE,TRUE
+11,227.2272727,0,0,44,2038.052273,0.007719298,0.028421053,0,0,Nov,2,2,3,8,Returning_Visitor,TRUE,FALSE
+3,33,0,0,17,386.4166667,0,0.01,0,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,9,79.75,0,0.025,0,0,Dec,2,4,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,18,0.05,0.1,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,999.8333333,0,0.009,0,0,Dec,2,2,1,8,New_Visitor,TRUE,FALSE
+3,112.75,6,287.5,27,1491.5,0.013968254,0.021326007,5.772982827,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,35.5,0,0.1,0,0,Dec,2,6,1,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,444.6333333,0,0.025,0,0,Nov,2,4,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,93,0,0.04,0,0,Nov,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,2,248.5,121,4218.074847,0.009985097,0.026514442,0.624510388,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,10,0,0,9,700,0,0.011111111,29.62188989,0,Dec,2,2,9,10,Returning_Visitor,FALSE,TRUE
+2,115,0,0,97,1940.293452,0.01717251,0.032369194,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,FALSE
+4,55.25,0,0,27,705.5,0,0.007901235,0,0,Nov,1,1,9,3,Returning_Visitor,FALSE,FALSE
+6,91.75,0,0,11,380.6666667,0,0.005128205,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+15,2657.318056,13,1949.166667,343,29970.46597,0.005315857,0.02897116,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,37.5,0,0,18,607.5,0,0.010526316,361.7637419,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,9,53,0.066666667,0.111111111,0,0,Dec,2,5,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,112.7083333,0.04,0.023333333,0,0,Nov,3,2,6,11,New_Visitor,TRUE,FALSE
+10,274.25,5,247.75,61,2267.330952,0.002739726,0.005348989,48.6094789,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,252.75,0,0.016666667,0,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,857.1833333,0,0.017283951,0,0,Nov,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,1,15,103,3626.003223,0.00751634,0.035131628,0,0,Nov,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,512.25,0,0.014285714,0,0,Dec,3,2,1,11,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,7,3,Returning_Visitor,FALSE,FALSE
+4,196.5,3,72.5,245,7569.248612,0.007646236,0.016468484,4.770910365,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+16,427.0666667,3,111,122,3492.316304,0.006547137,0.015792367,86.57772177,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+12,214.05,0,0,33,536.3227273,0.007317073,0.015853659,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,92,2,59.5,39,2207.757143,0.009756098,0.023577236,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,86.58333333,2,160,41,1119.854167,0.004545455,0.012045455,27.03986205,0,Nov,2,2,9,8,New_Visitor,TRUE,FALSE
+9,65.16666667,0,0,123,5969.573168,0.001538462,0.013923077,10.69237969,0,Nov,2,1,1,2,New_Visitor,FALSE,TRUE
+6,218.6666667,0,0,24,1737,0.006896552,0.015172414,23.51599702,0,Nov,1,1,6,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,113,5178.531731,0.003896104,0.030191572,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,426.5,0,0.02,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+4,56.5,2,8,9,198.25,0.018181818,0.036363636,0,0,Nov,1,8,3,6,Returning_Visitor,TRUE,FALSE
+2,57.5,0,0,16,1226,0,0.0125,143.4766783,0,Dec,2,2,9,2,New_Visitor,TRUE,TRUE
+0,0,0,0,10,108.9166667,0.02,0.04,0,0,Nov,2,4,1,10,Returning_Visitor,FALSE,FALSE
+2,115.8888889,2,45.5,26,1198.024145,0.003888889,0.03,14.50274386,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,60,2606.779545,0.006666667,0.021944444,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,131,0,0,10,285.5,0.033333333,0.083333333,0,0,Dec,3,2,4,3,Returning_Visitor,FALSE,FALSE
+12,202.25,0,0,175,4877.122575,0.006906077,0.014774057,0,0,Nov,2,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,4,8,66,1514.83631,0.022887324,0.044913928,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,896.5,0,0.033333333,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+3,89.5,0,0,48,1572.2,0.017687075,0.0388854,20.11392747,0,Nov,4,2,1,3,Returning_Visitor,FALSE,TRUE
+2,30,1,0,24,567.25,0,0.011538462,0,0,Dec,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,159,5878.940603,0.008962264,0.018569755,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,25,314.6964286,0,0.015666667,0,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,31,445.625,0.019354839,0.030322581,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+4,302.5,0,0,15,257.1666667,0.05,0.04875,0,0,Dec,3,2,7,3,Returning_Visitor,FALSE,FALSE
+2,39.5,0,0,28,986.9333333,0.044166667,0.057,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+5,140.25,4,282,4,213.5,0,0.009090909,0,0,Nov,3,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,13,549.2,0.019230769,0.045421245,0,0,Nov,3,2,6,2,Returning_Visitor,FALSE,FALSE
+3,38.5,0,0,15,130.05,0.023529412,0.050980392,0,0,Nov,1,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,8,6,Returning_Visitor,FALSE,FALSE
+3,92.75,2,7,23,1347.9625,0.008333333,0.020833333,32.4141704,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,1040.1,0,0.013333333,128.8278691,0,Dec,2,2,5,2,New_Visitor,FALSE,TRUE
+12,295.9619048,1,0,45,2033.845238,0,0.007154088,21.23244876,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+3,115.5,0,0,55,1833.244643,0,0.008286252,18.61684302,0,Nov,2,2,6,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,138.375,0,0.025,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,24,445,0,0.033333333,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+4,207,0,0,31,1592.233333,0,0.011574074,57.06546413,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,1,10,88,2366.192105,0.01247191,0.030501264,0,0,Nov,2,4,7,1,Returning_Visitor,FALSE,FALSE
+2,47.5,0,0,23,472.4166667,0,0.032985131,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1438,0,0.013793103,100.1655678,0,Nov,4,1,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,125.5,0.007407407,0.022222222,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,143.25,0,0.05,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,145.5,0,0.05,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,117.75,0,0.04,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+8,269.0416667,3,64.5,171,6400.430101,0.006967985,0.017556729,4.213364204,0,Nov,1,1,1,1,Returning_Visitor,FALSE,TRUE
+5,134.5,0,0,11,237.6666667,0,0.018181818,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,FALSE
+4,126.0769231,2,43.33333333,34,1395.445862,0.038927739,0.042311136,48.66071756,0,Nov,3,2,1,10,Returning_Visitor,FALSE,TRUE
+2,67.5,0,0,45,1660,0.022727273,0.0375,0,0,Nov,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,1368,0.004545455,0.013636364,0,0,Nov,2,5,7,3,Returning_Visitor,FALSE,FALSE
+5,85.5,0,0,30,2188.258333,0,0.0078125,45.58268367,0,Nov,2,2,2,8,New_Visitor,TRUE,TRUE
+15,241.8541667,1,27.5,202,10014.26935,0.004038462,0.021947073,1.606825723,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,130.5,0,0,24,876.55,0.003076923,0.018034188,0,0,Nov,1,1,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,116,3184.815705,0.00015674,0.022635468,0,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+6,138.5,0,0,27,546.6071429,0.013095238,0.034702381,0,0,Dec,1,8,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,186.25,0.05,0.066666667,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+2,15,0,0,19,523.25,0.0375,0.046666667,28.18955966,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,45,801.05,0.004444444,0.019444444,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,92.25,0.041666667,0.066666667,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+10,303.9279762,0,0,82,1853.286538,0,0.015957265,11.01940759,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1558.25,0,0.013244048,0,0,Nov,3,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,12,312.35,0,0.041666667,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,573.75,0,0.018181818,0,0,Nov,3,2,8,2,New_Visitor,FALSE,FALSE
+7,350.6,9,406.9166667,68,2435.74375,0.002564103,0.01555896,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,241.4,0.029166667,0.045833333,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,2259.047619,0.008163265,0.034693878,0,0,Nov,2,2,8,1,Returning_Visitor,FALSE,FALSE
+7,251.75,0,0,5,50,0,0.05,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1338.778571,0.011111111,0.024532828,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,1,98.66666667,94,3085.25,0,0.00609319,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,107,3723.529739,0.001094276,0.01972313,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,65.5,0,0,27,354.5833333,0.014285714,0.023809524,0,0,Nov,1,1,8,1,Returning_Visitor,FALSE,FALSE
+1,14,0,0,50,1317.795833,0.01,0.021469506,0,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,661.4455285,0.000754717,0.006528045,0,0,Nov,3,2,1,11,Returning_Visitor,TRUE,FALSE
+3,163.3333333,0,0,96,1949.647252,0.00742268,0.014405743,0,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,65.5,0,0,51,1544.855159,0.012244898,0.027755102,0,0,Nov,3,2,1,1,Returning_Visitor,TRUE,FALSE
+5,173.2632132,0,0,49,1465.555338,0.02384954,0.023755148,20.6672459,0,Nov,3,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,70.5,0,0.1,0,0,Nov,2,10,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,3247.583333,0.025531915,0.037163121,0,0,Dec,2,4,9,1,Returning_Visitor,TRUE,FALSE
+1,12,0,0,71,1733.658333,0,0.002898551,0,0,Nov,8,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,82.5,0,0.033333333,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,13,0,0,13,477.5,0.0125,0.01875,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+1,45.5,3,1021.666667,130,3376.027564,0.007518797,0.029169274,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,629.8583333,0.006060606,0.03030303,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+13,249.3916667,1,103,71,2582.699717,0,0.013853727,6.733744751,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,41,0,0,50,2428.35,0.020512821,0.041868132,9.442927064,0,Nov,2,5,3,3,Returning_Visitor,TRUE,FALSE
+0,0,3,34.3,137,4045.726634,0.009993099,0.021710569,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+8,103,0,0,19,2081.5,0,0.01,24.54706296,0,Nov,2,2,3,2,New_Visitor,TRUE,TRUE
+10,187.6944444,5,495.5,122,2743.213113,0.000199005,0.005114363,1.483210939,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,203.5,0.018181818,0.042424242,0,0,Dec,4,5,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,254.5,0,0.033333333,0,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+3,34,0,0,17,161.55,0,0.018518519,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+3,92,0,0,91,4155.620833,0.002553191,0.022150056,0,0,Nov,1,2,1,2,Returning_Visitor,TRUE,FALSE
+2,12.625,3,95,29,1268.125,0.008333333,0.038,25.04441774,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,155.5,0.1,0.15,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,2374.5,0,0.002298851,0,0,Nov,2,5,1,2,Returning_Visitor,FALSE,FALSE
+5,216.25,2,107,39,1056.511364,0.02,0.031666667,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,1,1,New_Visitor,FALSE,FALSE
+3,129,0,0,74,2378.263492,0.005333333,0.025042424,4.141458811,0,Nov,2,6,9,1,Returning_Visitor,FALSE,TRUE
+3,21,0,0,109,2587.530411,0,0.01036036,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+7,150.375,0,0,7,219.5833333,0,0.018181818,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,40,1542.35,0,0.031666667,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+1,55.5,1,18,19,444.75,0,0.010526316,21.2112655,0,Nov,2,5,1,10,New_Visitor,FALSE,TRUE
+4,66,0,0,52,1423.790476,0.005454545,0.008484848,0,0,Dec,2,4,7,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,184,0.066666667,0.116666667,0,0,Nov,2,10,4,3,Returning_Visitor,FALSE,FALSE
+3,1528.25,2,91,60,1548.08631,0.006349206,0.025925926,22.92341151,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,234.1,0,0.022222222,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,88,1,1174,173,6014.398401,0.009530632,0.025130309,1.53931845,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,251,0.05,0.1,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,3181.5,0.002777778,0.027083333,0,0,Nov,2,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,383,0,0.05,0,0,Nov,2,2,9,2,New_Visitor,TRUE,FALSE
+0,0,0,0,16,530.625,0,0.0125,0,0,Nov,2,5,3,3,Returning_Visitor,TRUE,FALSE
+1,47.5,0,0,10,1202.875,0,0.025454545,0,0,Dec,1,1,8,3,Returning_Visitor,FALSE,FALSE
+3,35,0,0,7,117.0833333,0,0.044444444,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,3,38.5,97,1835.556213,0.019984314,0.031314735,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,27,867.7777778,0,0.004487179,0,0,Dec,2,2,3,1,New_Visitor,FALSE,FALSE
+4,31.70833333,1,4,51,946.3934211,0.02254902,0.035630252,10.37175846,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,13,9,20,Returning_Visitor,FALSE,FALSE
+4,52.66666667,0,0,41,2303.183333,0.005714286,0.015873016,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+2,54.5,0,0,5,66.5,0,0.028571429,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+9,175.9345238,4,54.5,229,6606.783899,0.00373444,0.015020196,8.896836973,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,15,0,0.1,0,0,Dec,2,2,9,1,Returning_Visitor,FALSE,FALSE
+4,42,1,28.5,34,1367,0,0.001960784,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+14,160.1115392,6,1079.833333,154,7405.360281,0.004924242,0.021452975,8.533928457,0,Nov,4,1,4,1,Returning_Visitor,FALSE,TRUE
+6,63.08333333,0,0,174,3486.370682,0.009364162,0.019687687,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,1267.25,0.02,0.03,0,0,Nov,1,8,2,11,New_Visitor,TRUE,FALSE
+2,96,0,0,61,1260.524994,0,0.003225806,131.5040438,0,Nov,2,2,7,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,42,2239.363889,0.02,0.035454545,0,0,Dec,3,2,7,2,Returning_Visitor,FALSE,FALSE
+4,37,0,0,9,224.25,0,0.015384615,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,3,16,35,1621.766667,0.007894737,0.040131579,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+6,71.2,0,0,101,3800.089234,0.003883495,0.024032278,3.179063602,0,Nov,1,1,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,925.8988095,0.02,0.02952381,0,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,212.9166667,0,0.009090909,0,0,Nov,3,2,5,2,New_Visitor,FALSE,FALSE
+2,47.5,1,17,40,1202.916667,0.015813953,0.048604651,0,0,Nov,2,6,1,3,Returning_Visitor,FALSE,FALSE
+10,162.2291667,0,0,101,2681.998105,0.010185185,0.021374201,4.195335178,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,80.25,0,0,63,2618.681061,0.005797101,0.011111111,17.60939304,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,740.1666667,0,0.014285714,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+2,30.75,0,0,150,4760.778303,0.01212528,0.019068861,0,0,Nov,3,2,8,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,4262.966667,0,0.013333333,65.29516039,0,Dec,2,10,7,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,10,130.75,0.04,0.076666667,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,3,45.5,117,3228.502137,0.005932203,0.018995891,0,0,Nov,1,2,1,2,Returning_Visitor,TRUE,FALSE
+1,37.5,0,0,45,2018.3,0.005681818,0.030822511,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,47,0,0.05,0,0,Nov,3,2,6,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,21,658.25,0.035497835,0.057482993,0,0,Nov,3,2,5,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,109.25,0,0.033333333,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+17,195.4864719,1,60.5,94,2267.472565,0.002111614,0.008213489,4.511078764,0,Nov,3,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,4,0,0.1,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,206.5,0.05,0.05,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,82,0,0.05,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+3,22,0,0,152,4251.74125,0.003947368,0.009780702,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+7,644.5,2,166.5,31,1629.641667,0,0.026063126,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+10,212.7616279,4,109,222,9049.534024,0.008536232,0.018457454,10.66936985,0,Nov,1,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,125.5,0,0.007407407,0,0,Nov,2,2,7,11,Returning_Visitor,FALSE,FALSE
+4,76,0,0,186,5106.262991,0.003723404,0.023642242,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,3,191.3333333,57,1315.455182,0,0.009501916,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,98.66666667,0.015384615,0.046153846,0,0,Dec,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,6.333333333,0,0,36,1378.166667,0.005555556,0.026587302,0,0,Nov,2,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,32,348.25,0,0.010793651,0,0,Dec,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,382.25,0.018181818,0.063636364,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,256.5,0,0.04,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,249,0.04,0.064,0,0,Nov,1,1,8,3,Returning_Visitor,FALSE,FALSE
+4,98.91666667,0,0,110,4096.712716,0.002654867,0.011061947,0,0,Nov,1,2,6,2,Returning_Visitor,FALSE,FALSE
+1,18,0,0,62,1288.130556,0.003278689,0.009071038,13.63692586,0,Nov,2,10,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,594,0,0.031666667,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,158.7,0,0,51,1364.266667,0.007692308,0.011987179,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,189.25,0.027272727,0.048484848,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+4,98.5,0,0,9,281.75,0,0.030909091,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+7,87.91666667,1,0,46,1621.025379,0.004081633,0.020544218,6.02352321,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,2323.166667,0.010810811,0.018198198,0,0,Nov,1,2,4,2,Returning_Visitor,FALSE,FALSE
+14,324,2,40.5,12,338.25,0,0.002380952,0,0,Dec,1,1,1,10,Returning_Visitor,TRUE,FALSE
+3,38,0,0,2,15,0,0.04,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,459.6666667,0.028571429,0.057142857,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,30.5,0,0,79,2431.242995,0,0.005590278,0,0,Nov,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1151,0,0.0125,44.20382094,0,Nov,2,2,3,8,New_Visitor,TRUE,TRUE
+0,0,0,0,12,155,0.066666667,0.091666667,0,0,Nov,4,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,32,0,0.05,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1048.980263,0.005555556,0.024074074,0,0,Nov,2,2,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,115.6666667,0.058333333,0.091666667,0,0,Nov,2,4,4,3,Returning_Visitor,FALSE,TRUE
+1,0,0,0,4,94.75,0,0.053333333,0,0,Dec,3,2,1,20,Returning_Visitor,FALSE,FALSE
+1,82,0,0,62,1243.17619,0.006451613,0.00983871,0,0,Dec,1,1,6,2,Returning_Visitor,FALSE,FALSE
+1,120.5,1,260.5,22,1148.166667,0.009090909,0.036363636,7.518979759,0,Nov,2,2,1,1,Returning_Visitor,TRUE,TRUE
+5,150.4444444,0,0,23,659.6361111,0.039463602,0.056586058,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,42,0,0.05,0,0,Dec,2,10,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,8,3,Returning_Visitor,FALSE,FALSE
+1,5,0,0,43,1990.125,0.001162791,0.024031008,6.889766003,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+2,33.5,0,0,23,398.4,0,0.017391304,0,0,Dec,2,2,3,6,Returning_Visitor,FALSE,FALSE
+1,42.5,0,0,67,2413.754403,0.006153846,0.01030303,0,0,Dec,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,422.1666667,0,0.023809524,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,62.25,0,0.066666667,0,0,Dec,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,1,35.5,130,3313.455754,0.007633588,0.028972728,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,651,0,0.022222222,68.258708,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,96,0,0.05,0,0,Nov,2,4,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,126.25,0,0.05,0,0,Dec,2,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,11.5,0,0.1,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+1,42.5,2,54.5,47,3954.95,0.006,0.023714286,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,1,10,Returning_Visitor,TRUE,FALSE
+3,726,0,0,47,3993.833333,0.002040816,0.043171115,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1071.083333,0.014285714,0.029047619,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,148.5,0,0.014285714,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,315.3,0,0.027843137,0,0,Nov,1,1,2,3,Returning_Visitor,FALSE,FALSE
+3,86,0,0,27,3188.483333,0.017241379,0.031034483,0,0,Dec,2,5,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,1056.658333,0.005882353,0.041176471,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,115,0.083333333,0.1,0,0,Dec,3,2,8,1,Returning_Visitor,FALSE,FALSE
+2,22,3,41.5,67,3397.957955,0,0.015504136,0,0,Dec,2,2,2,2,Returning_Visitor,TRUE,FALSE
+4,23.375,2,231.6,35,996.1480769,0.006081081,0.041741742,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+7,201.5625,1,2,95,5696.165963,0.004081633,0.023369348,19.34978396,0,Nov,2,4,3,10,Returning_Visitor,FALSE,TRUE
+5,74.75,3,86.75,51,2003.375779,0,0.008874272,44.33548922,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,7,10,Returning_Visitor,TRUE,FALSE
+5,235.625,1,0,14,629.2916667,0,0.0275,0,0,Nov,2,4,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,819.5892857,0.003448276,0.025448823,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,109,0,0,9,652.5,0,0.036363636,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,974.0833333,0.006837607,0.028205128,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,4,11,Returning_Visitor,TRUE,FALSE
+8,133.4,0,0,38,2666.066667,0.002272727,0.016576479,17.06291074,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+8,636,0,0,52,3374.016667,0,0.003703704,108.0893873,0,Nov,2,2,3,13,Returning_Visitor,FALSE,TRUE
+5,237.25,1,181,63,3445.0125,0.011897436,0.028190306,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,66.25,0,0.066666667,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,348.75,0,0.027777778,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+1,19,0,0,4,51.5,0.05,0.1,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,748.25,0.016666667,0.022222222,0,0,Nov,1,2,1,2,Returning_Visitor,TRUE,FALSE
+3,27,0,0,10,1579.375,0.0125,0.06,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,11,0.088888889,0.188888889,0,0,Dec,2,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,104.6666667,0,0.041666667,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+3,74.5,1,88,113,3770.021698,0.008004926,0.019004516,14.85051676,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+7,65.83333333,2,39.66666667,135,5520.175505,0.002962963,0.010258137,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,171,0,0.1,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,130,0.057142857,0.085714286,0,0,Nov,2,5,9,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,22,0,0.1,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1078.583117,0.011111111,0.025925926,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+6,162.7,6,205,52,2983.358135,0.010112994,0.017261259,17.4767153,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,69.75,0.088888889,0.122222222,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+7,722.2083333,9,151.5,238,10340.36916,0.002419355,0.016345046,3.851653215,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,122.1,3,158.5,167,8701.851617,0.002401067,0.012477354,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,250.5,0,0,1,0,0,0.1,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+4,69.83333333,0,0,133,4885.049069,0.002962963,0.008689192,15.95538838,0,Nov,1,2,1,2,Returning_Visitor,TRUE,FALSE
+5,158.5,2,15,34,2193.383333,0,0.024324324,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+10,84.4375,3,147,35,1092.354167,0.005073996,0.034935835,0,0,Nov,2,5,9,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,977.125,0,0.0125,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+7,79.5,2,31.5,65,5410.956705,0.002898551,0.019031516,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,268,2,84,46,1679.666667,0.012,0.026,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,30.5,0,0,34,1333.166667,0,0.006060606,8.754045182,0,Dec,2,2,7,2,New_Visitor,FALSE,TRUE
+1,25.5,0,0,43,914.2294372,0.013636364,0.025762987,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,349.5,0,0.008333333,0,0,Dec,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,105,0,0.05,0,0,Nov,2,5,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,315.0833333,0,0.014705882,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,65,3873.02197,0.014393939,0.01991342,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+4,353.5,0,0,24,583.0833333,0,0.007692308,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,155.5,0.047619048,0.085714286,0,0,Nov,1,1,2,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,55,2780.609524,0.019242424,0.045272727,9.137331307,0,Dec,2,2,8,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,612.2083333,0.016666667,0.026388889,0,0,Dec,3,2,3,10,Returning_Visitor,FALSE,FALSE
+7,266.875,0,0,32,2092.5,0.010526316,0.026315789,23.5676355,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,3,2,3,6,Returning_Visitor,TRUE,FALSE
+2,48.5,2,32,45,2336.319444,0.020833333,0.039236111,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,747.0428571,0.017777778,0.031296296,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+14,205.9924242,1,65,52,1090.385281,0.006479313,0.039161584,5.539900181,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1975.825,0,0.032142857,0,0,Dec,2,4,1,1,Returning_Visitor,FALSE,FALSE
+12,225.25,1,0,129,3367.041281,0.001428571,0.018456829,1.03529974,0,Nov,2,4,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,23,647.1428571,0.004347826,0.022222222,0,0,Nov,1,8,1,11,Returning_Visitor,TRUE,FALSE
+5,98,0,0,6,60,0.05,0.0525,0,0,Dec,3,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,138.5416667,0.023076923,0.028205128,0,0,Dec,1,1,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,298,0.04,0.05,0,0,Nov,3,2,8,3,Returning_Visitor,FALSE,FALSE
+0,0,1,1729,19,1401.083333,0.02,0.05,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,393.7888889,0,0.032193939,0,0,Nov,3,2,1,11,New_Visitor,TRUE,FALSE
+0,0,0,0,7,2478,0.028571429,0.057142857,0,0,Nov,2,2,1,11,Returning_Visitor,TRUE,TRUE
+1,33.5,0,0,37,1702.916667,0,0.009047619,0,0,Nov,2,4,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,63,1401.50873,0,0.003225806,88.95486906,0,Nov,1,1,1,7,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+3,57.425,3,55,11,281.425,0.004166667,0.053125,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,1491.775,0.002020202,0.024793388,0,0,Nov,2,2,6,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,91,2056.106981,0.008888889,0.023937057,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,63,0,0.033333333,0,0,Nov,5,11,8,11,Returning_Visitor,FALSE,FALSE
+3,36.25,1,10,35,2109.919048,0.018918919,0.027190827,23.8705054,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,63.25,0,0,7,460.75,0.022222222,0.037037037,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+3,103.0833333,2,39.25,39,1406.95,0.01533101,0.039562226,5.606382766,0,Nov,3,2,5,2,Returning_Visitor,FALSE,FALSE
+2,4,5,161.5,64,3757.079762,0.012254902,0.022009804,18.88360212,0,Nov,1,2,6,2,Returning_Visitor,FALSE,FALSE
+4,37.25,1,5,50,1295.008333,0.000892857,0.015595238,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,69,1002.104167,0,0.013140097,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+5,96.625,0,0,27,1883.725,0,0.019047619,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+2,95,0,0,10,445,0.016666667,0.033333333,0,0,Dec,2,2,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,69,2243.676587,0,0.002985075,97.9922066,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,18,191,0,0.033333333,0,0,Nov,4,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,193.3666667,0.015384615,0.023076923,0,0,Nov,3,2,1,13,New_Visitor,TRUE,FALSE
+0,0,0,0,64,1690.778409,0.014285714,0.025219349,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+3,48,1,58.5,35,1698,0.005714286,0.005714286,93.52994426,0,Nov,4,1,1,2,Returning_Visitor,TRUE,TRUE
+1,7,4,103.75,99,3517.039683,0.007189542,0.020421866,0,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+4,80.5,0,0,27,472.5,0,0.015384615,0,0,Dec,4,1,3,1,Returning_Visitor,TRUE,FALSE
+5,106,0,0,111,8684.983333,0.002678571,0.019613095,3.696136038,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,29.5,0,0,36,1653.395833,0.005555556,0.022839506,68.25041784,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,24.91666667,1,7.666666667,98,3561.139286,0.008163265,0.018367347,78.19779587,0,Nov,2,2,1,13,Returning_Visitor,TRUE,TRUE
+3,22.27777778,1,0,6,36.90277778,0,0.086666667,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+8,522.25,0,0,53,1899.058333,0.004938272,0.007694004,14.16739222,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,46.25,0,0.1,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+3,224,2,42,132,5098.75498,0.010632603,0.014962157,2.209003373,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,90.5,0.1,0.166666667,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+5,132,1,8.5,167,5080.233631,0.000238095,0.004785636,64.81173101,0,Nov,4,2,1,1,Returning_Visitor,TRUE,TRUE
+5,161.35,0,0,18,251.9,0,0.03015873,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+1,12,0,0,22,851.25,0.004347826,0.020289855,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,13,9,20,Returning_Visitor,FALSE,FALSE
+1,3,0,0,13,543,0,0.008333333,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,6,185.5,0.016666667,0.05,0,0,Dec,2,2,3,8,New_Visitor,FALSE,FALSE
+1,18.83333333,0,0,2,23.83333333,0,0.05,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,61,1964.847222,0.021311475,0.041065574,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,0,0.2,0.2,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+13,293.5785714,3,26,161,3457.628812,0.006140351,0.018923933,15.988034,0,Nov,2,5,7,2,Returning_Visitor,TRUE,TRUE
+9,88.60416667,0,0,114,2997.00203,0,0.005989942,32.56725746,0,Nov,2,4,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,39,4022,0,0.034188034,0,0,Nov,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,41.5,0.133333333,0.15,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+4,1172,0,0,19,1542.791667,0.00952381,0.042857143,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+11,347.7916667,0,0,91,2434.144872,0.002020202,0.019021966,10.51901813,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+3,283.375,4,590,110,5442.085417,0.005409357,0.02942233,9.294011981,0,Nov,2,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,62,3299.525,0,0.009539422,5.1680996,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,885.75,0,0.025,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,219.55,0,0.014583333,0,0,Nov,4,1,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,47.5,0.1,0.166666667,0,0,Nov,3,3,3,1,Returning_Visitor,FALSE,FALSE
+4,113.8333333,0,0,3,23.66666667,0,0.05625,0,0,Dec,2,2,6,2,Returning_Visitor,TRUE,FALSE
+14,243.1666667,0,0,34,671.6428571,0,0.016216216,0,0,Dec,4,5,3,1,Returning_Visitor,FALSE,FALSE
+9,145.7708333,8,408.5,139,6566.867562,0.003477444,0.015531015,67.39709637,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+6,102,0,0,11,501.5,0,0.007142857,0,0,Nov,4,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,12,770.25,0,0.033333333,0,0,Dec,2,4,1,8,New_Visitor,FALSE,FALSE
+2,68.33333333,0,0,38,1370.038095,0,0.004444444,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+7,743.5824176,4,909.25,337,11835.10389,0.005228377,0.015719446,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+7,218.8333333,0,0,33,916.4583333,0,0.013333333,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,132.5,0.175,0.183333333,0,0,Nov,3,2,4,13,Returning_Visitor,TRUE,FALSE
+3,30,1,0,3,14,0,0.028571429,0,0,Nov,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,170.25,0,0,55,3057.045833,0.011666667,0.018737892,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,442.5,0,0.1,0,0,Dec,4,2,4,3,Returning_Visitor,FALSE,FALSE
+9,151.5666667,0,0,54,2446.144571,0.004678363,0.009409888,1.943058508,0,Nov,3,2,1,3,Returning_Visitor,TRUE,TRUE
+12,238.4833333,0,0,13,269.2333333,0,0.01,0,0,Dec,2,10,1,3,New_Visitor,FALSE,FALSE
+2,110.5,1,48,5,156,0,0.028571429,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+1,34.5,0,0,24,819.15,0,0.001449275,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,1434.908333,0,0.030952381,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,122,0,0,8,177.25,0,0.025,0,0,Dec,2,2,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,81,1950.840873,0.004938272,0.024773663,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,116.75,0,0.066666667,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+6,75.41666667,1,105,21,752.5666667,0.015384615,0.022435897,7.072429969,0,Nov,1,1,4,10,Returning_Visitor,TRUE,FALSE
+4,736,1,9,99,2171.547149,0.016281269,0.029507982,4.495585092,0,Nov,3,2,4,13,Returning_Visitor,TRUE,FALSE
+8,463.75,4,337.5,157,6123.741494,0.007198364,0.019816374,0,0,Nov,2,2,7,2,Returning_Visitor,TRUE,TRUE
+0,0,2,5.5,141,4310.775,0.001408451,0.013891039,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,42,0,0,23,502.525,0.007142857,0.021428571,0,0,Nov,2,5,3,3,Returning_Visitor,TRUE,FALSE
+6,171.5,3,178.5,26,1565.958333,0.005882353,0.017647059,8.045767732,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+5,82,1,137.5,118,2595.095833,0.001680672,0.012371615,38.7483363,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+2,41.5,0,0,22,1140.15,0.005555556,0.039814815,5.00765405,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,2,3,1,Returning_Visitor,FALSE,FALSE
+5,488.462963,0,0,56,3327.537566,0.006578947,0.022060248,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,664.5,0,0.011764706,0,0,Nov,4,1,9,2,Returning_Visitor,FALSE,FALSE
+9,140.875,0,0,95,2625.185014,0.003,0.027077656,2.815539375,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,2,485.8333333,89,3747.814286,0.013636364,0.030211039,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+1,8,2,61.5,31,1126.25,0,0.024242424,0,0,Nov,4,2,1,2,Returning_Visitor,FALSE,FALSE
+2,36.75,2,9,20,393.5833333,0.008333333,0.033872603,0,0,Nov,1,1,3,6,Returning_Visitor,FALSE,FALSE
+2,22.9,0,0,145,5962.732411,0.002857143,0.013265367,0.780277403,0,Nov,2,10,7,3,Returning_Visitor,TRUE,TRUE
+4,99.5,0,0,3,21.25,0,0.05,0,0,Nov,1,1,2,8,New_Visitor,TRUE,TRUE
+0,0,0,0,4,121.75,0,0.05,0,0,Dec,1,8,9,2,Returning_Visitor,FALSE,FALSE
+2,65.5,0,0,11,263,0,0.016666667,46.308063,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,78,0,0,22,325,0,0.007246377,19.10349568,0,Dec,4,1,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,178.8333333,0,0.04,0,0,Nov,2,2,7,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,165.5833333,0.007407407,0.06,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,63.5,0,0,7,58.9,0,0.025,0,0,Dec,1,1,2,2,New_Visitor,FALSE,FALSE
+1,0,3,447.5,27,1381.75,0.006896552,0.034482759,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+5,408.4083333,2,47.5,54,1547.477273,0,0.017333333,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,19,465.6333333,0,0.026315789,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,10,328.5,0,0.041666667,0,0,Nov,2,2,7,6,Returning_Visitor,FALSE,FALSE
+3,70.5,0,0,44,737.1819347,0.005581395,0.023137121,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,55.5,0,0.04,0,0,Dec,3,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,145,0.018181818,0.036363636,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,2,478.9166667,5,204,0.057142857,0.104081633,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+1,17,0,0,17,1340.583333,0.047058824,0.071568627,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,51,742.9603175,0.003921569,0.012121212,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,2186.961538,0.01875,0.02422619,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+2,21.75,0,0,6,84.25,0.033333333,0.044444444,0,0,Dec,3,2,4,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,64,4492.311111,0.004761905,0.022705971,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+2,49.8,0,0,41,857.2666667,0.012195122,0.0242741,5.850665427,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,75,0,0,19,1773.375,0.011764706,0.030392157,28.11635484,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+5,46.14285714,0,0,51,1346.630231,0.007126437,0.029719534,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,7,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,805.8333333,0,0.003333333,0,0,Nov,1,1,3,8,New_Visitor,FALSE,FALSE
+2,1668.5,4,35,18,1372.975,0,0.017391304,41.64625944,0,Dec,2,2,1,6,Returning_Visitor,FALSE,TRUE
+0,0,1,14.75,30,2445.066667,0.033333333,0.026888889,0,0,Dec,3,2,3,3,Returning_Visitor,FALSE,FALSE
+5,426.7,1,200,72,4140.333766,0.001315789,0.024597953,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,348.3833333,0.008695652,0.004347826,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,15,325.5,0.02,0.058666667,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,64,1911.610665,0.0125,0.026739194,0,0,Nov,1,2,2,10,Returning_Visitor,TRUE,FALSE
+8,388.7916667,1,944.75,17,1464.416667,0.019047619,0.034920635,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+2,40.5,1,4,19,472.5416667,0,0.005,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1593.583333,0,0.010526316,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+5,87.75,0,0,6,135.0833333,0,0.009090909,0,0,Nov,1,1,2,2,New_Visitor,TRUE,FALSE
+1,0,0,0,77,4350.647321,0.012727273,0.023842532,14.38546841,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,56,0,0,33,1399.15,0,0.011290323,12.45078371,0,Nov,1,1,2,8,New_Visitor,TRUE,TRUE
+1,3.5,0,0,49,663.5277778,0,0.005319149,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+7,146.7,5,195,42,1717.666667,0.001960784,0.029981326,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,34,740.3071429,0,0.014052288,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,105,0,0.033333333,0,0,Dec,2,2,1,8,New_Visitor,FALSE,FALSE
+5,173.5416667,5,109.75,38,1859.382937,0.004545455,0.009090909,0,0,Dec,3,2,8,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,874.952381,0.004597701,0.044367816,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+6,264.4166667,0,0,22,1275.092424,0,0.013512907,65.74605279,0,Dec,3,2,5,2,Returning_Visitor,FALSE,FALSE
+5,97,0,0,53,3372.748214,0.003773585,0.002515723,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,190,0,0,53,1328.626894,0.017857143,0.022238793,0,0,Dec,1,1,1,10,Returning_Visitor,TRUE,FALSE
+10,175.4666667,1,7,82,2378.377381,0.004318937,0.017004257,13.9750483,0,Nov,3,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,67.5,0,0.1,0,0,Dec,2,2,7,13,Returning_Visitor,FALSE,FALSE
+6,276.75,0,0,12,342.125,0,0.007142857,0,0,Nov,1,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,27,1009.375,0.007407407,0.040740741,0,0,Nov,2,2,1,2,New_Visitor,TRUE,TRUE
+0,0,2,52.5,18,502,0,0.01,0,0,Dec,8,2,9,2,New_Visitor,TRUE,FALSE
+0,0,0,0,6,530,0.016666667,0.041666667,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,146,2,52.25,1,0,0,0.04,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,340.5,0,0.028571429,0,0,Nov,2,4,4,2,New_Visitor,TRUE,FALSE
+4,1946,0,0,31,731,0,0.005882353,0,0,Dec,2,2,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,25,948.3428571,0,0.009,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+1,75,2,34.5,100,4436.376299,0,0.007150715,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,9,0,0,10,219.5,0,0.027272727,0,0,Dec,2,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,2,0,3,56.75,0.1,0.125,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,40.5,0,0,20,758.75,0,0.02,38.26667925,0,Nov,2,2,8,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,72.5,0,0.05,0,0,Dec,1,1,8,10,Returning_Visitor,FALSE,FALSE
+5,64.58333333,0,0,36,1334.083333,0,0.005405405,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,152,0,0,17,450.75,0.028571429,0.052380952,14.10739957,0,Nov,1,8,3,11,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,1952.5,0.066666667,0.122222222,0,0,Nov,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,121.5,0,0.007407407,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,9,1,Returning_Visitor,FALSE,FALSE
+11,320,0,0,36,776.1666667,0,0.014880952,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,83,3091.146033,0.004938272,0.019075614,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,51.5,0,0,27,818.3166667,0.007407407,0.017354497,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,684.75,0,0.014285714,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1224.541667,0,0.024691358,0,0,Dec,4,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,12,459.0833333,0.004545455,0.084545455,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,474.3333333,0,0.01,0,0,Dec,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,315,0,0.036363636,0,0,Dec,3,2,6,2,New_Visitor,TRUE,FALSE
+6,93,2,23,37,783.875,0.003409091,0.031709957,0,0,Nov,2,2,1,11,Returning_Visitor,TRUE,FALSE
+6,167,0,0,71,1445.458333,0.004054054,0.013963964,12.30811748,0,Nov,3,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,19,517,0.010526316,0.026315789,0,0,Dec,4,1,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,444,0,0.028571429,59.75418351,0,Dec,1,1,2,8,New_Visitor,TRUE,TRUE
+0,0,0,0,87,1197.700198,0,0.002352941,38.00063931,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,3,16,0.066666667,0.133333333,0,0,Dec,2,4,7,3,Returning_Visitor,FALSE,FALSE
+6,185.9904762,5,111.1666667,179,10415.78364,0.002551834,0.020876741,18.08361086,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+6,114.2591575,9,352.0833333,119,6245.704152,0.003125,0.012179841,32.32493691,0,Dec,3,2,1,2,Returning_Visitor,TRUE,TRUE
+7,399.25,1,298,85,2409.875,0.006818182,0.017267562,10.1319644,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,52,2004.708333,0,0.019337607,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,113.75,0,0,26,1905.078571,0.022666667,0.0346,11.70614611,0,Nov,3,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,22,903.4305556,0.00952381,0.021428571,0,0,Nov,2,2,7,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,2,9,3,Other,FALSE,FALSE
+5,943,2,16,7,935.6666667,0,0.0375,0,0,Nov,2,2,3,6,Returning_Visitor,TRUE,TRUE
+0,0,2,22,41,979.375,0.004651163,0.009302326,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+2,126,0,0,6,127.1666667,0.05,0.04375,0,0,Dec,3,2,5,3,Returning_Visitor,TRUE,FALSE
+1,73,0,0,23,1280.45,0,0.008695652,36.54680355,0,Dec,2,4,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,9,427,0,0.025,13.1168283,0,Dec,1,1,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,2,93,0,0.05,0,0,Dec,3,2,5,2,Returning_Visitor,FALSE,FALSE
+1,8,0,0,27,787.5357143,0,0.005142857,0,0,Nov,3,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,210.4,0,0.05,0,0,Nov,1,1,3,8,New_Visitor,TRUE,FALSE
+0,0,0,0,11,257.75,0,0.024242424,0,0,Dec,3,2,2,2,New_Visitor,FALSE,FALSE
+16,180.6666667,1,649.25,113,8041.58887,0.007936508,0.026808161,0,0,Dec,2,6,7,1,Returning_Visitor,FALSE,FALSE
+6,634.5,3,312.75,172,7017.192635,0.001396648,0.019865374,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1244.35,0.039473684,0.053909774,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+7,253.1,0,0,40,1591.888095,0,0.012186396,48.66217061,0,Dec,2,2,3,2,Returning_Visitor,TRUE,TRUE
+5,121.2666667,0,0,8,114.6,0,0.01,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+12,176.9638554,9,266.875,351,8650.048771,0.012452132,0.027372411,1.984555788,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,123,0.025,0.029166667,0,0,Nov,3,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,4,1,Returning_Visitor,FALSE,FALSE
+2,88,10,719,54,1986.553118,0.005128205,0.019939049,25.82676446,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+8,381.45,2,64.5,31,1363.7,0.011111111,0.027830688,13.89178731,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,30,2,33,162,3753.19449,0,0.003477932,77.10821943,0,Nov,2,2,1,8,New_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+5,180.5,0,0,28,1070.625,0,0.022427035,0,0,Dec,3,2,6,3,Returning_Visitor,FALSE,FALSE
+2,20,0,0,15,1839.25,0,0.004444444,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,FALSE
+5,255.75,0,0,70,1787.479365,0.004285714,0.019809524,0,0,Dec,2,4,1,3,Returning_Visitor,FALSE,FALSE
+17,323.3636364,0,0,45,1534.825143,0.002678571,0.020699598,7.180348301,0,Nov,1,1,3,10,Returning_Visitor,FALSE,TRUE
+2,58.5,0,0,11,1568.5,0,0.036363636,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+5,60.5,0,0,9,111.5,0.026666667,0.04,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+3,131.5,0,0,94,2332.109524,0.001030928,0.009450172,0,0,Nov,2,2,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,598.5,0,0.016666667,0,0,Nov,2,10,7,2,New_Visitor,FALSE,FALSE
+3,163.375,0,0,4,24,0,0.028571429,0,0,Nov,2,2,1,3,Returning_Visitor,TRUE,FALSE
+1,18,2,13,20,1287.27381,0.015873016,0.038095238,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+13,216.3333333,1,9,59,985.3151515,0,0.004545455,167.2308336,0,Nov,2,2,4,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,23,2420.65,0.013043478,0.047826087,0,0,Nov,4,1,9,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,9,300.3333333,0.041666667,0.06875,0,0,Dec,3,2,9,1,Returning_Visitor,FALSE,FALSE
+3,114.125,1,13,64,1602.94026,0.013432836,0.028731343,29.88386066,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+10,1455.35,0,0,66,1646.612195,0.007142857,0.029065112,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+6,198.5,0,0,41,1824.083333,0,0.01,0,0,Dec,3,2,3,11,New_Visitor,FALSE,FALSE
+13,493.75,0,0,22,1525,0.008,0.018666667,25.00423187,0,Dec,3,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,114.4166667,0,0.016666667,0,0,Nov,3,2,1,6,New_Visitor,TRUE,FALSE
+0,0,0,0,53,1768.657051,0,0.003921569,0,0,Nov,2,4,3,2,Returning_Visitor,FALSE,FALSE
+8,2086.75,1,46.5,81,5546,0.002325581,0.014562569,15.56462164,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+9,177.3333333,0,0,70,2346.220238,0.002898551,0.003457557,0,0,Nov,1,1,5,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,2177.333333,0,0.010526316,0,0,Dec,2,4,1,2,New_Visitor,FALSE,FALSE
+17,239.9288462,2,60.5,49,1929.185664,0.017486339,0.025063352,2.580028334,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,136.5,0,0,8,1261.5,0,0.01,0,0,Dec,8,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,41,898.15,0,0.011282051,19.51010101,0,Dec,2,5,3,1,Returning_Visitor,FALSE,TRUE
+5,111.3,0,0,138,4172.11572,0,0.008337205,17.63434621,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,143,0,0.028571429,0,0,Nov,2,5,2,3,Returning_Visitor,FALSE,FALSE
+4,85,0,0,3,43.5,0,0.05,0,0,Dec,1,1,1,8,New_Visitor,TRUE,FALSE
+4,24.5,0,0,29,749.125,0.005882353,0.02745098,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+5,448.5,4,52,81,2537.807082,0.013793103,0.028674678,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,580.25,0.022222222,0.044444444,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+5,111,1,11,55,3494.06746,0,0.029188713,4.007065498,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,16,6,137.8333333,15,1605.583333,0.011594203,0.037267081,0,0,Nov,2,10,1,2,Returning_Visitor,FALSE,TRUE
+5,45,0,0,59,1100.475,0,0.008391881,24.7526533,0,Nov,2,5,4,2,Returning_Visitor,TRUE,TRUE
+4,112.875,0,0,6,134.675,0,0.037037037,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,296.3928571,0,0.025,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,691.75,0,0.003333333,0,0,Dec,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,9,444,0,0.044444444,0,0,Nov,2,2,6,13,Returning_Visitor,FALSE,FALSE
+13,311.8300935,4,201.5,166,6850.499335,0,0.017541022,4.115853586,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,152.5,0,0,15,291.1666667,0,0.02,0,0,Dec,4,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,8,232.5,0,0.05,0,0,Nov,4,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,40,2046.832418,0.004166667,0.033880952,0,0,Nov,1,8,1,11,Returning_Visitor,FALSE,TRUE
+3,83,4,220.25,106,2974.734799,0.005165165,0.02044187,19.03391341,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,277,0,0.015384615,0,0,Nov,4,1,1,8,Returning_Visitor,FALSE,FALSE
+4,92.75,0,0,9,108.25,0,0.021428571,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+2,64.5,0,0,24,1151.136905,0,0.0186,15.27655756,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,3,584,66,2060.508333,0.005797101,0.022567288,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+9,201.3666667,1,204,116,2764.290278,0.000655738,0.005854801,42.7752197,0,Nov,3,2,2,2,Returning_Visitor,FALSE,TRUE
+1,11,0,0,15,175.75,0,0.025,0,0,Nov,1,1,2,2,New_Visitor,FALSE,FALSE
+1,466,0,0,6,609.5416667,0.033333333,0.116666667,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,64,2264.091667,0.00625,0.008854167,0,0,Nov,1,1,3,10,Returning_Visitor,FALSE,FALSE
+2,75,0,0,9,349,0,0.01,0,0,Dec,2,4,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,546.75,0.036363636,0.054545455,0,0,Nov,2,2,5,1,Returning_Visitor,FALSE,FALSE
+10,317.9583333,4,821,20,781.425,0,0.002666667,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,463.6666667,0,0.0375,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,20,0,0,66,3391.68588,0.028955224,0.038335618,0,0,Dec,3,2,8,1,Returning_Visitor,FALSE,FALSE
+2,63,0,0,4,43.75,0.016666667,0.016666667,0,0,Nov,1,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,41,1423.833333,0.007317073,0.030243902,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,4,13,Returning_Visitor,FALSE,FALSE
+4,157,0,0,20,834.075,0,0.013333333,4.84736534,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,706.7,0.052380952,0.074716553,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,806.125,0.012121212,0.024444444,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+13,295.9285714,5,17.9,154,6759.311928,0.005767417,0.02883646,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,440.75,0,0.041666667,0,0,Dec,2,2,6,1,Returning_Visitor,TRUE,FALSE
+1,20,1,115,50,1404.459091,0.013,0.044,0,0,Dec,2,2,2,2,Returning_Visitor,TRUE,FALSE
+8,288.0875,0,0,20,326.9277778,0.033333333,0.059464286,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+5,92.5625,0,0,2,99.5,0,0.022222222,0,0,Nov,2,2,1,8,New_Visitor,TRUE,TRUE
+0,0,0,0,6,137,0.066666667,0.1,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,64.5,0,0.05,0,0,Nov,3,2,8,2,Returning_Visitor,FALSE,FALSE
+5,83,0,0,69,2517.216667,0.000342466,0.021765601,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+1,7.5,0,0,63,3060.055556,0.024623656,0.03604734,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+10,322.8333333,1,12,28,866.2166667,0.006451613,0.012903226,0,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,188,0.05,0.0875,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,2110.124603,0,0.004081633,62.93549178,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+1,65.5,1,0,82,5316.459524,0.005,0.01125,77.25951671,0,Nov,1,1,9,3,Returning_Visitor,TRUE,TRUE
+0,0,0,0,15,176.7666667,0.0125,0.051041667,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,591.25,0,0.022222222,0,0,Dec,2,2,6,13,Returning_Visitor,FALSE,FALSE
+2,197.5,0,0,17,820.5,0.011111111,0.011111111,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,368,0,0.016666667,0,0,Dec,4,1,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,158,0.033333333,0.033333333,0,0,Dec,1,1,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,5,72,0,0.05,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,2990.3125,0.012244898,0.038231293,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,2152.588889,0.001081081,0.017747748,0,0,Dec,3,3,3,3,Returning_Visitor,FALSE,FALSE
+8,1592.916667,2,146.6666667,14,1722.583333,0,0.031578947,0,0,Nov,4,1,3,8,New_Visitor,FALSE,TRUE
+2,44.5,0,0,137,7012.266796,0.008321168,0.01964546,0,0,Nov,1,1,1,10,Returning_Visitor,TRUE,TRUE
+1,60.5,0,0,21,320.9833333,0,0.01,0,0,Nov,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+8,183.0833333,1,40.5,349,6879.801826,0.000568182,0.004306345,1.625051033,0,Nov,4,2,9,10,Returning_Visitor,FALSE,FALSE
+1,49,0,0,112,2237.603885,0.003933137,0.019128308,0,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+3,284,0,0,33,2270.75,0,0.010840336,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,50,0,0,24,602.25,0,0.003846154,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+12,158.5952381,2,167,48,1256.291667,0.003846154,0.016570513,29.76290794,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+8,47,0,0,18,1796.583333,0,0.02173913,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,269.7,0,0.033333333,0,0,Dec,3,2,3,10,New_Visitor,FALSE,FALSE
+2,33.75,0,0,6,96,0,0.025,0,0,Dec,2,2,4,2,New_Visitor,FALSE,FALSE
+4,53.75,0,0,41,1130.80754,0.019047619,0.018783069,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,1333.914286,0.01,0.01094246,0,0,Nov,1,2,2,2,Returning_Visitor,FALSE,FALSE
+2,34,0,0,35,1907.135417,0.006944444,0.021993464,64.25350176,0,Dec,2,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,40,1085.333333,0.0075,0.045,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+9,272.0416667,6,502.75,33,3239.418207,0.02,0.025011905,17.02873771,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,6,2,Returning_Visitor,TRUE,FALSE
+3,109,0,0,70,2002.25,0,0.004166667,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,1,77,58,3757.75,0.015819209,0.038418079,0,0,Nov,2,5,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,115.25,0.027272727,0.045454545,0,0,Nov,3,2,9,10,New_Visitor,TRUE,FALSE
+0,0,0,0,8,204.75,0,0.033333333,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+2,33.5,0,0,8,556,0,0.015151515,0,0,Dec,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,3,50.5,6,238.55,0,0.018518519,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,423.1833333,0.0125,0.016071429,0,0,Nov,3,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,1664,0.03030303,0.032424242,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,46.5,0.1,0.1,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,159.1666667,2,8,69,2766.942172,0.002816901,0.028665325,5.931332852,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,2,2,Returning_Visitor,FALSE,FALSE
+2,64.5,1,0,97,2696.10873,0.003436426,0.021408935,5.770973155,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+5,34.5,0,0,8,154.5,0.022222222,0.014814815,0,0,Dec,3,2,4,2,Returning_Visitor,FALSE,FALSE
+1,139.5,0,0,100,1831.149084,0,0.000505051,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,1,1,3,New_Visitor,FALSE,FALSE
+4,45,0,0,7,246.5,0.03,0.03,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,6,0,0,14,1626,0.051282051,0.092307692,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+4,43.92857143,0,0,182,9951.359644,0.003850267,0.021183788,8.665280918,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,569,1,58.5,23,941.6994048,0,0.008,9.331744184,0,Dec,2,2,4,2,New_Visitor,FALSE,TRUE
+1,5,2,66.5,64,1716.583333,0.012121212,0.019444444,0,0,Nov,4,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,597.25,0,0.02,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,43,0.085714286,0.121428571,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+3,37.58333333,0,0,67,1982.523611,0.004411765,0.010971792,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,2,0,0,61,1335.737854,0,0.002,20.15710234,0,Nov,4,4,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,28,690.9583333,0,0.022857143,0,0,Nov,2,2,6,2,Returning_Visitor,TRUE,FALSE
+13,331.9833333,5,128,202,8217.678753,0.001904762,0.013668745,3.651726351,0,Nov,2,2,3,10,Returning_Visitor,TRUE,TRUE
+0,0,2,157.5,35,5999.808333,0.005405405,0.027207207,0,0,Dec,2,2,4,1,Returning_Visitor,TRUE,FALSE
+4,56.25,0,0,10,182.25,0,0.025,0,0,Nov,3,2,6,2,New_Visitor,FALSE,FALSE
+6,224.875,0,0,21,845.75,0,0.008695652,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+6,279,2,69.5,41,1430.25,0,0.009929078,3.836079931,0,Dec,2,2,2,7,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,179.25,0,0.05,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+8,197.7083333,6,130.5166667,35,1359.771429,0.004761905,0.018611111,34.98992634,0,Nov,3,2,1,11,Returning_Visitor,TRUE,FALSE
+1,3,2,34,41,1021.519444,0.009302326,0.017829457,0,0,Dec,1,2,3,2,New_Visitor,TRUE,FALSE
+2,34.5,0,0,17,491.8333333,0,0.014705882,0,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,38,907.943254,0,0.005405405,23.6645871,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,78,108,8402.715986,0.008873457,0.019558305,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,184.3333333,0.1,0.0875,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+2,49.7,1,0,64,1991.822567,0.014830918,0.022398206,21.74053053,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+4,61.25,0,0,21,595.75,0.038095238,0.076190476,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,3,588,153,5315.211905,0.006174089,0.020586081,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,110,6,1188.5,230,9648.177094,0.004444444,0.015486639,3.359435653,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,73,0.12,0.16,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+2,47,1,0,20,738.9107143,0.017391304,0.023671498,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,20.5,1,59,5,83.5,0,0.014814815,0,0,Dec,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,3,1,Other,TRUE,FALSE
+1,4,0,0,22,1749,0,0.015,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,140.4583333,0.028571429,0.034285714,0,0,Nov,3,3,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,698.5416667,0.003809524,0.015238095,0,0,Nov,2,2,6,11,Returning_Visitor,FALSE,FALSE
+2,76.5,0,0,10,123.2291667,0.022857143,0.059444444,0,0,Dec,1,2,1,10,Returning_Visitor,FALSE,FALSE
+1,576,0,0,13,587.75,0.030769231,0.061538462,0,0,Nov,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,17,0,0.1,0,0,Dec,8,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,2,21,0,0,0,0.05,0,0,Dec,1,1,4,10,New_Visitor,FALSE,FALSE
+7,121,0,0,16,589.875,0,0.00952381,0,0,Dec,2,6,1,2,Returning_Visitor,TRUE,FALSE
+9,904.5833333,4,83.5,132,4096.15859,0.012738095,0.022973065,8.960747931,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,7,723,0,0.028571429,32.90611766,0,Dec,2,2,4,1,Returning_Visitor,TRUE,TRUE
+2,45.25,1,0,42,4126.448611,0.000775194,0.013436693,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,5504.695238,0.011538462,0.031446886,12.32661404,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+2,17,2,1231,8,27.375,0.038888889,0.088888889,0,0,Nov,2,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,6,13,Returning_Visitor,FALSE,FALSE
+1,16,0,0,44,2939.625,0,0.002222222,32.81205711,0,Nov,2,2,8,2,Returning_Visitor,FALSE,TRUE
+4,102.5555556,2,79.5,133,3713.580105,0.003381995,0.015889736,28.03795985,0,Nov,3,2,1,6,Returning_Visitor,TRUE,FALSE
+0,0,4,84.25,141,2596.204762,0.006103286,0.020121639,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,36.5,0,0,30,1668.116667,0,0.023809524,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+5,66.4,0,0,39,742.6875,0,0.015217391,71.38981221,0,Dec,2,2,4,3,Returning_Visitor,FALSE,TRUE
+2,18,0,0,17,1218.75,0,0.050980392,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,77.7,1,2,24,551.1583333,0.004166667,0.054444444,7.945368291,0,Dec,2,2,9,2,Returning_Visitor,FALSE,FALSE
+4,72,0,0,4,46.5,0.04,0.06,0,0,Nov,3,2,2,3,Returning_Visitor,FALSE,FALSE
+7,237.5,1,0,37,1302.518056,0.005952381,0.023185941,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,25,929.5833333,0.016,0.0296,0,0,Dec,3,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,59,1309.658333,0.017241379,0.030879354,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,100,2852.013141,0.000444444,0.024301656,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,272.1666667,0,0.025,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+3,424,0,0,3,61.5,0,0.05,0,0,Dec,2,4,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,295,0.028571429,0.057142857,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,TRUE
+4,68.75,0,0,137,3770.916071,0.003165468,0.014745252,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,43,0,0,26,834.3611111,0.016,0.019666667,25.21523293,0,Dec,1,1,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,26,668.5,0,0.007407407,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,521.925,0.010526316,0.029824561,0,0,Dec,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,1544.595238,0.058550725,0.092944664,0,0,Nov,3,2,8,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,12,0,0.1,0,0,Dec,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,6,77.95833333,423,17086.23424,0.006293706,0.02159902,0.25272174,0,Nov,2,2,7,1,Returning_Visitor,TRUE,FALSE
+2,14.25,0,0,29,1082.75,0,0.006896552,84.87572674,0,Nov,2,5,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,7,1803.666667,0.082142857,0.08,0,0,Dec,2,5,1,8,Returning_Visitor,TRUE,FALSE
+4,58,2,28.5,82,4729.065909,0,0.014544651,9.055465887,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,52.5,0,0,11,463.5,0,0.007692308,0,0,Nov,3,2,6,11,New_Visitor,TRUE,FALSE
+0,0,0,0,38,1355.366667,0,0.009259259,0,0,Nov,1,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+1,21,0,0,23,529.75,0,0.009090909,57.3158913,0,Nov,1,2,1,8,New_Visitor,FALSE,TRUE
+0,0,0,0,23,836.5,0,0.013043478,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,719.2,0.058333333,0.067708333,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+7,66,0,0,6,146.5,0,0.018181818,0,0,Nov,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,32,2632.7,0.00625,0.013541667,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+6,198.6666667,2,89,148,8178.226923,0.008732719,0.021205728,6.194287817,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+8,395.7083333,4,182.8,46,1461.725,0.003773585,0.014375562,13.90010917,0,Nov,1,1,3,3,Returning_Visitor,TRUE,TRUE
+8,403,0,0,52,1616.54816,0,0.003685897,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,38.5,0,0,6,197.75,0,0.04,0,0,Dec,1,1,2,8,New_Visitor,TRUE,FALSE
+0,0,0,0,2,11,0,0.1,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+1,20,2,39.5,156,8613.257312,0.006289308,0.015117319,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+11,494.5333333,0,0,33,2070.616667,0,0.020720721,9.581162201,0,Nov,2,5,1,3,Returning_Visitor,FALSE,TRUE
+10,225.45,0,0,60,1449.608333,0.004545455,0.011320346,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,28,0,0,9,163.375,0,0.018181818,0,0,Dec,1,2,3,2,New_Visitor,FALSE,FALSE
+4,87,5,242.75,61,4081.041667,0,0.019375,0,0,Nov,2,5,6,2,Returning_Visitor,TRUE,FALSE
+1,57.5,0,0,22,353.1527778,0,0.009090909,0,0,Nov,1,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,32,791.9166667,0.0125,0.025520833,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1088.866667,0,0.010526316,16.1585582,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+3,265.75,0,0,8,168.75,0,0.03,0,0,Nov,3,2,1,7,New_Visitor,FALSE,FALSE
+0,0,0,0,8,181,0.025,0.070833333,0,0,Nov,2,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,6,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,198.75,0,0.04,0,0,Nov,2,2,3,20,Returning_Visitor,FALSE,FALSE
+10,396.960452,6,168.8333333,280,9247.383869,0.003424658,0.016184197,7.983438638,0,Nov,2,2,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,1659.25,0.0375,0.062202381,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,39.5,0,0.1,0,0,Dec,2,2,8,1,Returning_Visitor,FALSE,FALSE
+10,175.3333333,0,0,88,2638.244429,0.004395604,0.022464739,8.27583441,0,Nov,1,1,8,10,Returning_Visitor,TRUE,FALSE
+1,235,0,0,3,127.6,0,0.025,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+2,90,1,48.5,40,3789.583333,0,0.023170732,0,0,Dec,2,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,122,0.088888889,0.108333333,0,0,Nov,1,1,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,3,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,5,375,0,0.04,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,FALSE
+14,352.1071429,2,759,64,3660.342875,0.014155251,0.023835616,9.641067457,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+4,63,0,0,10,565.5,0,0.015384615,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,58,2021.320833,0.005172414,0.031609195,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,20,0,0.066666667,0,0,Dec,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,97.5,0.1,0.125,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,68,2614.209722,0,0.006942149,0,0,Nov,2,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,17,308.25,0.023529412,0.064705882,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,1020.013889,0.005405405,0.014226044,0,0,Dec,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,2,7,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,6,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,93,0.066666667,0.083333333,0,0,Nov,4,2,3,13,Returning_Visitor,FALSE,FALSE
+3,74,0,0,258,5154.777093,0.002316602,0.011675429,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,64.5,0,0,32,1443.641667,0,0.010784314,111.2629939,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,480,0,0.028571429,14.1374752,0,Nov,1,1,2,3,New_Visitor,TRUE,TRUE
+0,0,0,0,26,548.2678571,0.024,0.046666667,0,0,Nov,1,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,828.25,0.012903226,0.030107527,0,0,Nov,2,2,9,2,New_Visitor,TRUE,FALSE
+10,132.7222222,1,104,103,3608.346752,0,0.007905605,14.69960115,0,Nov,2,10,7,2,Returning_Visitor,FALSE,FALSE
+1,19.83333333,0,0,17,545.0833333,0,0.00625,9.836358025,0,Nov,3,2,5,2,New_Visitor,FALSE,TRUE
+16,301.1369048,4,886.5,78,5097.41833,0.014132104,0.030390424,7.296889074,0,Nov,3,2,2,2,Returning_Visitor,TRUE,TRUE
+17,446.9333333,8,597.5833333,62,2350.667857,0.007452575,0.033986814,79.48403933,0,Dec,1,1,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,129.5,0.015384615,0.053846154,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,0,2,10,69,1310.636905,0.010869565,0.032793149,0,0,Nov,2,3,1,3,Returning_Visitor,TRUE,FALSE
+4,184.4583333,1,8.166666667,44,1398.390775,0.017391304,0.026402848,10.57361945,0,Nov,1,2,3,1,Returning_Visitor,TRUE,FALSE
+7,74.08333333,1,3,197,2915.571429,0,0.005025126,1.573423226,0,Nov,2,2,3,3,Returning_Visitor,TRUE,FALSE
+1,61.5,0,0,13,949.75,0,0.007692308,51.75775772,0,Dec,1,1,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,35,2381.097222,0.005714286,0.021959184,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,32.25,0,0,27,1273.25,0,0.008888889,43.89691103,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,50,3002.902778,0.002083333,0.013611111,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+3,54.5,0,0,6,148.75,0.022222222,0.033333333,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+9,335.1666667,5,219,107,6235.06603,0.005309735,0.016223404,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,0,0,0,0.2,0.2,0,0,Nov,1,1,4,15,Returning_Visitor,FALSE,FALSE
+18,1103.330357,8,696.8333333,359,12959.91515,0.000795756,0.008975428,7.231074783,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,63,1361.203175,0,0.014761905,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,2,28.75,82,2375.114286,0.007058824,0.031764706,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,1404.75,0,0.021428571,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+3,875,0,0,34,780.7916667,0,0.015675676,0,0,Dec,4,2,3,2,Returning_Visitor,TRUE,FALSE
+11,250.25,0,0,169,8276.292565,0.002406417,0.016051967,8.174728678,0,Nov,4,1,1,8,Returning_Visitor,TRUE,FALSE
+6,104.5,0,0,11,1206.75,0,0.013333333,0,0,Dec,4,1,4,8,New_Visitor,FALSE,FALSE
+6,166.375,1,0,39,1858.833333,0.001515152,0.011818182,50.17693633,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,11.83333333,2,27,31,424.75,0.019047619,0.039292517,30.81857956,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,2,1,1,Returning_Visitor,TRUE,FALSE
+18,261.1619048,0,0,58,1992.717308,0.008955224,0.015829187,0,0,Nov,3,2,6,2,Returning_Visitor,FALSE,FALSE
+4,364.3333333,2,19,85,3642.066026,0.007777778,0.029549858,5.052145956,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,480.9166667,0.017391304,0.032608696,0,0,Dec,4,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,77.5,0.1,0.08,0,0,Nov,3,2,4,11,Returning_Visitor,TRUE,FALSE
+2,64.5,0,0,52,2120.630952,0,0.011965812,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,84.25,0,0,52,1725.966667,0,0.031188811,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+1,0,0,0,58,1200.5,0.002298851,0.017816092,17.98756852,0,Dec,2,10,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,1314.083333,0,0.008333333,103.0610827,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,23,2225.288889,0.004347826,0.021516165,0,0,Nov,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,528.5833333,0,0.02,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,6,42,0.033333333,0.05,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+10,147.4583333,4,216.5,68,1587.765598,0,0.010045837,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,2,5,2,1,Returning_Visitor,FALSE,FALSE
+1,8,2,134.5,21,507.2916667,0.008333333,0.031944444,0,0,Nov,2,10,1,1,Returning_Visitor,FALSE,TRUE
+0,0,2,6,7,162.625,0,0.022222222,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,442.5,0,0.008333333,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,185,0.05,0.1,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+12,252.8125,4,78.5,100,4597.124242,0.00925181,0.028496768,2.638074656,0,Nov,1,1,1,10,Returning_Visitor,TRUE,TRUE
+4,142.5,0,0,56,1885.33744,0.010714286,0.038102106,5.04016763,0,Nov,2,5,3,11,Returning_Visitor,FALSE,TRUE
+9,965.5,0,0,30,1895.133333,0.005405405,0.011186186,0,0,Dec,3,2,3,2,Returning_Visitor,TRUE,FALSE
+1,22,3,39,80,1903.081639,0.007228916,0.032248996,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,2872.125,0.0025,0.025777778,0,0,Nov,2,2,1,13,Returning_Visitor,TRUE,FALSE
+9,196.25,1,62.5,6,148.75,0,0.02,0,0,Dec,4,1,9,2,Returning_Visitor,FALSE,FALSE
+1,55.5,0,0,53,4048.583333,0.007843137,0.015490196,0,0,Dec,4,1,1,1,Returning_Visitor,FALSE,FALSE
+2,140.5,0,0,10,431.5,0,0.006666667,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,60.5,0.1,0.1,0,0,Nov,3,2,6,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,105.5,0,0.05,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1902.25,0.00625,0.016666667,0,0,Nov,2,4,6,2,New_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,6,10,Returning_Visitor,FALSE,FALSE
+3,106.5,2,49.5,29,1433.634921,0.008064516,0.018932412,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,709.75,0.029166667,0.043055556,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+7,218.6666667,0,0,5,145.6666667,0,0.014285714,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+6,115.5833333,0,0,30,1076.958333,0,0.022857143,10.3889438,0,Nov,2,2,4,3,Returning_Visitor,TRUE,TRUE
+2,242.5,0,0,59,5004.229167,0.006779661,0.034387947,0,0,Dec,2,5,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,1038,0.033333333,0.066666667,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,337,0,0.006666667,19.37005896,0,Dec,2,5,4,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,98,0,0.066666667,0,0,Nov,4,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1029.583333,0.003571429,0.009166667,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1437.75,0.016666667,0.066666667,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,8,534.875,0.008888889,0.074074074,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+3,89.75,2,16,36,1751.847727,0.005263158,0.023684211,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,1435.375,0,0.020833333,20.79483821,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,638.25,0.005555556,0.016666667,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,TRUE
+5,97.83333333,0,0,15,489,0,0.00625,81.334441,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,25,954.0833333,0.034722222,0.061527778,120.587914,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+5,48.97619048,1,65,40,1159.5671,0,0.016324111,12.48912129,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,80.5,0.083333333,0.092222222,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,27.5,0,0.1,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,258.2916667,0,0.022222222,0,0,Nov,2,5,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,101.8333333,0,0.058333333,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+8,247.0833333,0,0,163,4600.540873,0.008383234,0.021052657,5.28608849,0,Nov,2,4,3,2,Returning_Visitor,FALSE,TRUE
+1,25.75,5,452.0833333,34,953.5892857,0,0.011071429,8.838027292,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+8,222.75,3,15.75,61,1749.842262,0.015196078,0.02894958,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+9,230.6666667,0,0,66,2178.85,0.003555556,0.010977778,11.73221807,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+11,167.4061355,0,0,49,1512.574405,0,0.007188359,0,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+4,19.66666667,3,254.9166667,147,4254.666667,0.008445946,0.01925038,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,506.452381,0,0.009090909,76.7910465,0,Nov,2,4,1,3,New_Visitor,FALSE,TRUE
+0,0,2,36.5,41,1383.661111,0.002790698,0.011436389,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,99,0,0,58,1261.658333,0,0.003452381,0,0,Nov,1,2,9,2,New_Visitor,FALSE,TRUE
+0,0,0,0,12,466.125,0,0.022222222,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+5,96,0,0,81,2833.814103,0.00021645,0.025137085,0,0,Nov,4,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,711.1666667,0,0.016,0,0,Dec,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,2,207.25,114,3788.8,0.003478261,0.010434783,1.795451001,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,213.5,0,0.1,0,0,Dec,2,10,9,1,Returning_Visitor,FALSE,FALSE
+2,94,1,4,264,8584.025049,0.006289308,0.023315309,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,1004.5,0,0.05,27.77725875,0,Dec,1,1,4,1,Returning_Visitor,FALSE,TRUE
+2,46.5,0,0,90,1322.004437,0,0.00547491,16.87878625,0,Dec,2,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,53,2051.466667,0.004528302,0.017735849,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,60.25,0,0,8,131.5833333,0.02,0.013333333,0,0,Nov,3,2,1,2,New_Visitor,FALSE,FALSE
+2,69.5,0,0,21,308.4583333,0.027272727,0.043939394,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,15,0,0,1,8,0,0.066666667,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+1,70.5,0,0,12,541.5357143,0,0.008333333,115.7819471,0,Nov,2,5,3,2,New_Visitor,TRUE,TRUE
+0,0,0,0,22,282.0833333,0.045454545,0.063636364,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,191.8333333,1,17,10,209.3333333,0,0.018181818,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,3,121.25,89,3296.602091,0.00326087,0.017287492,0,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+3,136,0,0,39,1426.583333,0,0.020731707,3.941736143,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,2,288,132,6725.66369,0.003731343,0.01286425,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+5,110.75,0,0,11,146.75,0,0.02,0,0,Nov,1,1,1,15,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,4,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,10,0.1,0.15,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,864.4583333,0.003174603,0.01031746,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+3,22,0,0,15,259.75,0,0.010416667,88.80448992,0,Dec,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,23,1215.666667,0,0.004761905,0,0,Dec,2,2,5,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,66.5,0,0.025,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+7,164.5833333,1,28.5,115,3427.665476,0,0.016290123,4.970219813,0,Nov,2,2,4,10,Returning_Visitor,FALSE,TRUE
+0,0,3,62.75,24,680.2559524,0.015384615,0.038461538,72.06822266,0,Nov,1,1,8,10,Returning_Visitor,FALSE,FALSE
+1,4,0,0,8,492.25,0,0.044444444,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,27,799.375,0.007407407,0.027601411,0,0,Dec,3,2,2,1,Returning_Visitor,TRUE,FALSE
+1,140.5,0,0,19,1475.166667,0.02037037,0.043333333,16.9796231,0,Nov,3,2,2,10,Returning_Visitor,FALSE,FALSE
+1,31.5,0,0,3,32.83333333,0,0.05,0,0,Dec,2,2,9,2,New_Visitor,TRUE,FALSE
+0,0,2,82,134,4772.919574,0.00344942,0.01682332,5.667450916,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+8,105,1,24.5,70,5778.966667,0.005921856,0.023453364,0,0,Nov,2,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,20,0,0.1,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,139.5,0,0,18,816.8333333,0,0.005263158,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+4,59.5,2,662,31,1586.154762,0.016666667,0.037334126,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,208.8888889,4,134,37,1335.809127,0.024242424,0.038460744,6.062330164,0,Dec,1,1,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,743.75,0,0.016666667,0,0,Dec,2,2,2,2,New_Visitor,TRUE,FALSE
+0,0,1,17.75,65,6203.690476,0.007395833,0.027280668,0,0,Dec,2,1,1,2,Returning_Visitor,FALSE,FALSE
+2,41.5,1,57.5,19,2689.625,0,0.024242424,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,63.75,0,0,13,774.7288136,0,0.012150434,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,TRUE
+2,9,1,0,106,6617.791228,0.009047619,0.026412307,1.777492546,0,Nov,3,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,2,65.5,4,71.5,0,0.033333333,0,0,Nov,2,2,1,11,Returning_Visitor,TRUE,FALSE
+2,67.5,0,0,7,393.5,0,0.025,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+4,37.5,2,82,4,96.625,0,0.0175,0,0,Nov,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,3,2,4,3,Returning_Visitor,TRUE,FALSE
+9,181.275,2,65,120,3283.715359,0.004651163,0.024543027,2.442153455,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,62.75,0,0.04,0,0,Dec,2,2,6,2,Returning_Visitor,TRUE,FALSE
+6,149.7619048,3,267.25,120,3934.201024,0.002459016,0.023646,8.788976395,0,Nov,2,2,4,2,Returning_Visitor,TRUE,FALSE
+2,104,1,136.5,12,977.5333333,0,0.015384615,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,4373.847619,0.00232288,0.033787661,0,0,Dec,2,5,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,162.25,0.071428571,0.09047619,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,4,1,Other,FALSE,FALSE
+0,0,0,0,35,584.3083333,0,0.008571429,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,559,0.047058824,0.098039216,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,305,0,0.02,0,0,Nov,2,2,1,8,Returning_Visitor,FALSE,FALSE
+1,27.5,0,0,20,922.7083333,0,0.00952381,103.1402899,0,Dec,2,2,6,2,New_Visitor,FALSE,TRUE
+0,0,0,0,6,97.5,0,0.016666667,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+1,88,0,0,22,516.8333333,0,0.016666667,0,0,Dec,1,1,3,8,Returning_Visitor,FALSE,FALSE
+2,29.75,0,0,33,689.202381,0.001010101,0.027020202,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+9,497.1666667,0,0,20,1170.166667,0.012121212,0.023484848,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+7,135.2,5,430.3333333,68,3974.534501,0.013513514,0.019008442,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,27.5,3,17,1,10,0,0.04,0,0,Nov,1,1,1,8,New_Visitor,FALSE,TRUE
+0,0,1,14,19,1666.75,0,0.021052632,0,0,Nov,8,13,9,20,Other,FALSE,FALSE
+17,311.25,4,428.547619,139,3891.214286,0.001973684,0.011184211,86.79082569,0,Dec,2,2,1,6,Returning_Visitor,FALSE,FALSE
+4,93.75,0,0,70,2161.388889,0.008767123,0.017491169,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+1,43.5,0,0,79,2006.834416,0.002531646,0.006439185,0,0,Nov,3,3,1,3,Returning_Visitor,TRUE,FALSE
+0,0,1,29.5,7,103.5208333,0,0.002777778,0,0,Nov,3,2,8,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,123.75,0,0.011111111,0,0,Dec,2,2,7,6,Returning_Visitor,FALSE,FALSE
+4,140.475,1,0,48,1252.561414,0.014038462,0.024738632,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,478.0333333,0.05,0.047619048,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,22,0,0.1,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,140.8,4,254.75,61,1740.052778,0.007179487,0.023796204,14.62413644,0,Nov,2,2,2,2,Returning_Visitor,TRUE,FALSE
+8,162.5,0,0,9,156.5,0.018181818,0.027272727,0,0,Dec,4,1,4,8,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,242.0833333,0,0.046666667,0,0,Nov,2,4,7,6,Returning_Visitor,TRUE,FALSE
+5,200.5,2,390,32,904.5666667,0.009009009,0.025405405,0,0,Dec,1,2,1,2,Returning_Visitor,TRUE,FALSE
+3,179,0,0,15,432.75,0,0.011111111,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+8,52.5,0,0,33,2714.958333,0,0.02,18.16617631,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,72,0,0,12,871.5,0.015384615,0.030769231,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,2,27,40,735.5151515,0,0.015547416,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+3,68.28571429,0,0,26,741.0555556,0.014285714,0.039707071,13.24667166,0,Nov,3,2,4,10,Returning_Visitor,FALSE,TRUE
+2,58.25,3,47.75,24,833.1666667,0.028571429,0.053401361,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,87,0,0.033333333,0,0,Nov,3,2,4,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,136.5,0,0.066666667,0,0,Dec,1,1,4,3,Other,FALSE,FALSE
+0,0,0,0,17,212.25,0,0.023529412,0,0,Dec,2,2,1,20,Returning_Visitor,FALSE,FALSE
+2,47.5,0,0,50,1870.791667,0.002641509,0.024025157,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,3,0,0,10,577.1666667,0,0.022222222,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+7,51.5,0,0,59,1954.754167,0,0.003225806,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+4,36,0,0,23,2359.375,0,0.010666667,58.20233822,0,Dec,4,2,1,1,New_Visitor,FALSE,TRUE
+7,109.0416667,0,0,35,1136.083333,0,0.013157895,46.21605051,0,Nov,3,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,25,686.5,0.016,0.032,0,0,Dec,2,2,7,1,Returning_Visitor,TRUE,FALSE
+6,184.2727273,0,0,32,1427.689394,0.010810811,0.01966967,13.49031898,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+21,1079.184314,4,176.5,67,2162.840879,0.007407407,0.018259847,0.548811351,0,Nov,3,2,1,11,Returning_Visitor,TRUE,FALSE
+0,0,2,174,105,5254.158333,0.001869159,0.017589264,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,154.5,0,0,7,108.4166667,0,0.044444444,0,0,Nov,1,5,9,2,New_Visitor,FALSE,FALSE
+11,570.25,0,0,39,1728.25,0.006666667,0.019777778,22.42576795,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,156.5,0,0.05,0,0,Dec,1,8,1,6,New_Visitor,FALSE,FALSE
+9,116.5416667,4,208.6666667,57,1813.250382,0.003030303,0.011897547,30.60955642,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+1,21,0,0,31,1998.25,0.01010101,0.037373737,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,396.1666667,0,0.022222222,0,0,Nov,3,2,8,13,Other,FALSE,FALSE
+0,0,0,0,16,576.3,0.016666667,0.011458333,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,1035.083333,0.012121212,0.032323232,0,0,Nov,2,10,1,3,Returning_Visitor,FALSE,FALSE
+6,81.54166667,0,0,23,808.0416667,0.000833333,0.044166667,0,0,Dec,2,2,7,8,Returning_Visitor,TRUE,FALSE
+1,63.5,0,0,10,552.3333333,0,0.016363636,0,0,Dec,1,1,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,18,491.75,0,0.027777778,0,0,Dec,2,2,6,11,New_Visitor,FALSE,FALSE
+0,0,0,0,23,901.2666667,0,0.017391304,0,0,Dec,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,10,158.75,0,0.02,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,58,1599.5,0,0.007142857,0,0,Nov,4,2,1,3,Returning_Visitor,FALSE,FALSE
+1,7,0,0,5,78.5,0,0.028571429,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+1,13,4,37.5,32,675.6666667,0.005714286,0.028571429,0,0,Dec,2,4,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,108,4590.431277,0.005555556,0.022751323,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+1,55.5,0,0,8,158.25,0,0.022222222,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+2,53.5,0,0,13,287.3333333,0,0.013333333,0,0,Nov,2,2,1,6,New_Visitor,TRUE,FALSE
+0,0,0,0,6,253.5833333,0.05,0.056666667,0,0,Dec,3,3,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,49,1768.980303,0,0.004166667,9.0847678,0,Nov,3,2,4,11,Returning_Visitor,TRUE,TRUE
+4,119.3333333,0,0,174,5602.593506,0,0.009057596,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+1,13.83333333,1,0,200,8336.039583,0.004207921,0.017597513,3.730318306,0,Nov,2,5,4,1,Returning_Visitor,FALSE,TRUE
+4,302,0,0,29,675.375,0,0.001333333,0,0,Dec,2,2,1,6,Returning_Visitor,TRUE,FALSE
+1,0,0,0,56,2627.756494,0.021052632,0.025044663,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,14,244.75,0,0.014285714,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+10,790.9,0,0,54,2702.390385,0.003076923,0.018518854,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+3,52.75,0,0,31,3069.077778,0.006451613,0.020537634,5.793026792,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,2,3,Returning_Visitor,FALSE,FALSE
+2,36.5,0,0,47,1073.31002,0.004787234,0.029749907,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+8,125.6309524,6,75,312,13379.36658,0.002769231,0.014969192,8.055833998,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+2,105.75,0,0,19,1124.888889,0.010526316,0.028229665,0,0,Nov,3,2,9,2,Returning_Visitor,TRUE,FALSE
+0,0,2,26.5,149,6001.171475,0.004,0.022010916,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,56.5,1,41.5,87,2504.870761,0.019555912,0.036429937,0,0,Nov,1,2,1,11,Returning_Visitor,TRUE,FALSE
+1,8,3,181.25,124,4722.568651,0.015892388,0.02243106,24.28901413,0,Nov,1,1,1,3,Returning_Visitor,FALSE,TRUE
+3,63,2,204.25,20,457.25,0.009090909,0.013636364,0,0,Dec,3,2,7,2,New_Visitor,FALSE,TRUE
+1,54,0,0,23,816.7761905,0,0.012318841,0,0,Dec,2,2,5,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,108,3279.238428,0.012037037,0.030709877,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+16,305,0,0,147,4123.956674,0.003797468,0.010521398,0,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+1,0,0,0,60,1995.416667,0,0.003389831,61.58171224,0,Nov,2,4,1,7,New_Visitor,FALSE,TRUE
+0,0,0,0,24,1242,0.02173913,0.062318841,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,54.5,0,0,67,2891.744571,0.013235294,0.023901833,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+4,934.5,1,92,18,937.7166667,0,0.005555556,0,0,Dec,1,1,6,2,New_Visitor,FALSE,FALSE
+1,4,0,0,39,983.1388889,0.015384615,0.017599068,0,0,Nov,3,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,2,1368,26,650.8083333,0,0.014285714,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+1,65.5,0,0,2,99,0.033333333,0.066666667,0,0,Nov,4,2,1,8,New_Visitor,TRUE,FALSE
+5,142.75,0,0,76,1523.57803,0.012987013,0.021101928,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,729,0,0.033333333,0,0,Nov,3,2,1,8,New_Visitor,TRUE,FALSE
+9,241.8416667,0,0,25,673.0333333,0.002150538,0.005222734,27.97341787,0,Nov,1,1,3,2,New_Visitor,FALSE,FALSE
+0,0,2,21,17,190.7083333,0.022222222,0.039259259,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,34.5,0,0,10,277.0357143,0,0.002777778,0,0,Dec,1,1,8,8,New_Visitor,TRUE,FALSE
+5,61.0125,0,0,51,1141.066667,0.003571429,0.011093074,0,0,Dec,2,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,15,1506.916667,0.004444444,0.033015873,0,0,Nov,1,8,2,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,1346.966667,0,0.005128205,67.02771302,0,Dec,1,1,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,4,60.5,0.1,0.15,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+2,51.5,2,99.5,15,771.875,0.01,0.026666667,15.39534668,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+9,178.5,0,0,10,558,0.011764706,0.023529412,0,0,Nov,2,5,1,11,Returning_Visitor,FALSE,FALSE
+12,152.75,1,0,219,7044.064508,0.003312325,0.015735853,11.65798375,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+1,8,0,0,34,709.3333333,0,0.014761905,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+10,770.7388889,2,138.6666667,35,726.0388889,0,0.005434783,10.82357287,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+7,172.375,2,52.5,226,12900.7676,0.004361055,0.017955889,44.69642794,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,4,82.5,22,1087.986111,0.007692308,0.020244755,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,188.4583333,0,0.009090909,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,79,4218.916667,0.012820513,0.028846154,0,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+5,316.5,4,185.5,144,5757.853961,0.002968037,0.014030074,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+6,315.1666667,1,85,10,402.8055556,0.014285714,0.014285714,0,0,Dec,3,2,2,2,New_Visitor,FALSE,TRUE
+0,0,0,0,32,2787.75,0.00625,0.003125,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+2,40.5,0,0,133,4815.701606,0.003731343,0.011738458,8.969447973,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,91,4766.021032,0,0.009213483,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,1,59.5,37,925.6666667,0,0.007894737,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+17,856.8333333,0,0,78,4716.572619,0.011494253,0.026155811,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,15,0,0.1,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,184,0,0.04,0,0,Nov,4,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1245.57619,0,0.005263158,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+11,504.2833333,1,0,58,2451.058466,0.012365591,0.022769886,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,292.875,0,0.028333333,0,0,Nov,4,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,37,2296.25,0,0.014864865,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+4,59.2,0,0,5,38.35833333,0,0.043915344,0,0,Dec,3,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,476.8666667,0.00952381,0.034126984,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,435.3333333,0.063636364,0.104242424,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,597.625,0.007692308,0.034615385,0,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+1,120.5,0,0,75,1677.805952,0.006578947,0.023128655,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,170,1,22,39,1177.291667,0.002564103,0.01965812,0,0,Nov,2,5,7,2,Returning_Visitor,FALSE,FALSE
+9,387.75,0,0,64,980.5021994,0.000866739,0.012798697,9.581561053,0,Nov,3,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+2,44.5,0,0,35,1330.666667,0.005882353,0.014705882,0,0,Nov,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,1050.5,0.022727273,0.062121212,0,0,Dec,2,10,4,1,Returning_Visitor,FALSE,FALSE
+4,101.3333333,7,693.5,171,9119.885413,0.00441989,0.021627971,0.686565227,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+4,55,0,0,2,13,0,0.028571429,0,0,Dec,2,10,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,48,1053.952381,0.005434783,0.009815547,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,192.5714286,8,1193.125,146,8150.556716,0.001290323,0.01127957,1.842913617,0,Nov,2,4,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,40,1385.666667,0.005,0.0225,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,39,0,0,13,137,0,0.011764706,0,0,Nov,2,4,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,7,88,0.085714286,0.142857143,0,0,Nov,2,4,3,1,Returning_Visitor,FALSE,FALSE
+1,3,0,0,11,1046.666667,0.005555556,0.025,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+1,10,0,0,27,548.2833333,0.003703704,0.025308642,0,0,Dec,2,4,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,526.5,0.02,0.035,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+6,190.9231928,0,0,7,603.2565261,0.021862348,0.034024526,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,67.75,0,0.05,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,559.75,0.011764706,0.019607843,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,30.5,0,0,324,14213.63652,0.002063983,0.010072239,4.485584737,0,Nov,2,2,9,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,8,0.15,0.15,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,44,2807.164836,0.025,0.027424242,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,TRUE
+3,86.5,0,0,30,2623.916667,0.006666667,0.007619048,23.00194502,0,Dec,2,5,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,85,2112.101515,0.003529412,0.014196078,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,34.5,0,0.1,0,0,Nov,2,2,3,3,Returning_Visitor,TRUE,FALSE
+5,526.85,4,143.25,266,9770.812093,0.007348856,0.024720163,0.245152903,0,Nov,2,4,4,2,Returning_Visitor,TRUE,FALSE
+12,209.375,0,0,43,2754.117424,0.0046875,0.033875153,13.68108942,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,1682.25,0.026666667,0.057777778,0,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+5,64.9,0,0,21,1922.15,0,0.009333333,60.62885042,0,Nov,3,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,17,1293.083333,0,0.013333333,0,0,Dec,2,5,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,34,0,0.066666667,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+3,238.05,5,1488,104,3275.87381,0.003030303,0.010822511,1.560184165,0,Nov,1,1,3,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,38,935,0,0.007769424,0,0,Nov,2,2,3,11,New_Visitor,FALSE,FALSE
+0,0,0,0,14,208.9,0,0.014285714,0,0,Nov,1,8,4,11,Returning_Visitor,TRUE,FALSE
+1,79,2,255,137,2668.725046,0.002138405,0.020907736,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,55.5,0,0,2,26,0,0.06,0,0,Dec,1,2,9,3,Returning_Visitor,TRUE,TRUE
+4,73.33333333,1,0,52,1543.75,0.004166667,0.023639456,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,352.5,0,0.03,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,56.5,0,0,12,544.8333333,0,0.007142857,31.38886179,0,Dec,1,2,1,2,Other,TRUE,FALSE
+7,102.5,0,0,9,64.75,0,0.027272727,0,0,Nov,2,2,5,2,New_Visitor,FALSE,FALSE
+0,0,0,0,21,289.5,0.00952381,0.038095238,0,0,Dec,2,2,6,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,7,8,New_Visitor,FALSE,FALSE
+0,0,0,0,6,285.5,0,0.04,18.1695357,0,Nov,1,1,1,8,New_Visitor,FALSE,TRUE
+2,49.5,0,0,260,8555.765985,0.005401961,0.017330846,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,76.75,0,0.016666667,0,0,Nov,1,1,8,2,New_Visitor,FALSE,TRUE
+0,0,2,84.5,42,2762.408333,0.004545455,0.025151515,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+5,199.125,0,0,9,430.6071429,0,0.008333333,0,0,Nov,3,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,851.1666667,0,0.022222222,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,205.7,0,0.022222222,18.85086521,0,Dec,1,1,1,8,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1092.333333,0.025,0.066666667,0,0,Dec,2,2,5,1,Returning_Visitor,FALSE,FALSE
+1,21,3,19,39,754.3194444,0.004651163,0.036124031,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,68,1806.166667,0.004411765,0.027941176,0,0,Nov,2,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,25,674.9583333,0,0.016666667,0,0,Nov,2,2,4,8,Returning_Visitor,FALSE,FALSE
+6,446.2380952,3,94,23,866.7071429,0.007142857,0.020522573,6.786958937,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,72.25,0.114285714,0.142857143,0,0,Dec,1,1,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,737.1666667,0.038461538,0.084615385,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+2,13,0,0,19,637.4285714,0.00952381,0.042857143,13.1307834,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,586.375,0.018285714,0.053714286,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+5,123,1,12.25,26,934.15,0.014814815,0.034567901,0,0,Dec,1,1,3,3,Returning_Visitor,FALSE,FALSE
+2,167.8888889,2,825.5,117,5256.472341,0.004030055,0.014604028,3.187495058,0,Nov,3,2,5,8,Returning_Visitor,FALSE,TRUE
+4,111.1666667,2,25.75,16,411.9375,0.00952381,0.00952381,0,0,Nov,3,2,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,1,318.5,0.166666667,0.171428571,0,0,Dec,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,4,7,1,Returning_Visitor,FALSE,FALSE
+1,15,2,4,108,6740.557143,0.013761468,0.032553517,24.80248887,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+1,10,0,0,32,1277.75,0,0.006060606,78.12165404,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,21,304.5416667,0.00952381,0.023809524,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+1,0,0,0,14,1125.875,0,0.042857143,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,371.7,5,106,85,2128.730927,0.003914141,0.007300316,43.71856886,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+5,44,0,0,54,1391.733333,0.005357143,0.022619048,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,2,324.5,4,64.25,0,0.033333333,0,0,Dec,3,3,2,8,New_Visitor,FALSE,FALSE
+0,0,0,0,7,113.25,0.00952381,0.080952381,0,0,Dec,2,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,691.252381,0.013953488,0.029457364,0,0,Nov,2,6,5,1,Returning_Visitor,FALSE,FALSE
+3,37.75,1,10,24,274.5,0,0.006666667,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+11,202.4254386,5,1767.666667,338,13265.35595,0.007520348,0.018855633,1.114150182,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,20,2846.833333,0.006666667,0.0475,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+7,51.70833333,2,280.5,149,7569.182143,8.01E-05,0.016297591,11.37726052,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+3,47,0,0,89,3436.975,0,0.004387373,0,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+4,900.5,0,0,14,1957.5,0,0.014117647,105.260972,0,Dec,1,1,3,10,Returning_Visitor,FALSE,TRUE
+1,19.75,2,0,29,942.3958333,0.048181818,0.075942002,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,4,758.5,23,1133.333333,0.008,0.020266667,12.36126667,0,Dec,3,2,6,2,Returning_Visitor,TRUE,FALSE
+3,30.5,5,789.125,272,7434.743073,0.00931255,0.022108499,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,367,5,2256.916667,74,8981.580128,0.002988954,0.043301833,0,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+4,46.45833333,0,0,82,2875.615909,0,0.007267442,27.75787044,0,Nov,2,4,3,1,Returning_Visitor,FALSE,TRUE
+2,33.5,0,0,108,2270.908333,0.005504587,0.029663609,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,33.5,0,0,15,710.25,0,0.011111111,0,0,Dec,2,10,1,8,New_Visitor,FALSE,FALSE
+4,43.225,0,0,13,293.725,0.022222222,0.064259259,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,77.5,0,0,17,678.25,0,0.031578947,0,0,Nov,1,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,61,1636.466667,0,0.009289617,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,99.75,0,0.028571429,0,0,Dec,8,2,1,2,New_Visitor,TRUE,FALSE
+3,76.25,0,0,16,301.6666667,0.014285714,0.031746032,0,0,Nov,1,1,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,56,2354.958333,0,0.018571429,0,0,Nov,2,2,3,2,New_Visitor,TRUE,FALSE
+4,296.75,0,0,10,183.7083333,0.015384615,0.026666667,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+12,1449.666667,4,559.0833333,127,4876.007712,0.005755396,0.029203072,5.751219035,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,1598.25,0.022222222,0.047301587,0,0,Nov,4,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,385,0,0.022222222,0,0,Dec,2,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,180.1470588,0.033333333,0.055555556,0,0,Nov,6,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,1,5,89,2744.541071,0.003370787,0.015636704,0,0,Nov,3,2,6,10,Returning_Visitor,TRUE,FALSE
+9,444.2847222,0,0,534,18504.12621,0.010856514,0.023309001,2.54795624,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+8,171.75,0,0,32,486.6666667,0,0.005555556,0,0,Dec,4,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,54,0,0.033333333,0,0,Nov,1,1,5,10,Returning_Visitor,TRUE,FALSE
+2,55.375,1,566,29,1978.14881,0.001904762,0.016222222,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,421,0,0.010526316,0,0,Dec,2,2,6,3,Returning_Visitor,FALSE,FALSE
+5,218.8333333,3,54,28,1430.854167,0.018823529,0.022957516,9.509492485,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+2,100,6,131,63,2611.651923,0,0.002985075,0,0,Dec,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,161.6666667,0,0.05,0,0,Dec,2,2,9,3,New_Visitor,FALSE,FALSE
+0,0,0,0,10,357.5555556,0,0.022222222,0,0,Dec,1,8,3,11,New_Visitor,FALSE,FALSE
+4,793.5,0,0,61,2440.473611,0.00625,0.014867424,12.58179402,0,Nov,3,2,9,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,348.4333333,0.028571429,0.041269841,0,0,Nov,1,8,6,11,Returning_Visitor,FALSE,TRUE
+9,303.8666667,0,0,72,3752.66697,0.007042254,0.007280349,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,41.66666667,0,0.04,0,0,Dec,2,2,4,2,New_Visitor,FALSE,FALSE
+1,11,3,47.75,25,1925.979167,0.023076923,0.056025641,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,263.25,0.013333333,0.04,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,FALSE
+12,394.1,0,0,30,917.25,0,0.005405405,0,0,Nov,2,2,1,2,New_Visitor,TRUE,TRUE
+8,342.75,0,0,12,653.125,0.01,0.03,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,102,3284.5,0.003921569,0.010359477,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,408,0,0.033333333,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,0,0,0,37,1731.5,0,0.005263158,17.22281788,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,171,6793.383281,0.007766272,0.023198706,2.381971158,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+3,36,2,16,74,4377.708157,0.02,0.029308735,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,289.625,0,0.028571429,0,0,Nov,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,13,135.875,0.030769231,0.076923077,0,0,Nov,1,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,1678.333333,0,0.02,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,418.3333333,0,0.025,0,0,Nov,2,6,1,2,New_Visitor,FALSE,FALSE
+4,49,0,0,17,283.7916667,0,0.030952381,0,0,Dec,2,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,55,4156.9,0.018787879,0.05352381,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+7,91,0,0,23,297.125,0,0.012068966,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,562.25,0,0.015384615,34.97250838,0,Nov,1,1,1,2,New_Visitor,FALSE,TRUE
+5,613.5,0,0,470,14129.8808,0,0.00362107,13.38149414,0,Nov,4,2,9,2,Returning_Visitor,TRUE,TRUE
+2,87.83333333,1,113,67,4868,0,0.003174603,48.45370723,0,Dec,2,2,5,2,Returning_Visitor,FALSE,TRUE
+5,68,2,9,32,1195.583333,0.01981982,0.036486486,32.0201901,0,Nov,2,5,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,118.75,0.04,0.08,0,0,Dec,1,1,1,8,New_Visitor,FALSE,FALSE
+3,62.5,0,0,46,1048.107143,0.004,0.013,20.88414313,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,17,349.375,0.0125,0.01875,0,0,Nov,3,2,9,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,190,0,0.04,0,0,Dec,2,6,7,20,Returning_Visitor,FALSE,FALSE
+6,214.6666667,1,112,68,2822.172118,0.003105023,0.023152976,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+3,335.5,1,15,4,96,0,0.025,0,0,Nov,1,1,8,15,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,112,0,0.033333333,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+10,506.3883929,1,5,58,2528.287431,0.001318681,0.005582418,5.552517289,0,Nov,3,2,3,10,Returning_Visitor,FALSE,FALSE
+5,139.9833333,0,0,27,677.8833333,0,0.006060606,0,0,Dec,1,2,1,2,New_Visitor,TRUE,FALSE
+9,395.8785714,0,0,124,3959.145344,0.004871324,0.014283416,3.464444066,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,83.25,0,0,152,4307.409559,0.002631579,0.005971036,0.305312057,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,131.5,0,0,26,1960.475,0.007407407,0.024074074,33.69233226,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+3,474.6666667,1,30.5,86,1789.954762,0.002298851,0.012426564,5.523782302,0,Dec,2,6,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,59.5,44,2284.488095,0,0.003359173,0,0,Dec,3,3,2,8,Returning_Visitor,FALSE,FALSE
+6,27,1,0,141,6481.483333,0,0.019984285,1.257438906,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,74.5,0.066666667,0.1,0,0,Dec,2,2,2,3,New_Visitor,FALSE,FALSE
+0,0,0,0,21,1051.166667,0,0.00952381,14.14084367,0,Nov,1,8,2,6,New_Visitor,TRUE,TRUE
+0,0,3,96.5,76,1966.092332,0.007876231,0.014700317,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,127.5,0.04,0.06,0,0,Nov,3,2,6,3,Returning_Visitor,FALSE,FALSE
+8,1040.25,0,0,207,5160.451362,0.002296651,0.013407291,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,11,0,0,26,651.0666667,0,0.016666667,0,0,Nov,4,2,1,3,Returning_Visitor,FALSE,FALSE
+1,12,0,0,16,565.4166667,0.028571429,0.027380952,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,77,0.083333333,0.116666667,0,0,Dec,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1250.125,0,0.022857143,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,75.25,0,0,35,572.9761905,0.005405405,0.014414414,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,98,0,0,39,2555.994444,0.005263158,0.005668016,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,113.6666667,0,0.025,0,0,Nov,2,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,706.05,0.006666667,0.044938272,0,0,Nov,1,8,1,11,Returning_Visitor,TRUE,FALSE
+3,75.5,1,0,130,4737.087716,0.006060606,0.011475964,43.77424082,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,78,0,0,2,25.75,0,0.066666667,0,0,Nov,4,2,6,8,New_Visitor,FALSE,FALSE
+3,53,5,9.5,218,8205.68794,0.02357037,0.039663918,1.18073661,0,Nov,1,1,3,3,Returning_Visitor,FALSE,TRUE
+9,137.3222222,1,418.5,41,1933.244444,0.006079027,0.021222361,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+7,154,3,248.1666667,34,886.4791667,0,0.005128205,77.801588,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+3,77.5,0,0,35,1000.8,0,0.013888889,0,0,Dec,4,2,1,6,Returning_Visitor,FALSE,FALSE
+7,235.75,4,66.5,37,729.7916667,0.004545455,0.018181818,60.42298474,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,335,0.018181818,0.045454545,0,0,Dec,1,1,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,96,0.025,0.05,0,0,Nov,2,4,9,20,Returning_Visitor,FALSE,FALSE
+3,118,0,0,2,96.25,0,0.025,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,24,386.75,0.016666667,0.051388889,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+9,320.2708333,2,298.3333333,51,1788.370821,0.016969697,0.014709835,8.21617792,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,11,251.2916667,0,0.011111111,0,0,Nov,3,2,2,11,Returning_Visitor,TRUE,FALSE
+2,7,0,0,56,656.7681818,0,0.006941639,0,0,Nov,3,2,1,1,Returning_Visitor,TRUE,FALSE
+2,21.25,0,0,33,968.6444444,0.019191919,0.023480257,0,0,Nov,3,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,159,0,0.033333333,0,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,47,2455.147619,0.007407407,0.023703704,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,203,0,0.033333333,0,0,Nov,4,1,2,3,Returning_Visitor,FALSE,FALSE
+1,131.5,1,19,62,1524.962997,0,0.003266621,83.96813664,0,Nov,2,2,1,2,New_Visitor,FALSE,TRUE
+2,64,0,0,10,341.25,0.016666667,0.030555556,0,0,Nov,3,2,3,10,Returning_Visitor,FALSE,FALSE
+4,68.10769231,6,1022.25,104,8130.964914,0.003787879,0.01763475,5.907475939,0,Nov,1,1,4,2,Returning_Visitor,FALSE,TRUE
+1,5,2,17,126,5276.227193,0.011548556,0.033933258,0,0,Dec,2,2,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,24,381.3583333,0.008333333,0.0225,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,54.5,2,7,3,23,0.066666667,0.066666667,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,FALSE
+9,243.25,3,1475.25,79,3497.214286,0.003448276,0.012643678,32.59864309,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+3,150.25,0,0,71,2065.838165,0.006103286,0.015796946,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,14,0,0,81,1441.910588,0.002469136,0.013932981,2.76959892,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,7,0,0,50,2330.727381,0.023809524,0.031399417,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+4,118.5,1,8.5,62,2910.632251,0.005833333,0.017587302,25.05062136,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,1626,0.022222222,0.077777778,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,74,2719.734091,0.008108108,0.024324324,0,0,Nov,2,2,5,1,Returning_Visitor,FALSE,FALSE
+7,86.27777778,2,21,80,2170.286706,0.003571429,0.021527778,25.76598645,0,Nov,3,2,1,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,837.25,0.015,0.041666667,0,0,Dec,6,5,1,1,Returning_Visitor,FALSE,FALSE
+3,155.75,1,0,62,2038.772727,0.007070707,0.0254662,17.60269465,0,Nov,2,4,1,10,Returning_Visitor,TRUE,FALSE
+6,31,0,0,17,1494.25,0.020289855,0.031449275,0,0,Nov,1,1,3,7,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,249,0,0.020833333,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,316.25,0,0.033333333,0,0,Dec,3,13,9,20,Returning_Visitor,FALSE,FALSE
+2,25,0,0,25,243.1666667,0.016666667,0.057283951,0,0,Nov,2,2,3,6,Returning_Visitor,FALSE,FALSE
+3,1115.5,0,0,21,1469.666667,0.008695652,0.014492754,0,0,Nov,1,1,1,8,Returning_Visitor,TRUE,FALSE
+10,143.5833333,1,92,245,7793.158685,0.001587302,0.004610177,59.42458922,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+2,144.5,0,0,7,416.5,0.044444444,0.031111111,0,0,Nov,3,2,3,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,41,1130.92619,0,0.015447154,0,0,Dec,2,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,10,371.5,0,0.04,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,FALSE
+2,28,0,0,51,2587.766667,0,0.007434641,21.47448516,0,Nov,4,2,3,10,Returning_Visitor,FALSE,TRUE
+1,6,0,0,6,125,0,0.057142857,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,39.33333333,0,0.025,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+1,5,0,0,63,1405.327056,0.003174603,0.006349206,8.44235219,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,15,612,0,0.013333333,0,0,Nov,1,2,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,183,0,0.00625,0,0,Dec,2,4,4,1,Returning_Visitor,FALSE,FALSE
+7,222.8166667,1,0,22,1032.75,0,0.019230769,16.98117776,0,Nov,2,2,2,10,Returning_Visitor,TRUE,FALSE
+8,130.7,0,0,3,87.5,0,0.022222222,0,0,Nov,2,2,1,3,New_Visitor,TRUE,FALSE
+2,75,0,0,29,1279.089286,0.003333333,0.014166667,35.60912359,0,Nov,2,2,3,11,Returning_Visitor,FALSE,TRUE
+1,22.75,0,0,1,0,0,0.066666667,0,0,Dec,1,1,1,8,New_Visitor,FALSE,TRUE
+3,84.5,0,0,6,53.375,0.05,0.035,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,FALSE
+4,195.5,0,0,31,1028.533333,0.018181818,0.031313131,77.66478213,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,11,0,0,11,976,0.024358974,0.044688645,0,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,2,59.5,43,760.875,0.018412698,0.036790123,0,0,Dec,4,2,1,2,Returning_Visitor,TRUE,FALSE
+6,218.5714286,0,0,35,1760.613095,0,0.01375,16.81772593,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,284.5,0,0.028571429,128.4686939,0,Dec,2,2,4,10,Returning_Visitor,FALSE,TRUE
+9,198.4333333,7,636.75,113,3312.879422,0.004032258,0.016482015,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,348.25,0.02,0.024,0,0,Nov,2,2,4,13,Returning_Visitor,FALSE,FALSE
+2,90,0,0,19,921.6,0.02,0.03,55.46963196,0,Nov,3,2,3,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,83.5,0.075,0.1,0,0,Dec,2,2,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,244.25,0,0.028571429,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,151.4166667,0,0.011111111,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+2,279,0,0,14,553.3333333,0,0.0125,0,0,Nov,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,612.5,0,0.04,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,109.5,0,0.022222222,0,0,Dec,4,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,116,5389.883333,0.009565217,0.020786749,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+3,30,0,0,23,625.3,0.016666667,0.026388889,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+7,86.75,1,0,101,3094.366667,0.000269542,0.014951401,56.72227169,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,27,630.75,0.016,0.02,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,276.1666667,0.025,0.05,55.31956658,0,Nov,2,2,1,8,Returning_Visitor,FALSE,FALSE
+7,193.75,0,0,60,1316.434982,0.003125,0.014393939,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,FALSE
+6,122.25,1,33.5,60,2719.654762,0.006557377,0.012080406,0,0,Dec,1,2,1,2,Returning_Visitor,FALSE,FALSE
+9,65.54166667,0,0,6,744.1666667,0,0.004,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,163,0,0.033333333,0,0,Dec,2,4,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,200.9333333,0,0.08,0,0,Dec,3,2,1,6,Returning_Visitor,FALSE,FALSE
+4,507.3333333,2,286.6666667,114,3616.008121,0.004093567,0.013535432,0,0,Dec,3,2,9,1,Returning_Visitor,FALSE,FALSE
+2,324.5,1,0,21,696.225,0.008333333,0.018055556,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,275.1666667,0.022222222,0.033333333,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,4,45,2984.130952,0.004255319,0.02141844,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,11,0,0,132,4424.916667,0.00610687,0.020093774,14.99601118,0,Nov,2,2,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,168.9,0,0.011428571,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+7,122.875,0,0,22,250.0357143,0,0.03974359,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+2,87.5,0,0,29,1352.133333,0,0.025287356,34.60160214,0,Nov,3,2,6,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,2,10,Other,FALSE,FALSE
+0,0,0,0,11,169.375,0,0.018181818,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+5,176.25,0,0,13,1183.05,0,0.0375,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,158.25,0,0.003571429,0,0,Nov,1,8,4,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,513.3333333,0,0.015357143,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+12,509.53125,2,11,33,2032.599702,0,0.020476926,5.730539288,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,464.6583333,0.018181818,0.034090909,0,0,Nov,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,69,1238.586029,0.018571429,0.045269841,0,0,Nov,1,8,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,8,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,69,3621.066667,0.001492537,0.02032147,0,0,Nov,2,1,1,2,Returning_Visitor,FALSE,TRUE
+1,6,0,0,57,1836.775,0,0.004093567,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,23,0,0.066666667,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,898.7583333,0.00625,0.014583333,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,TRUE
+4,80,0,0,326,11945.62954,0.001849665,0.017527555,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,824.2291667,0,0.045138889,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,41,451.7142857,0.007692308,0.018376068,0,0,Nov,2,2,6,11,Returning_Visitor,FALSE,FALSE
+1,8,0,0,33,636.5833333,0,0.00625,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+6,214,0,0,27,830.1041667,0,0.021428571,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,249.5,0,0.02,0,0,Dec,2,2,3,8,Returning_Visitor,FALSE,FALSE
+1,51.5,0,0,57,2689.291667,0.003571429,0.0275,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,57,2167.126924,0.008181818,0.017137357,12.360043,0,Nov,3,2,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,943.5,0.025,0.045833333,0,0,Dec,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,62.5,0,0.04,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+6,82.2,0,0,176,5505.401209,0,0.005809793,10.59423174,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+9,268.5,0,0,8,407.5,0,0.0275,0,0,Dec,3,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,363.25,0,0.007142857,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,610.1916667,0.015384615,0.03974359,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+7,133.4666667,4,46.5,26,1357.833333,0,0.018487395,18.26940096,0,Nov,3,2,9,2,New_Visitor,TRUE,TRUE
+0,0,0,0,8,97,0,0.025,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,133.5,0,0.025,0,0,Dec,4,2,1,2,New_Visitor,FALSE,FALSE
+1,19,0,0,17,336.5833333,0,0.03,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+4,379.5,0,0,188,8618.031872,0.003454411,0.019765654,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,281.7380952,0,0.001923077,57.82473775,0,Nov,2,4,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,5,1,1,Returning_Visitor,TRUE,FALSE
+3,150.75,1,14,13,308.5,0,0.0125,0,0,Dec,2,2,5,2,New_Visitor,TRUE,FALSE
+0,0,0,0,5,1289,0.066666667,0.084,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,217,0,0,34,409.5,0,0.005555556,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+5,39.83333333,0,0,34,2348.8125,0.02,0.055166667,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,0,0,0.2,0.2,0,0,Nov,1,1,3,15,Returning_Visitor,FALSE,FALSE
+4,189.6666667,0,0,27,687.5,0,0.005069124,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,501.75,0,0,18,628.5833333,0.004761905,0.012698413,37.02263046,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+12,217.0833333,5,480.125,90,1996.565909,0.013684211,0.027807876,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+1,2,1,0,77,2476.154789,0.005128205,0.02648199,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,18,211.4166667,0.033333333,0.061111111,0,0,Nov,2,2,5,3,Returning_Visitor,TRUE,FALSE
+1,21,0,0,81,2930.722222,0.003658537,0.018943089,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,TRUE
+2,67.5,0,0,10,268,0,0.018181818,59.51850423,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+3,334,0,0,32,4316.833333,0,0.003030303,42.70505393,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,1,0,82,2710.381731,0.004938272,0.021957672,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,TRUE
+9,183.3,2,34,45,2904.922294,0,0.011870748,0,0,Dec,1,1,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,427.75,0,0.0125,0,0,Dec,4,2,1,2,New_Visitor,FALSE,FALSE
+1,14,0,0,14,988.0625,0.014285714,0.028571429,68.84905671,0,Dec,2,5,9,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,428.5,0,0.066666667,0,0,Nov,1,1,3,8,Returning_Visitor,FALSE,TRUE
+2,157.25,0,0,29,2999.716667,0,0.005952381,0,0,Dec,3,2,2,6,Returning_Visitor,FALSE,FALSE
+5,369.375,2,59,19,1328.5,0.027272727,0.031818182,14.78422174,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,691.3572797,0.034873188,0.082209406,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,912.4348485,0,0.026839827,0,0,Nov,2,2,7,2,Returning_Visitor,TRUE,FALSE
+8,108.8333333,0,0,21,780.5833333,0.008695652,0.017391304,25.03946022,0,Nov,2,5,1,3,New_Visitor,FALSE,TRUE
+0,0,0,0,65,1931.512121,0,0.025128205,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,2334.916667,0.011111111,0.017592593,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,754.3,0,0.0125,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,167.8333333,0,0.05,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,194.2916667,5,759.5,23,1291.35119,0.013131313,0.020454545,41.67776195,0,Dec,3,3,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,335.25,0.1,0.108333333,0,0,Nov,3,12,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,24,783.375,0,0.004166667,15.75636267,0,Nov,1,1,4,3,Returning_Visitor,FALSE,TRUE
+0,0,1,5,27,1095.658333,0.017857143,0.01547619,60.73155753,0,Nov,1,1,1,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,71.5,0.066666667,0.133333333,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+5,91.5,0,0,14,187.9166667,0,0.02745098,0,0,Dec,1,1,3,3,Returning_Visitor,FALSE,FALSE
+1,145.5,0,0,26,1258.791667,0.019230769,0.018589744,0,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,71.5,0,0.05,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+16,230.3263889,1,0,86,2351.834722,0.002061856,0.020836197,0.335232374,0,Dec,2,2,4,10,Returning_Visitor,TRUE,FALSE
+2,52.5,0,0,13,605.5,0,0.006666667,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,4,0,0,164,5767.465043,0.003636364,0.009348691,52.38420388,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1726.75,0,0.015555556,0,0,Nov,2,4,3,2,New_Visitor,FALSE,FALSE
+10,138.75,0,0,69,2464.294444,0,0.000544218,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,1,22,40,1284.569048,0.00625,0.019791667,0,0,Nov,1,1,9,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,38,1787.395833,0.004824561,0.031871345,0,0,Nov,2,2,4,2,New_Visitor,FALSE,FALSE
+3,55.75,0,0,55,1139.638889,0.003508772,0.03245614,6.190582078,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+1,0,2,9,44,814.1547619,0,0.023188406,0,0,Nov,4,2,1,10,Returning_Visitor,FALSE,TRUE
+2,143.25,0,0,38,2508.413853,0,0.00745614,54.16451768,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+3,17,0,0,71,2086.666667,0.005555556,0.019907407,0,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+3,29,0,0,2,7,0,0.04,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+4,88.625,3,170.5833333,5,124.9583333,0,0.005555556,0,0,Nov,2,4,7,2,New_Visitor,FALSE,FALSE
+0,0,1,16,25,902.0833333,0,0.007692308,0,0,Dec,3,3,3,2,New_Visitor,FALSE,TRUE
+4,144.5,2,52.5,39,1299.5,0.004878049,0.021138211,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,197.5,0,0,15,343.25,0.011764706,0.029411765,0,0,Dec,2,4,4,2,Returning_Visitor,FALSE,FALSE
+1,13,1,10,18,445,0,0.003508772,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+1,131.5,5,464.875,19,660.8039683,0.002173913,0.008038828,0,0,Nov,3,2,2,3,Returning_Visitor,TRUE,FALSE
+6,123.5416667,0,0,12,189,0,0.014285714,0,0,Dec,3,12,3,1,New_Visitor,FALSE,FALSE
+0,0,0,0,4,46.25,0.05,0.066666667,0,0,Nov,3,2,6,13,Returning_Visitor,FALSE,FALSE
+8,131.9642857,7,1039.166667,61,1407.446429,0.000533333,0.019203175,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,428,0,0.014285714,89.13481061,0,Nov,1,8,3,6,Returning_Visitor,TRUE,TRUE
+1,19,0,0,8,208,0.04,0.1,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,190.75,0,0,36,1604.791667,0,0.012719298,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+2,32.83333333,0,0,16,877.6666667,0.004166667,0.020208333,0,0,Nov,3,2,6,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,1030,0.005,0.025,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,2076.75,0.036363636,0.081818182,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,17,0,0.066666667,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+1,9,0,0,8,602,0,0.044444444,0,0,Nov,4,1,7,3,Returning_Visitor,FALSE,FALSE
+3,223.3333333,2,19.75,37,1118.987027,0.003252033,0.018958927,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+4,22.91666667,0,0,22,221.25,0.014814815,0.035185185,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,50.33333333,0,0,3,28.33333333,0,0.016666667,0,0,Dec,2,2,9,10,Returning_Visitor,FALSE,FALSE
+3,205.25,0,0,190,3679.128882,0,0.005951258,8.421921428,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,242.75,0.014285714,0.047619048,0,0,Nov,3,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,26,0,0.066666667,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,30,1643.958333,0.02,0.075555556,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,236.5,5,1373.75,141,2834.697619,0.009684685,0.020551802,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,0,0,0.2,0.2,0,0,Nov,1,1,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,55,946.3636364,0.010909091,0.025454545,0,0,Nov,2,2,6,1,Returning_Visitor,TRUE,FALSE
+3,32,2,9,16,1760.6,0,0.033333333,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,677,0.005,0.026666667,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,168.5,0,0,5,84,0,0.025,0,0,Dec,3,2,7,10,New_Visitor,FALSE,FALSE
+1,13,0,0,52,1380.166667,0.007692308,0.023076923,21.10579025,0,Nov,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,16,381.2142857,0.0125,0.022395833,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,58.5,0,0.05,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,1784.516667,0.0016,0.020593939,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+5,59.52777778,3,124.25,156,5189.960659,0.001234568,0.008928986,20.50963783,0,Nov,2,2,7,1,Returning_Visitor,FALSE,TRUE
+1,17,0,0,15,247,0,0.014285714,0,0,Nov,4,1,1,3,New_Visitor,FALSE,FALSE
+0,0,0,0,17,532.75,0.013333333,0.046666667,0,0,Dec,1,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,228,0,0.06,0,0,Nov,2,10,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,728.9791667,0.029761905,0.032959184,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+3,65.5,3,60,30,1383.375,0.014141414,0.039393939,43.20756866,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,107.2083333,0,0,17,513.25,0,0.012030075,17.54619116,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,82,3247.433333,0.002439024,0.012804878,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1017.5,0.005,0.033333333,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,2553.625,0.015384615,0.029487179,0,0,Nov,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,108.25,0,0.028571429,0,0,Dec,2,2,7,2,New_Visitor,TRUE,FALSE
+0,0,0,0,3,144.5,0,0.1,0,0,Nov,3,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,12,142.75,0.016666667,0.043055556,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,214.75,0,0.022222222,0,0,Nov,1,1,3,6,Returning_Visitor,FALSE,FALSE
+6,61,0,0,21,585.3916667,0,0.007692308,0,0,Dec,2,2,4,1,New_Visitor,FALSE,TRUE
+1,142.5,1,48.5,9,733.25,0,0.018181818,0,0,Dec,1,1,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,121.5,0,0.05,0,0,Nov,1,1,4,8,Returning_Visitor,FALSE,FALSE
+0,0,3,83,68,2162.657393,0.006527627,0.02055132,0,0,Dec,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,20,0.1,0.166666667,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+11,216.2285714,6,704.75,304,11250.48672,0.006697236,0.018717242,1.37270775,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,159.5,0,0.066666667,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,2,86,5,86,0,0.057142857,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,862.7916667,0.014285714,0.02,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+1,5,0,0,29,3441.439286,0.007142857,0.005654762,0,0,Dec,3,2,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,84,4894.851299,0.002682927,0.028446662,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,TRUE
+9,341,0,0,37,1538.950794,0.005128205,0.014848485,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,242.9166667,0.006666667,0.006666667,0,0,Nov,3,2,1,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,202.25,0,0.028571429,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,71.16666667,0.066666667,0.083333333,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,TRUE
+5,44.75,3,51.5,107,3074.852778,0.015454545,0.026239965,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,263.175,0,0.021428571,0,0,Nov,5,11,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,618.25,0,0.026666667,0,0,Dec,2,2,7,8,New_Visitor,TRUE,FALSE
+0,0,3,137.5,71,2487.061777,0.001013514,0.015591693,0,0,Nov,1,2,1,11,Returning_Visitor,FALSE,FALSE
+12,251.6190476,1,44,69,2269.732143,0,0.007,0.093546949,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+14,321.2666667,4,230,39,2310.083333,0.005769231,0.02702758,27.03298037,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,30.5,0,0,16,374.5,0.029411765,0.03627451,0,0,Nov,3,2,3,1,Returning_Visitor,TRUE,FALSE
+9,296.1166667,1,26.5,79,5057.175,0.002298851,0.022687466,17.78922266,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,604.5,0,0.019047619,0,0,Nov,2,2,1,13,New_Visitor,FALSE,FALSE
+0,0,0,0,53,2634.476245,0.000943396,0.016429608,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,207.5,0,0,2,56.5,0,0.02,0,0,Dec,3,2,2,2,New_Visitor,TRUE,FALSE
+0,0,0,0,7,58.5,0,0.057142857,0,0,Nov,2,6,9,2,Returning_Visitor,FALSE,FALSE
+7,440.5833333,0,0,48,1777.702381,0,0.021538462,14.74449646,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,64,1558.361111,0.0046875,0.021875,0,0,Nov,2,4,3,2,Returning_Visitor,FALSE,TRUE
+0,0,2,21,43,1825.557143,0,0.018115942,0,0,Nov,2,6,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,90.41666667,0,0,5,100.4166667,0,0.02,0,0,Dec,1,2,6,8,New_Visitor,FALSE,FALSE
+0,0,0,0,3,95,0.066666667,0.133333333,0,0,Nov,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,28,0.05,0.075,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,0,2,360,82,6858.672122,0.002409639,0.013380361,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+4,27,0,0,9,79.25,0,0.046153846,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+6,81.83333333,0,0,7,166.5,0,0.015384615,0,0,Nov,2,2,3,3,New_Visitor,FALSE,FALSE
+12,152.75,6,1024.25,127,3247.644636,0.008844998,0.017025608,33.85339122,0,Nov,3,1,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,41,0.04,0.08,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+22,1153.682251,3,108,205,4295.305066,0.001746725,0.008801049,177.5288252,0,Nov,2,5,3,3,Returning_Visitor,TRUE,FALSE
+12,521.075,0,0,83,5124.691667,0,0.011196593,35.25420124,0,Dec,2,2,7,6,Returning_Visitor,FALSE,FALSE
+3,150.125,4,26.5,26,1332.695346,0.026523297,0.04656682,5.473874968,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+3,20.16666667,0,0,87,2467.256349,0.000189394,0.019568765,11.6803149,0,Dec,4,2,1,2,Returning_Visitor,FALSE,FALSE
+5,194.2857143,4,162.75,98,5325.234886,0.001941748,0.012604407,56.1773806,0,Nov,2,2,1,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,9,123.1666667,0.022222222,0.077777778,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,39,902.6527778,0,0.008852259,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+1,24.5,0,0,47,1330.375,0.004347826,0.015450311,0,0,Dec,2,2,7,8,New_Visitor,FALSE,FALSE
+8,52.85,2,33.5,71,1714.778571,0.018333333,0.035661897,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,205.0833333,0,0.044444444,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,517.0357143,0,0.00952381,23.30000662,0,Dec,4,2,8,2,New_Visitor,FALSE,TRUE
+2,27.5,0,0,44,1026.450758,0.004651163,0.037364341,0,0,Dec,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,57.66666667,0,0.025,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,25.5,0.066666667,0.133333333,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,53,3575,0,0.003846154,119.8943327,0,Nov,2,5,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,57,3696.225342,0.007017544,0.037615417,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,1600,0.015384615,0.020512821,0,0,Dec,2,2,1,20,Returning_Visitor,FALSE,FALSE
+5,417.5,3,151.25,45,1739.25,0.014666667,0.0178,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+1,61.25,3,1083,14,2230.5,0,0.011764706,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,153.625,0,0.008333333,0,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+1,16,3,585.625,40,765.0416667,0.010731707,0.023436807,0,0,Dec,3,2,4,2,Returning_Visitor,FALSE,FALSE
+3,165.25,0,0,49,1256.383333,0.025133333,0.046907359,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,19.25,4,95,0,0.033333333,0,0,Nov,2,2,4,2,Returning_Visitor,TRUE,FALSE
+11,424.475,5,185.75,76,2642.458333,0.011481481,0.026290598,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+4,356.5,0,0,15,1992.916667,0,0.014285714,17.85338057,0,Dec,2,4,1,1,Returning_Visitor,FALSE,TRUE
+10,779.45,0,0,39,1002.491667,0.01875,0.033796296,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+5,88.83333333,0,0,27,494.6440476,0,0.006781609,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,835.2380952,0,0.009811828,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+2,166.9166667,7,115,233,7952.491839,0.001834947,0.019045831,8.920900783,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,27,1433.71256,0.021937322,0.062113617,0,0,Nov,2,4,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,277.3,0.0125,0.041666667,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,907.5,0.005405405,0.021621622,0,0,Nov,2,2,1,8,New_Visitor,FALSE,FALSE
+9,73.25,0,0,26,2923.25,0.020689655,0.037931034,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+7,98.17261905,0,0,47,1889.953409,0.014814815,0.028251029,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+10,244.7083333,0,0,213,8125.852288,0.002790698,0.017631698,0,0,Dec,4,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,199.6666667,0.01,0.045,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,48.5,0,0.066666667,0,0,Dec,4,1,1,2,Returning_Visitor,FALSE,FALSE
+8,108.3844538,0,0,65,2008.900974,0.001449275,0.02037037,17.43149651,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,215.25,0,0,29,672.125,0,0.011764706,22.82159308,0,Nov,2,2,1,8,New_Visitor,TRUE,TRUE
+0,0,0,0,8,140.1666667,0,0.0375,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,3,13,Returning_Visitor,FALSE,FALSE
+15,404.7666667,4,240.5,120,4173.131061,0.006716418,0.027927974,9.269827963,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+9,227.375,4,102.25,48,2849.482143,0,0.014853801,4.741626063,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,444.5,0,0.02,13.9394091,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,57,3079.083333,0.005847953,0.012907268,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+3,37.25,0,0,19,656.25,0,0.023529412,0,0,Dec,2,5,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,205.75,0.018181818,0.036363636,0,0,Dec,4,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,470,0.0375,0.066666667,0,0,Dec,2,4,1,1,Returning_Visitor,FALSE,FALSE
+11,225.5,7,258.25,40,1352.833333,0.002,0.015733333,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,497.25,0.016666667,0.025,0,0,Dec,1,8,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,23,0.12,0.16,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+11,192.847619,0,0,186,6975.887249,0.003163265,0.00929719,14.45829487,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,125.75,0.066666667,0.14,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,80,3734.958333,0.0025,0.026547619,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,0,0.2,0.2,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+4,82.5,0,0,16,299.5,0,0.005555556,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,75,0.04,0.08,0,0,Dec,3,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,318.75,0,0.004166667,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,42,1766.833333,0.023015873,0.062641723,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,608.75,0,0.025,42.422531,0,Dec,2,2,9,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,186,0,0.044444444,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+1,41.5,0,0,12,237.5,0.015384615,0.046153846,0,0,Dec,1,8,2,1,Returning_Visitor,FALSE,FALSE
+3,38,0,0,12,279.0833333,0,0.038461538,0,0,Nov,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,1098.5,0.066666667,0.1,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+7,98,3,61,83,2355.682738,0.002873563,0.022487296,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,39.5,0,0.033333333,0,0,Dec,1,1,9,8,New_Visitor,FALSE,FALSE
+0,0,2,686,11,288.125,0.030769231,0.066666667,0,0,Dec,4,1,3,3,Returning_Visitor,FALSE,FALSE
+1,94,0,0,54,1210.921324,0.005454545,0.008671329,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+13,340.5916667,0,0,43,863.3468254,0,0.006730769,40.01028435,0,Nov,2,2,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,412.875,0,0.02,0,0,Dec,3,2,4,1,Returning_Visitor,TRUE,FALSE
+1,5,0,0,26,850.6666667,0.007407407,0.061728395,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+5,85.33333333,3,8,213,8591.591742,0.003993856,0.01587654,8.024865728,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,77,1903.601743,0.003151515,0.029314358,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+10,60.7,1,110.25,75,1585.60873,0.005063291,0.021603376,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+12,1098.5,1,0,115,6367.506345,0.016,0.030930013,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,79,0,0.033333333,0,0,Nov,1,2,1,1,Returning_Visitor,FALSE,FALSE
+7,167.0083333,0,0,40,978.0916667,0.001136364,0.016060606,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,118.3333333,0.033333333,0.044444444,0,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,48,4293.833333,0.008333333,0.034166667,0,0,Nov,2,1,1,2,New_Visitor,TRUE,FALSE
+5,114.25,0,0,107,9126.982468,0.005612245,0.017992979,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,5,53.83333333,2,31.16666667,0,0.033333333,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+7,288.5208333,0,0,12,402.3958333,0,0.002857143,0,0,Dec,1,1,8,2,New_Visitor,TRUE,FALSE
+2,48.5,0,0,5,396.1666667,0,0.008333333,0,0,Dec,3,2,5,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,1632.533333,0.009090909,0.025,0,0,Dec,3,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,17,399.5,0.017647059,0.047058824,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,59.5,0,0.1,0,0,Dec,1,1,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,624.0083333,0.005,0.015178571,0,0,Dec,1,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,116.5,0.036363636,0.075757576,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,391.5833333,0,0.025,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,26,664.85,0.026923077,0.066666667,0,0,Dec,2,10,7,1,Returning_Visitor,TRUE,FALSE
+8,225.4166667,0,0,44,1254.112179,0.007092199,0.030129179,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+2,31,0,0,88,5321.441032,0.016853933,0.019314057,25.74700712,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,751.5416667,0.033846154,0.06025641,0,0,Dec,1,1,7,2,Returning_Visitor,FALSE,FALSE
+3,99.75,0,0,89,2520.056936,0.002173913,0.012934783,40.51760545,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+2,14,0,0,5,45.25,0,0.038095238,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,48.5,0,0,7,31.5,0,0.026666667,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,1456.916667,0.005882353,0.030392157,0,0,Dec,3,3,3,2,Returning_Visitor,FALSE,FALSE
+0,0,1,51.5,31,618.75,0.003225806,0.027956989,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,1699.583333,0.023076923,0.033799534,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,935.0972222,0.005128205,0.015042735,0,0,Dec,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,541.9166667,0,0.015384615,26.09995422,0,Dec,2,4,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,11,559.25,0.036363636,0.042424242,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,2,63.5,14,376,0.0375,0.040625,0,0,Nov,2,2,2,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,93.5,0.016666667,0.066666667,0,0,Dec,1,1,3,1,Returning_Visitor,TRUE,FALSE
+2,31.5,0,0,27,811.8630952,0,0.015873016,0,0,Nov,1,1,4,8,Returning_Visitor,TRUE,FALSE
+3,7,1,25.16666667,21,446,0.019047619,0.031746032,32.38852793,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1166.683333,0.014074074,0.026492375,0,0,Nov,3,2,7,3,Returning_Visitor,FALSE,FALSE
+5,80.66666667,2,278.25,4,233.375,0.022222222,0.02,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+14,200.4166667,0,0,7,72.41666667,0,0.004761905,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,20,301,0.005555556,0.066666667,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+4,240.1666667,0,0,73,2371.371545,0.013333333,0.033805229,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+2,20,3,402,85,3881.79359,0.00453159,0.039115224,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+4,52.83333333,0,0,57,1761.285714,0.006896552,0.022220854,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,333.3333333,0.01,0.04,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+3,171.375,0,0,29,1343.946429,0.035714286,0.034983766,0,0,Nov,3,2,8,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,87.91666667,0,0.003174603,0,0,Nov,8,2,5,1,Returning_Visitor,TRUE,FALSE
+7,152.6,2,50.5,30,1089.285714,0,0.012952381,23.59811637,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,143.5,0.033333333,0.058333333,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+3,365,0,0,6,737.75,0,0.008333333,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,1102.85,0.009195402,0.028275862,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,96.25,0,0,67,3763.000758,0,0.003076923,15.84839963,0,Nov,2,4,9,3,Other,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,2,11,Returning_Visitor,TRUE,FALSE
+5,107.125,0,0,34,916,0,0.002857143,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,491.5833333,0,0.008333333,45.9675105,0,Dec,3,2,4,2,New_Visitor,TRUE,TRUE
+3,224.5,0,0,1,26.5,0,0.033333333,0,0,Dec,3,2,2,6,New_Visitor,TRUE,FALSE
+5,46.95833333,0,0,30,585.8,0,0.002083333,0,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,28,630.0833333,0.013580247,0.032839506,0,0,Nov,1,1,1,10,Returning_Visitor,TRUE,FALSE
+2,23,0,0,18,657.25,0,0.0125,0,0,Dec,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,20,366.5,0,0.01,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,1478.07381,0.020454545,0.038636364,0,0,Nov,2,2,7,13,Returning_Visitor,FALSE,FALSE
+7,52.875,0,0,9,152.4166667,0,0.017777778,0,0,Dec,2,2,4,2,New_Visitor,FALSE,FALSE
+1,15,1,4,49,711.3630952,0,0.002040816,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+8,146,5,125.5,99,3881.938907,0.001851852,0.026820988,10.12959599,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+3,173.9444444,0,0,14,890.5277778,0,0.028571429,52.74177636,0,Dec,4,5,5,10,Returning_Visitor,FALSE,TRUE
+1,105,1,0,59,1125.904762,0,0.014043584,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,111.6666667,1,123.5,42,1610.783197,0.009090909,0.017794258,4.646503212,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+5,100.9166667,0,0,114,3488.070803,8.14E-05,0.022685492,5.698711043,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,27.33333333,1,0,4,78.83333333,0,0.044444444,0,0,Nov,1,2,8,2,Returning_Visitor,FALSE,FALSE
+2,36.5,0,0,80,2762.770833,0,0.006410256,10.0986778,0,Nov,4,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,1,Other,TRUE,FALSE
+0,0,0,0,11,460.8333333,0.027272727,0.025757576,0,0,Dec,3,2,6,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,211.8333333,0,0.04,0,0,Dec,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,13.25,0.066666667,0.133333333,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,166,0,0.033333333,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,110,5244.471512,0.002201835,0.013960708,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,131,2,9,14,237.75,0,0.022222222,0,0,Dec,2,10,4,2,New_Visitor,FALSE,FALSE
+1,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,24,671.0886525,0.026666667,0.036566293,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,107.1666667,0,0.025,0,0,Nov,2,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,443.75,0.06,0.07,38.19240444,0,Nov,1,8,8,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,99,0,0.04,0,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,517.5416667,0,0.010526316,16.1585582,0,Nov,1,1,3,8,Returning_Visitor,FALSE,TRUE
+1,3,0,0,34,1767.4,0.011515152,0.039004329,0,0,Nov,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,338.5833333,0,0.008695652,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,3,27,45,1218.030952,0.023333333,0.047679739,0,0,Dec,2,2,7,1,Returning_Visitor,TRUE,FALSE
+12,271.3,3,627.75,40,1358.874152,0.016571429,0.019758242,10.0674357,0,Dec,1,2,2,2,Returning_Visitor,FALSE,FALSE
+1,29.5,0,0,50,1831.903509,0,0.010333333,52.03463312,0,Dec,2,4,3,8,Returning_Visitor,FALSE,TRUE
+8,340.9333333,0,0,26,1076.861905,0,0.014942529,11.9331881,0,Dec,1,1,1,8,New_Visitor,TRUE,FALSE
+3,24,0,0,35,529.2916667,0,0.021621622,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,194.5,0.036363636,0.045454545,0,0,Nov,2,10,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,31,1297.464286,0,0.018010753,0,0,Nov,2,1,1,2,Returning_Visitor,TRUE,FALSE
+9,274.6666667,0,0,40,720.4257937,0,0.015259259,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,1,8,38,2370.729167,0.015384615,0.030433925,0,0,Nov,2,10,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,391.25,0,0.0125,0,0,Nov,3,2,4,10,Returning_Visitor,TRUE,FALSE
+3,31.5,0,0,2,48.5,0,0.05,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+6,121,0,0,7,65.5,0.0125,0.0625,0,0,Nov,1,1,6,1,Returning_Visitor,FALSE,FALSE
+1,30.25,0,0,13,392.1875,0,0.005128205,60.26309658,0,Dec,1,8,1,20,New_Visitor,FALSE,TRUE
+0,0,0,0,2,8,0,0.1,0,0,Dec,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,6,33,0.033333333,0.1,0,0,Nov,2,5,3,20,Returning_Visitor,FALSE,FALSE
+5,41.7,1,114,401,14568.16201,0.006633907,0.020148947,3.546315545,0,Nov,2,2,4,1,Returning_Visitor,FALSE,TRUE
+6,86.32857143,4,24,131,5619.384897,0.01294547,0.035488294,3.61382908,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,15.41666667,6,160.8333333,8,143.3333333,0.013333333,0.045238095,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,51,1655.358333,0,0.013071895,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,91,3511.833059,0.002247191,0.007151775,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,405.1,0.05,0.055555556,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+2,18.75,4,355.5,57,1182.590278,0.015384615,0.027094017,14.15437174,0,Nov,1,1,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,103.5,0,0.05,0,0,Nov,2,2,1,6,Returning_Visitor,FALSE,FALSE
+1,5,0,0,108,2367.4,0,0.003773585,0,0,Dec,2,2,1,2,New_Visitor,TRUE,FALSE
+2,25.625,0,0,162,8596.669979,0.005075446,0.012349829,1.469693253,0,Dec,2,2,5,2,Returning_Visitor,FALSE,FALSE
+3,40.25,3,9,26,683.0292208,0.006451613,0.032319508,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,0,36,671.425,0.005405405,0.016216216,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+7,167.375,6,135,155,4263.977734,0.005373737,0.012004543,112.6661365,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,87.875,0,0.026666667,0,0,Nov,1,1,4,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,27,427.8166667,0,0.017283951,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,192.0833333,0.044444444,0.035555556,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,2,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,1,0,46,2183.8875,0,0.010638298,0,0,Nov,2,2,9,8,Returning_Visitor,FALSE,TRUE
+13,448.0621212,2,504.5,171,5341.784253,0.009401851,0.016398799,12.09622118,0,Nov,3,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,47,3650.316667,0,0.003333333,97.19657367,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+5,58.28571429,1,685.25,177,4041.734915,0.002247191,0.010759765,9.419346491,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,120.5,0,0.066666667,0,0,Nov,2,2,3,1,Other,TRUE,FALSE
+0,0,0,0,98,3986.789646,0.006122449,0.027110844,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+10,130.625,0,0,20,707.1666667,0,0.007222222,0,0,Nov,4,1,1,3,Returning_Visitor,FALSE,FALSE
+3,63.5,0,0,8,253.25,0,0.02,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,119,0,0.066666667,0,0,Nov,1,1,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,259,0.028571429,0.057142857,0,0,Nov,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,1900.675,0.008510638,0.009574468,0,0,Nov,1,1,3,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,7,47,0,0.028571429,0,0,Nov,2,2,4,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,549.95,0.014285714,0.028571429,0,0,Dec,3,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,3,34,18,271.1666667,0,0.00952381,0,0,Nov,2,4,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,138.5,0,0.1,0,0,Nov,3,2,4,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,26,556.9166667,0.01025641,0.022435897,0,0,Dec,4,2,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,125.25,0,0.033333333,0,0,Nov,2,10,4,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,263,0.015384615,0.044615385,0,0,Nov,2,2,9,13,Returning_Visitor,TRUE,FALSE
+2,86.38888889,0,0,29,897.0902778,0.013978495,0.04659824,7.053335001,0,Nov,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,366.5,0,0.016666667,287.9537928,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,15,535.25,0,0.02,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,57,1091.005876,0.007017544,0.027875244,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,34,3,66,20,374.4166667,0.033333333,0.076086957,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,16,0,0,42,1743.517857,0,0.012804878,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,90.5,2,16,47,2986.916667,0.022278912,0.044557823,0,0,Dec,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,1731.625,0,0.035294118,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,104,0,0.1,0,0,Dec,2,6,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,46,797.8333333,0,0.02384058,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+2,68.54545455,3,60,91,2345.58914,0.002749141,0.012841597,51.27258615,0,Dec,2,5,7,2,Returning_Visitor,FALSE,FALSE
+5,248.9214286,0,0,131,6225.988835,0.003562341,0.025012117,7.963976424,0,Nov,2,2,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,24,810.5,0,0.017207792,0,0,Nov,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,1,0,6,504.5,0,0.057142857,0,0,Nov,2,2,3,8,Returning_Visitor,TRUE,FALSE
+5,100,0,0,7,137.25,0.02,0.05,0,0,Dec,1,2,3,3,New_Visitor,FALSE,FALSE
+0,0,1,3,39,1174.666667,0.01,0.040833333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,4,122.5,330,11208.35506,0.008042825,0.022913324,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,107.9291667,0,0.008531746,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,661.5,0.031578947,0.052631579,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,803.3333333,0,0.038888889,0,0,Dec,4,1,1,2,Returning_Visitor,FALSE,FALSE
+7,104.45,0,0,63,1242.661699,0.011911765,0.02691802,0,0,Nov,1,1,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,267.25,0,0.011111111,0,0,Dec,2,4,7,2,New_Visitor,TRUE,FALSE
+15,176.489011,1,32.75,95,3879.83176,0.001960784,0.017745098,0,0,Nov,3,2,3,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,1055.333333,0.01,0.009285714,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+8,212.625,3,124.5,52,968.1964286,0,0.005172414,214.3066627,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+5,98.91666667,0,0,10,177.5833333,0,0.018181818,0,0,Nov,4,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,183.625,0.016666667,0.027777778,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,14,0,0,5,92.33333333,0,0.016666667,0,0,Dec,2,4,1,1,New_Visitor,FALSE,FALSE
+7,69.875,0,0,33,1051.125,0,0.010526316,25.12339065,0,Nov,2,2,9,11,Returning_Visitor,TRUE,TRUE
+5,248.9166667,0,0,12,1581.5,0.003703704,0.026851852,63.1498595,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+1,104,0,0,5,152.5,0.028571429,0.057142857,64.95645099,0,Dec,2,13,9,20,Returning_Visitor,FALSE,TRUE
+4,92,0,0,21,755,0,0.004347826,0,0,Nov,3,2,1,2,New_Visitor,FALSE,FALSE
+3,105,1,0,286,9952.349817,0.004181185,0.015495489,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+1,19,0,0,21,702.125,0.01,0.018333333,0,0,Nov,2,4,1,1,Returning_Visitor,FALSE,FALSE
+15,444.4444444,0,0,32,641.6944444,0.024738676,0.04411104,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+3,60,0,0,34,783.6363636,0,0.000505051,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+3,555.5,0,0,58,2034.261905,0.00862069,0.035172414,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,48,1361.63442,0.010204082,0.01728863,14.5218625,0,Dec,1,1,4,3,Returning_Visitor,FALSE,FALSE
+1,4,0,0,11,724,0,0.036363636,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,52.5,0,0,10,753.1,0,0.02,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,2107.258333,0.005128205,0.035897436,0,0,Dec,2,5,6,2,Returning_Visitor,TRUE,FALSE
+5,58.83333333,0,0,128,6483.0804,0.003307888,0.012517824,3.83397413,0,Nov,2,2,2,1,Returning_Visitor,TRUE,FALSE
+4,37.66666667,0,0,43,686.8789683,0.004761905,0.012581699,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+2,18,0,0,49,1550.916667,0.016,0.041333333,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,3,60.5,74,3105.365207,0.015789474,0.022261905,0,0,Nov,1,2,5,2,Returning_Visitor,FALSE,FALSE
+5,43.5,0,0,6,110.3333333,0,0.02,0,0,Dec,2,2,8,8,New_Visitor,TRUE,FALSE
+0,0,0,0,18,327.65,0.011111111,0.044444444,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,3.5,0,0,20,309.1666667,0,0.001428571,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,383.5,0,0.022222222,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+9,124,1,61.5,25,432.1666667,0,0.007692308,0,0,Dec,2,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,8,140.25,0.121428571,0.14375,0,0,Dec,3,2,2,13,Returning_Visitor,FALSE,FALSE
+6,186.5,0,0,16,476.25,0.011111111,0.038888889,16.04403014,0,Dec,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,419.375,0.042857143,0.083333333,0,0,Nov,2,2,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,348.5,0.004545455,0.022727273,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,57.75,0,0.033333333,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+10,392,2,193.1666667,106,3711.605357,0.001754386,0.012573099,0.850509525,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+5,47.33333333,0,0,65,1267.502814,0.004545455,0.021632395,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,2997.083333,0.004878049,0.021138211,36.8670177,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+1,0,0,0,32,1493.958333,0,0.020967742,0,0,Nov,2,2,2,1,Returning_Visitor,TRUE,FALSE
+18,257.5625,3,70.25,247,10415.32566,0.011229304,0.029681426,0,0,Nov,2,2,6,1,Returning_Visitor,FALSE,FALSE
+4,99.5,0,0,9,139.5,0,0.017222222,0,0,Dec,2,2,3,8,New_Visitor,FALSE,FALSE
+0,0,0,0,2,697.5,0,0.1,0,0,Dec,4,1,3,1,Returning_Visitor,FALSE,FALSE
+2,26.17857143,6,665.5,14,484.8452381,0.000606061,0.043661654,0,0,Nov,3,2,3,10,Returning_Visitor,TRUE,FALSE
+6,623.5,0,0,122,3068.062904,0.01312,0.016953816,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,47,0,0.04,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+1,3,0,0,161,3763.447588,0.001666667,0.012346041,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,16,65,2863.400427,0.003125,0.011346726,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,1277.741667,0,0.035714286,0,0,Nov,2,2,5,1,Returning_Visitor,FALSE,FALSE
+2,48.5,0,0,77,1069.97381,0.002531646,0.012466437,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,75,0.066666667,0.133333333,0,0,Dec,3,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,7,840.5833333,162,5918.308915,0.004790419,0.019256933,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,29.5,0,0.1,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+6,36,0,0,13,125.125,0.047058824,0.053333333,0,0,Nov,3,2,3,1,Returning_Visitor,TRUE,FALSE
+7,397.6309524,1,88.5,107,6449.457197,0.010353866,0.031510604,5.391767492,0,Nov,2,2,9,1,Returning_Visitor,FALSE,TRUE
+1,28.5,0,0,79,1608.214286,0.002597403,0.007748918,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,299.5,0,0.05,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+9,210.625,3,143.5,167,8249.106771,0.006940472,0.021347061,2.907879344,0,Nov,1,1,1,10,Returning_Visitor,FALSE,TRUE
+3,107.4,0,0,14,382.0333333,0,0.021428571,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,90.16666667,0.033333333,0.066666667,0,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+2,23,0,0,50,2473.196429,0,0.013301282,0,0,Nov,2,2,3,8,New_Visitor,FALSE,FALSE
+5,211.25,0,0,22,1344.75,0.034782609,0.048447205,0,0,Nov,3,2,2,8,Returning_Visitor,FALSE,FALSE
+5,71,0,0,57,1422.909324,0.005263158,0.018891527,13.55041394,0,Nov,2,4,4,2,Returning_Visitor,FALSE,TRUE
+1,34.5,0,0,40,1473.658333,0,0.031153846,0,0,Nov,1,1,8,10,Returning_Visitor,TRUE,FALSE
+3,922.75,0,0,56,4681.420833,0.007118644,0.022668819,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+2,40.5,0,0,89,1938.996646,0.003863636,0.01808048,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,10,1,342.5,55,3165.958333,0.005660377,0.032620545,0,0,Dec,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,5,3,3,Returning_Visitor,TRUE,FALSE
+16,485.9065934,2,19,42,753.6373626,0,0.011568627,31.63684138,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+1,5,0,0,31,1263.9,0,0.009111111,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,98.25,0,0.025,0,0,Nov,2,4,3,10,Returning_Visitor,FALSE,FALSE
+3,32.83333333,1,13.25,58,1470.629167,0.011111111,0.015396825,0,0,Nov,3,2,1,1,Returning_Visitor,TRUE,FALSE
+3,44,0,0,2,28,0,0.04,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,11,782.5,0,0.01,0,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+3,63,0,0,31,770.5833333,0.005714286,0.023809524,0,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+5,242.125,3,176,10,225.8333333,0,0.024509804,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,29.75,0,0,44,1410.428571,0.008695652,0.026086957,0,0,Nov,2,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,124,0,0.06,0,0,Nov,1,1,3,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,3,56,0,0,0,0.033333333,0,0,Nov,3,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+7,122,3,40,111,3154.970833,0.003448276,0.014655172,2.613062787,0,Dec,2,2,1,1,Returning_Visitor,TRUE,TRUE
+4,396.5,0,0,6,415.5,0,0.0125,0,0,Dec,1,1,3,8,New_Visitor,FALSE,FALSE
+15,238.5833333,3,119.5,147,2933.695013,0.003797468,0.016656739,18.1270044,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,411.9166667,0,0.036190476,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,0,13,268.75,0.007692308,0.038461538,13.43133991,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,12,363,0.016666667,0.047222222,0,0,Nov,4,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,126.0833333,0.04,0.053333333,0,0,Nov,3,2,7,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,489.7083333,0,0.003846154,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,112,43,1866.107143,0,0.025,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,54,0,0.066666667,0,0,Dec,1,1,2,2,Returning_Visitor,TRUE,FALSE
+1,29.33333333,0,0,6,330.4166667,0,0.023809524,0,0,Dec,3,3,4,8,New_Visitor,FALSE,FALSE
+2,44.3125,2,7,39,2447.548611,0.028354978,0.057999382,5.291989149,0,Nov,1,1,9,1,Returning_Visitor,TRUE,FALSE
+1,9,1,26.5,18,2269.336111,0,0.017160494,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+1,28.5,2,44.5,12,445.5,0.00625,0.022916667,0,0,Nov,3,2,1,8,New_Visitor,FALSE,FALSE
+3,56,0,0,61,1669.988095,0.008064516,0.025778523,0,0,Nov,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,569.75,0.029411765,0.054621849,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,81,0,0,93,3359.625,0,0.015104167,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,1,39.5,357,8864.036841,0.001685393,0.007310889,9.964255807,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,93,0,0.05,0,0,Dec,2,5,3,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,23,440.5833333,0.025,0.036666667,0,0,Dec,1,1,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,19.25,0,0.066666667,0,0,Nov,1,1,8,2,Returning_Visitor,TRUE,FALSE
+8,974,0,0,32,1003.416667,0.005263158,0.010526316,16.61144026,0,Dec,2,10,7,2,New_Visitor,TRUE,TRUE
+9,185.75,0,0,40,2128.416667,0.004761905,0.019047619,0,0,Nov,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,6,129.125,47,1117.642857,0.00754717,0.019339623,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,1241.75,0,0.008163265,47.83758971,0,Nov,2,10,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,3,423.5,0.095454545,0.121153846,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+5,265.2916667,4,191.75,29,991.8270202,0.008823529,0.008921569,0,0,Nov,3,2,7,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,51,2786.916667,0.003921569,0.011764706,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,54.5,2,132.5,14,516.5,0.017647059,0.043137255,18.71641694,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+5,339,4,188,5,376,0,0.019047619,0,0,Dec,2,2,9,8,New_Visitor,FALSE,FALSE
+0,0,3,67.5,45,2028.172619,0.004347826,0.020652174,0,0,Dec,4,1,6,2,Returning_Visitor,FALSE,FALSE
+10,204.0952381,1,170,138,4042.949908,0.004026846,0.01446207,18.21579469,0,Dec,2,2,1,6,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,3,3,Returning_Visitor,FALSE,FALSE
+0,0,2,38.25,51,2767.97619,0.003846154,0.030128205,0,0,Dec,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,74,3237.114166,0.002702703,0.009113578,0,0,Nov,4,2,3,3,Returning_Visitor,FALSE,FALSE
+1,165.5,0,0,47,1708.625,0.008695652,0.01884058,5.909295033,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,30,0,0,77,2531.342297,0.003037975,0.015696203,12.99938379,0,Nov,1,1,6,8,Returning_Visitor,FALSE,TRUE
+4,108,0,0,9,212.5,0,0.018181818,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+1,12,2,39.5,23,488.75,0,0.015277778,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+9,354.2916667,0,0,79,4409.3,0.007228916,0.011546722,12.07905093,0,Nov,3,2,2,3,Returning_Visitor,FALSE,TRUE
+1,18,0,0,22,495,0,0.005,0,0,Nov,2,5,6,2,New_Visitor,FALSE,FALSE
+1,6,0,0,7,212,0,0.025,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,41,1066.339286,0.012195122,0.043292683,0,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+5,59.5,0,0,116,3363.182143,0.000420168,0.014048347,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,8,5,358.75,36,991.5,0.014285714,0.031904762,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+3,107.4285714,0,0,59,1843.187696,0.014385965,0.041993382,5.71562257,0,Dec,2,2,7,7,Returning_Visitor,TRUE,FALSE
+0,0,0,0,35,2352.166667,0,0.006060606,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+3,57.5,0,0,37,1269.645833,0.014197531,0.012037037,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+8,160.5,2,5,56,1167.321429,0.004761905,0.018915344,0,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,72.75,0,0.04,0,0,Dec,3,2,1,2,New_Visitor,TRUE,FALSE
+1,19,0,0,43,1457.113095,0.023809524,0.04015873,0,0,Nov,3,6,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,1262.651515,0.005128205,0.007264957,0,0,Nov,3,2,2,10,Returning_Visitor,FALSE,TRUE
+2,43.5,0,0,26,971.6666667,0,0.009259259,15.1510483,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,29,4279.966667,0.044827586,0.072413793,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,694.0178571,0.005,0.0175,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,56,1531.920136,0.011507937,0.017881096,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,50,2147.983333,0.012285714,0.024768116,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+2,80,6,141.75,47,3573.472222,0.003773585,0.012006861,34.85660705,0,Dec,2,2,3,1,Returning_Visitor,FALSE,FALSE
+3,21.5,2,70.875,28,1338.225,0.007070707,0.032525253,0,0,Dec,1,1,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,181.5,0,0.033333333,0,0,Dec,4,1,1,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,72,3559.375,0.008571429,0.023797619,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,1231.791667,0.0825,0.080555556,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,146.5,0.018181818,0.018181818,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,5,115.625,0.04,0.088,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,13,0.066666667,0.133333333,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,357,0.018181818,0.036363636,0,0,Dec,2,2,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,2,3,Returning_Visitor,FALSE,FALSE
+1,2,0,0,23,1016.160714,0.024347826,0.02402746,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+7,190.2628205,4,195,124,3197.290064,0.010320513,0.01989345,7.059929851,0,Nov,3,2,6,2,Returning_Visitor,TRUE,FALSE
+3,215,0,0,53,1481.429167,0.001851852,0.012345679,56.31760103,0,Nov,1,8,1,11,Returning_Visitor,TRUE,TRUE
+8,164.5833333,1,880.25,62,2587.150595,0.008333333,0.013161376,0,0,Dec,1,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,390.7738095,0,0.025,0,0,Nov,1,1,3,3,New_Visitor,TRUE,FALSE
+0,0,0,0,20,402.9583333,0.02,0.036666667,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+4,47.83333333,0,0,69,2499.990079,0,0.007608395,0,0,Nov,2,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,37,1212,0.010810811,0.017117117,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,TRUE
+2,84.5,0,0,21,710.5416667,0.012121212,0.028787879,0,0,Nov,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,313.25,0.013333333,0.033333333,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+3,199,0,0,34,1425.566667,0,0.008823529,0,0,Nov,2,2,9,2,New_Visitor,FALSE,TRUE
+10,236.0795455,2,5,107,2589.881537,0.010601564,0.019627539,0,0,Dec,3,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,17,0,0.1,0,0,Nov,4,1,4,10,Returning_Visitor,TRUE,FALSE
+3,33,1,10,45,1142.195833,0,0.024444444,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,36,777.3333333,0,0.005882353,89.2954867,0,Dec,3,2,4,8,New_Visitor,TRUE,TRUE
+0,0,0,0,23,736.2333333,0.004545455,0.013636364,140.6621366,0,Dec,1,8,1,11,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,9,13,Returning_Visitor,TRUE,FALSE
+0,0,1,0,10,210.25,0,0.018181818,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,1,0,77,1266.094048,0.002597403,0.023632241,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,75.5,0,0,24,1009.95,0.007407407,0.018518519,0,0,Nov,2,4,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,82,1661.133333,0.02,0.034479167,18.5845777,0,Dec,4,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,43,907.5083333,0,0.002439024,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,10,105.6166667,0.022222222,0.048148148,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,521,0,0.02962963,0,0,Dec,3,2,3,11,New_Visitor,FALSE,FALSE
+0,0,0,0,15,411.0833333,0.013333333,0.033333333,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,5,118.5,17,558.3988095,0.022727273,0.046212121,0,0,Dec,1,8,5,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,104,0,0.066666667,0,0,Nov,2,4,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,3421.575758,0,0.012333333,0,0,Nov,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,24,806.125,0,0.016666667,0,0,Nov,1,1,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,46,2158.5,0.019565217,0.032246377,0,0,Nov,1,2,7,2,Returning_Visitor,FALSE,FALSE
+7,261.5,0,0,117,3484.269118,0.0025,0.014375,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,28.5,1,0,315,11232.65691,0.003164557,0.019252583,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,82,0,0,9,587.25,0.01,0.041666667,0,0,Dec,3,2,1,8,Returning_Visitor,TRUE,FALSE
+7,330.0555556,5,251.5,116,2971.435101,0.001858304,0.012303523,3.701618891,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+1,12,2,11,18,974.1666667,0.005454545,0.032251082,0,0,Nov,3,2,1,2,New_Visitor,FALSE,FALSE
+4,102.0833333,0,0,21,863.1666667,0,0.015833333,0,0,Dec,1,1,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,103.5,0,0.04,0,0,Dec,1,1,4,2,Returning_Visitor,TRUE,FALSE
+1,23,1,284,78,2448.536054,0.011898734,0.02841508,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,7,13,Returning_Visitor,FALSE,FALSE
+1,50.5,0,0,3,192.5,0,0.05,0,0,Nov,2,2,8,2,New_Visitor,TRUE,FALSE
+1,8.214285714,3,62.5,166,9666.857845,0.002380952,0.012980504,29.34770837,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,0,48,783.6944444,0.012244898,0.01877551,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,34.83333333,2,33.75,32,929.0833333,0.005714286,0.016190476,34.29431289,0,Dec,2,2,1,2,New_Visitor,FALSE,TRUE
+13,296.0416667,3,46.25,52,1249.481746,0.036885246,0.061460507,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+5,222.75,0,0,31,4374.416667,0.011764706,0.025098039,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+1,11.5,0,0,19,887.8,0.008823529,0.032679739,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+9,559.1666667,0,0,126,4558.372222,0,0.00620155,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,50,2549.534524,0.012244898,0.036530612,0,0,Nov,1,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,168,0.04,0.08,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,849.8333333,0,0.021212121,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,621.4166667,0,0.015789474,0,0,Dec,4,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,1,273,22,2386,0,0.020289855,0,0,Dec,2,2,6,2,New_Visitor,FALSE,TRUE
+2,63.79166667,1,74,18,385.2916667,0.017042607,0.03754386,12.00869742,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,65,2498.833658,0.003174603,0.01005291,0,0,Dec,3,2,3,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,5,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,550.1666667,0.008333333,0.050833333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,6,2,9,2,Returning_Visitor,FALSE,FALSE
+1,11,0,0,20,1166.333333,0,0.002631579,14.1273698,0,Nov,2,2,2,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,15,814,0.030769231,0.053846154,0,0,Nov,1,8,7,1,Returning_Visitor,FALSE,FALSE
+7,194.0833333,1,71.25,15,446.25,0,0.015686275,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,143.2,0,0.029166667,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,141,1,16,143,4081.248718,0.002721088,0.01562134,5.376740585,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,1607.191667,0,0.004609929,5.157803677,0,Dec,1,1,1,2,Returning_Visitor,TRUE,TRUE
+11,316.8229167,1,10,29,1233.307765,0.009142857,0.03247619,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,142,2,234.5,5,60.5,0.033333333,0.048148148,0,0,Dec,3,5,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,47.5,0,0.05,0,0,Nov,2,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,676.25,0,0.025,0,0,Nov,2,4,1,6,Returning_Visitor,FALSE,FALSE
+7,294,0,0,7,639,0,0.018181818,0,0,Dec,2,4,9,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,79,4709.992857,0,0.005574489,0,0,Nov,2,2,6,2,New_Visitor,FALSE,TRUE
+0,0,0,0,5,168.5,0,0.04,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,231,11246.13379,0.001746725,0.010029112,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+3,29.25,0,0,32,1729.75,0,0.005714286,16.7293697,0,Dec,2,4,3,2,New_Visitor,FALSE,TRUE
+3,45.5,0,0,13,661.9166667,0,0.025,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+11,392.5,0,0,206,8437.099188,0,0.006257147,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,1145.416667,0.009090909,0.048484848,0,0,Nov,3,2,8,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,174.0833333,0.06,0.07,0,0,Nov,2,2,9,1,Returning_Visitor,TRUE,FALSE
+4,229.25,0,0,8,372.25,0.022222222,0.00952381,0,0,Dec,1,2,1,8,Returning_Visitor,FALSE,FALSE
+11,353.125,6,230.25,85,3725.670725,0.007446809,0.014960902,2.527217484,0,Dec,3,2,6,1,Returning_Visitor,FALSE,TRUE
+4,39.58333333,0,0,115,2547.717986,0.003478261,0.007207729,13.26221446,0,Nov,2,2,4,10,Returning_Visitor,FALSE,TRUE
+4,140.75,2,8,16,2073.383333,0,0.016666667,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,73,2784.8,0.002739726,0.015317559,6.135982448,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+1,20,1,35.5,35,946.5952381,0,0.013333333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,305.6666667,1,0,35,796.25,0.005555556,0.011574074,0,0,Dec,1,1,3,10,Returning_Visitor,FALSE,FALSE
+2,25,0,0,7,181.75,0,0.022222222,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+1,12,0,0,43,2209.554876,0.01031746,0.022317022,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,4,14,8,284.7,0.016666667,0.047222222,0,0,Nov,3,2,7,2,Returning_Visitor,FALSE,TRUE
+3,39.875,1,414.5,88,4937.639583,0.002173913,0.005857488,25.57242933,0,Nov,2,1,1,2,Returning_Visitor,FALSE,TRUE
+1,37.5,0,0,25,593.2916667,0.008333333,0.00375,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,752.7619048,0.013043478,0.015217391,0,0,Dec,1,1,6,3,Returning_Visitor,FALSE,FALSE
+7,170.5,3,161.5,114,3494.831225,0.003601695,0.018762198,0,0,Dec,2,10,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,248,0.057142857,0.080952381,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+2,992.7142857,5,809.5,28,1793.214286,0.005714286,0.016428571,9.69917706,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+7,228.25,0,0,39,968.0924451,0.01547619,0.023015873,7.497155058,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+5,145,2,349,33,2161.133333,0.012820513,0.044786325,16.58165201,0,Nov,2,2,7,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+8,164.4,0,0,33,865.8071429,0,0.012280702,61.61833364,0,Dec,2,2,5,2,New_Visitor,FALSE,TRUE
+0,0,0,0,23,1202.75,0,0.004545455,0,0,Dec,8,13,9,20,Other,TRUE,FALSE
+8,318.8012821,3,164,107,4447.110508,0.001169591,0.013146819,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+1,0,0,0,59,1669.940186,0.004137931,0.011611098,0,0,Dec,2,2,3,7,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,290.1,0,0.026666667,0,0,Dec,2,5,6,3,Returning_Visitor,FALSE,FALSE
+6,145,0,0,85,1704.580556,0.002930403,0.02539857,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,TRUE
+5,77.08333333,2,96.5,15,2106.833333,0.014285714,0.037301587,0,0,Nov,1,1,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,11,398.6944444,0.014814815,0.059259259,0,0,Nov,1,8,3,11,Returning_Visitor,FALSE,FALSE
+5,39.5,3,62.25,339,16138.2908,0.004778942,0.020193811,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,2123,0.018181818,0.036363636,0,0,Dec,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,133.5,0,0.025,0,0,Nov,2,2,6,6,Other,FALSE,FALSE
+1,12,0,0,43,851.8857143,0,0.009883721,11.65996434,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,113,2,501,14,381.75,0,0.035294118,0,0,Dec,2,10,2,2,Returning_Visitor,FALSE,FALSE
+2,45.5,0,0,22,535,0,0.025,9.650250036,0,Nov,2,2,3,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+9,250.2222222,5,343.875,82,5076.380556,0,0.010982424,28.41708136,0,Dec,3,2,1,13,Returning_Visitor,FALSE,TRUE
+2,42.5,2,10,43,1543.5,0,0.004444444,8.671344071,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,60,0.15,0.138888889,0,0,Nov,3,2,5,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,3675.5,0,0.016666667,0,0,Nov,2,2,8,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,41.5,0.1,0.1,0,0,Dec,1,1,3,1,Returning_Visitor,TRUE,FALSE
+1,8,1,47.5,46,689.0606061,0.002272727,0.012062937,1.125146064,0,Nov,2,2,2,11,Returning_Visitor,TRUE,TRUE
+0,0,0,0,18,323.6833333,0,0.005208333,0,0,Dec,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,935.25,0,0.009803922,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+4,50,4,486.6666667,6,555.6666667,0,0.008333333,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,20,Returning_Visitor,FALSE,FALSE
+5,224.75,0,0,10,235.4166667,0.015384615,0.030769231,0,0,Dec,1,1,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,524,0,0.016666667,45.4642609,0,Nov,2,4,9,8,New_Visitor,TRUE,TRUE
+0,0,0,0,25,445.5833333,0.004,0.024,0,0,Dec,2,10,1,1,Returning_Visitor,FALSE,FALSE
+7,112.375,0,0,24,916.5,0.010967742,0.036129032,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+11,162.75,3,67.5,80,2453.177381,0.004022989,0.017778905,4.289678861,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+3,119.5,0,0,17,673.625,0.02,0.02,0,0,Dec,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.1,0.15,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,384,0,0.014285714,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+1,10,0,0,12,220.2666667,0,0.02,60.622383,0,Nov,1,1,1,8,New_Visitor,TRUE,TRUE
+3,93.5,0,0,8,170.25,0,0.02,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,242.75,0,0.074074074,0,0,Nov,2,5,7,2,Returning_Visitor,FALSE,FALSE
+1,11,1,0,12,91.75,0,0.038095238,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,316.5416667,0,0.02,0,0,Dec,2,2,9,1,Returning_Visitor,FALSE,FALSE
+7,198.75,0,0,20,818.5833333,0,0.002777778,0,0,Dec,3,2,4,8,New_Visitor,FALSE,FALSE
+2,15,0,0,7,620.5,0.028571429,0.085714286,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,275.5,0,0.028571429,0,0,Nov,3,2,2,1,Returning_Visitor,FALSE,FALSE
+16,237.35,0,0,46,1143.833333,0.009803922,0.014488017,0,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+2,45.5,0,0,39,2011.041667,0,0.0125,53.73655336,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.1,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+7,1463.333333,0,0,30,1410.238889,0.005263158,0.010557237,0,0,Nov,1,1,4,2,New_Visitor,FALSE,FALSE
+6,87.7,2,60.5,24,448.1945887,0,0.005747126,0,0,Nov,2,5,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,30,953.6666667,0.026666667,0.071111111,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+8,268.25,0,0,71,2426.791667,0.002702703,0.010810811,33.86849093,0,Nov,2,2,1,8,Returning_Visitor,FALSE,TRUE
+2,14,2,189,134,6732.124414,0.008018648,0.025030224,0,0,Nov,1,8,3,11,Returning_Visitor,FALSE,FALSE
+2,38,0,0,3,33.33333333,0,0.030555556,0,0,Nov,2,2,8,10,Returning_Visitor,FALSE,TRUE
+4,44.75,0,0,9,404.5,0,0.03,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,81.66666667,0,0.066666667,0,0,Dec,2,2,7,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,48.5,0,0.1,0,0,Nov,1,1,1,3,Other,FALSE,FALSE
+0,0,0,0,12,544,0,0.016666667,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,31,0,0.033333333,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+1,9,0,0,13,858.8333333,0.014285714,0.051190476,0,0,Nov,1,1,6,11,Returning_Visitor,FALSE,TRUE
+3,49.125,0,0,19,344.3452381,0.010526316,0.015789474,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,48.5,59,2195.283333,0.009836066,0.030601093,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+7,105.2083333,2,139.5,98,3452.2625,0.003543956,0.02462704,0,0,Nov,4,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,865.5833333,0,0.002083333,93.77761706,0,Dec,1,1,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,89,3614.105147,0.006439394,0.020569813,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,58,1893.444444,0.002380952,0.019047619,0,0,Nov,1,1,6,10,Returning_Visitor,TRUE,TRUE
+4,305,0,0,16,1090.7,0,0.041666667,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,21,0,0,33,682.9583333,0.008823529,0.025653595,0,0,Dec,3,2,9,2,New_Visitor,FALSE,FALSE
+2,19,0,0,28,1183.65,0,0.006896552,21.2112655,0,Dec,3,12,9,2,Returning_Visitor,FALSE,TRUE
+5,59,0,0,152,7114.798341,0.002597403,0.010709751,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,33.5,0,0,33,880.6333333,0,0.034117647,0,0,Dec,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,191,0.036363636,0.036363636,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+7,214.25,0,0,118,2652.552904,0.001652893,0.010020661,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,FALSE
+5,55.5,2,132.5,61,2190.429367,0.013846154,0.038778999,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+3,72.5,2,523.75,8,178.75,0.023076923,0.069230769,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,356.0833333,0,0.013333333,151.5650523,0,Nov,2,5,5,8,New_Visitor,FALSE,TRUE
+2,229.5,2,29.75,8,212.75,0,0.025,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,357.75,0.014285714,0.077142857,0,0,Nov,4,1,4,10,Returning_Visitor,TRUE,FALSE
+1,96.66666667,0,0,23,1605.875,0.031818182,0.05030303,54.10230816,0,Dec,2,2,2,10,Returning_Visitor,FALSE,TRUE
+1,52.5,0,0,162,3608.432937,0.001242236,0.004347826,54.0486956,0,Nov,2,2,7,2,New_Visitor,FALSE,TRUE
+1,20,0,0,283,9354.484111,0.003043735,0.023041703,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+7,70,4,35,131,4442.394444,0.011678832,0.014283502,0,0,Nov,4,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,343,0,0.066666667,0,0,Nov,2,2,4,3,Other,FALSE,FALSE
+0,0,0,0,31,2767.625,0,0.006896552,52.67778465,0,Nov,8,13,9,20,Other,FALSE,TRUE
+9,319.8333333,1,18,10,332.3333333,0,0.015384615,0,0,Dec,1,1,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+1,0,0,0,106,4568.338675,0.003647799,0.013529215,0,0,Nov,1,1,2,10,Returning_Visitor,FALSE,TRUE
+15,270.0166667,3,122,66,2780.6,0,0.016533333,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+4,31,4,106,27,825.1401515,0.006896552,0.025517241,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,172.2083333,0.033333333,0.044444444,0,0,Dec,3,2,6,2,New_Visitor,FALSE,TRUE
+0,0,0,0,14,416.6666667,0,0.019047619,0,0,Dec,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,226.6666667,0,0.033333333,0,0,Dec,4,1,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,95,0,0.05,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,4,66,0,0.05,0,0,Dec,1,1,8,2,Returning_Visitor,FALSE,FALSE
+3,34,1,1530,97,3989.485553,0.002,0.012201868,0,0,Nov,2,2,1,3,Returning_Visitor,TRUE,FALSE
+2,17.33333333,0,0,89,3401.3,0.002222222,0.014835979,5.133911853,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+4,48.66666667,0,0,66,2436.106169,0.006036217,0.034560698,12.02904527,0,Nov,2,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,314.5,0,0.013333333,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+12,198.7727273,4,11,76,4514.739394,0.010978836,0.024656643,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+14,184.1556741,7,360.1666667,127,3418.696975,0.003900709,0.013700977,2.136325585,0,Dec,3,2,4,2,Returning_Visitor,TRUE,FALSE
+3,28.5,0,0,8,181.6666667,0.022222222,0.044444444,0,0,Dec,1,1,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,689.9916667,0,0.026666667,0,0,Nov,3,2,3,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,2,6,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,755.25,0.026666667,0.033333333,0,0,Nov,2,2,6,1,Returning_Visitor,TRUE,FALSE
+1,2,0,0,6,106.75,0.033333333,0.044444444,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,180.5,0.009090909,0.036363636,0,0,Nov,2,2,1,7,Returning_Visitor,TRUE,FALSE
+3,40,0,0,24,3830,0,0.025333333,0,0,Nov,1,1,7,8,New_Visitor,FALSE,TRUE
+0,0,1,97,143,8060.963948,0.002923977,0.020798504,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+8,175.125,0,0,7,96.125,0,0.026666667,0,0,Nov,1,1,2,8,New_Visitor,FALSE,FALSE
+6,96,6,251.6666667,16,261,0.012820513,0.029871795,0,0,Nov,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,1544.75,0.014285714,0.033333333,0,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+12,1276.264286,0,0,118,3215.173074,0,0.005446194,22.45841786,0,Nov,3,2,8,3,Returning_Visitor,FALSE,TRUE
+1,17,1,23.75,62,3688.846861,0.016612903,0.027150538,3.663777878,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,827.1666667,0.013333333,0.046666667,0,0,Dec,1,1,8,20,Returning_Visitor,FALSE,FALSE
+1,11,0,0,59,4165.13869,0.008333333,0.017458333,0,0,Nov,3,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,2,246.5,52,1838.85,0.003703704,0.014506173,0,0,Dec,2,7,3,2,New_Visitor,FALSE,FALSE
+2,12,0,0,85,3887.222321,0.000595238,0.018506494,0,0,Dec,3,2,7,3,Returning_Visitor,FALSE,FALSE
+4,82.25,6,144,82,3174.642793,0.004494382,0.012081072,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,40,700.1277778,0.011,0.027788462,0,0,Nov,1,1,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,1316.035714,0,0.022222222,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,49.08333333,1,619.5,58,2572.429487,0.00625,0.020729167,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,36,1287.958333,0.034259259,0.073333333,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+1,53.5,0,0,53,2019.828571,0.007692308,0.015734266,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,93,2,221,41,716.7916667,0.008888889,0.041481481,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,2,1494.5,109,3339.07598,0.008181818,0.014582448,0,0,Nov,2,2,4,8,Returning_Visitor,TRUE,FALSE
+1,60.75,0,0,13,355.1666667,0.015384615,0.056410256,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+1,151.5,0,0,10,304.75,0,0.007407407,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,FALSE
+5,36,0,0,237,6817.942235,0.00167364,0.01380616,3.960306296,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+4,712,0,0,77,3785.5625,0.002564103,0.00982906,0,0,Nov,2,2,2,8,New_Visitor,FALSE,TRUE
+0,0,0,0,8,361,0,0.025,0,0,Dec,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,406,0,0,55,2570.42619,0.003508772,0.017278044,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+1,108,0,0,37,1209.558333,0.016666667,0.033386243,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+12,393.2666667,0,0,15,366.5833333,0.00952381,0.013809524,0,0,Dec,2,4,6,1,New_Visitor,FALSE,FALSE
+7,367.6666667,3,9,58,4191.031746,0.014583333,0.033093378,1.385791839,0,Nov,1,1,7,15,Returning_Visitor,TRUE,FALSE
+13,344.4922161,5,271.25,182,5402.78526,0.000968661,0.006829256,16.27511574,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,270,3,228.5,13,2451,0,0.021428571,42.22150549,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+14,367.25,3,400.375,195,7980.363439,7.50E-05,0.005865824,3.86863332,0,Nov,2,2,2,1,Returning_Visitor,TRUE,TRUE
+4,33,0,0,3,20,0,0.04,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,27,910,0.007407407,0.011111111,0,0,Nov,4,2,1,3,New_Visitor,TRUE,FALSE
+0,0,0,0,8,866,0.05,0.058333333,0,0,Dec,2,2,2,6,Returning_Visitor,FALSE,FALSE
+2,58.5,0,0,28,968.6666667,0.013793103,0.024712644,14.02863873,0,Nov,2,5,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,15,1390.583333,0.025,0.05,39.48337116,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+5,400,0,0,20,991.5,0,0.013043478,22.13419743,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+2,55.5,0,0,25,2466.533333,0.007407407,0.028888889,49.01323885,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,592.5,0,0.022222222,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,55,1933.423611,0.001818182,0.017355372,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,166.3333333,1,0,38,1869.45119,0.004545455,0.010037879,0,0,Dec,2,4,8,2,New_Visitor,FALSE,TRUE
+8,177.6666667,1,23,56,2581.355128,0.003278689,0.011373326,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,32.5,0,0,3,39,0.04,0.026666667,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,170.6666667,0.033333333,0.026666667,0,0,Dec,3,3,1,11,New_Visitor,FALSE,FALSE
+0,0,0,0,26,875.1559524,0,0.001333333,40.42327574,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+11,208.25,2,109,54,2871.104167,0,0.021468927,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,185,0,0.04,0,0,Nov,3,2,7,6,New_Visitor,TRUE,FALSE
+4,72,0,0,32,2258.175,0,0.025714286,38.19067209,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+6,57,0,0,80,1982.884524,0.007594937,0.033499444,0,0,Nov,2,6,6,1,Returning_Visitor,FALSE,FALSE
+4,91,2,9.5,104,2856.9936,0.016929293,0.041369348,0,0,Dec,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,2232.833333,0,0.026315789,0,0,Nov,2,2,2,2,Returning_Visitor,TRUE,TRUE
+4,364.5,0,0,27,955.525,0.013333333,0.022222222,0,0,Nov,3,2,3,1,Returning_Visitor,TRUE,FALSE
+1,39.5,0,0,52,3329.1,0.012231559,0.042469796,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1283.75,0.014285714,0.023809524,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+3,16,0,0,29,423.1666667,0.010344828,0.029885057,0,0,Dec,3,2,6,1,Returning_Visitor,TRUE,FALSE
+6,123.4642857,0,0,34,1570.469048,0.001052632,0.010431717,19.66912605,0,Dec,2,2,2,7,Returning_Visitor,TRUE,TRUE
+0,0,1,117,8,404,0.025,0.0375,0,0,Dec,2,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,7,3,Returning_Visitor,FALSE,FALSE
+1,17,0,0,21,602.9166667,0.026666667,0.0425,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,205.5,0,0.004444444,0,0,Nov,8,1,1,3,Returning_Visitor,FALSE,FALSE
+3,793.75,1,0,65,3186.958333,0.011594203,0.019935588,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+1,59.5,0,0,20,646.1666667,0,0.025333333,0,0,Dec,2,2,9,3,Returning_Visitor,FALSE,FALSE
+3,28,0,0,20,633.75,0,0.019047619,32.43717827,0,Dec,2,10,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,4,100.25,0,0.066666667,0,0,Dec,3,2,3,20,Returning_Visitor,TRUE,FALSE
+6,283.0166667,1,235.75,21,1338.933333,0,0.008695652,0,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,542.9333333,0,0.009259259,0,0,Nov,3,2,1,11,New_Visitor,FALSE,FALSE
+6,116.6973684,0,0,171,9405.836721,0.008313228,0.028256171,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,1,2,8,New_Visitor,FALSE,FALSE
+0,0,0,0,10,249.3333333,0,0.02,0,0,Nov,1,2,6,8,New_Visitor,FALSE,FALSE
+3,14.5,5,1007.5,26,672.875,0,0.032352941,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+4,99,3,112.25,46,930.0141026,0.001960784,0.016470588,0,0,Nov,1,1,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,88,5093.3,0.004924242,0.023393841,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,164.5833333,1,0,76,3580.333333,0.004819277,0.020522088,12.20780052,0,Nov,4,1,1,1,Returning_Visitor,FALSE,FALSE
+2,134.5,0,0,18,362.5,0,0.013333333,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,39,2034.466667,0.005128205,0.015555556,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,8,101.75,0.025,0.075,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,4,620.25,23,997.2878788,0.012,0.031897436,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+1,7,2,12,5,412.25,0,0.0375,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,680.5,0,0.018181818,42.422531,0,Dec,2,2,6,10,Returning_Visitor,FALSE,TRUE
+6,723.5,2,410.5,5,109,0,0.015384615,0,0,Nov,2,5,2,2,Other,FALSE,TRUE
+0,0,0,0,47,1093.833333,0.004444444,0.018518519,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,343.25,0,0.028571429,49.36350729,0,Nov,2,2,2,7,Returning_Visitor,TRUE,TRUE
+8,205.25,0,0,155,4502.511111,0.000176367,0.010885984,3.801288988,0,Nov,2,2,1,6,Returning_Visitor,FALSE,TRUE
+1,21.25,0,0,92,2716.519048,0.006737589,0.037885297,23.7389113,0,Nov,2,2,3,2,Returning_Visitor,TRUE,FALSE
+9,576.6208333,0,0,57,1878.195833,0.003472222,0.010446429,5.002669777,0,Nov,2,2,4,8,New_Visitor,FALSE,TRUE
+8,264.8095238,0,0,35,1039.887446,0.009756098,0.035656214,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,76.25,0,0,141,3274.521154,0,0.008391608,6.425757643,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+16,244.2666667,1,0,101,4484.669445,0.008408408,0.024055759,3.50497054,0,Dec,3,2,2,10,Returning_Visitor,FALSE,FALSE
+2,59.5,0,0,3,67.66666667,0,0.02,0,0,Nov,3,2,8,2,New_Visitor,FALSE,FALSE
+0,0,0,0,37,5208.65,0,0.01829932,0,0,Nov,2,2,1,6,Returning_Visitor,FALSE,FALSE
+5,106,0,0,44,646.825,0.007407407,0.028851852,0,0,Dec,3,2,9,13,Returning_Visitor,FALSE,FALSE
+2,29,0,0,61,1617.519048,0.013978495,0.030295699,0,0,Nov,3,2,8,2,Returning_Visitor,TRUE,FALSE
+6,91.25,0,0,56,955.5432151,0.007494145,0.010650662,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,TRUE
+1,25.5,0,0,10,361.5,0,0.02,60.01343064,0,Dec,2,2,1,1,Returning_Visitor,FALSE,TRUE
+1,49.5,0,0,9,350.25,0,0.035714286,0,0,Dec,2,2,1,7,New_Visitor,TRUE,FALSE
+1,46.61111111,0,0,45,1873.589297,0,0.007242234,42.26791822,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,1712.416667,0.018181818,0.036363636,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,26.5,0,0.05,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,19,696.875,0.010526316,0.035087719,0,0,Dec,1,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,3,321,31,916.625,0.006617647,0.034935897,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,56.5,0.066666667,0.133333333,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,83.41666667,0,0.022222222,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,255,0,0.066666667,0,0,Nov,2,5,8,3,Returning_Visitor,TRUE,FALSE
+1,7.125,6,1043.928571,73,3585.177579,0.008175105,0.024451608,0,0,Nov,3,2,5,2,Returning_Visitor,FALSE,FALSE
+2,26.75,3,49.5,62,2964.650595,0.010769231,0.026444444,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,88.75,0,0,22,757.375,0.001481481,0.042222222,27.97632918,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,190.4166667,0,0,78,3913.98703,0.005424955,0.006561181,0,0,Nov,3,2,5,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,30,685.75,0,0.036507937,0,0,Dec,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,572,0.036363636,0.072727273,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,112,0.028571429,0.085714286,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,12,0,0,11,213,0.05,0.066666667,0,0,Nov,2,2,4,13,Returning_Visitor,TRUE,FALSE
+2,18,0,0,12,180.75,0,0.014285714,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,34,933.85,0.021875,0.031505682,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+6,137.9166667,0,0,92,3163.14329,0.001075269,0.0095145,32.22246226,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+8,204.1071429,0,0,15,347.7321429,0,0.012280702,18.08071442,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+1,585.5,0,0,80,3634.141512,0.004320988,0.007864356,26.41113767,0,Nov,3,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,2,889.5,30,784.0833333,0.025,0.046875,0,0,Dec,2,2,6,13,Returning_Visitor,FALSE,FALSE
+7,234.9285714,10,902.5,131,6050.883117,0.002857143,0.012557561,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,335.0636364,3,738.0833333,36,2228.707287,0.005853659,0.010086083,27.79149135,0,Dec,1,1,3,2,New_Visitor,FALSE,FALSE
+4,33,0,0,35,702.9166667,0,0.005428571,0,0,Dec,4,1,1,2,New_Visitor,FALSE,FALSE
+5,72.5,0,0,55,936.1333333,0.003571429,0.020238095,23.27552205,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,65,2706.595238,0,0.022692308,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+8,335.875,2,75.25,18,1494.125,0,0.022,12.60913229,0,Nov,2,2,9,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,60,0,0.066666667,0,0,Dec,1,1,7,2,Other,FALSE,FALSE
+0,0,0,0,4,249,0,0.025,0,0,Dec,2,4,1,1,Returning_Visitor,FALSE,FALSE
+0,0,1,0,18,648,0,0.021052632,0,0,Nov,2,4,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,9,1178.25,0,0.025,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+2,307.3,0,0,29,2447.3,0,0.013888889,26.25948159,0,Dec,2,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,487,0,0.1,0,0,Nov,1,1,4,10,Returning_Visitor,TRUE,FALSE
+3,98.5,1,21.25,46,1438.1,0.004255319,0.017801418,27.86366003,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,533.7,0,0.021532091,0,0,Dec,1,1,3,2,New_Visitor,TRUE,FALSE
+1,28.25,1,0,10,128.5,0.030555556,0.085119048,0,0,Nov,3,2,3,6,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,316.6,0,0.022222222,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0,0.2,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,2180.933333,0.00625,0.032291667,0,0,Dec,4,2,3,1,Returning_Visitor,FALSE,FALSE
+12,297.2083333,0,0,38,778.675,0.004347826,0.020434783,13.28070081,0,Dec,1,1,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,724.7666667,0.030555556,0.037797619,0,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,1,0,34,1189.053571,0.000840336,0.027777778,0,0,Nov,4,1,6,8,Returning_Visitor,FALSE,FALSE
+8,213.75,2,45.5,30,2054.841667,0,0.001041667,21.9646242,0,Dec,1,1,6,2,New_Visitor,FALSE,TRUE
+0,0,0,0,10,192.75,0.033333333,0.028888889,0,0,Dec,1,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,9,0,0.05,0,0,Dec,3,2,3,10,New_Visitor,FALSE,FALSE
+1,20,0,0,18,375.5547619,0,0.0125,32.3171163,0,Nov,2,2,5,3,Returning_Visitor,FALSE,TRUE
+10,198.2430556,3,276.25,151,4344.919986,0.002531646,0.01196589,0,0,Dec,4,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,63.5,0,0.1,0,0,Nov,2,4,1,1,Returning_Visitor,FALSE,FALSE
+7,280.2666667,0,0,11,329.6833333,0,0.023076923,0,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,338.75,0,0.033333333,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+4,137,2,5,186,8425.870475,0.003403141,0.015721509,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,109.1666667,0,0.016666667,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,1996.816667,0,0.00625,44.06491359,0,Nov,4,2,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,2,2,Other,FALSE,FALSE
+1,26.5,0,0,13,470.5,0,0.016666667,41.422095,0,Nov,1,1,4,2,New_Visitor,FALSE,TRUE
+0,0,0,0,9,267.75,0,0.022222222,0,0,Dec,3,2,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,10,244.6666667,0.005,0.065,0,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+3,19,0,0,120,3013.116917,0.001680672,0.007407748,14.18391563,0,Nov,2,5,1,2,Returning_Visitor,FALSE,TRUE
+4,87.25,0,0,37,1336.208333,0.009756098,0.03902439,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,34.91666667,1,33.5,21,496.4821429,0.008695652,0.025120773,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+6,106,0,0,42,1384.197436,0,0.004651163,136.937958,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,14,404.3392857,0,0.033333333,0,0,Dec,1,8,3,20,Returning_Visitor,TRUE,FALSE
+1,7,0,0,39,1118.833333,0.005405405,0.019099099,0,0,Nov,2,2,6,13,Returning_Visitor,FALSE,FALSE
+1,46.5,0,0,22,578.8106061,0.00952381,0.04021164,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,129.25,0,0.033333333,0,0,Dec,1,1,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,26,586.85,0.015384615,0.031868132,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+2,75.5,0,0,30,1661.166667,0,0.00625,0,0,Dec,2,2,2,10,New_Visitor,FALSE,FALSE
+1,19,0,0,100,3457.285317,0.006122449,0.028231293,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,208,0,0,16,1037.819444,0.020833333,0.028125,0,0,Nov,1,1,1,8,Returning_Visitor,TRUE,FALSE
+7,87.25,4,199.5,87,4984.542857,0.00326087,0.02113009,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,80.5,0.033333333,0.066666667,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,1591,0.066666667,0.133333333,0,0,Dec,2,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,196.5,0,0.016666667,0,0,Nov,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,315.7797619,0.016666667,0.025,0,0,Nov,1,1,9,2,Returning_Visitor,TRUE,FALSE
+4,54.5,0,0,74,1599.994589,0,0.002631579,67.26616125,0,Dec,2,4,6,2,Returning_Visitor,FALSE,TRUE
+1,10.5,3,264.75,195,10044.75756,0.005025126,0.023180221,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,32.5,0,0,24,603.25,0,0.014666667,14.57483754,0,Nov,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,549,0.08,0.126666667,0,0,Nov,2,10,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,686.5833333,0,0.010526316,0,0,Dec,1,1,5,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+2,389.5,0,0,8,117.625,0,0.013,0,0,Nov,1,1,8,2,Returning_Visitor,FALSE,FALSE
+7,243.7469512,1,1073,33,4931.198912,0.016666667,0.028235129,25.10043261,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+6,60.13636364,2,522.1666667,83,3708.383949,0.002420052,0.012547833,0,0,Nov,2,2,7,2,Returning_Visitor,TRUE,FALSE
+10,261.5,1,55.5,122,3411.955853,0.01056,0.029876364,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,3,82.5,9,143.375,0.016666667,0.055555556,0,0,Dec,3,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,194.75,0.005263158,0.031578947,0,0,Dec,3,2,4,1,Returning_Visitor,FALSE,FALSE
+9,125.25,0,0,3,119.25,0,0.025,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+1,16.25,0,0,34,456.525,0.006060606,0.03030303,0,0,Nov,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,262.9166667,0.008333333,0.055555556,0,0,Dec,1,6,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,250.25,0.05,0.083333333,0,0,Dec,1,1,1,3,Returning_Visitor,TRUE,FALSE
+3,49.5,0,0,68,2853.020833,0.008823529,0.012826797,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,26.75,1,0,20,1029.25,0.021153846,0.03974359,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+15,1535.355556,0,0,43,3606.088889,0.009770115,0.043951451,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,24.5,0,0.1,0,0,Dec,3,2,2,11,Other,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,1,1,Other,FALSE,FALSE
+0,0,2,19,22,2267.833333,0,0.041666667,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,14,0,0,3,18,0,0.04,0,0,Dec,2,4,3,8,Other,FALSE,FALSE
+2,113.5,0,0,37,1344.340476,0,0.005405405,11.77908986,0,Dec,2,2,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,55,2415.416667,0,0.019811321,0,0,Nov,2,2,3,11,Returning_Visitor,TRUE,FALSE
+1,70.5,0,0,28,1398.9375,0.014285714,0.016269841,17.46396119,0,Nov,3,2,3,1,Returning_Visitor,FALSE,FALSE
+9,279.5,0,0,14,313.5833333,0,0.010526316,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+2,26.75,0,0,103,2546.856685,0.014920635,0.025223356,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,163.5,0,0.025,0,0,Nov,3,6,2,2,Returning_Visitor,FALSE,FALSE
+2,62.5,0,0,43,1253.176407,0,0.01468254,41.53706414,0,Nov,3,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,26,938.5833333,0.007692308,0.021794872,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+1,57.5,0,0,23,914.3333333,0,0.008695652,23.18305163,0,Dec,4,5,1,8,New_Visitor,TRUE,TRUE
+2,33.5,0,0,23,833.6695513,0.009090909,0.012947658,29.38287135,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,32.75,0,0,13,704,0,0.024285714,76.79037287,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,22,81,2253.799603,0.011463415,0.015875182,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+8,46.875,3,10,111,5358.375439,0,0.011957672,10.21771151,0,Nov,2,2,1,11,Returning_Visitor,FALSE,TRUE
+7,120.375,0,0,17,446.3833333,0,0.008333333,0,0,Dec,2,2,7,2,New_Visitor,FALSE,FALSE
+7,119.5666667,0,0,25,499.6083333,0.004166667,0.033333333,0,0,Nov,1,1,1,8,Returning_Visitor,FALSE,FALSE
+3,37,0,0,21,1231.5,0,0.016,0,0,Nov,2,4,9,8,New_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,6,1,6,Returning_Visitor,FALSE,FALSE
+3,258,2,34.625,25,1364.8125,0.029761905,0.035714286,3.18693501,0,Dec,1,1,3,10,Returning_Visitor,TRUE,FALSE
+1,6,0,0,18,339.75,0,0.00625,0,0,Nov,1,1,5,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,362.75,0.025,0.075,0,0,Nov,2,5,3,8,Returning_Visitor,FALSE,FALSE
+4,190.5,3,575,30,2375.083333,0,0.011111111,34.79013586,0,Dec,2,2,3,2,New_Visitor,FALSE,TRUE
+0,0,0,0,19,577.5416667,0,0.011764706,90.9285217,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,22,1483.8,0,0.01446281,0,0,Dec,4,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,943.25,0.008695652,0.046376812,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+11,281.3333333,0,0,41,1167.95,0,0.011347518,7.907379545,0,Nov,1,1,3,2,New_Visitor,TRUE,TRUE
+4,94.25,3,79.5,77,3719.643711,0.002469136,0.010684624,14.96948769,0,Nov,3,2,3,3,Returning_Visitor,FALSE,TRUE
+3,81.33333333,1,32.5,17,733.5,0,0.002631579,0,0,Dec,2,7,9,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,63.5,0,0.1,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,252,1,56.5,42,947.357702,0.004347826,0.017294686,0,0,Nov,1,1,7,8,Returning_Visitor,TRUE,FALSE
+6,71.375,0,0,73,2335.633333,0,0.0125,2.51591586,0,Nov,2,2,7,11,Returning_Visitor,FALSE,TRUE
+4,26,0,0,22,1671.375,0.018333333,0.040555556,0,0,Nov,2,2,3,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,1109.083333,0.00125,0.019375,0,0,Dec,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,11,225.5,0.018181818,0.054545455,0,0,Nov,2,5,4,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,662.5,0,0.013043478,0,0,Nov,2,2,6,2,New_Visitor,TRUE,TRUE
+3,64.5,0,0,17,269.6833333,0,0.003703704,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,6,0,0,15,293,0.021428571,0.026190476,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+2,40.25,0,0,23,766.25,0.008333333,0.025,24.07951908,0,Dec,1,1,2,8,Returning_Visitor,TRUE,TRUE
+1,11,1,10,74,3487.12471,0.002739726,0.009519461,0,0,Nov,3,2,4,3,Returning_Visitor,TRUE,FALSE
+4,70.4,1,645.5,82,11257.1083,0.005574913,0.019401736,0,0,Nov,2,5,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,89,0,0.055555556,0,0,Nov,2,2,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,48,755.175,0.000472813,0.026312057,13.18501,0,Dec,2,2,4,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,100,0,0.1,0,0,Nov,2,2,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,1265.892857,0.028253968,0.02856387,0,0,Dec,3,2,2,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,81.75,0,0.033333333,0,0,Dec,3,2,3,6,Returning_Visitor,FALSE,FALSE
+1,14,0,0,7,170.75,0,0.025,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+10,247.75,0,0,27,1182.416667,0.017741935,0.038556068,7.994904291,0,Dec,2,2,4,6,Returning_Visitor,FALSE,TRUE
+4,68.75,0,0,23,585.65,0,0.008695652,0,0,Dec,8,1,1,2,New_Visitor,TRUE,FALSE
+8,145.1,6,2166.5,14,1805.425,0,0.031138344,10.90023366,0,Dec,4,5,1,2,Returning_Visitor,FALSE,FALSE
+5,148.5,1,25.5,36,2590.016667,0,0.020954545,19.29866138,0,Dec,1,1,1,1,Returning_Visitor,FALSE,FALSE
+8,102,0,0,9,374,0.015384615,0.035897436,0,0,Dec,3,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,46,3346.041667,0,0.01884058,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,68,1212.441667,0.002898551,0.014381271,64.4161607,0,Nov,4,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,429,0,0.016666667,0,0,Nov,1,1,3,8,Returning_Visitor,FALSE,FALSE
+11,1284.3375,3,303.625,96,2478.070833,0.007355769,0.018144023,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+7,360.75,0,0,264,10497.15443,0.00295026,0.012825542,8.833510027,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+2,149.5,0,0,6,326,0,0.014285714,0,0,Dec,1,1,1,2,New_Visitor,FALSE,TRUE
+7,177.25,0,0,13,297.8333333,0,0.021428571,0,0,Nov,1,2,3,2,New_Visitor,TRUE,FALSE
+2,26,0,0,38,1689.708333,0.0125,0.0295,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+6,65.25,0,0,21,829.3333333,0,0.008333333,0,0,Nov,2,5,4,1,Returning_Visitor,TRUE,FALSE
+1,29.5,0,0,26,1659.866667,0.008,0.016,21.81920724,0,Nov,2,5,2,1,Returning_Visitor,FALSE,TRUE
+1,59.5,0,0,39,650.8333333,0,0.003070175,0,0,Nov,1,2,1,11,Returning_Visitor,TRUE,TRUE
+12,244.25,0,0,110,4006.359314,0.01,0.030496867,11.10333103,0,Nov,2,7,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,1285.166667,0.002758621,0.022660099,0,0,Nov,3,3,1,8,Returning_Visitor,TRUE,FALSE
+2,56.5,1,28.75,42,1753.083333,0,0.007301587,4.59675105,0,Nov,4,1,9,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,12,1952.75,0.033333333,0.068333333,0,0,Nov,2,4,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,83.5,0,0.066666667,0,0,Nov,1,1,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,1194.75,0,0.026315789,0,0,Nov,2,2,1,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,10,235.5,0,0.013333333,0,0,Nov,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,91,2631.473214,0.002747253,0.023321123,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,77.83333333,0,0,26,812.1047619,0.021428571,0.038095238,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,422.5,0,0.02,0,0,Nov,3,2,5,10,Returning_Visitor,FALSE,FALSE
+1,68.5,0,0,11,372.8166667,0,0.036363636,54.76629511,0,Dec,1,1,1,2,Returning_Visitor,FALSE,TRUE
+5,229.3333333,4,115.25,28,1474.530303,0,0.005429293,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,48,832.0833333,0.038478261,0.064782609,0,0,Dec,3,2,1,3,Returning_Visitor,FALSE,FALSE
+4,60.08333333,0,0,24,1204.416667,0.007692308,0.026923077,46.62801597,0,Dec,2,2,6,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,58,0,0.1,0,0,Nov,2,2,2,6,Returning_Visitor,TRUE,FALSE
+4,252.5,0,0,13,930.0535714,0,0.027083333,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,190.1590909,0.05625,0.055357143,0,0,Dec,1,1,7,3,Returning_Visitor,FALSE,FALSE
+4,45.83333333,0,0,70,1692.257143,0,0.014555556,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,178.25,0.028571429,0.057142857,0,0,Dec,2,10,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,79,2663.583333,0.002531646,0.017088608,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,TRUE
+10,218.4027778,0,0,27,897.7837302,0.006060606,0.019805195,48.92856443,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,3998.333333,0.002439024,0.041869919,0,0,Nov,4,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,18,0.1,0.111111111,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+3,67.75,0,0,2,19.25,0.04,0.053333333,0,0,Dec,1,1,3,20,New_Visitor,FALSE,TRUE
+0,0,0,0,2,15,0,0.1,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+9,141.75,2,310.5,9,123.5,0,0.017647059,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,6,2,Returning_Visitor,FALSE,FALSE
+8,203.4166667,0,0,116,3505.087955,0,0.009314826,62.83957669,0,Nov,2,2,1,6,Returning_Visitor,FALSE,TRUE
+8,109.5714286,0,0,374,12499.37711,0.00198939,0.010782459,6.420746096,0,Nov,2,2,2,2,Returning_Visitor,TRUE,FALSE
+2,9,4,31,401,12433.21865,0.006577408,0.022322606,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,100.75,0,0,11,221.375,0,0.015384615,0,0,Nov,2,2,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,96,5947.97123,0.0125,0.028333333,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,5,134.5,0.04,0.024,0,0,Nov,3,2,9,3,Returning_Visitor,TRUE,FALSE
+2,53.5,0,0,85,4478.699416,0.002352941,0.016205882,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,2,26,90,4875.609432,0.01978022,0.044796184,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,TRUE
+3,101.6428571,0,0,137,3978.626167,0.001449275,0.004746377,81.75845837,0,Dec,2,10,3,1,Returning_Visitor,FALSE,FALSE
+3,48.5,0,0,10,138.1666667,0,0.015384615,0,0,Nov,2,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,7,66.5,0.057142857,0.114285714,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+1,26.5,0,0,6,110,0.066666667,0.1,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,7,16,794.5416667,0.015686275,0.071568627,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,2426.266667,0.004878049,0.02296748,0,0,Nov,2,2,2,11,Returning_Visitor,FALSE,FALSE
+11,188.8333333,3,27,64,4829.625,0.004054054,0.017194337,48.60623685,0,Nov,1,1,1,3,Returning_Visitor,FALSE,TRUE
+2,15,0,0,35,1776.083333,0,0.011428571,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,7,0,0,7,98.55,0.05,0.058333333,0,0,Nov,3,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,66,0,0.025,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+7,105.375,0,0,48,1268.116667,0.022902098,0.027788462,0,0,Nov,1,1,8,1,Returning_Visitor,TRUE,FALSE
+2,157,0,0,5,85.5,0,0.025,0,0,Dec,2,4,6,2,New_Visitor,FALSE,TRUE
+3,68.33333333,0,0,39,1263.864951,0.007906977,0.025721669,14.94379331,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+7,95.75,0,0,41,1164.202381,0.004545455,0.010606061,27.07846934,0,Dec,3,2,5,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,14,599.5833333,0,0.016326531,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+1,0,4,154.8333333,224,5209.958128,0.008311643,0.021844997,0,0,Nov,1,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,1005.833333,0.009090909,0.039393939,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+12,1028.833333,1,3,155,6794.735417,0.002469136,0.015526696,3.726530231,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+4,43,0,0,66,2544.053571,0,0.015920398,62.40576241,0,Nov,4,1,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,56.625,0.028571429,0.066666667,0,0,Dec,3,2,1,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,7,1,1,3,Returning_Visitor,FALSE,FALSE
+8,279.25,2,1652,43,1717.740476,0,0.018472224,18.07802206,0,Dec,3,2,5,2,Returning_Visitor,FALSE,TRUE
+10,302.0833333,0,0,81,1778.663263,0,0.002857143,16.43784656,0,Nov,1,1,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,33,1246.708333,0.03030303,0.056986532,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,342.9202381,0,0.011794872,0,0,Nov,3,2,3,2,New_Visitor,TRUE,FALSE
+8,121.425,3,273.5,100,2565.797222,0.001869159,0.012071651,0,0,Nov,2,2,7,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,488.4090909,0.014285714,0.02173913,0,0,Nov,1,8,1,11,New_Visitor,FALSE,TRUE
+0,0,0,0,9,148.3333333,0.066666667,0.088888889,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+6,81.75,0,0,152,4838.29406,0.003046557,0.022523524,0.789591795,0,Nov,2,2,2,2,Returning_Visitor,TRUE,FALSE
+1,7,4,364.9166667,248,7445.957075,0.004316069,0.015735624,1.26665917,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,1,14,119,2763.011332,0.005367232,0.007566642,0,0,Nov,3,2,3,13,Returning_Visitor,TRUE,FALSE
+6,191,1,26.5,37,1874.841667,0.009302326,0.010077519,0,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,493,0,0.00952381,55.5696756,0,Nov,4,1,9,8,Returning_Visitor,TRUE,TRUE
+1,0,0,0,25,293.4166667,0,0.013461538,0,0,Nov,3,2,3,10,Returning_Visitor,TRUE,FALSE
+13,123.875,0,0,87,2903.764417,0.00625,0.015280206,1.773369333,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+7,191,0,0,237,8956.097502,0.003094233,0.012109705,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,182.25,0.046153846,0.076923077,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,206,2,69.5,65,1140.791667,0,0.020707071,6.641911419,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,2,8,27,723.7666667,0.011494253,0.016387521,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,1,0,10,1584.25,0.02,0.05,0,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,723,0.015873016,0.026077098,0,0,Dec,3,2,2,13,Returning_Visitor,FALSE,FALSE
+5,262.1212121,1,0,117,7468.860173,0.012900188,0.020948132,3.014025584,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,17.75,0,0,22,610.975,0.031818182,0.072727273,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,21,0,0,11,276.5,0,0.015384615,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,47.25,0,0.033333333,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0.5,0,0.066666667,0,0,Dec,2,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,431.1666667,0,0.004545455,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,2,19.5,48,1249.75,0.008333333,0.02046131,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,242.75,0,0.004910714,0,0,Nov,1,8,2,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,366.75,0.018181818,0.040909091,0,0,Nov,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,182.5,0.085714286,0.076190476,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+11,88.375,1,0,81,3230.546573,0,0.017862319,15.38432962,0,Nov,1,1,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,19,1195.375,0.004210526,0.036090226,0,0,Nov,2,2,4,13,Returning_Visitor,FALSE,FALSE
+3,69.8,0,0,81,7514.790476,0.003821138,0.021883469,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+10,720.5,2,88.725,220,10580.34479,0.004767742,0.022140924,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,112.25,0,0,55,1170.711048,0.006779661,0.004699538,0,0,Nov,3,2,1,2,New_Visitor,TRUE,FALSE
+3,50,5,248.75,39,1034.3125,0.013043478,0.017826087,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+2,40.41666667,0,0,33,1477.734676,0,0.018970588,9.694154066,0,Dec,2,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,2,18,1,0,0.066666667,0.133333333,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+11,449.75,0,0,52,1786.109649,0,0.017118644,40.65671234,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,1787.5,0.1,0.15,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+8,117.5,0,0,8,104.5,0,0.016666667,0,0,Nov,1,1,2,2,Returning_Visitor,TRUE,TRUE
+4,107.75,0,0,15,369.05,0.005555556,0.029365079,0,0,Nov,3,2,8,1,Returning_Visitor,FALSE,FALSE
+2,98,0,0,29,1407.375,0,0.006666667,39.59436227,0,Dec,2,2,4,1,Returning_Visitor,TRUE,TRUE
+5,172.8492647,0,0,33,2002.814281,0,0.029566569,18.13388282,0,Nov,2,2,1,11,Returning_Visitor,FALSE,FALSE
+0,0,2,75.5,109,4008.578283,0.003003003,0.01899841,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,2,183,16,866.4166667,0,0.004444444,0,0,Nov,4,1,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,436,0,0.022222222,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,24,381.25,0.0125,0.0625,0,0,Nov,2,2,1,11,New_Visitor,TRUE,FALSE
+1,18.25,0,0,82,2796.316667,0.005185185,0.019584736,0,0,Nov,2,2,1,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,222,8068.742154,0.008325792,0.02329814,4.789722625,0,Nov,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,160.25,0.0125,0.075,0,0,Nov,3,2,1,6,Returning_Visitor,FALSE,FALSE
+2,229.5,0,0,31,1909.232143,0.0125,0.034375,17.15249937,0,Dec,2,2,3,8,Returning_Visitor,FALSE,TRUE
+9,186.5,3,138.75,76,2002.230612,0.0025,0.023333333,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,1677.178571,0.026666667,0.060444444,0,0,Nov,3,2,4,2,Returning_Visitor,TRUE,FALSE
+5,98.35,0,0,279,9485.374568,0.003113824,0.018561894,0.651781814,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+9,162.4911765,0,0,32,1162.797222,0,0.020175439,47.99566725,0,Nov,1,2,1,8,Returning_Visitor,FALSE,TRUE
+16,164.925,5,66.875,64,1899.598899,0.010964912,0.029949875,83.78651166,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+1,28.5,0,0,21,1089.625,0.01,0.033333333,0,0,Nov,2,2,1,20,Returning_Visitor,FALSE,FALSE
+3,171.75,3,264.1,49,1435.772114,0.01509434,0.013579188,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+18,514.075,4,67.5,178,6630.479365,0.003645833,0.010805067,0,0,Nov,3,2,1,8,Returning_Visitor,FALSE,TRUE
+1,12,1,11,74,6194.852381,0.015540541,0.032152607,0,0,Nov,2,2,9,13,Returning_Visitor,FALSE,FALSE
+6,172.125,0,0,122,2767.366071,0.000533333,0.004071111,39.75249992,0,Dec,4,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,2,148.5,72,2271.553571,0.002702703,0.017905405,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,325.1666667,0,0.056,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+4,30.75,0,0,47,1477.394841,0.004166667,0.021527778,0,0,Nov,1,5,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,56.5,0,0.05,0,0,Nov,8,2,1,3,Returning_Visitor,FALSE,FALSE
+1,15,0,0,18,343.8333333,0,0.0125,38.3399435,0,Dec,2,13,9,20,New_Visitor,FALSE,TRUE
+2,255,0,0,10,173.4333333,0.03,0.025714286,0,0,Dec,3,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,47,1697.058333,0.004347826,0.019565217,1.990788672,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+9,344,0,0,22,1860.25,0,0.013095238,12.94438665,0,Dec,2,2,7,1,Returning_Visitor,FALSE,TRUE
+1,25.5,0,0,12,122.6666667,0,0.014285714,0,0,Nov,1,1,1,8,New_Visitor,TRUE,FALSE
+7,127.6666667,0,0,12,107,0,0.033333333,0,0,Nov,1,1,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,15,267.7333333,0.022857143,0.040606061,0,0,Nov,3,2,3,11,Returning_Visitor,TRUE,FALSE
+3,22,0,0,10,53.83333333,0.025,0.0375,0,0,Dec,4,2,3,10,Returning_Visitor,TRUE,FALSE
+1,154.5,0,0,9,308.3333333,0,0.0125,0,0,Nov,1,2,2,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,1,1,2,1,Returning_Visitor,TRUE,FALSE
+1,5.5,2,28,20,929.3333333,0,0.015333333,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+4,181.5,0,0,34,2265.571429,0,0.018018018,28.11367347,0,Nov,4,1,3,1,Returning_Visitor,TRUE,TRUE
+0,0,0,0,12,168,0.041666667,0.063888889,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,6,New_Visitor,FALSE,FALSE
+0,0,0,0,24,663,0.0375,0.066666667,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,0,0,0,50,1009.430952,0.006,0.017238095,4.803305732,0,Nov,1,1,1,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+8,112,0,0,27,601.0864146,0.012643678,0.019984651,0,0,Dec,1,1,2,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,529.5,0,0.04,44.443614,0,Dec,2,2,2,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,640.875,0,0.011111111,18.85445822,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+3,90.5,0,0,15,369.5,0,0.025,0,0,Nov,3,2,2,2,New_Visitor,TRUE,FALSE
+1,57.5,0,0,32,534.2638889,0,0.011111111,87.74978701,0,Dec,1,2,1,8,Returning_Visitor,TRUE,TRUE
+0,0,0,0,12,305.4,0,0.019444444,0,0,Dec,3,2,1,11,Returning_Visitor,FALSE,FALSE
+2,18.6,0,0,85,2834.280117,0.004883721,0.013388945,37.42337649,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+4,64.5,0,0,17,145.5,0.0125,0.025,0,0,Nov,2,2,4,8,Returning_Visitor,FALSE,FALSE
+6,78.75,0,0,24,465.7321429,0,0.015384615,0,0,Dec,4,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,29,1073.295779,0.013793103,0.017471264,0,0,Dec,1,1,1,3,Returning_Visitor,TRUE,FALSE
+2,20.75,0,0,22,868.6785714,0.002777778,0.019722222,62.51664293,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,39.25,0,0.05,0,0,Nov,4,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,351.5,0.05,0.1,0,0,Dec,2,2,5,20,Returning_Visitor,FALSE,FALSE
+3,138.5,6,292,26,807.0833333,0.002083333,0.011458333,0,0,Dec,3,2,1,8,Returning_Visitor,TRUE,FALSE
+3,91.5,4,333.8333333,132,3041.676452,0.011764706,0.030932814,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+8,163.375,0,0,18,403.4166667,0,0.005,0,0,Dec,2,2,9,2,New_Visitor,FALSE,FALSE
+2,16,0,0,10,399,0.015384615,0.046153846,0,0,Nov,1,1,1,8,Returning_Visitor,FALSE,FALSE
+7,93.5,0,0,101,2186.145833,0,0.004807692,32.13922216,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+6,461,0,0,4,111,0,0.011111111,0,0,Dec,3,3,3,8,New_Visitor,FALSE,FALSE
+0,0,1,6,39,720.15,0.005128205,0.017948718,0,0,Nov,2,4,7,2,Returning_Visitor,FALSE,FALSE
+1,19,1,14,74,2408.579762,0,0.016621622,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,13.33333333,4,68.5,72,1602.35,0.002747253,0.038988095,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,150.25,0.04,0.12,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+4,146,0,0,14,879.5,0,0.0125,0,0,Dec,2,5,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,37,1234.525,0,0.020720721,0,0,Dec,1,2,5,3,Returning_Visitor,FALSE,FALSE
+4,100,0,0,18,954.9083333,0,0.008521303,0,0,Nov,1,2,8,2,Returning_Visitor,TRUE,FALSE
+0,0,2,13,45,3740.291667,0.012765957,0.041884498,0,0,Dec,2,10,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,36,759.0833333,0.008333333,0.025925926,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+2,76,0,0,33,831.1111111,0,0.0125,77.97458009,0,Dec,2,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,6,168,0,0.011111111,0,0,Nov,1,1,1,2,New_Visitor,TRUE,FALSE
+4,91,0,0,20,537.625,0,0.01,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+1,37.5,0,0,5,65.5,0.033333333,0.066666667,0,0,Nov,1,1,3,3,New_Visitor,FALSE,FALSE
+0,0,0,0,20,333,0.021052632,0.036842105,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,57,1234.5,0.001724138,0.020689655,0,0,Nov,2,7,2,2,Returning_Visitor,TRUE,FALSE
+1,8,0,0,32,690.2541667,0.012121212,0.029834711,10.05608631,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,152.75,0.014285714,0.047619048,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,9,339.5,0,0.013888889,0,0,Dec,1,2,3,2,New_Visitor,TRUE,FALSE
+2,37.33333333,1,5,30,797.7619048,0.012121212,0.034343434,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,0,3,82,120,2895.129762,0.001626016,0.005813008,16.96317099,0,Nov,1,2,1,11,Returning_Visitor,FALSE,TRUE
+1,6,0,0,44,2011.305556,0,0.012301587,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,614.75,0,0.073333333,0,0,Dec,2,10,2,2,Returning_Visitor,FALSE,FALSE
+1,89,0,0,11,417.75,0.01,0.03,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,649.5,0.028571429,0.057142857,0,0,Dec,2,2,4,2,New_Visitor,FALSE,TRUE
+2,26,1,6,103,3400.248897,0.014692557,0.025598706,0,0,Nov,3,2,9,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,22,0.05,0.066666667,0,0,Dec,3,2,7,20,Returning_Visitor,FALSE,FALSE
+2,42.75,0,0,31,2526.483333,0.027272727,0.055555556,40.1844879,0,Dec,2,4,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,66.5,0.066666667,0.166666667,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,185,0.025,0.033333333,0,0,Dec,3,2,3,10,Returning_Visitor,FALSE,FALSE
+2,202.8333333,0,0,11,613.8958333,0,0.030769231,3.728742569,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,29,1237,0.033333333,0.039761905,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+3,122,0,0,34,651.8666667,0,0.011764706,0,0,Nov,3,3,2,11,New_Visitor,FALSE,FALSE
+0,0,1,98,14,491.375,0,0.011904762,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,469.9761905,0.02,0.064,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,27.25,0,0,9,219.25,0,0.033333333,75.50833257,0,Dec,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,21,607.5892857,0.028571429,0.051322751,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,5,2,Returning_Visitor,FALSE,FALSE
+6,213.5,0,0,11,303.5,0,0.016666667,87.9029606,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,4,107.25,0,0.025,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+3,86.33333333,0,0,14,1256.333333,0,0.023076923,0,0,Nov,1,1,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,65,1624.941667,0,0.0203125,0,0,Nov,2,6,2,11,Returning_Visitor,TRUE,FALSE
+1,45.5,0,0,10,333.25,0,0.018181818,9.905143745,0,Dec,2,2,1,2,New_Visitor,TRUE,TRUE
+1,4,0,0,47,2386.066667,0.004444444,0.030864198,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,73,3324.597222,0.017123288,0.040273973,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,59.25,0.04,0.1,0,0,Nov,2,6,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,29,0,0.05,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+5,86.08333333,0,0,11,396.5,0,0.007692308,0,0,Nov,3,2,3,8,New_Visitor,TRUE,FALSE
+2,11,0,0,14,249.6666667,0,0.033333333,0,0,Nov,4,2,1,3,Returning_Visitor,FALSE,TRUE
+13,225.5386364,8,368.1547619,111,3874.240873,0.006494118,0.021731397,6.245397811,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+6,57.25,0,0,36,1930.410714,0.0125,0.018083333,21.39566828,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+5,29,0,0,94,3554.64902,0.002020202,0.013183349,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,64.5,0,0,36,766.2166667,0,0.001851852,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,5,1,Returning_Visitor,FALSE,FALSE
+4,101.75,2,65.5,37,1307.472222,0.011149826,0.027235772,0,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,2,199,30,661.1388889,0.00625,0.027083333,0,0,Nov,2,2,3,10,Returning_Visitor,FALSE,TRUE
+6,79.66666667,4,220,112,3556.346795,0.008403361,0.021415475,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+5,66.5,0,0,29,1141.175,0.010416667,0.025902778,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+2,22.25,0,0,27,2958.216667,0.007692308,0.033230985,7.868980948,0,Nov,2,2,6,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,76,1553.269048,0,0.009586466,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,39.5,0,0.1,0,0,Dec,1,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Dec,3,2,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,221.5,0,0.00625,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+1,6,0,0,15,579,0,0.0125,63.93506419,0,Dec,1,1,4,2,New_Visitor,FALSE,TRUE
+3,44.5,4,376.5,49,1222.25,0.005185185,0.021604938,0,0,Dec,2,2,2,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,14,1947.5,0,0.021428571,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,166.0833333,0.016666667,0.025,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+14,2137.112745,0,0,53,4223.409838,0.00877193,0.017126354,8.886648533,0,Nov,3,2,2,2,Returning_Visitor,FALSE,FALSE
+5,107.6666667,10,505.1666667,281,14988.59151,0.008498915,0.029697173,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,4,218.25,25,402.0430403,0.007142857,0.02202381,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,23,935.9,0.004347826,0.024637681,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+3,136.5,0,0,10,412.0833333,0,0.016666667,0,0,Dec,3,3,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,13,215.952381,0,0.018181818,0,0,Nov,3,2,6,2,New_Visitor,FALSE,FALSE
+0,0,0,0,14,275.1666667,0,0.021428571,0,0,Nov,4,2,6,3,Returning_Visitor,FALSE,FALSE
+3,41.5,0,0,5,68.75,0,0.0375,0,0,Nov,1,2,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,21,455.0833333,0,0.010526316,14.13268846,0,Dec,4,1,1,2,New_Visitor,FALSE,TRUE
+1,44.5,0,0,52,1300.041667,0.001960784,0.023193277,6.028854102,0,Nov,2,2,2,2,Returning_Visitor,TRUE,TRUE
+1,310,3,407,176,7767.32556,0.006045198,0.019212627,8.845689534,0,Nov,2,2,2,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,199.5,0,0.01,0,0,Nov,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,701.8032468,0,0.011111111,61.07207396,0,Nov,2,2,5,6,New_Visitor,FALSE,TRUE
+1,32.25,0,0,18,434.5833333,0.011764706,0.011764706,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,35.83333333,0,0,9,92.33333333,0.059259259,0.088888889,0,0,Nov,1,1,8,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,1919.55,0.008695652,0.031884058,4.280302196,0,Nov,2,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,1251.932143,0,0.011302211,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+7,304.5,3,56.5,69,2350.905769,0.012088889,0.018292063,0,0,Dec,3,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,210.5,0.030769231,0.046153846,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,124.5,0,0.1,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,12,0.033333333,0.133333333,0,0,Dec,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,171.5,0,0.022222222,0,0,Nov,2,2,2,13,Returning_Visitor,FALSE,FALSE
+6,647.3333333,6,191.5833333,175,10886.87692,0.005110897,0.018243793,16.64099403,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+2,51,3,68.75,227,12460.67006,0.007569141,0.014819782,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,87,4403.382777,0.002941176,0.011552302,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+5,96.75,0,0,113,2151.097436,0,0.005172414,0,0,Nov,2,2,2,11,New_Visitor,FALSE,FALSE
+2,54.5,4,29.5,11,1055.75,0,0.026666667,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+7,229.75,0,0,33,760.6190476,0,0.011111111,51.86660251,0,Nov,2,2,3,2,New_Visitor,FALSE,TRUE
+1,58.5,1,0,11,1012.166667,0,0.041666667,62.86831138,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+3,17.5,0,0,15,810.3333333,0,0.020512821,0,0,Nov,2,2,3,11,Returning_Visitor,TRUE,FALSE
+0,0,2,139.75,141,4567.942696,0.002944942,0.02119383,0,0,Dec,2,5,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,502.9166667,0,0.021428571,0,0,Dec,1,1,2,1,Returning_Visitor,FALSE,FALSE
+2,37.5,0,0,3,45.25,0,0.02,0,0,Dec,4,1,3,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,1251.316667,0,0.03452381,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+2,63.5,0,0,12,222.5,0,0.007142857,0,0,Dec,2,10,3,2,New_Visitor,TRUE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,8,3,1,Returning_Visitor,TRUE,FALSE
+3,43.625,1,16,109,3624.056349,0.009489489,0.01406394,11.32556227,0,Nov,1,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,155.25,0,0.12,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,5,0,0,12,900.5,0.011538462,0.026923077,0,0,Nov,2,2,4,6,Returning_Visitor,FALSE,FALSE
+3,281.9166667,2,6,83,2616.905952,0.002409639,0.033978772,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+5,157.5,0,0,15,138.75,0.0125,0.025,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+1,9,0,0,95,4334.815476,0.005531915,0.03962766,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+2,57,0,0,15,772.9166667,0.017647059,0.045098039,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,482.5,0.02,0.04,0,0,Nov,1,2,1,10,Returning_Visitor,FALSE,FALSE
+3,15,0,0,12,1138.25,0.030769231,0.048717949,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,61.5,0.066666667,0.1,0,0,Dec,3,2,3,8,New_Visitor,FALSE,FALSE
+0,0,0,0,10,82.5,0,0.03,0,0,Nov,2,2,9,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,36,0.066666667,0.1,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,231,0.011764706,0.029411765,0,0,Nov,2,10,7,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+9,211.5,4,222,30,2266.270833,0.005263158,0.029874687,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,42,1892.005556,0.02195122,0.040859466,0,0,Nov,1,1,1,13,Returning_Visitor,TRUE,TRUE
+5,115.9666667,1,0,9,181.3,0,0.016666667,0,0,Dec,1,1,1,8,New_Visitor,FALSE,FALSE
+3,14,0,0,36,947.8833333,0,0.006078431,0,0,Dec,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,579,0,0.033333333,0,0,Dec,1,1,7,3,Returning_Visitor,TRUE,FALSE
+5,187.875,1,32.5,34,2719.525974,0.016447876,0.029992691,3.222261703,0,Nov,3,2,3,2,Returning_Visitor,FALSE,FALSE
+1,48.5,0,0,35,668.1,0.007843137,0.019117647,36.95500632,0,Nov,2,4,1,3,Returning_Visitor,FALSE,TRUE
+2,50.5,1,7,27,916.9222222,0,0.009677419,0,0,Nov,1,2,1,8,New_Visitor,TRUE,TRUE
+2,82,0,0,4,57,0,0.033333333,0,0,Dec,2,4,3,2,New_Visitor,FALSE,FALSE
+0,0,2,40,152,5617.092505,0.003594771,0.02743431,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+4,52.25,0,0,3,28,0,0.025,0,0,Nov,2,2,1,6,New_Visitor,FALSE,FALSE
+0,0,0,0,9,38.75,0.12,0.120833333,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+5,50,0,0,106,3095.200725,0.012612613,0.034684685,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,70.5,0,0.05,0,0,Dec,3,2,7,2,Other,FALSE,FALSE
+5,266,0,0,29,730.35,0.006060606,0.026262626,32.91300914,0,Nov,4,1,8,1,Returning_Visitor,FALSE,TRUE
+9,255.4166667,2,94.16666667,22,612.8194444,0.015018315,0.025760906,22.31126324,0,Nov,3,2,4,2,Returning_Visitor,TRUE,TRUE
+3,49.5,0,0,27,702.6431624,0.015517241,0.027155172,0,0,Nov,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,461.1083333,0,0.007692308,45.05554866,0,Nov,3,2,1,1,Returning_Visitor,FALSE,FALSE
+4,111,0,0,9,155,0,0.009090909,0,0,Dec,1,1,4,2,Returning_Visitor,FALSE,FALSE
+5,76,0,0,20,535.25,0,0.015789474,0,0,Dec,1,1,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,513.25,0,0.013333333,0,0,Nov,3,2,7,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,115.25,0.066666667,0.108333333,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,642.4642857,0.028571429,0.057142857,0,0,Dec,2,2,6,2,Returning_Visitor,TRUE,FALSE
+11,190.3125,2,43.5,22,1259.872817,0.013333333,0.025185185,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+3,28.125,0,0,50,1032.008333,0.008,0.014133333,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,94,0,0.1,0,0,Nov,2,4,2,8,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,5,2,1,Other,FALSE,FALSE
+0,0,0,0,11,153.75,0.036363636,0.072727273,0,0,Nov,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,380.9464286,0,0.013947368,0,0,Nov,3,2,4,2,Returning_Visitor,FALSE,TRUE
+7,45.41666667,0,0,35,653.8595238,0,0.027350427,19.78456264,0,Dec,2,2,1,8,Returning_Visitor,FALSE,FALSE
+6,254,0,0,48,1740.525631,0,0.004876543,0,0,Nov,1,1,3,2,New_Visitor,FALSE,TRUE
+6,453.6,2,12,73,1889.833333,0.01025641,0.018883894,0,0,Dec,3,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,984.5,0.042857143,0.071428571,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+5,50,0,0,234,5246.435176,0.002616034,0.011613896,21.03233592,0,Nov,2,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,6,81.75,0,0.066666667,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+11,102.1666667,1,20,25,1222.625,0,0.035,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,9,0,0,33,1597.10609,0,0.008754209,5.774785164,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,47,1204.664683,0,0.015,0,0,Dec,2,4,1,2,Returning_Visitor,TRUE,FALSE
+0,0,1,30.5,24,1689.134524,0,0.008,0,0,Nov,2,2,9,2,Returning_Visitor,FALSE,FALSE
+1,15.75,0,0,337,11231.41012,0.002472799,0.013233522,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,45.5,0,0,2,317.25,0,0.066666667,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,159.9166667,2,47.5,53,1262.488779,0,0.003448276,0,0,Dec,2,2,8,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,160.5,0,0.05,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,21,587.9166667,0.023333333,0.031666667,23.33239205,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,302,0,0.04,46.06937312,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,14,1324.133333,0.003571429,0.015986395,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,378.5,0.004444444,0.037777778,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,78,0,0.05,0,0,Dec,3,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,365.1666667,0.013333333,0.02,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+5,103.875,0,0,6,81.375,0,0.025,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,432,0,0.014285714,270.7846931,0,Nov,2,4,1,8,New_Visitor,FALSE,TRUE
+1,29.25,1,0,3,67.66666667,0,0.04,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+1,30.5,1,285,2,296,0,0.06,0,0,Dec,2,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,18,315.6944444,0,0.002941176,0,0,Nov,1,1,8,8,New_Visitor,FALSE,FALSE
+3,40,0,0,5,189.4166667,0,0.016666667,0,0,Dec,1,8,3,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,6,1,Returning_Visitor,TRUE,FALSE
+9,188.5638298,0,0,199,7750.537279,0.007911051,0.021772308,3.012181822,0,Nov,3,2,4,13,Returning_Visitor,FALSE,TRUE
+2,53.5,0,0,16,681.5,0,0.022916667,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,57,4312.225,0.004464286,0.031964286,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+8,122.0416667,0,0,14,338.7916667,0,0.025,0,0,Dec,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,4,117.25,96,5286.208333,0.011,0.024119048,0,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,28.66666667,0,0,148,3486.194444,0.008697765,0.017685455,0,0,Nov,3,2,4,1,Returning_Visitor,FALSE,FALSE
+4,314.0833333,2,27,130,6560.00754,0,0.006376263,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,152.875,2,54.91666667,85,2971.254167,0.002197802,0.013631606,1.022550578,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,2612,0,0.033333333,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,2,193,102,3085.620238,0.010851648,0.024392801,0,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+4,105.75,2,152.5,129,4609.626389,0.001550388,0.016137507,0,0,Dec,2,2,6,2,Returning_Visitor,FALSE,FALSE
+6,144.6666667,0,0,5,123.6666667,0.033333333,0.013333333,0,0,Nov,1,1,1,8,New_Visitor,TRUE,FALSE
+0,0,1,0,41,446.4166667,0,0.027509158,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,3,3,Returning_Visitor,FALSE,FALSE
+4,72.5,0,0,28,1248.058333,0.0140625,0.024479167,0,0,Nov,2,6,4,2,Returning_Visitor,FALSE,FALSE
+2,7,0,0,27,541.2071429,0.008888889,0.029320988,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+5,879.5,0,0,43,2365.429545,0,0.013043478,0,0,Nov,4,1,1,10,Returning_Visitor,FALSE,FALSE
+4,152,0,0,2,44.5,0,0.02,0,0,Dec,1,1,2,2,New_Visitor,FALSE,FALSE
+1,4,0,0,22,2706.375,0.002083333,0.039814815,0,0,Nov,4,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,783.6666667,0.006060606,0.027272727,0,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,13,0,0.1,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+2,10,1,19,24,845.8333333,0.004,0.022,0,0,Dec,1,1,4,3,Returning_Visitor,TRUE,FALSE
+12,246.252381,2,56.5,102,4264.419078,0.007783883,0.019834499,0,0,Nov,3,2,1,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,4,163,0.05,0.1,0,0,Dec,2,2,3,11,Returning_Visitor,FALSE,FALSE
+4,143.8333333,0,0,43,997.7083333,0.002222222,0.021111111,0,0,Dec,2,5,3,2,Returning_Visitor,FALSE,FALSE
+3,86.75,2,51,11,145.6666667,0.007692308,0.023076923,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,12,548.1666667,0.016666667,0.071666667,0,0,Nov,2,2,2,3,Returning_Visitor,FALSE,FALSE
+7,135.6666667,2,190.4166667,132,7356.402381,0.004512276,0.017577031,9.193989222,0,Dec,4,1,4,10,Returning_Visitor,FALSE,FALSE
+3,183,0,0,190,6375.065753,0.00938918,0.020211611,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+14,515.9821429,0,0,170,7128.75377,0.003370787,0.016081238,4.470297685,0,Nov,2,2,7,1,Returning_Visitor,TRUE,TRUE
+7,56.5,0,0,96,4803.82717,0.012794613,0.02630097,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+8,447.125,3,168.375,142,4777.812554,0.005666252,0.019707705,0,0,Nov,3,2,1,1,Returning_Visitor,TRUE,FALSE
+12,878.7121212,4,256.5,86,4479.116226,0.005442177,0.026406456,2.356437292,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+4,65,0,0,26,501.8,0,0.014285714,0,0,Nov,2,2,9,2,New_Visitor,FALSE,TRUE
+11,598.8727273,0,0,60,2591.795346,0.009681373,0.019815044,20.32548134,0,Nov,3,2,2,11,Returning_Visitor,FALSE,FALSE
+1,42.5,1,12.83333333,104,4054.755952,0.003883495,0.010097087,141.4590538,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,471.4166667,0,0.002197802,0,0,Nov,3,2,3,6,New_Visitor,FALSE,FALSE
+2,27.375,0,0,39,1157.416667,0.010833333,0.045714286,0,0,Dec,2,2,4,1,Returning_Visitor,TRUE,FALSE
+6,165.9487179,2,114,42,2016.115385,0.016,0.028841026,26.65415979,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+5,140,0,0,21,839.4166667,0.011594203,0.008695652,30.83748589,0,Dec,3,2,3,1,Returning_Visitor,FALSE,TRUE
+1,13,5,425,116,2633.0849,0.004481793,0.010929463,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,12,190.5,0.090909091,0.109090909,0,0,Dec,1,1,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,0,0,0.2,0.2,0,0,Nov,1,1,8,8,Returning_Visitor,FALSE,FALSE
+7,349.775,7,145.5,122,7532.511111,0.004615385,0.029612768,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,76.66666667,0.016666667,0.0375,0,0,Nov,2,2,3,13,Returning_Visitor,FALSE,FALSE
+5,218.5833333,0,0,11,370.4583333,0,0.003076923,0,0,Dec,3,7,4,2,Returning_Visitor,FALSE,FALSE
+8,233.25,2,9,38,2277.555556,0,0.004761905,0,0,Dec,2,4,1,2,New_Visitor,TRUE,FALSE
+1,150.5,0,0,18,635.3333333,0,0.011764706,57.5907585,0,Nov,2,2,1,2,New_Visitor,TRUE,TRUE
+14,524.95,2,248.3333333,133,5948.998311,0.005957447,0.008289956,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,228.5,0.028571429,0.023809524,0,0,Dec,3,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,1089.208333,0,0.017117117,0,0,Dec,4,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,51,0,0.1,0,0,Nov,2,2,3,2,Other,FALSE,FALSE
+0,0,0,0,63,1320.189881,0,0.000468384,0,0,Nov,2,6,1,2,Returning_Visitor,FALSE,FALSE
+1,100,0,0,9,246.1666667,0,0.025,0,0,Dec,3,2,8,2,Returning_Visitor,TRUE,FALSE
+2,671,0,0,15,1106,0,0.04,0,0,Dec,2,2,4,1,Returning_Visitor,FALSE,FALSE
+2,41.5,0,0,10,264.25,0.016666667,0.025,0,0,Nov,1,4,8,8,New_Visitor,TRUE,TRUE
+4,76.125,0,0,13,487.4583333,0,0.024444444,0,0,Dec,2,4,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,1352,0.022222222,0.044444444,0,0,Nov,4,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,676.1666667,0,0.025,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,644.875,0,0.044,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,887,0.054545455,0.096969697,0,0,Nov,2,5,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,161,0.033333333,0.1,0,0,Nov,1,8,1,11,Returning_Visitor,TRUE,FALSE
+3,23.16666667,0,0,12,122.225,0,0.014285714,0,0,Dec,2,2,9,2,New_Visitor,TRUE,FALSE
+1,153.5,0,0,20,1002.847222,0,0.00952381,41.13433129,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+1,64.5,0,0,41,961.25,0.0025,0.020714286,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+6,337,4,693,261,14150.54613,0.00598336,0.026011023,0.951933747,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,4,137.5,0,0.066666667,0,0,Nov,2,2,2,11,Returning_Visitor,FALSE,FALSE
+6,161.8333333,5,858.5708333,84,2701.337954,0.010771277,0.016381748,7.477388113,0,Nov,1,2,1,1,Returning_Visitor,FALSE,TRUE
+2,79,0,0,7,823,0,0.028571429,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,2,41.5,0,0.1,0,0,Dec,2,2,5,1,Returning_Visitor,FALSE,FALSE
+7,84.83333333,0,0,57,1897.6875,0.009090909,0.017857143,0,0,Nov,1,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,11,220.5,0.027272727,0.072727273,0,0,Dec,3,2,7,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,112,2218.717208,0.000223214,0.018229167,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,247.05,4,72,10,159.3,0.0125,0.058333333,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+8,160.5,0,0,22,759.75,0.002564103,0.019871795,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+2,213.5,0,0,6,108.9166667,0,0.025,0,0,Dec,1,1,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,6,183.5,0,0.033333333,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,10,146.9166667,0.06,0.085,0,0,Nov,3,2,4,13,Returning_Visitor,TRUE,FALSE
+0,0,3,494,164,3269.256933,0.006586826,0.012909664,5.873000789,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,444.25,0.028571429,0.021428571,0,0,Nov,3,2,3,3,Returning_Visitor,TRUE,FALSE
+3,170,0,0,30,619.5208333,0,0.00625,0,0,Dec,3,2,4,1,Returning_Visitor,TRUE,FALSE
+1,27.5,1,376,109,2925.677607,0.005504587,0.0156734,0,0,Nov,1,2,3,10,Returning_Visitor,FALSE,FALSE
+0,0,1,13,116,4097.403993,0.016480331,0.022530582,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+11,104.1944444,3,8,75,1753.761111,0.002380952,0.018278388,20.04842101,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+3,216.5,3,127.5,151,7700.501461,0.002597403,0.012782022,4.074920999,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,65.5,0.066666667,0.1,0,0,Nov,3,2,3,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,787.75,0.015384615,0.046153846,0,0,Nov,2,2,4,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,32,1589.625,0,0.012903226,15.63731434,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,35,2994.827381,0,0.01969697,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,118,3211.344872,0.006779661,0.016468927,3.05990612,0,Nov,2,2,9,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,20,1958.833333,0.011111111,0.035185185,0,0,Nov,3,2,5,1,Returning_Visitor,FALSE,FALSE
+2,98,0,0,81,2628,0.002469136,0.012345679,0.602232815,0,Dec,2,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,124.75,0,0.028571429,0,0,Dec,4,6,4,2,Returning_Visitor,FALSE,FALSE
+9,161.25,0,0,106,2709.522357,0,0.022650186,0,0,Nov,2,5,4,2,Returning_Visitor,FALSE,FALSE
+3,35,3,32.5,290,11240.97669,0.012382578,0.024237631,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,8,2,9,2,New_Visitor,FALSE,FALSE
+0,0,0,0,4,790,0,0.05,0,0,Nov,8,1,4,3,Returning_Visitor,TRUE,FALSE
+0,0,3,91,87,3006.883631,0.00462963,0.018585538,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,376.5166667,0,0.01512605,0,0,Nov,2,2,6,2,Returning_Visitor,FALSE,FALSE
+3,29.81515152,0,0,189,7190.547947,0.001396161,0.014604116,39.29216261,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,42,772.625,0.004761905,0.019047619,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,901.2888889,0,0.007333333,34.14841957,0,Dec,2,2,7,2,New_Visitor,FALSE,TRUE
+0,0,0,0,5,54.33333333,0,0.02,0,0,Dec,1,2,1,3,Returning_Visitor,FALSE,FALSE
+4,148.25,0,0,7,179.9583333,0,0.005,0,0,Nov,2,2,1,8,New_Visitor,TRUE,TRUE
+4,140.675,1,97.75,70,2721.555108,0.001951952,0.017189707,10.53591515,0,Nov,1,2,1,10,Returning_Visitor,TRUE,TRUE
+1,27.5,0,0,37,1673.593939,0.001851852,0.040162037,0,0,Nov,2,4,3,10,Returning_Visitor,TRUE,FALSE
+4,153.75,0,0,17,670,0,0.010526316,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,1,36.5,40,1121.416667,0,0.022195122,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+4,55,3,17.25,100,1284.361822,0.001923077,0.011603935,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,281.9,0.02,0.04,0,0,Dec,1,8,1,6,Returning_Visitor,FALSE,FALSE
+0,0,2,20,28,1085.25,0,0.01,0,0,Dec,3,2,1,11,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,18,353.0833333,0.022222222,0.05,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,TRUE
+1,321.5,0,0,103,5395.201794,0.010485437,0.03,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+5,129.625,1,15,25,389.4107143,0.007692308,0.014102564,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,4,1,Returning_Visitor,TRUE,FALSE
+0,0,1,0,0,0,0.2,0.2,0,0,Nov,1,1,1,15,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,483.2916667,0,0.041666667,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+3,17,0,0,62,1493.353846,0.00952381,0.04031746,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,350.375,0.018181818,0.011688312,0,0,Nov,3,2,3,2,New_Visitor,FALSE,FALSE
+2,26.5,0,0,0,0,0,0.1,0,0,Dec,2,2,3,8,New_Visitor,FALSE,FALSE
+2,50.875,0,0,32,1375.8,0.016129032,0.041935484,0,0,Nov,3,2,3,6,Returning_Visitor,TRUE,FALSE
+1,44.5,1,66.5,8,568.25,0.018181818,0.033333333,26.45046371,0,Nov,1,1,2,7,Returning_Visitor,FALSE,FALSE
+4,80,0,0,17,442.1666667,0,0.010526316,0,0,Nov,2,2,6,2,New_Visitor,TRUE,FALSE
+0,0,0,0,30,1254.295238,0.006666667,0.014666667,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+5,107.5,0,0,31,2221,0.002857143,0.01047619,0,0,Nov,2,2,9,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,131,4597.575252,0.006766917,0.028754539,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,234.5,0.1,0.133333333,0,0,Nov,1,1,7,10,Returning_Visitor,TRUE,FALSE
+0,0,1,0,21,472.5,0.019047619,0.019047619,34.27708553,0,Nov,1,1,1,10,Returning_Visitor,FALSE,TRUE
+0,0,0,0,9,146.375,0.075,0.0875,0,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,18,0,0.1,0,0,Nov,1,1,1,1,Returning_Visitor,FALSE,FALSE
+1,29.5,0,0,41,1119.541667,0.009756098,0.035656214,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,329.25,0.05,0.075,38.83384563,0,Dec,3,2,4,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,5,156.5,0,0.013333333,0,0,Nov,2,4,7,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,14,429.9166667,0.014285714,0.033333333,0,0,Nov,1,8,4,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1127.566667,0.006818182,0.021969697,0,0,Nov,4,2,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,1500.033333,0.00625,0.01467803,0,0,Nov,3,2,4,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,17,1032.9,0,0.013333333,0,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+9,183.7857143,1,90,95,3346.501984,0.00211827,0.018655904,5.932009013,0,Nov,3,2,2,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,253.25,0,0.02,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,FALSE
+1,14,0,0,1,0,0.1,0.15,0,0,Nov,1,1,1,10,Returning_Visitor,FALSE,FALSE
+14,1005.608333,0,0,25,732.3448718,0,0.015675676,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+13,442.6,6,164.625,107,4928.927389,0.016774043,0.028505395,1.451867861,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+1,40.5,2,1415,56,1568.65,0.006896552,0.02183908,28.16893067,0,Nov,2,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,1,30.5,14,327,0.013333333,0.026666667,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,57,0.05,0.075,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,8,1,11,Returning_Visitor,FALSE,FALSE
+0,0,1,0,5,430.1666667,0,0.041666667,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,126.5,0,0,36,576.8571429,0.005555556,0.01087963,0,0,Dec,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,891.5,0,0.0125,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,38,3779.444444,0,0.02814992,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,557.35,0,0.029824561,0,0,Nov,1,1,3,3,Returning_Visitor,TRUE,FALSE
+5,115.0833333,0,0,3,50.25,0,0.014285714,0,0,Nov,3,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,27,1065.45,0,0.012345679,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+10,155.8458333,4,155.375,128,4391.876232,0.008759124,0.022411525,0,0,Nov,1,2,1,2,Returning_Visitor,FALSE,FALSE
+10,150.2083333,0,0,14,221.2083333,0,0.012698413,0,0,Dec,2,2,4,2,New_Visitor,FALSE,FALSE
+0,0,0,0,15,593.75,0,0.014285714,92.9394993,0,Nov,1,8,3,11,Returning_Visitor,TRUE,TRUE
+3,34.5,0,0,17,298.875,0,0.014035088,0,0,Dec,1,5,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,2,166,0,0.05,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+3,56,0,0,19,2117.654762,0,0.014444444,6.708900602,0,Dec,2,2,3,2,Returning_Visitor,FALSE,TRUE
+14,345.8065476,3,195,75,5610.686899,0.008045977,0.019205169,4.452664494,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,84,1460.256115,0.004703833,0.013205032,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,8,764.6666667,0.025,0.04375,0,0,Nov,3,2,4,10,Returning_Visitor,FALSE,FALSE
+12,397.7166667,3,431.3333333,336,12595.62776,0.002376812,0.01331553,1.178989949,0,Nov,2,2,1,11,Returning_Visitor,FALSE,TRUE
+3,67.5,0,0,30,761.75,0,0.015053763,19.31425101,0,Dec,2,4,1,1,Returning_Visitor,TRUE,TRUE
+14,228.748539,6,121.5833333,336,12166.69424,0,0.012143626,0.067049546,0,Nov,2,2,7,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,0,0,0,16,2007,0.01875,0.054166667,0,0,Nov,1,1,3,1,Returning_Visitor,FALSE,FALSE
+1,47.5,0,0,123,3944.384921,0.00516129,0.017112135,3.303059969,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+9,76.54166667,0,0,6,64.20833333,0,0.02,0,0,Nov,3,2,3,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,1,1,Returning_Visitor,FALSE,FALSE
+9,164.3333333,0,0,102,4227.094444,0,0.00849359,0,0,Nov,2,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,29,631.775,0.021428571,0.05042517,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,46,0,0.016666667,0,0,Dec,6,2,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,10,416.5833333,0,0.036666667,0,0,Dec,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,1,1,4,10,Returning_Visitor,FALSE,FALSE
+5,89.625,2,11.5,31,1063.420238,0.011111111,0.019961874,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+1,0,0,0,61,1934.225758,0.009677419,0.01662531,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+8,96.75,1,73.75,64,2527.083333,0,0.005239899,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+2,67.16666667,0,0,61,2495.615079,0.005649718,0.016000807,0,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,33,655.875,0,0.015151515,0,0,Nov,2,2,2,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,443,0.030769231,0.053846154,0,0,Nov,2,5,1,1,Returning_Visitor,FALSE,FALSE
+5,76,0,0,66,1415.3875,0.00358209,0.014262023,9.829114577,0,Dec,2,2,5,2,Returning_Visitor,FALSE,FALSE
+3,112.75,0,0,15,658.75,0,0.011111111,0,0,Nov,3,2,6,2,New_Visitor,FALSE,FALSE
+5,29,0,0,8,233.5,0,0.027777778,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,332.1666667,0,0.007142857,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+9,57.95833333,0,0,32,498.2,0,0.010675991,27.61403036,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,330.1666667,0,0.021428571,0,0,Dec,3,2,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,97.83333333,0.033333333,0.075,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,5,2,Returning_Visitor,TRUE,FALSE
+8,363.05,0,0,8,345,0,0.016666667,13.64300463,0,Dec,2,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,1,12,22,1668.95,0,0.00952381,12.18867006,0,Dec,2,2,1,2,New_Visitor,TRUE,TRUE
+0,0,0,0,12,247,0,0.016666667,0,0,Dec,8,1,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,22,1327.666667,0,0.032359307,0,0,Nov,2,2,1,2,New_Visitor,TRUE,TRUE
+6,1922,0,0,30,941.672619,0.018181818,0.044444444,0,0,Nov,3,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,735.4392857,0,0.002693603,0,0,Nov,4,2,4,2,Returning_Visitor,FALSE,FALSE
+3,43,4,81,132,5091.890896,0.006521739,0.029863649,0,0,Nov,2,2,4,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,3,131,0,0.033333333,0,0,Nov,1,8,4,6,New_Visitor,FALSE,FALSE
+0,0,0,0,7,277.1666667,0.028571429,0.05,0,0,Nov,3,2,4,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,242.9166667,0,0.02,16.16057924,0,Dec,2,10,7,2,Returning_Visitor,TRUE,TRUE
+9,199.3856838,0,0,38,1342.434295,0,0.022542075,22.02071582,0,Nov,2,2,2,2,Returning_Visitor,TRUE,TRUE
+3,32,0,0,15,371.25,0,0.011764706,0,0,Nov,1,8,4,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,205.5,0.028571429,0.038095238,0,0,Nov,2,2,3,13,Returning_Visitor,TRUE,FALSE
+2,29.5,0,0,36,1110.666667,0.005405405,0.035585586,0,0,Dec,2,4,9,2,Returning_Visitor,TRUE,FALSE
+9,795.2083333,0,0,118,4947.358038,0.001138211,0.011200631,2.270358059,0,Nov,3,2,5,2,Returning_Visitor,FALSE,FALSE
+2,11,0,0,72,1706.064885,0.011111111,0.021240391,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,383.4583333,0,0.029333333,0,0,Dec,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,82.75,0.028571429,0.085714286,0,0,Nov,2,2,7,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,68.25,0.033333333,0.044444444,0,0,Nov,2,2,7,2,New_Visitor,FALSE,FALSE
+1,58.5,0,0,23,1033,0.008333333,0.0375,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+12,483.3333333,1,0,5,161.3333333,0,0.016666667,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,687.4833333,0,0.0375,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,3,1,302,7,539.5,0,0.0125,0,0,Dec,2,2,4,2,Other,TRUE,FALSE
+7,381.75,0,0,69,2599.015278,0.011805556,0.034545686,5.560270538,0,Nov,1,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,32,2371.122222,0,0.012903226,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,64.5,0,0,14,671.625,0,0.030625,0,0,Nov,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,13,1461.416667,0.021978022,0.047163947,0,0,Nov,3,2,3,11,Returning_Visitor,TRUE,FALSE
+3,289,0,0,5,708.25,0,0.025,0,0,Nov,3,3,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,386.25,0,0.022222222,0,0,Dec,3,2,6,6,New_Visitor,FALSE,FALSE
+5,479.25,2,81,41,1355.483333,0,0.007142857,0,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,331.0833333,0.00952381,0.042857143,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,1,8,31,651.6666667,0,0.025,0,0,Dec,4,1,1,2,New_Visitor,TRUE,FALSE
+5,200.8333333,0,0,44,1909.080556,0.004761905,0.018253968,0,0,Dec,1,8,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,58.5,0,0.066666667,0,0,Dec,3,2,8,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,51,874.4047619,0.008,0.0345,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+4,255.5,0,0,14,770.5,0,0.002666667,0,0,Nov,3,2,7,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,199.5,0.028571429,0.057142857,56.57877343,0,Nov,2,4,1,3,Returning_Visitor,FALSE,TRUE
+2,53.125,4,184.5,8,612.625,0.015384615,0.041538462,0,0,Dec,1,1,1,2,Returning_Visitor,TRUE,FALSE
+5,51,0,0,10,116,0,0.016666667,0,0,Nov,2,2,7,2,New_Visitor,FALSE,FALSE
+4,323.5,0,0,10,320.75,0,0.015384615,0,0,Nov,2,2,6,2,New_Visitor,FALSE,FALSE
+6,146.4166667,0,0,61,2405.652778,0.009375,0.032135417,0,0,Dec,2,1,1,2,Returning_Visitor,FALSE,TRUE
+2,25.65,0,0,13,343.625,0,0.005128205,0,0,Dec,2,2,2,2,New_Visitor,FALSE,FALSE
+0,0,0,0,3,22,0,0.066666667,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,19,0.066666667,0.133333333,0,0,Nov,2,5,3,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,182.625,0,0.008,0,0,Dec,3,2,8,13,Returning_Visitor,FALSE,FALSE
+2,83.5,2,125.5,11,213.9472222,0.007692308,0.003247863,0,0,Dec,3,2,5,2,Returning_Visitor,FALSE,FALSE
+2,20.15,0,0,60,1521.15,0.003333333,0.015277778,16.43637285,0,Nov,2,4,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,28,1344.458333,0.007142857,0.032380952,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,4,4,1,Returning_Visitor,FALSE,FALSE
+2,233.5,0,0,36,1081.666667,0.025,0.046851852,0,0,Nov,2,2,9,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,135.5,0.066666667,0.166666667,0,0,Dec,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,296.5,0.036363636,0.081818182,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+5,194.3333333,2,38,71,2632.189286,0.000694444,0.008611111,0,0,Nov,4,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,44,2588.154762,0.009090909,0.027272727,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+4,251,9,172,64,4326.666667,0.008552632,0.024502924,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,55,1119.543056,0.005454545,0.008870523,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+2,163,0,0,136,4201.508333,0,0.011265083,0,0,Dec,3,2,3,3,Returning_Visitor,FALSE,FALSE
+3,118.5,0,0,11,241.625,0,0.012727273,0,0,Dec,3,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,12,157,0.008333333,0.033333333,0,0,Nov,3,2,7,1,Returning_Visitor,FALSE,FALSE
+1,10,0,0,11,753.5,0.02,0.04,0,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,48.5,0.05,0.1,0,0,Dec,2,2,9,2,New_Visitor,FALSE,FALSE
+3,127.5,1,46.5,33,1440.933333,0.011428571,0.027210884,0,0,Dec,2,2,1,1,Returning_Visitor,FALSE,FALSE
+1,90,0,0,6,677,0,0.04,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,2,2,13,Returning_Visitor,FALSE,FALSE
+2,61.5,2,10,13,210,0.0125,0.03125,0,0,Dec,3,2,4,1,Returning_Visitor,FALSE,FALSE
+8,822.6666667,3,225.3333333,45,1896.966667,0.011764706,0.02745098,7.521155028,0,Dec,1,1,3,1,Returning_Visitor,FALSE,FALSE
+1,14.75,0,0,38,609.3488095,0,0.005263158,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,11,437.8333333,0,0.024242424,0,0,Nov,3,3,3,11,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,4,2,1,8,New_Visitor,FALSE,FALSE
+1,20,0,0,30,1038.791667,0.006666667,0.026666667,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+3,86.75,0,0,16,1102.5,0,0.014285714,0,0,Dec,1,1,2,2,Returning_Visitor,FALSE,FALSE
+3,91.66666667,2,12,29,1347.266667,0,0.008854167,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,370.6666667,0.033333333,0.051041667,0,0,Dec,3,2,2,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,60.25,0.033333333,0.066666667,0,0,Nov,2,2,7,3,Returning_Visitor,FALSE,TRUE
+1,30.25,2,0,20,543.9583333,0.00952381,0.026984127,0,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,4,0,0,15,377.5,0,0.002040816,69.7132141,0,Nov,8,13,9,20,Other,FALSE,FALSE
+6,127.4166667,0,0,162,5509.717928,0.001905069,0.021987823,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,43.5,0.14,0.18,0,0,Nov,3,3,1,3,Returning_Visitor,FALSE,FALSE
+1,54.5,0,0,26,449.25,0,0.022222222,0,0,Dec,4,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,11,332.125,0.036363636,0.090909091,0,0,Nov,2,2,6,3,Returning_Visitor,FALSE,FALSE
+10,260.25,0,0,31,1694.333333,0.017142857,0.039047619,15.108543,0,Nov,2,2,4,3,Returning_Visitor,FALSE,FALSE
+4,441.1,0,0,20,249.8214286,0,0.0388,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+8,889.1666667,0,0,137,5588.185426,0.000729167,0.026320008,6.898232461,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+5,169.975,3,106,90,4792.380767,0.004166667,0.007479289,41.55801982,0,Nov,3,2,6,1,Returning_Visitor,FALSE,TRUE
+1,0,0,0,7,174,0,0.05,0,0,Nov,4,2,3,20,Returning_Visitor,FALSE,FALSE
+4,495.1666667,0,0,29,988.2595238,0.006451613,0.009677419,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,7,331,0,0.014285714,0,0,Nov,1,1,7,10,Returning_Visitor,TRUE,FALSE
+5,85.25,0,0,3,36.25,0,0.00952381,0,0,Nov,2,4,4,2,Returning_Visitor,FALSE,FALSE
+1,21.25,1,0,23,1171.071429,0.007407407,0.039506173,11.07703164,0,Dec,2,2,7,1,Returning_Visitor,FALSE,FALSE
+2,91,0,0,94,4698.796429,0,0.017659574,0,0,Nov,2,2,5,2,Returning_Visitor,TRUE,FALSE
+12,275.5166667,2,288.375,60,1276.594048,0,0.00952381,5.45243266,0,Nov,4,1,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,10,392.5,0,0.02,42.83887416,0,Nov,1,1,2,2,New_Visitor,FALSE,TRUE
+0,0,0,0,2,16,0,0.1,0,0,Nov,2,2,4,8,Returning_Visitor,FALSE,FALSE
+5,57.33333333,3,167.8,222,6942.783547,0.002212389,0.015536555,2.780937777,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,966.3583333,0,0.004081633,0,0,Nov,3,2,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,28,1107.922619,0.014814815,0.009876543,226.6777017,0,Dec,8,13,9,20,Other,FALSE,TRUE
+5,105.5,0,0,32,1403.541667,0,0.00125,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,10,518.25,60,2068.248473,0.002857143,0.034058957,0,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+10,141.0357143,2,213,50,829.5190476,0.001149425,0.025172414,0,0,Dec,2,2,4,10,Returning_Visitor,FALSE,FALSE
+1,10,0,0,30,602.5,0.009677419,0.014910394,0,0,Dec,2,2,2,10,Returning_Visitor,FALSE,FALSE
+5,121.425,1,8,16,792.75,0.005,0.008333333,38.41401623,0,Nov,2,2,1,3,Returning_Visitor,FALSE,FALSE
+4,60,3,37.83333333,21,868.0166667,0,0.008,40.72562976,0,Dec,1,1,1,2,New_Visitor,FALSE,TRUE
+2,113.75,4,125,20,933.55,0.008333333,0.035416667,60.97758829,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Nov,2,10,3,1,Returning_Visitor,FALSE,FALSE
+1,46.5,0,0,14,398.9791667,0,0.014285714,116.3378652,0,Dec,8,13,9,20,Other,FALSE,TRUE
+0,0,0,0,2,3,0,0.1,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,152,0.057142857,0.057142857,0,0,Dec,1,1,4,3,Returning_Visitor,FALSE,FALSE
+7,91.25,1,0,95,2900.791667,0.003960396,0.023267327,4.48567854,0,Nov,2,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,11,1232.083333,0,0.004,0,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+7,441.8333333,3,102.5,231,9230.890838,0.006458333,0.021838687,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,10,761.75,0.022222222,0.022222222,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,FALSE
+2,27.25,0,0,1,31.5,0.05,0.066666667,0,0,Dec,3,2,2,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,105,0,0.033333333,0,0,Dec,2,2,2,6,Returning_Visitor,FALSE,FALSE
+0,0,0,0,18,636.5,0,0.027777778,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+1,46.5,0,0,40,2338.95,0.017073171,0.030325203,9.472914356,0,Nov,1,1,1,3,Returning_Visitor,FALSE,TRUE
+6,77.75,0,0,18,941.9166667,0,0.001428571,0,0,Nov,2,2,1,2,New_Visitor,FALSE,FALSE
+6,141.9166667,2,1060.75,136,8777.613879,0.007159986,0.016360941,21.3825758,0,Dec,3,2,1,2,Returning_Visitor,FALSE,TRUE
+6,183.25,2,80.5,60,1883.444231,0,0.020858475,0,0,Nov,3,12,1,6,Returning_Visitor,TRUE,TRUE
+10,297.8333333,12,290.225,33,1467.654221,0.008,0.023038462,13.20331045,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,2,407.5,14,1043.15,0.05,0.08125,0,0,Nov,1,1,1,2,Returning_Visitor,TRUE,FALSE
+7,97,3,103.25,16,1509.5,0,0.018933333,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,14.5,0,0,24,1277.842857,0,0.016073781,0,0,Nov,3,2,1,2,New_Visitor,TRUE,FALSE
+0,0,0,0,12,282.75,0.016666667,0.052777778,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,654.875,0.028571429,0.042857143,0,0,Nov,2,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,25,610.3095238,0,0.039,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,586,0,0.06,0,0,Nov,2,4,9,10,Returning_Visitor,TRUE,FALSE
+7,172.0595238,0,0,104,5155.351132,0.006893004,0.031570985,8.805138964,0,Nov,2,5,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,12,640.375,0.023076923,0.041538462,0,0,Dec,1,1,5,1,Returning_Visitor,TRUE,FALSE
+4,28,3,37.83333333,378,12003.31758,0.003655352,0.023352993,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,161.25,0,0.05,0,0,Nov,1,1,3,2,New_Visitor,TRUE,FALSE
+5,44,0,0,131,3865.838889,0.006458094,0.023900203,0.818306551,0,Nov,2,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,9,348.75,0,0.02962963,0,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+3,143.625,0,0,63,2801.131746,0.003030303,0.012987013,9.078681618,0,Nov,3,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,13,979.0833333,0,0.006060606,0,0,Dec,3,2,6,2,New_Visitor,TRUE,FALSE
+4,62.5,0,0,53,1840.369156,0.007407407,0.023148148,46.77831787,0,Dec,1,1,2,2,Returning_Visitor,FALSE,TRUE
+11,326.4946809,0,0,92,4637.53842,0.0005,0.011495239,17.28402947,0,Nov,4,1,4,3,Returning_Visitor,FALSE,FALSE
+1,58,0,0,33,647.625,0,0.00625,0,0,Dec,3,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,64,2018.762066,0.009895833,0.027936058,0,0,Nov,3,2,1,2,Returning_Visitor,FALSE,FALSE
+4,63.25,2,7,9,297.0833333,0,0.014285714,0,0,Nov,2,2,6,8,New_Visitor,TRUE,FALSE
+1,10,0,0,254,6308.063793,0.002513228,0.01518288,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,278.75,0.028571429,0.042857143,0,0,Dec,3,2,1,20,New_Visitor,FALSE,FALSE
+0,0,0,0,6,85.25,0,0.011111111,0,0,Dec,2,2,3,10,Returning_Visitor,FALSE,FALSE
+2,21,6,182.7916667,82,1836.214249,0.004545455,0.025181135,0,0,Dec,3,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0,0.1,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,17,289.5555556,0.017647059,0.031372549,0,0,Dec,1,1,1,10,Returning_Visitor,FALSE,FALSE
+6,189,0,0,21,704.3,0,0.018478261,0,0,Dec,1,2,8,2,New_Visitor,FALSE,TRUE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,16,316,0.025,0.0375,0,0,Nov,1,8,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,145,4108.808442,0.007552448,0.023216783,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,44.5,0.066666667,0.133333333,0,0,Dec,2,2,9,3,Returning_Visitor,FALSE,FALSE
+2,43.72727273,0,0,59,3354.078463,0.012307692,0.026494505,9.005310781,0,Nov,2,2,3,1,Returning_Visitor,FALSE,TRUE
+0,0,0,0,2,1121.5,0,0.1,0,0,Nov,8,2,4,3,Returning_Visitor,FALSE,FALSE
+6,84.66666667,0,0,24,1387.5,0,0.017261905,11.30850046,0,Nov,2,2,1,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,89,2924.432937,0.006741573,0.024478493,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,TRUE
+7,134.625,0,0,14,1010.375,0.011764706,0.058823529,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,109,0,0,31,3116.5,0,0.005208333,0,0,Dec,3,2,1,10,Returning_Visitor,FALSE,TRUE
+6,888.8333333,0,0,39,1570.791667,0.00952381,0.011156463,16.32930757,0,Dec,1,1,3,2,Returning_Visitor,TRUE,FALSE
+2,112,4,231.875,73,2163.5,0.007692308,0.02991453,11.62573653,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+1,11.5,1,94,98,6212.779517,0.024162985,0.033991575,0,0,Nov,3,2,4,10,Returning_Visitor,TRUE,FALSE
+2,37.5,0,0,70,6384.366987,0.016666667,0.027790836,0,0,Nov,1,1,3,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,28,1023.125,0.007142857,0.028571429,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,3,2,9,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,1,6,2,Returning_Visitor,FALSE,FALSE
+6,1489.041667,0,0,12,879.8,0,0.005555556,0,0,Nov,2,2,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,4,86,0,0.025,0,0,Dec,2,5,1,8,New_Visitor,TRUE,FALSE
+26,1561.717567,9,503.7222222,183,9676.09318,0.011054834,0.014200442,19.56746389,0,Nov,3,2,2,13,Returning_Visitor,FALSE,TRUE
+10,298.581761,0,0,210,8115.845852,0.008398675,0.030193184,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,1,13,9,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,25.5,0,0.1,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+9,102.8666667,3,339.5,29,693.2541667,0,0.014705882,77.64914484,0,Dec,2,10,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,17,278.6666667,0.015686275,0.042666157,0,0,Nov,3,2,1,6,Returning_Visitor,TRUE,FALSE
+9,1294.9,1,32.66666667,37,1012.233333,0,0.006910299,33.31220592,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+0,0,0,0,46,1014.375,0.008695652,0.026449275,0,0,Dec,2,2,3,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,23,1107.267857,0.058181818,0.069393939,39.038442,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+7,533.5913534,4,333.5,85,5496.630355,0.010192616,0.025284123,5.145928873,0,Nov,3,2,1,13,Returning_Visitor,FALSE,FALSE
+4,140.5833333,2,385,53,1609.990079,0.003571429,0.028928571,7.209305119,0,Dec,2,2,5,2,Returning_Visitor,TRUE,FALSE
+6,76.3125,0,0,187,6338.256636,0.003076923,0.024062504,2.122731861,0,Nov,2,4,1,2,Returning_Visitor,FALSE,FALSE
+6,112.125,8,224,114,3459.479978,0.001574803,0.009848144,5.648688126,0,Nov,2,2,3,8,Returning_Visitor,TRUE,TRUE
+6,344.5,0,0,7,186,0.046153846,0.033333333,0,0,Nov,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,52.66666667,0.04,0.05,0,0,Nov,3,2,2,13,Returning_Visitor,FALSE,FALSE
+2,698.5,0,0,41,1053.841565,0.002990033,0.014327278,0,0,Nov,2,5,6,1,Returning_Visitor,TRUE,FALSE
+6,60.875,0,0,57,3671.675,0.003278689,0.027595628,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+2,7,0,0,63,2219.866667,0.003174603,0.023129252,0,0,Nov,2,2,4,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,0,0.2,0.2,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+3,81.5,0,0,3,40.5,0,0.04,0,0,Nov,1,1,1,8,New_Visitor,FALSE,FALSE
+3,97.5,0,0,5,155.3333333,0,0.028571429,0,0,Dec,3,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,1,0,0.2,0.2,0,0,Dec,2,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,15,1134.455556,0,0.001333333,30.30681247,0,Dec,2,4,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,389.1666667,0,0.021428571,0,0,Nov,3,2,3,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,10,902.6666667,0,0.03,0,0,Nov,2,2,3,20,Returning_Visitor,TRUE,FALSE
+9,500,0,0,54,2201.710714,0.000595238,0.011252834,2.82745293,0,Dec,2,5,1,1,Returning_Visitor,FALSE,FALSE
+1,7,0,0,21,803,0.031578947,0.052631579,7.014753437,0,Nov,3,2,3,3,Returning_Visitor,FALSE,TRUE
+0,0,0,0,8,102.75,0,0.066666667,0,0,Dec,2,2,9,6,Returning_Visitor,FALSE,FALSE
+3,117,0,0,98,3653.641667,0.002680653,0.0296601,0,0,Nov,2,5,9,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,15,264.0833333,0,0.02,0,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+12,257.75,0,0,3,97.5,0,0.038461538,0,0,Dec,3,2,4,8,Returning_Visitor,FALSE,TRUE
+0,0,0,0,16,853.4166667,0.013333333,0.037777778,50.81417971,0,Dec,1,1,7,2,New_Visitor,FALSE,TRUE
+6,270.75,0,0,6,217.5,0,0.02,0,0,Dec,3,2,4,2,New_Visitor,TRUE,FALSE
+0,0,0,0,13,223.4166667,0,0.023076923,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+1,8,0,0,55,1893.650488,0.012727273,0.038483516,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,69,2077.806007,0.004830918,0.018561873,0,0,Nov,2,2,4,2,Returning_Visitor,FALSE,FALSE
+0,0,2,120.5,54,1389.216667,0.008928571,0.025119048,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+1,0,2,23.75,193,6784.671131,0.004931973,0.021157516,0,0,Nov,2,2,7,2,Returning_Visitor,TRUE,TRUE
+1,43.5,0,0,6,183.875,0,0.014285714,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+4,17.5,3,171,6,101,0.02,0.03,0,0,Nov,1,2,1,8,New_Visitor,TRUE,FALSE
+0,0,0,0,6,199.25,0,0.033333333,0,0,Dec,2,4,1,3,Other,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,2,5,1,2,Returning_Visitor,FALSE,FALSE
+12,317.6282051,2,256.5,81,3675.940705,0.006741573,0.017420532,11.62288468,0,Dec,2,2,1,10,Returning_Visitor,TRUE,TRUE
+0,0,0,0,18,541.9166667,0,0.015686275,0,0,Nov,3,2,1,2,New_Visitor,TRUE,FALSE
+5,40.13636364,0,0,35,840.9952922,0.005263158,0.012593985,64.72238907,0,Nov,2,2,1,1,Returning_Visitor,FALSE,TRUE
+0,0,6,97.16666667,81,3466.794048,0.018431373,0.022050322,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,52.5,0.066666667,0.1,0,0,Dec,3,2,3,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,833.75,0.0125,0.0375,0,0,Dec,2,5,1,3,Returning_Visitor,FALSE,FALSE
+5,116,0,0,31,1350.258333,0.012903226,0.023870968,0,0,Dec,3,2,8,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,14,999,0,0.023076923,8.482951523,0,Dec,2,2,3,6,Returning_Visitor,FALSE,TRUE
+0,0,0,0,111,1624.75,0.013636364,0.025515152,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+6,580.3333333,0,0,43,1326.107143,0.018367347,0.018160173,0,0,Nov,1,1,3,2,Returning_Visitor,FALSE,TRUE
+1,14,0,0,11,239.5833333,0,0.016666667,0,0,Nov,2,2,6,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,18,413.6666667,0,0.047222222,0,0,Dec,2,2,6,1,Returning_Visitor,FALSE,FALSE
+13,399.75,3,47.75,61,1458.993056,0.001785714,0.01655198,17.49721917,0,Nov,1,1,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,36,872.8333333,0,0.007058824,81.02729581,0,Nov,2,4,1,8,New_Visitor,FALSE,TRUE
+8,108.5,0,0,53,1287.852778,0.003389831,0.027514124,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+12,219.274359,4,857.1666667,107,2640.135697,0,0.015489592,6.479206264,0,Nov,1,2,1,2,Returning_Visitor,TRUE,TRUE
+0,0,0,0,112,6673.291392,0,0.008744589,5.468093499,0,Nov,2,4,1,3,Returning_Visitor,FALSE,FALSE
+1,0,1,46.5,22,671.8666667,0.017391304,0.02057971,0,0,Nov,3,2,7,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,486.5,0,0.028571429,0,0,Nov,2,4,1,1,Returning_Visitor,FALSE,FALSE
+1,8,0,0,6,189.75,0,0.019047619,0,0,Nov,1,1,7,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,33,472.3611111,0.012903226,0.014721408,0,0,Nov,1,1,9,2,Returning_Visitor,FALSE,FALSE
+6,243.75,0,0,8,171.25,0.038888889,0.067222222,0,0,Dec,3,2,3,1,Returning_Visitor,FALSE,FALSE
+3,18,0,0,2,8,0,0.05,0,0,Dec,8,13,9,20,Other,FALSE,FALSE
+19,739.1948718,1,8,114,4269.493146,0.001574803,0.016980377,8.466384757,0,Nov,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,74,3109.404167,0.009459459,0.042859175,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,44,1236.638095,0,0.014728682,0,0,Dec,2,4,1,2,Returning_Visitor,FALSE,FALSE
+7,311.1361111,0,0,36,1699.073611,0.010087719,0.035614035,133.2813786,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,1749,0.047619048,0.104761905,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,420,0,0.030769231,0,0,Dec,2,5,6,2,New_Visitor,FALSE,FALSE
+1,41.125,0,0,126,4310.004668,0.000687831,0.012822843,3.451072113,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,1,5,9,279,0.04,0.041666667,0,0,Nov,3,2,7,8,New_Visitor,TRUE,FALSE
+0,0,0,0,24,1010.25,0.008333333,0.016666667,31.81967723,0,Dec,3,2,8,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,3,178.25,0,0.066666667,0,0,Nov,3,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,19,540.3333333,0,0.044736842,0,0,Nov,2,2,1,10,Returning_Visitor,TRUE,FALSE
+5,127.2,2,33,93,2720.265368,0.007142857,0.034701976,0,0,Nov,3,2,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,9,867,0.022222222,0.051851852,0,0,Nov,1,1,1,3,Returning_Visitor,FALSE,FALSE
+0,0,1,0,22,812.3,0.030848861,0.057391304,0,0,Nov,1,1,4,10,Returning_Visitor,TRUE,FALSE
+2,50.5,0,0,70,2802.116667,0.002898551,0.017230274,0,0,Nov,2,2,3,3,Returning_Visitor,FALSE,FALSE
+4,91,0,0,2,22,0.033333333,0.022222222,0,0,Dec,1,1,1,2,New_Visitor,FALSE,FALSE
+2,262.6666667,3,112,127,4214.779822,0.008396947,0.018035252,0,0,Nov,3,2,1,3,Returning_Visitor,FALSE,FALSE
+5,157.3333333,0,0,76,3923.586111,0.000865801,0.013675718,0,0,Nov,2,2,8,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,49,3414.875,0.012244898,0.027210884,0,0,Nov,2,2,7,2,Returning_Visitor,FALSE,FALSE
+2,23,0,0,12,284.5,0,0.014285714,0,0,Dec,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,7,53,0.028571429,0.057142857,0,0,Dec,1,1,1,2,Returning_Visitor,FALSE,FALSE
+6,413.4996124,0,0,83,6072.032391,0.007058824,0.024023709,1.240071108,0,Nov,3,2,8,1,Returning_Visitor,TRUE,TRUE
+2,223.75,3,165,51,2159.004167,0.013684211,0.037347156,10.22993737,0,Nov,1,1,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,277.5,0,0.04,42.03044096,0,Nov,2,2,3,2,Returning_Visitor,FALSE,TRUE
+6,95.91666667,0,0,19,671.55,0,0.020454545,28.12876638,0,Dec,2,2,7,2,Returning_Visitor,FALSE,FALSE
+7,111.0833333,0,0,24,431.5,0.008,0.012,0,0,Dec,1,1,1,3,Returning_Visitor,FALSE,FALSE
+4,81.5,0,0,93,2773.010873,0.011827957,0.017573541,0,0,Nov,3,2,3,3,Returning_Visitor,TRUE,FALSE
+3,52.75,0,0,69,909.1548701,0.002857143,0.012225275,8.086657063,0,Dec,2,2,1,7,Returning_Visitor,FALSE,FALSE
+6,133.4666667,0,0,44,2664.445833,0.002040816,0.010884354,97.86083623,0,Nov,2,2,1,3,Returning_Visitor,TRUE,TRUE
+5,134.3333333,0,0,56,959.8117424,0,0.011420635,11.61864445,0,Nov,2,2,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,205.5,0,0.042857143,0,0,Nov,3,2,9,13,Returning_Visitor,FALSE,FALSE
+0,0,0,0,20,2001.833333,0.00952381,0.013492063,0,0,Nov,2,2,9,6,Returning_Visitor,FALSE,FALSE
+7,139.575,0,0,30,986.5,0,0.011428571,36.39286104,0,Dec,2,10,1,2,New_Visitor,FALSE,TRUE
+0,0,0,0,2,40.5,0,0.1,0,0,Dec,1,1,3,3,Other,FALSE,FALSE
+5,181.8666667,0,0,192,4845.989214,0.005412371,0.022099252,18.67564853,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,40,1445.840909,0.003827751,0.032192982,0,0,Nov,3,2,6,8,Returning_Visitor,TRUE,FALSE
+1,73.75,0,0,45,2674.339216,0.000869565,0.020139353,0,0,Nov,1,1,8,1,Returning_Visitor,FALSE,FALSE
+1,88,3,540.3333333,57,1656.410714,0,0.002259887,0,0,Nov,2,4,9,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,125,7453.766667,0.001626016,0.013132473,0,0,Nov,2,2,3,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,37,854.55,0.005405405,0.023166023,0,0,Dec,2,2,6,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,45,2650.416667,0.013333333,0.034074074,0,0,Dec,3,7,2,1,Returning_Visitor,TRUE,FALSE
+6,369.3333333,2,225.5,133,3918.363736,0,0.009275362,7.147603773,0,Nov,2,2,2,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,4,197.4166667,0.016666667,0.0875,0,0,Nov,4,1,5,1,Returning_Visitor,FALSE,FALSE
+8,167.9107143,6,547.75,111,6340.152381,0.003361345,0.009431773,44.21979406,0,Dec,3,2,6,2,Returning_Visitor,FALSE,FALSE
+3,100,0,0,27,730.7916667,0.016,0.027555556,0,0,Nov,3,2,3,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,88.5,0,0.033333333,0,0,Nov,3,2,1,3,Returning_Visitor,TRUE,FALSE
+0,0,0,0,20,1008.5,0.08,0.12,0,0,Dec,2,2,3,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,35,0,0.066666667,0,0,Nov,4,1,1,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,189.5,0.075,0.1,0,0,Dec,3,2,1,13,Returning_Visitor,FALSE,FALSE
+0,0,2,21,12,144.5,0.014285714,0.05,0,0,Dec,2,2,2,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,23,1422.85,0.017391304,0.049275362,0,0,Nov,2,2,7,1,Returning_Visitor,FALSE,FALSE
+0,0,3,33.75,9,313.9285714,0.033333333,0.027777778,0,0,Dec,3,2,2,10,Returning_Visitor,FALSE,FALSE
+0,0,0,0,5,108,0,0.04,0,0,Dec,2,2,1,2,New_Visitor,FALSE,FALSE
+0,0,0,0,6,139.75,0.033333333,0.066666667,0,0,Nov,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,21,472.875,0.00952381,0.041269841,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,FALSE
+3,9,0,0,17,372.25,0,0.016666667,0,0,Nov,4,1,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,9,719.5833333,0.022222222,0.055555556,0,0,Nov,2,4,4,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,2,0,0.2,0.2,0,0,Nov,1,1,4,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,22,185.25,0.021212121,0.075757576,0,0,Nov,2,7,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,3,172,0,0.066666667,0,0,Dec,2,13,9,20,Returning_Visitor,FALSE,FALSE
+0,0,0,0,30,655.5428571,0.006666667,0.019666667,0,0,Dec,3,2,1,2,Returning_Visitor,TRUE,FALSE
+0,0,0,0,39,1168.619841,0,0.009064449,0,0,Nov,1,1,4,3,Returning_Visitor,FALSE,FALSE
+0,0,0,0,13,1041.75,0.018181818,0.027272727,0,0,Dec,2,2,5,2,Returning_Visitor,FALSE,FALSE
+2,305.125,3,368.25,27,1121.25,0.02,0.042857143,39.51980679,0,Dec,3,2,1,2,Returning_Visitor,FALSE,FALSE
+1,19,0,0,45,4018.45,0.009090909,0.021969697,0,0,Nov,2,2,3,1,Returning_Visitor,TRUE,FALSE
+3,54,0,0,20,262.9,0.008333333,0.055555556,0,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+1,5,0,0,21,411.0833333,0.015789474,0.016140351,0,0,Nov,3,2,7,3,Returning_Visitor,FALSE,FALSE
+1,0,2,211.25,144,4627.489571,0.001360544,0.020664031,0,0,Nov,2,2,1,2,Returning_Visitor,FALSE,TRUE
+7,150.3571429,1,9,221,11431.00124,0.011148992,0.021904109,1.582473154,0,Nov,2,5,1,2,Returning_Visitor,TRUE,TRUE
+3,16,3,86,15,2773.5,0,0.03,78.81172527,0,Dec,2,2,1,2,Returning_Visitor,FALSE,TRUE
+0,0,0,0,7,705.8333333,0.028571429,0.085714286,0,0,Dec,5,11,4,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,7,212.5,0,0.033333333,0,0,Nov,3,2,1,11,Returning_Visitor,TRUE,FALSE
+0,0,0,0,44,615,0.013636364,0.036363636,0,0,Dec,4,1,3,1,Returning_Visitor,FALSE,FALSE
+3,100.5,0,0,95,1453.640882,0.002105263,0.012761333,0,0,Dec,2,2,3,2,New_Visitor,FALSE,FALSE
+0,0,0,0,6,279,0,0.033333333,0,0,Dec,1,2,3,10,Returning_Visitor,TRUE,FALSE
+0,0,0,0,21,1128.583333,0,0.013043478,3.685400817,0,Dec,2,2,1,2,Returning_Visitor,FALSE,FALSE
+0,0,0,0,8,143.5833333,0.014285714,0.05,0,0,Nov,2,2,3,1,Returning_Visitor,FALSE,FALSE
+0,0,0,0,6,0,0.2,0.2,0,0,Nov,1,8,4,1,Returning_Visitor,FALSE,FALSE
+6,76.25,0,0,22,1075.25,0,0.004166667,0,0,Dec,2,2,4,2,Returning_Visitor,FALSE,FALSE
+2,64.75,0,0,44,1157.97619,0,0.013953488,0,0,Nov,2,2,1,10,Returning_Visitor,FALSE,FALSE
+0,0,1,0,16,503,0,0.037647059,0,0,Nov,2,2,1,1,Returning_Visitor,FALSE,FALSE
+3,145,0,0,53,1783.791667,0.007142857,0.029030612,12.24171745,0,Dec,4,6,1,1,Returning_Visitor,TRUE,FALSE
+0,0,0,0,5,465.75,0,0.021333333,0,0,Nov,3,2,1,8,Returning_Visitor,TRUE,FALSE
+0,0,0,0,6,184.25,0.083333333,0.086666667,0,0,Nov,3,2,1,13,Returning_Visitor,TRUE,FALSE
+4,75,0,0,15,346,0,0.021052632,0,0,Nov,2,2,3,11,Returning_Visitor,FALSE,FALSE
+0,0,0,0,3,21.25,0,0.066666667,0,0,Nov,3,2,1,2,New_Visitor,TRUE,FALSE